[2025-10-16T00:21:33.118863] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-10-16T00:21:33.297216] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-10-16T00:21:33.467395] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-10-16T00:21:33.636572] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-10-16T00:21:33.636928] [WARN ] [STATE ] State set to: WAITING [2025-10-16T00:21:33.637003] [INFO ] [STATE ] Checking TDM service status... [2025-10-16T00:21:33.643279] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:33.647058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:33.650560] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:33.654035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:33.657582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:36.663144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:36.667025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:36.671551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:36.675953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:36.680047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:39.970897] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:39.975352] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:39.979115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:39.982836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:39.986517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:42.991678] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:42.995345] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:43.029786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:43.063511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:43.097766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:46.102895] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:46.107207] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:46.111706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:46.116364] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:46.120738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:49.127082] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:49.132264] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:49.137594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:49.143228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:49.147277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:52.152305] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:52.156074] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:52.159590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:52.163137] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:52.166449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:55.171764] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:55.175336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:55.178851] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:55.182255] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:55.185589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:21:58.191774] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:21:58.195802] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:21:58.200338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:21:58.205070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:21:58.209408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:01.214454] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:01.218386] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:01.222476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:01.227163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:01.231875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:04.237579] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:04.242088] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:04.246301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:04.250325] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:04.254850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:07.263625] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:07.267623] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:07.271955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:07.275905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:07.279427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:10.286350] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:10.292369] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:10.296945] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:10.301067] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:10.305547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:13.310572] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:13.314195] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:13.319296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:13.323470] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:13.327446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:16.332773] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:16.336279] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:16.339705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:16.343424] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:16.347626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:19.352677] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:19.356203] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:19.360423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:19.364135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:19.367411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:22.372511] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:22.376104] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:22.379481] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:22.382816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:22.386094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:25.392409] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:25.396191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:25.399857] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:25.403472] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:25.406886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:28.412005] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:28.415491] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:28.419509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:28.423159] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:28.426601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:31.432396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:31.436760] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:31.440911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:31.445112] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:31.449614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:34.454518] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:34.458242] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:34.461773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:34.465179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:34.468594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:37.473865] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:37.477597] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:37.481301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:37.484951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:37.488637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:40.494337] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:40.497846] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:40.501585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:40.505718] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:40.509991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:43.514969] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:43.519184] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:43.523888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:43.528489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:43.532697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:46.538130] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:46.542250] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:46.545867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:46.549479] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:46.553383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T00:22:49.559586] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T00:22:49.564470] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-15), and is a dependency of this service. [2025-10-16T00:22:49.569236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T00:22:49.573985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T00:22:49.578490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T00:22:49.578881] [WARN ] [STATE ] State set to: RUNNING [2025-10-16T00:22:49.578979] [INFO ] [sig ] Generating forecasts for all active symbols [2025-10-16T00:22:49.579045] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-10-16T00:22:49.623023] [DEBUG] [REMOTE ] Fetched 1803 unique symbols from directory listing. [2025-10-16T00:22:49.628803] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-10-16T00:22:49.628967] [INFO ] [sig ] Found 1803 active symbols to forecast [2025-10-16T00:22:49.629414] [INFO ] [sig ] [1/1803] Forecasting A... [2025-10-16T00:22:49.629485] [INFO ] [sig ] Generating forecast for: A [2025-10-16T00:22:49.629536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-10-16T00:22:49.641198] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'A'. [2025-10-16T00:22:49.641684] [INFO ] [FORECASTER] Starting predict_future for A [2025-10-16T00:22:49.670971] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:49.671909] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-10-16T00:22:49.671998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:49.672075] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:49.672127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:49.672194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:49.697472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:49.698703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:49.698844] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:49.698914] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:49.744161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:49.744336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:49.744384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:49.744415] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:49.748924] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-10-16T00:22:49.749352] [INFO ] [FORECASTER] Completed predict_future for A [2025-10-16T00:22:49.749750] [INFO ] [sig ] A: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:49.967274] [INFO ] [LOCAL ] Saved forecast: A 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/A.txt [2025-10-16T00:22:49.967510] [INFO ] [sig ] [1/1803] Completed A in 0.3s | 2.96 sym/s | Total: 0.3s | ETA: 10.2m [2025-10-16T00:22:49.967559] [INFO ] [sig ] [2/1803] Forecasting AAP... [2025-10-16T00:22:49.967594] [INFO ] [sig ] Generating forecast for: AAP [2025-10-16T00:22:49.967628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-10-16T00:22:49.979550] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AAP'. [2025-10-16T00:22:49.980086] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-10-16T00:22:50.014193] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:50.015421] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-10-16T00:22:50.015509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:50.015569] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:50.015621] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:50.015760] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:50.042141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:50.043142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:50.043256] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:50.043294] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:50.091386] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:50.091597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:50.091699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:50.091765] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:50.097247] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=95.90%) [2025-10-16T00:22:50.097817] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-10-16T00:22:50.098032] [INFO ] [sig ] AAP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:50.405622] [INFO ] [LOCAL ] Saved forecast: AAP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AAP.txt [2025-10-16T00:22:50.405989] [INFO ] [sig ] [2/1803] Completed AAP in 0.4s | 2.58 sym/s | Total: 0.8s | ETA: 11.7m [2025-10-16T00:22:50.406064] [INFO ] [sig ] [3/1803] Forecasting AAT... [2025-10-16T00:22:50.406120] [INFO ] [sig ] Generating forecast for: AAT [2025-10-16T00:22:50.406168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-10-16T00:22:50.417854] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AAT'. [2025-10-16T00:22:50.418419] [INFO ] [FORECASTER] Starting predict_future for AAT [2025-10-16T00:22:50.453411] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:50.454569] [DEBUG] [LOCAL ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt [2025-10-16T00:22:50.454673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:50.454742] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:50.454794] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:50.454889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:50.482390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:50.483552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:50.483692] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:50.483763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:50.527556] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:50.527774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:50.527840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:50.527883] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:50.531938] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: UP (p=76.16%) [2025-10-16T00:22:50.532375] [INFO ] [FORECASTER] Completed predict_future for AAT [2025-10-16T00:22:50.532541] [INFO ] [sig ] AAT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:50.745137] [INFO ] [LOCAL ] Saved forecast: AAT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AAT.txt [2025-10-16T00:22:50.745367] [INFO ] [sig ] [3/1803] Completed AAT in 0.3s | 2.69 sym/s | Total: 1.1s | ETA: 11.2m [2025-10-16T00:22:50.745415] [INFO ] [sig ] [4/1803] Forecasting ABCB... [2025-10-16T00:22:50.745449] [INFO ] [sig ] Generating forecast for: ABCB [2025-10-16T00:22:50.745483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-10-16T00:22:50.757510] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ABCB'. [2025-10-16T00:22:50.758016] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-10-16T00:22:50.787567] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:50.788398] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-10-16T00:22:50.788457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:50.788493] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:50.788523] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:50.788628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:50.805900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:50.806553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:50.806635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:50.806714] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:50.843669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:50.843840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:50.843885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:50.843917] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:50.847506] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=2.69%) [2025-10-16T00:22:50.847824] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-10-16T00:22:50.847985] [INFO ] [sig ] ABCB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:51.008350] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ABCB.txt [2025-10-16T00:22:51.008621] [INFO ] [sig ] [4/1803] Completed ABCB in 0.3s | 2.90 sym/s | Total: 1.4s | ETA: 10.3m [2025-10-16T00:22:51.008748] [INFO ] [sig ] [5/1803] Forecasting ABEV... [2025-10-16T00:22:51.008792] [INFO ] [sig ] Generating forecast for: ABEV [2025-10-16T00:22:51.008827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-10-16T00:22:51.018120] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'. [2025-10-16T00:22:51.018382] [INFO ] [FORECASTER] Starting predict_future for ABEV [2025-10-16T00:22:51.043183] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:51.043889] [DEBUG] [LOCAL ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt [2025-10-16T00:22:51.043945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:51.043979] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:51.044009] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:51.044067] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:51.062366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:51.062980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:51.063063] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:51.063099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:51.100432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:51.100519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:51.100557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:51.100589] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:51.103834] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=37.78%) [2025-10-16T00:22:51.104096] [INFO ] [FORECASTER] Completed predict_future for ABEV [2025-10-16T00:22:51.104233] [INFO ] [sig ] ABEV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:51.250987] [INFO ] [LOCAL ] Saved forecast: ABEV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ABEV.txt [2025-10-16T00:22:51.251208] [INFO ] [sig ] [5/1803] Completed ABEV in 0.2s | 3.08 sym/s | Total: 1.6s | ETA: 9.7m [2025-10-16T00:22:51.251255] [INFO ] [sig ] [6/1803] Forecasting ABG... [2025-10-16T00:22:51.251288] [INFO ] [sig ] Generating forecast for: ABG [2025-10-16T00:22:51.251324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-10-16T00:22:51.260052] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ABG'. [2025-10-16T00:22:51.260440] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-10-16T00:22:51.285809] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:51.286633] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-10-16T00:22:51.286719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:51.286763] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:51.286800] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:51.286873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:51.305052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:51.305598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:51.305708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:51.305758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:51.341761] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:51.341855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:51.341892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:51.341923] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:51.345138] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=14.92%) [2025-10-16T00:22:51.345398] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-10-16T00:22:51.345532] [INFO ] [sig ] ABG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:51.491753] [INFO ] [LOCAL ] Saved forecast: ABG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ABG.txt [2025-10-16T00:22:51.491983] [INFO ] [sig ] [6/1803] Completed ABG in 0.2s | 3.22 sym/s | Total: 1.9s | ETA: 9.3m [2025-10-16T00:22:51.492028] [INFO ] [sig ] [7/1803] Forecasting ABR... [2025-10-16T00:22:51.492109] [INFO ] [sig ] Generating forecast for: ABR [2025-10-16T00:22:51.492152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-10-16T00:22:51.501346] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ABR'. [2025-10-16T00:22:51.501597] [INFO ] [FORECASTER] Starting predict_future for ABR [2025-10-16T00:22:51.527006] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:51.527773] [DEBUG] [LOCAL ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt [2025-10-16T00:22:51.527830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:51.527866] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:51.527897] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:51.527957] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:51.545977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:51.546570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:51.546674] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:51.546731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:51.583507] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:51.583633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:51.583712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:51.583755] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:51.587102] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: UP (p=78.55%) [2025-10-16T00:22:51.587386] [INFO ] [FORECASTER] Completed predict_future for ABR [2025-10-16T00:22:51.587525] [INFO ] [sig ] ABR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:51.739169] [INFO ] [LOCAL ] Saved forecast: ABR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ABR.txt [2025-10-16T00:22:51.739403] [INFO ] [sig ] [7/1803] Completed ABR in 0.2s | 3.32 sym/s | Total: 2.1s | ETA: 9.0m [2025-10-16T00:22:51.739461] [INFO ] [sig ] [8/1803] Forecasting ABT... [2025-10-16T00:22:51.739497] [INFO ] [sig ] Generating forecast for: ABT [2025-10-16T00:22:51.739531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'. [2025-10-16T00:22:51.751032] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ABT'. [2025-10-16T00:22:51.751399] [INFO ] [FORECASTER] Starting predict_future for ABT [2025-10-16T00:22:51.776208] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:51.776905] [DEBUG] [LOCAL ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt [2025-10-16T00:22:51.776960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:51.777006] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:51.777037] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:51.777093] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:51.794557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:51.795609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:51.795715] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:51.795768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:51.832128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:51.832214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:51.832250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:51.832278] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:51.835396] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: UP (p=54.32%) [2025-10-16T00:22:51.835673] [INFO ] [FORECASTER] Completed predict_future for ABT [2025-10-16T00:22:51.835818] [INFO ] [sig ] ABT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:51.982497] [INFO ] [LOCAL ] Saved forecast: ABT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ABT.txt [2025-10-16T00:22:51.982709] [INFO ] [sig ] [8/1803] Completed ABT in 0.2s | 3.40 sym/s | Total: 2.4s | ETA: 8.8m [2025-10-16T00:22:51.982770] [INFO ] [sig ] [9/1803] Forecasting ACA... [2025-10-16T00:22:51.982805] [INFO ] [sig ] Generating forecast for: ACA [2025-10-16T00:22:51.982838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-10-16T00:22:51.992476] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACA'. [2025-10-16T00:22:51.992826] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-10-16T00:22:52.018257] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:52.019007] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-10-16T00:22:52.019061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:52.019094] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:52.019122] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:52.019178] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:52.038314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:52.039039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:52.039120] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:52.039154] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:52.075140] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:52.075221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:52.075258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:52.075288] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:52.078386] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=2.52%) [2025-10-16T00:22:52.078736] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-10-16T00:22:52.078885] [INFO ] [sig ] ACA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:52.227176] [INFO ] [LOCAL ] Saved forecast: ACA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ACA.txt [2025-10-16T00:22:52.227396] [INFO ] [sig ] [9/1803] Completed ACA in 0.2s | 3.46 sym/s | Total: 2.6s | ETA: 8.6m [2025-10-16T00:22:52.227439] [INFO ] [sig ] [10/1803] Forecasting ACCO... [2025-10-16T00:22:52.227471] [INFO ] [sig ] Generating forecast for: ACCO [2025-10-16T00:22:52.227505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-10-16T00:22:52.236760] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACCO'. [2025-10-16T00:22:52.237105] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-10-16T00:22:52.261839] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:52.262580] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-10-16T00:22:52.262637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:52.262715] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:52.262750] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:52.262813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:52.280248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:52.281256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:52.281340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:52.281376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:52.319010] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:52.319187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:52.319230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:52.319260] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:52.322808] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=92.90%) [2025-10-16T00:22:52.323086] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-10-16T00:22:52.323219] [INFO ] [sig ] ACCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:52.462778] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACCO.txt [2025-10-16T00:22:52.462991] [INFO ] [sig ] [10/1803] Completed ACCO in 0.2s | 3.53 sym/s | Total: 2.8s | ETA: 8.5m [2025-10-16T00:22:52.463034] [INFO ] [sig ] [11/1803] Forecasting ACEL... [2025-10-16T00:22:52.463064] [INFO ] [sig ] Generating forecast for: ACEL [2025-10-16T00:22:52.463096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-10-16T00:22:52.471616] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACEL'. [2025-10-16T00:22:52.471990] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-10-16T00:22:52.496703] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:52.497455] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-10-16T00:22:52.497511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:52.497546] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:52.497574] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:52.497630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:52.514524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:52.515273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:52.515355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:52.515390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:52.554733] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:52.554917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:52.554961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:52.554992] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:52.558522] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=54.51%) [2025-10-16T00:22:52.558880] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-10-16T00:22:52.559029] [INFO ] [sig ] ACEL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:52.712839] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACEL.txt [2025-10-16T00:22:52.713105] [INFO ] [sig ] [11/1803] Completed ACEL in 0.3s | 3.57 sym/s | Total: 3.1s | ETA: 8.4m [2025-10-16T00:22:52.713153] [INFO ] [sig ] [12/1803] Forecasting ACI... [2025-10-16T00:22:52.713186] [INFO ] [sig ] Generating forecast for: ACI [2025-10-16T00:22:52.713220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-10-16T00:22:52.724266] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACI'. [2025-10-16T00:22:52.724754] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-10-16T00:22:52.752784] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:52.753603] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-10-16T00:22:52.753685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:52.753736] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:52.753769] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:52.753830] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:52.773917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:52.774811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:52.774900] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:52.774936] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:52.815234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:52.815413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:52.815457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:52.815489] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:52.819137] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=89.58%) [2025-10-16T00:22:52.819432] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-10-16T00:22:52.819579] [INFO ] [sig ] ACI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:52.990986] [INFO ] [LOCAL ] Saved forecast: ACI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACI.txt [2025-10-16T00:22:52.991266] [INFO ] [sig ] [12/1803] Completed ACI in 0.3s | 3.57 sym/s | Total: 3.4s | ETA: 8.4m [2025-10-16T00:22:52.991314] [INFO ] [sig ] [13/1803] Forecasting ACM... [2025-10-16T00:22:52.991347] [INFO ] [sig ] Generating forecast for: ACM [2025-10-16T00:22:52.991393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-10-16T00:22:53.001524] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACM'. [2025-10-16T00:22:53.001938] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-10-16T00:22:53.027659] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:53.028459] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-10-16T00:22:53.028515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:53.028578] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:53.028622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:53.028713] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:53.045756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:53.046691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:53.046782] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:53.046818] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:53.082368] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:53.082560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:53.082604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:53.082635] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:53.086179] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=6.82%) [2025-10-16T00:22:53.086477] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-10-16T00:22:53.086614] [INFO ] [sig ] ACM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:53.228004] [INFO ] [LOCAL ] Saved forecast: ACM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ACM.txt [2025-10-16T00:22:53.228240] [INFO ] [sig ] [13/1803] Completed ACM in 0.2s | 3.61 sym/s | Total: 3.6s | ETA: 8.3m [2025-10-16T00:22:53.228284] [INFO ] [sig ] [14/1803] Forecasting ACN... [2025-10-16T00:22:53.228315] [INFO ] [sig ] Generating forecast for: ACN [2025-10-16T00:22:53.228346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-10-16T00:22:53.236604] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACN'. [2025-10-16T00:22:53.236910] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-10-16T00:22:53.261312] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:53.262101] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-10-16T00:22:53.262157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:53.262192] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:53.262220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:53.262277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:53.279323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:53.280005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:53.280090] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:53.280124] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:53.319915] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:53.320084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:53.320125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:53.320154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:53.323726] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-10-16T00:22:53.324000] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-10-16T00:22:53.324137] [INFO ] [sig ] ACN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:53.468704] [INFO ] [LOCAL ] Saved forecast: ACN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACN.txt [2025-10-16T00:22:53.468941] [INFO ] [sig ] [14/1803] Completed ACN in 0.2s | 3.65 sym/s | Total: 3.8s | ETA: 8.2m [2025-10-16T00:22:53.468986] [INFO ] [sig ] [15/1803] Forecasting ACP... [2025-10-16T00:22:53.469016] [INFO ] [sig ] Generating forecast for: ACP [2025-10-16T00:22:53.469049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-10-16T00:22:53.478428] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACP'. [2025-10-16T00:22:53.478806] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-10-16T00:22:53.504704] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:53.505584] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-10-16T00:22:53.505638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:53.505730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:53.505765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:53.505823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:53.523102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:53.523738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:53.523822] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:53.523856] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:53.564009] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:53.564193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:53.564276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:53.564343] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:53.568293] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=78.45%) [2025-10-16T00:22:53.568771] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-10-16T00:22:53.572563] [INFO ] [sig ] ACP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:53.721158] [INFO ] [LOCAL ] Saved forecast: ACP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACP.txt [2025-10-16T00:22:53.721421] [INFO ] [sig ] [15/1803] Completed ACP in 0.3s | 3.67 sym/s | Total: 4.1s | ETA: 8.1m [2025-10-16T00:22:53.721484] [INFO ] [sig ] [16/1803] Forecasting ACR... [2025-10-16T00:22:53.721518] [INFO ] [sig ] Generating forecast for: ACR [2025-10-16T00:22:53.721551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-10-16T00:22:53.732039] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACR'. [2025-10-16T00:22:53.732448] [INFO ] [FORECASTER] Starting predict_future for ACR [2025-10-16T00:22:53.759021] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:53.759828] [DEBUG] [LOCAL ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt [2025-10-16T00:22:53.759885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:53.759919] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:53.759947] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:53.760005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:53.777549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:53.778202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:53.778316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:53.778372] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:53.815909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:53.816072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:53.816114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:53.816179] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:53.821896] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-10-16T00:22:53.822375] [INFO ] [FORECASTER] Completed predict_future for ACR [2025-10-16T00:22:53.822512] [INFO ] [sig ] ACR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:53.977817] [INFO ] [LOCAL ] Saved forecast: ACR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACR.txt [2025-10-16T00:22:53.978093] [INFO ] [sig ] [16/1803] Completed ACR in 0.3s | 3.68 sym/s | Total: 4.3s | ETA: 8.1m [2025-10-16T00:22:53.978156] [INFO ] [sig ] [17/1803] Forecasting ACRE... [2025-10-16T00:22:53.978190] [INFO ] [sig ] Generating forecast for: ACRE [2025-10-16T00:22:53.978224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-10-16T00:22:53.988393] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'. [2025-10-16T00:22:53.988869] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-10-16T00:22:54.019455] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:54.020733] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-10-16T00:22:54.020813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:54.020891] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:54.020935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:54.020997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:54.042368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:54.043606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:54.043745] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:54.043835] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:54.085032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:54.085214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:54.085258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:54.085290] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:54.089855] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=7.22%) [2025-10-16T00:22:54.090185] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-10-16T00:22:54.090335] [INFO ] [sig ] ACRE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:54.256711] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ACRE.txt [2025-10-16T00:22:54.256951] [INFO ] [sig ] [17/1803] Completed ACRE in 0.3s | 3.67 sym/s | Total: 4.6s | ETA: 8.1m [2025-10-16T00:22:54.257000] [INFO ] [sig ] [18/1803] Forecasting ACV... [2025-10-16T00:22:54.257032] [INFO ] [sig ] Generating forecast for: ACV [2025-10-16T00:22:54.257066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-10-16T00:22:54.267901] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACV'. [2025-10-16T00:22:54.268216] [INFO ] [FORECASTER] Starting predict_future for ACV [2025-10-16T00:22:54.297899] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:54.298943] [DEBUG] [LOCAL ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt [2025-10-16T00:22:54.299001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:54.299037] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:54.299067] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:54.299126] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:54.318636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:54.319238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:54.319326] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:54.319362] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:54.353692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:54.353829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:54.353872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:54.353903] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:54.357357] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=99.02%) [2025-10-16T00:22:54.357762] [INFO ] [FORECASTER] Completed predict_future for ACV [2025-10-16T00:22:54.357919] [INFO ] [sig ] ACV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:54.531530] [INFO ] [LOCAL ] Saved forecast: ACV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ACV.txt [2025-10-16T00:22:54.531910] [INFO ] [sig ] [18/1803] Completed ACV in 0.3s | 3.67 sym/s | Total: 4.9s | ETA: 8.1m [2025-10-16T00:22:54.531983] [INFO ] [sig ] [19/1803] Forecasting ACVA... [2025-10-16T00:22:54.532054] [INFO ] [sig ] Generating forecast for: ACVA [2025-10-16T00:22:54.532128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-10-16T00:22:54.542843] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ACVA'. [2025-10-16T00:22:54.543190] [INFO ] [FORECASTER] Starting predict_future for ACVA [2025-10-16T00:22:54.574729] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:54.575691] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-10-16T00:22:54.575751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:54.575788] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:54.575822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:54.575882] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:54.597391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:54.598048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:54.598136] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:54.598173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:54.640122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:54.640274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:54.640337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:54.640374] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:54.644917] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=18.27%) [2025-10-16T00:22:54.645203] [INFO ] [FORECASTER] Completed predict_future for ACVA [2025-10-16T00:22:54.645344] [INFO ] [sig ] ACVA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:54.807280] [INFO ] [LOCAL ] Saved forecast: ACVA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ACVA.txt [2025-10-16T00:22:54.807492] [INFO ] [sig ] [19/1803] Completed ACVA in 0.3s | 3.67 sym/s | Total: 5.2s | ETA: 8.1m [2025-10-16T00:22:54.807579] [INFO ] [sig ] [20/1803] Forecasting ADC... [2025-10-16T00:22:54.807621] [INFO ] [sig ] Generating forecast for: ADC [2025-10-16T00:22:54.807690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-10-16T00:22:54.819482] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ADC'. [2025-10-16T00:22:54.819906] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-10-16T00:22:54.846476] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:54.847475] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-10-16T00:22:54.847534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:54.847583] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:54.847663] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:54.847770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:54.866530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:54.867233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:54.867318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:54.867354] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:54.902400] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:54.902557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:54.902619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:54.902684] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:54.906299] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=11.35%) [2025-10-16T00:22:54.906582] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-10-16T00:22:54.906754] [INFO ] [sig ] ADC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:55.049044] [INFO ] [LOCAL ] Saved forecast: ADC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ADC.txt [2025-10-16T00:22:55.049265] [INFO ] [sig ] [20/1803] Completed ADC in 0.2s | 3.69 sym/s | Total: 5.4s | ETA: 8.1m [2025-10-16T00:22:55.049309] [INFO ] [sig ] [21/1803] Forecasting ADM... [2025-10-16T00:22:55.049341] [INFO ] [sig ] Generating forecast for: ADM [2025-10-16T00:22:55.049374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-10-16T00:22:55.058609] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ADM'. [2025-10-16T00:22:55.058923] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-10-16T00:22:55.083040] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:55.083728] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-10-16T00:22:55.083783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:55.083817] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:55.083845] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:55.083906] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:55.100767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:55.101330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:55.101410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:55.101444] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:55.134874] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:55.134981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:55.135018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:55.135047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:55.138600] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=4.76%) [2025-10-16T00:22:55.138905] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-10-16T00:22:55.139228] [INFO ] [sig ] ADM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:55.282107] [INFO ] [LOCAL ] Saved forecast: ADM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ADM.txt [2025-10-16T00:22:55.282328] [INFO ] [sig ] [21/1803] Completed ADM in 0.2s | 3.71 sym/s | Total: 5.7s | ETA: 8.0m [2025-10-16T00:22:55.282371] [INFO ] [sig ] [22/1803] Forecasting ADNT... [2025-10-16T00:22:55.282402] [INFO ] [sig ] Generating forecast for: ADNT [2025-10-16T00:22:55.282434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-10-16T00:22:55.291607] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ADNT'. [2025-10-16T00:22:55.291913] [INFO ] [FORECASTER] Starting predict_future for ADNT [2025-10-16T00:22:55.316930] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:55.317640] [DEBUG] [LOCAL ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt [2025-10-16T00:22:55.317721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:55.317757] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:55.317800] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:55.317858] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:55.335518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:55.336108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:55.336190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:55.336223] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:55.373393] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:55.373557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:55.373600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:55.373632] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:55.377144] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: UP (p=78.10%) [2025-10-16T00:22:55.377417] [INFO ] [FORECASTER] Completed predict_future for ADNT [2025-10-16T00:22:55.377552] [INFO ] [sig ] ADNT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:55.535373] [INFO ] [LOCAL ] Saved forecast: ADNT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ADNT.txt [2025-10-16T00:22:55.535625] [INFO ] [sig ] [22/1803] Completed ADNT in 0.3s | 3.72 sym/s | Total: 5.9s | ETA: 8.0m [2025-10-16T00:22:55.535710] [INFO ] [sig ] [23/1803] Forecasting ADT... [2025-10-16T00:22:55.535751] [INFO ] [sig ] Generating forecast for: ADT [2025-10-16T00:22:55.535784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-10-16T00:22:55.546815] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ADT'. [2025-10-16T00:22:55.547287] [INFO ] [FORECASTER] Starting predict_future for ADT [2025-10-16T00:22:55.572399] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:55.573104] [DEBUG] [LOCAL ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt [2025-10-16T00:22:55.573157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:55.573191] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:55.573219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:55.573276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:55.590673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:55.591238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:55.591316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:55.591349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:55.625960] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:55.626040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:55.626083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:55.626111] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:55.629107] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=21.80%) [2025-10-16T00:22:55.629360] [INFO ] [FORECASTER] Completed predict_future for ADT [2025-10-16T00:22:55.629489] [INFO ] [sig ] ADT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:55.769701] [INFO ] [LOCAL ] Saved forecast: ADT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ADT.txt [2025-10-16T00:22:55.769909] [INFO ] [sig ] [23/1803] Completed ADT in 0.2s | 3.75 sym/s | Total: 6.1s | ETA: 7.9m [2025-10-16T00:22:55.769952] [INFO ] [sig ] [24/1803] Forecasting ADX... [2025-10-16T00:22:55.769984] [INFO ] [sig ] Generating forecast for: ADX [2025-10-16T00:22:55.770016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-10-16T00:22:55.779282] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ADX'. [2025-10-16T00:22:55.779564] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-10-16T00:22:55.805133] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:55.805870] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-10-16T00:22:55.805926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:55.805961] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:55.805990] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:55.806049] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:55.824944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:55.826199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:55.826286] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:55.826320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:55.875062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:55.875259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:55.875325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:55.875377] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:55.880141] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=78.68%) [2025-10-16T00:22:55.880621] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-10-16T00:22:55.880801] [INFO ] [sig ] ADX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:56.054673] [INFO ] [LOCAL ] Saved forecast: ADX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ADX.txt [2025-10-16T00:22:56.054929] [INFO ] [sig ] [24/1803] Completed ADX in 0.3s | 3.74 sym/s | Total: 6.4s | ETA: 7.9m [2025-10-16T00:22:56.054984] [INFO ] [sig ] [25/1803] Forecasting AEE... [2025-10-16T00:22:56.055017] [INFO ] [sig ] Generating forecast for: AEE [2025-10-16T00:22:56.055049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-10-16T00:22:56.064793] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AEE'. [2025-10-16T00:22:56.065096] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-10-16T00:22:56.090840] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:56.091530] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-10-16T00:22:56.091586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:56.091621] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:56.091683] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:56.091761] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:56.110594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:56.111183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:56.111454] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:56.111488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:56.150399] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:56.150488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:56.150527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:56.150557] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:56.153852] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=58.75%) [2025-10-16T00:22:56.154137] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-10-16T00:22:56.154281] [INFO ] [sig ] AEE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:56.308422] [INFO ] [LOCAL ] Saved forecast: AEE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AEE.txt [2025-10-16T00:22:56.308697] [INFO ] [sig ] [25/1803] Completed AEE in 0.3s | 3.74 sym/s | Total: 6.7s | ETA: 7.9m [2025-10-16T00:22:56.308758] [INFO ] [sig ] [26/1803] Forecasting AEG... [2025-10-16T00:22:56.308792] [INFO ] [sig ] Generating forecast for: AEG [2025-10-16T00:22:56.308828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-10-16T00:22:56.316989] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AEG'. [2025-10-16T00:22:56.317274] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-10-16T00:22:56.345191] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:56.345943] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-10-16T00:22:56.346000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:56.346035] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:56.346065] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:56.346176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:56.364500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:56.365083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:56.365168] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:56.365204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:56.408207] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:56.408445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:56.408532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:56.408634] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:56.413295] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=69.73%) [2025-10-16T00:22:56.413615] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-10-16T00:22:56.413795] [INFO ] [sig ] AEG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:56.566970] [INFO ] [LOCAL ] Saved forecast: AEG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AEG.txt [2025-10-16T00:22:56.567165] [INFO ] [sig ] [26/1803] Completed AEG in 0.3s | 3.75 sym/s | Total: 6.9s | ETA: 7.9m [2025-10-16T00:22:56.567224] [INFO ] [sig ] [27/1803] Forecasting AEM... [2025-10-16T00:22:56.567259] [INFO ] [sig ] Generating forecast for: AEM [2025-10-16T00:22:56.567291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-10-16T00:22:56.577667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AEM'. [2025-10-16T00:22:56.577937] [INFO ] [FORECASTER] Starting predict_future for AEM [2025-10-16T00:22:56.607763] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:56.608441] [DEBUG] [LOCAL ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt [2025-10-16T00:22:56.608496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:56.608529] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:56.608593] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:56.608682] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:56.625908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:56.626485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:56.626568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:56.626602] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:56.661928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:56.662029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:56.662083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:56.662114] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:56.665192] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=56.83%) [2025-10-16T00:22:56.665452] [INFO ] [FORECASTER] Completed predict_future for AEM [2025-10-16T00:22:56.665579] [INFO ] [sig ] AEM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:56.805899] [INFO ] [LOCAL ] Saved forecast: AEM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AEM.txt [2025-10-16T00:22:56.806095] [INFO ] [sig ] [27/1803] Completed AEM in 0.2s | 3.76 sym/s | Total: 7.2s | ETA: 7.9m [2025-10-16T00:22:56.806136] [INFO ] [sig ] [28/1803] Forecasting AER... [2025-10-16T00:22:56.806167] [INFO ] [sig ] Generating forecast for: AER [2025-10-16T00:22:56.806197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'. [2025-10-16T00:22:56.815338] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AER'. [2025-10-16T00:22:56.815595] [INFO ] [FORECASTER] Starting predict_future for AER [2025-10-16T00:22:56.841205] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:56.841936] [DEBUG] [LOCAL ] No optimal features file found for AER: ./output/feature-sets/AER.txt [2025-10-16T00:22:56.841991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:56.842026] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:56.842053] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:56.842110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:56.859674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:56.860250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:56.860328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:56.860362] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:56.895034] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:56.895124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:56.895160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:56.895188] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:56.898300] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: DOWN (p=46.05%) [2025-10-16T00:22:56.898577] [INFO ] [FORECASTER] Completed predict_future for AER [2025-10-16T00:22:56.898751] [INFO ] [sig ] AER: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:57.056433] [INFO ] [LOCAL ] Saved forecast: AER 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AER.txt [2025-10-16T00:22:57.056707] [INFO ] [sig ] [28/1803] Completed AER in 0.3s | 3.77 sym/s | Total: 7.4s | ETA: 7.8m [2025-10-16T00:22:57.056769] [INFO ] [sig ] [29/1803] Forecasting AES... [2025-10-16T00:22:57.056803] [INFO ] [sig ] Generating forecast for: AES [2025-10-16T00:22:57.056837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-10-16T00:22:57.066571] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AES'. [2025-10-16T00:22:57.066914] [INFO ] [FORECASTER] Starting predict_future for AES [2025-10-16T00:22:57.093247] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:57.094142] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-10-16T00:22:57.094218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:57.094285] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:57.094356] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:57.094460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:57.113738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:57.114350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:57.114433] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:57.114471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:57.155903] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:57.156059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:57.156144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:57.156178] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:57.162235] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=80.55%) [2025-10-16T00:22:57.162553] [INFO ] [FORECASTER] Completed predict_future for AES [2025-10-16T00:22:57.162725] [INFO ] [sig ] AES: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:57.314606] [INFO ] [LOCAL ] Saved forecast: AES 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AES.txt [2025-10-16T00:22:57.314890] [INFO ] [sig ] [29/1803] Completed AES in 0.3s | 3.77 sym/s | Total: 7.7s | ETA: 7.8m [2025-10-16T00:22:57.314942] [INFO ] [sig ] [30/1803] Forecasting AESI... [2025-10-16T00:22:57.314974] [INFO ] [sig ] Generating forecast for: AESI [2025-10-16T00:22:57.315005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-10-16T00:22:57.325539] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AESI'. [2025-10-16T00:22:57.325896] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-10-16T00:22:57.351118] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:57.351822] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-10-16T00:22:57.351877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:57.351913] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:57.351943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:57.352001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:57.369116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:57.369728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:57.369829] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:57.369883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:57.406511] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:57.406587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:57.406622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:57.406681] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:57.409684] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=78.54%) [2025-10-16T00:22:57.409935] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-10-16T00:22:57.410064] [INFO ] [sig ] AESI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:57.547535] [INFO ] [LOCAL ] Saved forecast: AESI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AESI.txt [2025-10-16T00:22:57.547774] [INFO ] [sig ] [30/1803] Completed AESI in 0.2s | 3.79 sym/s | Total: 7.9s | ETA: 7.8m [2025-10-16T00:22:57.547835] [INFO ] [sig ] [31/1803] Forecasting AFG... [2025-10-16T00:22:57.547868] [INFO ] [sig ] Generating forecast for: AFG [2025-10-16T00:22:57.547899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-10-16T00:22:57.558472] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AFG'. [2025-10-16T00:22:57.558881] [INFO ] [FORECASTER] Starting predict_future for AFG [2025-10-16T00:22:57.585808] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:57.586580] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-10-16T00:22:57.586685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:57.586753] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:57.586817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:57.586935] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:57.606060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:57.606695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:57.606782] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:57.606827] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:57.640851] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:57.640946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:57.640982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:57.641012] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:57.644719] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=13.49%) [2025-10-16T00:22:57.645000] [INFO ] [FORECASTER] Completed predict_future for AFG [2025-10-16T00:22:57.645157] [INFO ] [sig ] AFG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:57.799780] [INFO ] [LOCAL ] Saved forecast: AFG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AFG.txt [2025-10-16T00:22:57.800037] [INFO ] [sig ] [31/1803] Completed AFG in 0.3s | 3.79 sym/s | Total: 8.2s | ETA: 7.8m [2025-10-16T00:22:57.800097] [INFO ] [sig ] [32/1803] Forecasting AFGC... [2025-10-16T00:22:57.800131] [INFO ] [sig ] Generating forecast for: AFGC [2025-10-16T00:22:57.800163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-10-16T00:22:57.809630] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'AFGC'. [2025-10-16T00:22:57.809961] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-10-16T00:22:57.836926] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:57.837632] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-10-16T00:22:57.837714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:57.837753] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:57.837782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:57.837838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:57.856244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:57.856858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:57.856943] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:57.856977] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:57.890409] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:57.890505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:57.890541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:57.890569] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:57.893849] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=43.02%) [2025-10-16T00:22:57.894176] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-10-16T00:22:57.894312] [INFO ] [sig ] AFGC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:58.058090] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AFGC.txt [2025-10-16T00:22:58.058426] [INFO ] [sig ] [32/1803] Completed AFGC in 0.3s | 3.80 sym/s | Total: 8.4s | ETA: 7.8m [2025-10-16T00:22:58.058492] [INFO ] [sig ] [33/1803] Forecasting AFGD... [2025-10-16T00:22:58.058527] [INFO ] [sig ] Generating forecast for: AFGD [2025-10-16T00:22:58.058593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'. [2025-10-16T00:22:58.067547] [DEBUG] [REMOTE ] Successfully parsed 1791 rows of historical data for symbol 'AFGD'. [2025-10-16T00:22:58.067907] [INFO ] [FORECASTER] Starting predict_future for AFGD [2025-10-16T00:22:58.092815] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:58.093556] [DEBUG] [LOCAL ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt [2025-10-16T00:22:58.093611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:58.093667] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:58.093720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:58.093779] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:58.113091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:58.114011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:58.114096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:58.114130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:58.157420] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:58.157666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:58.157733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:58.157768] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:58.161879] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=53.30%) [2025-10-16T00:22:58.162238] [INFO ] [FORECASTER] Completed predict_future for AFGD [2025-10-16T00:22:58.162383] [INFO ] [sig ] AFGD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:58.309863] [INFO ] [LOCAL ] Saved forecast: AFGD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AFGD.txt [2025-10-16T00:22:58.310097] [INFO ] [sig ] [33/1803] Completed AFGD in 0.3s | 3.80 sym/s | Total: 8.7s | ETA: 7.8m [2025-10-16T00:22:58.310142] [INFO ] [sig ] [34/1803] Forecasting AFGE... [2025-10-16T00:22:58.310173] [INFO ] [sig ] Generating forecast for: AFGE [2025-10-16T00:22:58.310205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'. [2025-10-16T00:22:58.320292] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AFGE'. [2025-10-16T00:22:58.320732] [INFO ] [FORECASTER] Starting predict_future for AFGE [2025-10-16T00:22:58.349351] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:58.350198] [DEBUG] [LOCAL ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt [2025-10-16T00:22:58.350255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:58.350291] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:58.350320] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:58.350378] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:58.369414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:58.370206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:58.370293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:58.370328] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:58.411709] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:58.411885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:58.411929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:58.411981] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:58.415515] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=99.19%) [2025-10-16T00:22:58.415829] [INFO ] [FORECASTER] Completed predict_future for AFGE [2025-10-16T00:22:58.415994] [INFO ] [sig ] AFGE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:58.563321] [INFO ] [LOCAL ] Saved forecast: AFGE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AFGE.txt [2025-10-16T00:22:58.563546] [INFO ] [sig ] [34/1803] Completed AFGE in 0.3s | 3.81 sym/s | Total: 8.9s | ETA: 7.7m [2025-10-16T00:22:58.563590] [INFO ] [sig ] [35/1803] Forecasting AFL... [2025-10-16T00:22:58.563620] [INFO ] [sig ] Generating forecast for: AFL [2025-10-16T00:22:58.563684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-10-16T00:22:58.574329] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AFL'. [2025-10-16T00:22:58.574720] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-10-16T00:22:58.599609] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:58.600519] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-10-16T00:22:58.600574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:58.600607] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:58.600635] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:58.600733] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:58.617754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:58.618271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:58.618350] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:58.618383] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:58.653142] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:58.653259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:58.653296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:58.653325] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:58.656915] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=97.12%) [2025-10-16T00:22:58.657173] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-10-16T00:22:58.657305] [INFO ] [sig ] AFL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:58.799702] [INFO ] [LOCAL ] Saved forecast: AFL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AFL.txt [2025-10-16T00:22:58.799955] [INFO ] [sig ] [35/1803] Completed AFL in 0.2s | 3.82 sym/s | Total: 9.2s | ETA: 7.7m [2025-10-16T00:22:58.799999] [INFO ] [sig ] [36/1803] Forecasting AGCO... [2025-10-16T00:22:58.800031] [INFO ] [sig ] Generating forecast for: AGCO [2025-10-16T00:22:58.800062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-10-16T00:22:58.810721] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGCO'. [2025-10-16T00:22:58.811080] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-10-16T00:22:58.836424] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:58.837115] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-10-16T00:22:58.837349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:58.837382] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:58.837409] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:58.837477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:58.854840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:58.855362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:58.855441] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:58.855474] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:58.892600] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:58.892701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:58.892748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:58.892778] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:58.895883] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=8.56%) [2025-10-16T00:22:58.896133] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-10-16T00:22:58.896262] [INFO ] [sig ] AGCO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:59.038236] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AGCO.txt [2025-10-16T00:22:59.038431] [INFO ] [sig ] [36/1803] Completed AGCO in 0.2s | 3.83 sym/s | Total: 9.4s | ETA: 7.7m [2025-10-16T00:22:59.038472] [INFO ] [sig ] [37/1803] Forecasting AGD... [2025-10-16T00:22:59.038503] [INFO ] [sig ] Generating forecast for: AGD [2025-10-16T00:22:59.038535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-10-16T00:22:59.049013] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGD'. [2025-10-16T00:22:59.049442] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-10-16T00:22:59.075320] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:59.076184] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-10-16T00:22:59.076243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:59.076278] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:59.076306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:59.076363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:59.094261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:59.095069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:59.095158] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:59.095192] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:59.127838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:59.128002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:59.128044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:59.128074] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:59.131589] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-10-16T00:22:59.131894] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-10-16T00:22:59.132056] [INFO ] [sig ] AGD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:59.276867] [INFO ] [LOCAL ] Saved forecast: AGD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AGD.txt [2025-10-16T00:22:59.277117] [INFO ] [sig ] [37/1803] Completed AGD in 0.2s | 3.84 sym/s | Total: 9.6s | ETA: 7.7m [2025-10-16T00:22:59.277160] [INFO ] [sig ] [38/1803] Forecasting AGI... [2025-10-16T00:22:59.277191] [INFO ] [sig ] Generating forecast for: AGI [2025-10-16T00:22:59.277223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-10-16T00:22:59.286489] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGI'. [2025-10-16T00:22:59.286804] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-10-16T00:22:59.311862] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:59.312603] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-10-16T00:22:59.312681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:59.312731] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:59.312761] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:59.312819] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:59.330994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:59.331596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:59.331700] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:59.331749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:59.364596] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:59.364787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:59.364835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:59.364866] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:59.368282] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-10-16T00:22:59.372374] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-10-16T00:22:59.372706] [INFO ] [sig ] AGI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:59.513903] [INFO ] [LOCAL ] Saved forecast: AGI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AGI.txt [2025-10-16T00:22:59.514089] [INFO ] [sig ] [38/1803] Completed AGI in 0.2s | 3.84 sym/s | Total: 9.9s | ETA: 7.7m [2025-10-16T00:22:59.514297] [INFO ] [sig ] [39/1803] Forecasting AGL... [2025-10-16T00:22:59.514327] [INFO ] [sig ] Generating forecast for: AGL [2025-10-16T00:22:59.514357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'. [2025-10-16T00:22:59.524235] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGL'. [2025-10-16T00:22:59.524492] [INFO ] [FORECASTER] Starting predict_future for AGL [2025-10-16T00:22:59.549708] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:59.550349] [DEBUG] [LOCAL ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt [2025-10-16T00:22:59.550403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:59.550434] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:59.550508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:59.550575] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:59.567916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:59.568433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:59.568509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:59.568564] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:59.602722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:59.602796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:59.602831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:59.602861] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:59.605857] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=65.56%) [2025-10-16T00:22:59.606138] [INFO ] [FORECASTER] Completed predict_future for AGL [2025-10-16T00:22:59.606257] [INFO ] [sig ] AGL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:22:59.747085] [INFO ] [LOCAL ] Saved forecast: AGL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AGL.txt [2025-10-16T00:22:59.747267] [INFO ] [sig ] [39/1803] Completed AGL in 0.2s | 3.85 sym/s | Total: 10.1s | ETA: 7.6m [2025-10-16T00:22:59.747314] [INFO ] [sig ] [40/1803] Forecasting AGM... [2025-10-16T00:22:59.747345] [INFO ] [sig ] Generating forecast for: AGM [2025-10-16T00:22:59.747376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-10-16T00:22:59.756604] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGM'. [2025-10-16T00:22:59.756897] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-10-16T00:22:59.781246] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:22:59.781937] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-10-16T00:22:59.781996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:22:59.782030] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:22:59.782058] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:22:59.782114] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:22:59.799868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:22:59.800373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:22:59.800449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:22:59.800483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:22:59.831143] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:22:59.831215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:22:59.831250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:22:59.831278] [INFO ] [FORECASTER] Training complete [2025-10-16T00:22:59.834193] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=10.67%) [2025-10-16T00:22:59.834437] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-10-16T00:22:59.834557] [INFO ] [sig ] AGM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:22:59.973367] [INFO ] [LOCAL ] Saved forecast: AGM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AGM.txt [2025-10-16T00:22:59.973541] [INFO ] [sig ] [40/1803] Completed AGM in 0.2s | 3.87 sym/s | Total: 10.3s | ETA: 7.6m [2025-10-16T00:22:59.973582] [INFO ] [sig ] [41/1803] Forecasting AGO... [2025-10-16T00:22:59.973612] [INFO ] [sig ] Generating forecast for: AGO [2025-10-16T00:22:59.973663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-10-16T00:22:59.983211] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGO'. [2025-10-16T00:22:59.983473] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-10-16T00:23:00.007928] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:00.008593] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-10-16T00:23:00.008685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:00.008762] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:00.008793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:00.008849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:00.025597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:00.026142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:00.026220] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:00.026253] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:00.052095] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:00.052166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:00.052200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:00.052242] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:00.055124] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=14.96%) [2025-10-16T00:23:00.055366] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-10-16T00:23:00.055483] [INFO ] [sig ] AGO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:00.198399] [INFO ] [LOCAL ] Saved forecast: AGO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AGO.txt [2025-10-16T00:23:00.198602] [INFO ] [sig ] [41/1803] Completed AGO in 0.2s | 3.88 sym/s | Total: 10.6s | ETA: 7.6m [2025-10-16T00:23:00.198684] [INFO ] [sig ] [42/1803] Forecasting AGRO... [2025-10-16T00:23:00.198731] [INFO ] [sig ] Generating forecast for: AGRO [2025-10-16T00:23:00.198765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-10-16T00:23:00.207590] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AGRO'. [2025-10-16T00:23:00.207880] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-10-16T00:23:00.232174] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:00.232884] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-10-16T00:23:00.232939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:00.232972] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:00.233000] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:00.233057] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:00.251097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:00.251600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:00.251703] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:00.251750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:00.277364] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:00.277456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:00.277492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:00.277520] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:00.282740] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=10.55%) [2025-10-16T00:23:00.282988] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-10-16T00:23:00.283106] [INFO ] [sig ] AGRO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:00.420978] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AGRO.txt [2025-10-16T00:23:00.421151] [INFO ] [sig ] [42/1803] Completed AGRO in 0.2s | 3.89 sym/s | Total: 10.8s | ETA: 7.5m [2025-10-16T00:23:00.421191] [INFO ] [sig ] [43/1803] Forecasting AGX... [2025-10-16T00:23:00.421221] [INFO ] [sig ] Generating forecast for: AGX [2025-10-16T00:23:00.421251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-10-16T00:23:00.430350] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'AGX'. [2025-10-16T00:23:00.430615] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-10-16T00:23:00.454962] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:00.455611] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-10-16T00:23:00.455690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:00.455736] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:00.455766] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:00.455822] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:00.472891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:00.473399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:00.473474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:00.473508] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:00.499031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:00.499102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:00.499137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:00.499165] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:00.502038] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=84.93%) [2025-10-16T00:23:00.502280] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-10-16T00:23:00.502396] [INFO ] [sig ] AGX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:00.640237] [INFO ] [LOCAL ] Saved forecast: AGX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AGX.txt [2025-10-16T00:23:00.640403] [INFO ] [sig ] [43/1803] Completed AGX in 0.2s | 3.91 sym/s | Total: 11.0s | ETA: 7.5m [2025-10-16T00:23:00.640444] [INFO ] [sig ] [44/1803] Forecasting AHH... [2025-10-16T00:23:00.640474] [INFO ] [sig ] Generating forecast for: AHH [2025-10-16T00:23:00.640505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-10-16T00:23:00.649164] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AHH'. [2025-10-16T00:23:00.649429] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-10-16T00:23:00.673495] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:00.674175] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-10-16T00:23:00.674229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:00.674262] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:00.674291] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:00.674347] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:00.691442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:00.691988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:00.692065] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:00.692100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:00.717404] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:00.717473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:00.717508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:00.717536] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:00.720597] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=98.95%) [2025-10-16T00:23:00.720870] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-10-16T00:23:00.720993] [INFO ] [sig ] AHH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:00.864102] [INFO ] [LOCAL ] Saved forecast: AHH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AHH.txt [2025-10-16T00:23:00.864294] [INFO ] [sig ] [44/1803] Completed AHH in 0.2s | 3.92 sym/s | Total: 11.2s | ETA: 7.5m [2025-10-16T00:23:00.864346] [INFO ] [sig ] [45/1803] Forecasting AHR... [2025-10-16T00:23:00.864379] [INFO ] [sig ] Generating forecast for: AHR [2025-10-16T00:23:00.864411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'. [2025-10-16T00:23:00.873409] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AHR'. [2025-10-16T00:23:00.873711] [INFO ] [FORECASTER] Starting predict_future for AHR [2025-10-16T00:23:00.899316] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:00.900032] [DEBUG] [LOCAL ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt [2025-10-16T00:23:00.900264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:00.900297] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:00.900324] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:00.900379] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:00.917253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:00.917802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:00.917892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:00.917946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:00.944285] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:00.944355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:00.944390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:00.944419] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:00.947756] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: UP (p=64.92%) [2025-10-16T00:23:00.948000] [INFO ] [FORECASTER] Completed predict_future for AHR [2025-10-16T00:23:00.948119] [INFO ] [sig ] AHR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:01.086884] [INFO ] [LOCAL ] Saved forecast: AHR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AHR.txt [2025-10-16T00:23:01.087060] [INFO ] [sig ] [45/1803] Completed AHR in 0.2s | 3.93 sym/s | Total: 11.5s | ETA: 7.5m [2025-10-16T00:23:01.087101] [INFO ] [sig ] [46/1803] Forecasting AHT... [2025-10-16T00:23:01.087131] [INFO ] [sig ] Generating forecast for: AHT [2025-10-16T00:23:01.087161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'. [2025-10-16T00:23:01.095403] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AHT'. [2025-10-16T00:23:01.095690] [INFO ] [FORECASTER] Starting predict_future for AHT [2025-10-16T00:23:01.119876] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:01.120519] [DEBUG] [LOCAL ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt [2025-10-16T00:23:01.120573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:01.120607] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:01.120635] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:01.120758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:01.138402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:01.138979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:01.139060] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:01.139094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:01.165045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:01.165115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:01.165149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:01.165177] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:01.168443] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: UP (p=87.28%) [2025-10-16T00:23:01.168759] [INFO ] [FORECASTER] Completed predict_future for AHT [2025-10-16T00:23:01.168884] [INFO ] [sig ] AHT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:01.307905] [INFO ] [LOCAL ] Saved forecast: AHT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AHT.txt [2025-10-16T00:23:01.308077] [INFO ] [sig ] [46/1803] Completed AHT in 0.2s | 3.94 sym/s | Total: 11.7s | ETA: 7.4m [2025-10-16T00:23:01.308124] [INFO ] [sig ] [47/1803] Forecasting AI... [2025-10-16T00:23:01.308156] [INFO ] [sig ] Generating forecast for: AI [2025-10-16T00:23:01.308187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-10-16T00:23:01.317273] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AI'. [2025-10-16T00:23:01.317540] [INFO ] [FORECASTER] Starting predict_future for AI [2025-10-16T00:23:01.341860] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:01.342508] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-10-16T00:23:01.342561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:01.342595] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:01.342623] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:01.342711] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:01.359808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:01.360313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:01.360390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:01.360423] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:01.394047] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:01.394118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:01.394152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:01.394181] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:01.397099] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=41.46%) [2025-10-16T00:23:01.397340] [INFO ] [FORECASTER] Completed predict_future for AI [2025-10-16T00:23:01.397466] [INFO ] [sig ] AI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:01.536347] [INFO ] [LOCAL ] Saved forecast: AI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AI.txt [2025-10-16T00:23:01.536544] [INFO ] [sig ] [47/1803] Completed AI in 0.2s | 3.95 sym/s | Total: 11.9s | ETA: 7.4m [2025-10-16T00:23:01.536586] [INFO ] [sig ] [48/1803] Forecasting AIG... [2025-10-16T00:23:01.536617] [INFO ] [sig ] Generating forecast for: AIG [2025-10-16T00:23:01.536673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-10-16T00:23:01.548007] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIG'. [2025-10-16T00:23:01.548342] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-10-16T00:23:01.574018] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:01.574740] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-10-16T00:23:01.574796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:01.574831] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:01.574877] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:01.574975] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:01.593484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:01.594045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:01.594126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:01.594161] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:01.634731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:01.634811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:01.634846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:01.634875] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:01.638457] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-10-16T00:23:01.638804] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-10-16T00:23:01.638940] [INFO ] [sig ] AIG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:01.778771] [INFO ] [LOCAL ] Saved forecast: AIG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AIG.txt [2025-10-16T00:23:01.779069] [INFO ] [sig ] [48/1803] Completed AIG in 0.2s | 3.95 sym/s | Total: 12.1s | ETA: 7.4m [2025-10-16T00:23:01.779143] [INFO ] [sig ] [49/1803] Forecasting AIN... [2025-10-16T00:23:01.779198] [INFO ] [sig ] Generating forecast for: AIN [2025-10-16T00:23:01.779234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-10-16T00:23:01.789588] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIN'. [2025-10-16T00:23:01.790067] [INFO ] [FORECASTER] Starting predict_future for AIN [2025-10-16T00:23:01.816590] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:01.817516] [DEBUG] [LOCAL ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt [2025-10-16T00:23:01.817586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:01.817620] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:01.817682] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:01.817761] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:01.834916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:01.835814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:01.835912] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:01.835947] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:01.872506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:01.872726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:01.872785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:01.872817] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:01.876674] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=11.57%) [2025-10-16T00:23:01.877032] [INFO ] [FORECASTER] Completed predict_future for AIN [2025-10-16T00:23:01.877175] [INFO ] [sig ] AIN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:02.021326] [INFO ] [LOCAL ] Saved forecast: AIN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AIN.txt [2025-10-16T00:23:02.021578] [INFO ] [sig ] [49/1803] Completed AIN in 0.2s | 3.95 sym/s | Total: 12.4s | ETA: 7.4m [2025-10-16T00:23:02.021623] [INFO ] [sig ] [50/1803] Forecasting AIO... [2025-10-16T00:23:02.021692] [INFO ] [sig ] Generating forecast for: AIO [2025-10-16T00:23:02.021740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-10-16T00:23:02.031149] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIO'. [2025-10-16T00:23:02.031493] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-10-16T00:23:02.056477] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:02.057401] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-10-16T00:23:02.057459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:02.057493] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:02.057521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:02.057577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:02.074856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:02.075562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:02.075687] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:02.075740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:02.112916] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:02.113086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:02.113128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:02.113159] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:02.116607] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=83.15%) [2025-10-16T00:23:02.116927] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-10-16T00:23:02.117067] [INFO ] [sig ] AIO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:02.260311] [INFO ] [LOCAL ] Saved forecast: AIO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AIO.txt [2025-10-16T00:23:02.260549] [INFO ] [sig ] [50/1803] Completed AIO in 0.2s | 3.96 sym/s | Total: 12.6s | ETA: 7.4m [2025-10-16T00:23:02.260594] [INFO ] [sig ] [51/1803] Forecasting AIR... [2025-10-16T00:23:02.260626] [INFO ] [sig ] Generating forecast for: AIR [2025-10-16T00:23:02.260696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'. [2025-10-16T00:23:02.270593] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIR'. [2025-10-16T00:23:02.270963] [INFO ] [FORECASTER] Starting predict_future for AIR [2025-10-16T00:23:02.295501] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:02.296254] [DEBUG] [LOCAL ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt [2025-10-16T00:23:02.296308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:02.296342] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:02.296371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:02.296428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:02.313458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:02.314128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:02.314211] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:02.314244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:02.347820] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:02.347968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:02.348008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:02.348037] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:02.351589] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: DOWN (p=49.51%) [2025-10-16T00:23:02.351926] [INFO ] [FORECASTER] Completed predict_future for AIR [2025-10-16T00:23:02.352071] [INFO ] [sig ] AIR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:02.494140] [INFO ] [LOCAL ] Saved forecast: AIR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AIR.txt [2025-10-16T00:23:02.494341] [INFO ] [sig ] [51/1803] Completed AIR in 0.2s | 3.96 sym/s | Total: 12.9s | ETA: 7.4m [2025-10-16T00:23:02.494383] [INFO ] [sig ] [52/1803] Forecasting AIT... [2025-10-16T00:23:02.494414] [INFO ] [sig ] Generating forecast for: AIT [2025-10-16T00:23:02.494445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'. [2025-10-16T00:23:02.503322] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIT'. [2025-10-16T00:23:02.503592] [INFO ] [FORECASTER] Starting predict_future for AIT [2025-10-16T00:23:02.527959] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:02.528784] [DEBUG] [LOCAL ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt [2025-10-16T00:23:02.528856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:02.528938] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:02.528975] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:02.529033] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:02.546016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:02.546685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:02.546770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:02.546805] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:02.578751] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:02.578878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:02.578916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:02.578944] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:02.582425] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=81.62%) [2025-10-16T00:23:02.582715] [INFO ] [FORECASTER] Completed predict_future for AIT [2025-10-16T00:23:02.582850] [INFO ] [sig ] AIT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:02.721348] [INFO ] [LOCAL ] Saved forecast: AIT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AIT.txt [2025-10-16T00:23:02.721528] [INFO ] [sig ] [52/1803] Completed AIT in 0.2s | 3.97 sym/s | Total: 13.1s | ETA: 7.3m [2025-10-16T00:23:02.721569] [INFO ] [sig ] [53/1803] Forecasting AIV... [2025-10-16T00:23:02.721599] [INFO ] [sig ] Generating forecast for: AIV [2025-10-16T00:23:02.721629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-10-16T00:23:02.730686] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIV'. [2025-10-16T00:23:02.730947] [INFO ] [FORECASTER] Starting predict_future for AIV [2025-10-16T00:23:02.755098] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:02.755778] [DEBUG] [LOCAL ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt [2025-10-16T00:23:02.755832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:02.755865] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:02.755892] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:02.755949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:02.772921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:02.773431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:02.773508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:02.773542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:02.807191] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:02.807262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:02.807296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:02.807325] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:02.810444] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=82.36%) [2025-10-16T00:23:02.810715] [INFO ] [FORECASTER] Completed predict_future for AIV [2025-10-16T00:23:02.810846] [INFO ] [sig ] AIV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:02.956071] [INFO ] [LOCAL ] Saved forecast: AIV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AIV.txt [2025-10-16T00:23:02.956279] [INFO ] [sig ] [53/1803] Completed AIV in 0.2s | 3.98 sym/s | Total: 13.3s | ETA: 7.3m [2025-10-16T00:23:02.956322] [INFO ] [sig ] [54/1803] Forecasting AIZ... [2025-10-16T00:23:02.956352] [INFO ] [sig ] Generating forecast for: AIZ [2025-10-16T00:23:02.956390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'. [2025-10-16T00:23:02.967633] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIZ'. [2025-10-16T00:23:02.968041] [INFO ] [FORECASTER] Starting predict_future for AIZ [2025-10-16T00:23:02.994036] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:02.994871] [DEBUG] [LOCAL ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt [2025-10-16T00:23:02.994937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:02.994973] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:02.995000] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:02.995058] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:03.012591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:03.013495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:03.013587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:03.013623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:03.053175] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:03.053372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:03.053415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:03.053445] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:03.057424] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: DOWN (p=31.83%) [2025-10-16T00:23:03.057758] [INFO ] [FORECASTER] Completed predict_future for AIZ [2025-10-16T00:23:03.057903] [INFO ] [sig ] AIZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:03.217097] [INFO ] [LOCAL ] Saved forecast: AIZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AIZ.txt [2025-10-16T00:23:03.217598] [INFO ] [sig ] [54/1803] Completed AIZ in 0.3s | 3.97 sym/s | Total: 13.6s | ETA: 7.3m [2025-10-16T00:23:03.217674] [INFO ] [sig ] [55/1803] Forecasting AIZN... [2025-10-16T00:23:03.217730] [INFO ] [sig ] Generating forecast for: AIZN [2025-10-16T00:23:03.217767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-10-16T00:23:03.227728] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AIZN'. [2025-10-16T00:23:03.228117] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-10-16T00:23:03.254518] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:03.255398] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-10-16T00:23:03.255456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:03.255492] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:03.255520] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:03.255580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:03.275455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:03.276361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:03.276455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:03.276491] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:03.312506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:03.312707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:03.312766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:03.312798] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:03.317053] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-10-16T00:23:03.317572] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-10-16T00:23:03.317752] [INFO ] [sig ] AIZN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:03.463155] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AIZN.txt [2025-10-16T00:23:03.463424] [INFO ] [sig ] [55/1803] Completed AIZN in 0.2s | 3.98 sym/s | Total: 13.8s | ETA: 7.3m [2025-10-16T00:23:03.463468] [INFO ] [sig ] [56/1803] Forecasting AJG... [2025-10-16T00:23:03.463498] [INFO ] [sig ] Generating forecast for: AJG [2025-10-16T00:23:03.463529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-10-16T00:23:03.473263] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AJG'. [2025-10-16T00:23:03.473582] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-10-16T00:23:03.498517] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:03.499220] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-10-16T00:23:03.499458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:03.499491] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:03.499518] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:03.499576] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:03.516915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:03.517433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:03.517512] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:03.517545] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:03.549593] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:03.549693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:03.549741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:03.549771] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:03.552790] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-10-16T00:23:03.553038] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-10-16T00:23:03.553168] [INFO ] [sig ] AJG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:03.693431] [INFO ] [LOCAL ] Saved forecast: AJG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AJG.txt [2025-10-16T00:23:03.693618] [INFO ] [sig ] [56/1803] Completed AJG in 0.2s | 3.98 sym/s | Total: 14.1s | ETA: 7.3m [2025-10-16T00:23:03.693689] [INFO ] [sig ] [57/1803] Forecasting AKR... [2025-10-16T00:23:03.693735] [INFO ] [sig ] Generating forecast for: AKR [2025-10-16T00:23:03.693767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'. [2025-10-16T00:23:03.703216] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AKR'. [2025-10-16T00:23:03.703477] [INFO ] [FORECASTER] Starting predict_future for AKR [2025-10-16T00:23:03.729521] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:03.730202] [DEBUG] [LOCAL ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt [2025-10-16T00:23:03.730256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:03.730289] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:03.730315] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:03.730370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:03.748885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:03.749412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:03.749507] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:03.749544] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:03.784074] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:03.784150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:03.784187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:03.784400] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:03.787607] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=99.14%) [2025-10-16T00:23:03.787891] [INFO ] [FORECASTER] Completed predict_future for AKR [2025-10-16T00:23:03.788030] [INFO ] [sig ] AKR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:03.930025] [INFO ] [LOCAL ] Saved forecast: AKR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AKR.txt [2025-10-16T00:23:03.930230] [INFO ] [sig ] [57/1803] Completed AKR in 0.2s | 3.99 sym/s | Total: 14.3s | ETA: 7.3m [2025-10-16T00:23:03.930273] [INFO ] [sig ] [58/1803] Forecasting AL... [2025-10-16T00:23:03.930305] [INFO ] [sig ] Generating forecast for: AL [2025-10-16T00:23:03.930340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-10-16T00:23:03.939333] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AL'. [2025-10-16T00:23:03.939598] [INFO ] [FORECASTER] Starting predict_future for AL [2025-10-16T00:23:03.964749] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:03.965441] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-10-16T00:23:03.965497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:03.965531] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:03.965559] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:03.965617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:03.982946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:03.983482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:03.983564] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:03.983600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:04.022050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:04.022176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:04.022227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:04.022284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:04.025931] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=31.89%) [2025-10-16T00:23:04.026227] [INFO ] [FORECASTER] Completed predict_future for AL [2025-10-16T00:23:04.026751] [INFO ] [sig ] AL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:04.170447] [INFO ] [LOCAL ] Saved forecast: AL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AL.txt [2025-10-16T00:23:04.170670] [INFO ] [sig ] [58/1803] Completed AL in 0.2s | 3.99 sym/s | Total: 14.5s | ETA: 7.3m [2025-10-16T00:23:04.170732] [INFO ] [sig ] [59/1803] Forecasting ALB... [2025-10-16T00:23:04.170768] [INFO ] [sig ] Generating forecast for: ALB [2025-10-16T00:23:04.170802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-10-16T00:23:04.180452] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALB'. [2025-10-16T00:23:04.180735] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-10-16T00:23:04.206026] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:04.206722] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-10-16T00:23:04.206805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:04.206870] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:04.206910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:04.206978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:04.225130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:04.225694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:04.225777] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:04.225813] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:04.259604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:04.259703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:04.259749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:04.259780] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:04.262722] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=29.81%) [2025-10-16T00:23:04.262967] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-10-16T00:23:04.263093] [INFO ] [sig ] ALB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:04.420877] [INFO ] [LOCAL ] Saved forecast: ALB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALB.txt [2025-10-16T00:23:04.421121] [INFO ] [sig ] [59/1803] Completed ALB in 0.3s | 3.99 sym/s | Total: 14.8s | ETA: 7.3m [2025-10-16T00:23:04.421166] [INFO ] [sig ] [60/1803] Forecasting ALC... [2025-10-16T00:23:04.421197] [INFO ] [sig ] Generating forecast for: ALC [2025-10-16T00:23:04.421228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-10-16T00:23:04.430715] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALC'. [2025-10-16T00:23:04.431137] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-10-16T00:23:04.457726] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:04.458519] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-10-16T00:23:04.458603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:04.458671] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:04.458722] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:04.458782] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:04.475858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:04.476392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:04.476470] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:04.476503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:04.509435] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:04.509510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:04.509545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:04.509573] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:04.512534] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=62.87%) [2025-10-16T00:23:04.512880] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-10-16T00:23:04.513015] [INFO ] [sig ] ALC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:04.651903] [INFO ] [LOCAL ] Saved forecast: ALC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALC.txt [2025-10-16T00:23:04.652093] [INFO ] [sig ] [60/1803] Completed ALC in 0.2s | 3.99 sym/s | Total: 15.0s | ETA: 7.3m [2025-10-16T00:23:04.652134] [INFO ] [sig ] [61/1803] Forecasting ALE... [2025-10-16T00:23:04.652164] [INFO ] [sig ] Generating forecast for: ALE [2025-10-16T00:23:04.652195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-10-16T00:23:04.662429] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALE'. [2025-10-16T00:23:04.662792] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-10-16T00:23:04.689092] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:04.689859] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-10-16T00:23:04.689917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:04.689952] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:04.689980] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:04.690038] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:04.708626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:04.709308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:04.709397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:04.709432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:04.745966] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:04.746055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:04.746092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:04.746121] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:04.749306] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=25.17%) [2025-10-16T00:23:04.749566] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-10-16T00:23:04.749725] [INFO ] [sig ] ALE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:04.895572] [INFO ] [LOCAL ] Saved forecast: ALE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALE.txt [2025-10-16T00:23:04.895848] [INFO ] [sig ] [61/1803] Completed ALE in 0.2s | 4.00 sym/s | Total: 15.3s | ETA: 7.3m [2025-10-16T00:23:04.895911] [INFO ] [sig ] [62/1803] Forecasting ALEX... [2025-10-16T00:23:04.895946] [INFO ] [sig ] Generating forecast for: ALEX [2025-10-16T00:23:04.896024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-10-16T00:23:04.905735] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALEX'. [2025-10-16T00:23:04.906015] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-10-16T00:23:04.932114] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:04.932983] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-10-16T00:23:04.933040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:04.933079] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:04.933107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:04.933164] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:04.951543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:04.952148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:04.952232] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:04.952266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:04.993050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:04.993202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:04.993260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:04.993292] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:04.997164] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=34.14%) [2025-10-16T00:23:04.997497] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-10-16T00:23:04.997699] [INFO ] [sig ] ALEX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:05.147892] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALEX.txt [2025-10-16T00:23:05.148153] [INFO ] [sig ] [62/1803] Completed ALEX in 0.3s | 4.00 sym/s | Total: 15.5s | ETA: 7.3m [2025-10-16T00:23:05.148242] [INFO ] [sig ] [63/1803] Forecasting ALG... [2025-10-16T00:23:05.148300] [INFO ] [sig ] Generating forecast for: ALG [2025-10-16T00:23:05.148338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-10-16T00:23:05.157696] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALG'. [2025-10-16T00:23:05.157997] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-10-16T00:23:05.183070] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:05.183780] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-10-16T00:23:05.183838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:05.183873] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:05.183901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:05.183958] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:05.201335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:05.201932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:05.202012] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:05.202046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:05.236377] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:05.236533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:05.236573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:05.236603] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:05.240008] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=22.68%) [2025-10-16T00:23:05.240278] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-10-16T00:23:05.240450] [INFO ] [sig ] ALG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:05.402678] [INFO ] [LOCAL ] Saved forecast: ALG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALG.txt [2025-10-16T00:23:05.402926] [INFO ] [sig ] [63/1803] Completed ALG in 0.3s | 3.99 sym/s | Total: 15.8s | ETA: 7.3m [2025-10-16T00:23:05.402972] [INFO ] [sig ] [64/1803] Forecasting ALIT... [2025-10-16T00:23:05.403003] [INFO ] [sig ] Generating forecast for: ALIT [2025-10-16T00:23:05.403035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-10-16T00:23:05.411878] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALIT'. [2025-10-16T00:23:05.412195] [INFO ] [FORECASTER] Starting predict_future for ALIT [2025-10-16T00:23:05.436897] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:05.437709] [DEBUG] [LOCAL ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt [2025-10-16T00:23:05.437766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:05.437801] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:05.437830] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:05.437887] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:05.454715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:05.455298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:05.455378] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:05.455429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:05.491299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:05.491415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:05.491452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:05.491482] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:05.494685] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: UP (p=64.54%) [2025-10-16T00:23:05.494950] [INFO ] [FORECASTER] Completed predict_future for ALIT [2025-10-16T00:23:05.495076] [INFO ] [sig ] ALIT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:05.634566] [INFO ] [LOCAL ] Saved forecast: ALIT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALIT.txt [2025-10-16T00:23:05.634820] [INFO ] [sig ] [64/1803] Completed ALIT in 0.2s | 4.00 sym/s | Total: 16.0s | ETA: 7.2m [2025-10-16T00:23:05.634882] [INFO ] [sig ] [65/1803] Forecasting ALK... [2025-10-16T00:23:05.634916] [INFO ] [sig ] Generating forecast for: ALK [2025-10-16T00:23:05.634949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-10-16T00:23:05.644107] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALK'. [2025-10-16T00:23:05.644507] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-10-16T00:23:05.669139] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:05.669921] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-10-16T00:23:05.670014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:05.670055] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:05.670085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:05.670142] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:05.687266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:05.687949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:05.688031] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:05.688066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:05.723886] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:05.724061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:05.724106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:05.724137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:05.727770] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=32.45%) [2025-10-16T00:23:05.728053] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-10-16T00:23:05.728192] [INFO ] [sig ] ALK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:05.874106] [INFO ] [LOCAL ] Saved forecast: ALK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALK.txt [2025-10-16T00:23:05.874356] [INFO ] [sig ] [65/1803] Completed ALK in 0.2s | 4.00 sym/s | Total: 16.2s | ETA: 7.2m [2025-10-16T00:23:05.874400] [INFO ] [sig ] [66/1803] Forecasting ALL... [2025-10-16T00:23:05.874430] [INFO ] [sig ] Generating forecast for: ALL [2025-10-16T00:23:05.874461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-10-16T00:23:05.885214] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALL'. [2025-10-16T00:23:05.885563] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-10-16T00:23:05.910890] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:05.911742] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-10-16T00:23:05.911797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:05.911843] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:05.911872] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:05.911933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:05.929002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:05.929523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:05.929602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:05.929635] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:05.962625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:05.962735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:05.962777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:05.962807] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:05.965824] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=65.93%) [2025-10-16T00:23:05.966071] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-10-16T00:23:05.966197] [INFO ] [sig ] ALL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:06.105208] [INFO ] [LOCAL ] Saved forecast: ALL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALL.txt [2025-10-16T00:23:06.105426] [INFO ] [sig ] [66/1803] Completed ALL in 0.2s | 4.01 sym/s | Total: 16.5s | ETA: 7.2m [2025-10-16T00:23:06.105468] [INFO ] [sig ] [67/1803] Forecasting ALLE... [2025-10-16T00:23:06.105499] [INFO ] [sig ] Generating forecast for: ALLE [2025-10-16T00:23:06.105530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-10-16T00:23:06.115247] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALLE'. [2025-10-16T00:23:06.115570] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-10-16T00:23:06.140001] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:06.140669] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-10-16T00:23:06.140727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:06.140760] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:06.140787] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:06.140843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:06.157734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:06.158272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:06.158351] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:06.158384] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:06.194016] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:06.194100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:06.194135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:06.194163] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:06.197159] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=11.08%) [2025-10-16T00:23:06.197404] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-10-16T00:23:06.197533] [INFO ] [sig ] ALLE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:06.335029] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALLE.txt [2025-10-16T00:23:06.335250] [INFO ] [sig ] [67/1803] Completed ALLE in 0.2s | 4.01 sym/s | Total: 16.7s | ETA: 7.2m [2025-10-16T00:23:06.335292] [INFO ] [sig ] [68/1803] Forecasting ALLY... [2025-10-16T00:23:06.335323] [INFO ] [sig ] Generating forecast for: ALLY [2025-10-16T00:23:06.335355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-10-16T00:23:06.344597] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALLY'. [2025-10-16T00:23:06.344900] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-10-16T00:23:06.370602] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:06.371351] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-10-16T00:23:06.371406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:06.371439] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:06.371466] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:06.371523] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:06.388159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:06.388734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:06.388847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:06.388886] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:06.424004] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:06.424083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:06.424119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:06.424147] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:06.427608] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=17.47%) [2025-10-16T00:23:06.427887] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-10-16T00:23:06.428015] [INFO ] [sig ] ALLY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:06.565797] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ALLY.txt [2025-10-16T00:23:06.565990] [INFO ] [sig ] [68/1803] Completed ALLY in 0.2s | 4.01 sym/s | Total: 16.9s | ETA: 7.2m [2025-10-16T00:23:06.566033] [INFO ] [sig ] [69/1803] Forecasting ALSN... [2025-10-16T00:23:06.566063] [INFO ] [sig ] Generating forecast for: ALSN [2025-10-16T00:23:06.566095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-10-16T00:23:06.574963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALSN'. [2025-10-16T00:23:06.575227] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-10-16T00:23:06.599313] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:06.600003] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-10-16T00:23:06.600059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:06.600093] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:06.600121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:06.600181] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:06.616982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:06.617495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:06.617573] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:06.617606] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:06.652045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:06.652145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:06.652182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:06.652210] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:06.655269] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=66.08%) [2025-10-16T00:23:06.655525] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-10-16T00:23:06.655703] [INFO ] [sig ] ALSN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:06.797528] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALSN.txt [2025-10-16T00:23:06.797772] [INFO ] [sig ] [69/1803] Completed ALSN in 0.2s | 4.02 sym/s | Total: 17.2s | ETA: 7.2m [2025-10-16T00:23:06.797832] [INFO ] [sig ] [70/1803] Forecasting ALTG... [2025-10-16T00:23:06.797866] [INFO ] [sig ] Generating forecast for: ALTG [2025-10-16T00:23:06.797897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-10-16T00:23:06.807364] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALTG'. [2025-10-16T00:23:06.807619] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-10-16T00:23:06.832191] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:06.832888] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-10-16T00:23:06.832946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:06.832980] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:06.833006] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:06.833062] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:06.850021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:06.850558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:06.850638] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:06.850713] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:06.885098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:06.885177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:06.885212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:06.885240] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:06.888531] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=97.40%) [2025-10-16T00:23:06.888838] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-10-16T00:23:06.888972] [INFO ] [sig ] ALTG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:07.026775] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALTG.txt [2025-10-16T00:23:07.026975] [INFO ] [sig ] [70/1803] Completed ALTG in 0.2s | 4.02 sym/s | Total: 17.4s | ETA: 7.2m [2025-10-16T00:23:07.027016] [INFO ] [sig ] [71/1803] Forecasting ALUR... [2025-10-16T00:23:07.027047] [INFO ] [sig ] Generating forecast for: ALUR [2025-10-16T00:23:07.027078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'. [2025-10-16T00:23:07.036229] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALUR'. [2025-10-16T00:23:07.036587] [INFO ] [FORECASTER] Starting predict_future for ALUR [2025-10-16T00:23:07.062389] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:07.063587] [DEBUG] [LOCAL ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt [2025-10-16T00:23:07.063666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:07.063722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:07.063755] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:07.063813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:07.081995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:07.082763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:07.082845] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:07.082880] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:07.117392] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:07.117564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:07.117605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:07.117635] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:07.123962] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: UP (p=56.21%) [2025-10-16T00:23:07.124260] [INFO ] [FORECASTER] Completed predict_future for ALUR [2025-10-16T00:23:07.124397] [INFO ] [sig ] ALUR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:07.264312] [INFO ] [LOCAL ] Saved forecast: ALUR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALUR.txt [2025-10-16T00:23:07.264557] [INFO ] [sig ] [71/1803] Completed ALUR in 0.2s | 4.03 sym/s | Total: 17.6s | ETA: 7.2m [2025-10-16T00:23:07.264601] [INFO ] [sig ] [72/1803] Forecasting ALV... [2025-10-16T00:23:07.264633] [INFO ] [sig ] Generating forecast for: ALV [2025-10-16T00:23:07.264706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-10-16T00:23:07.274756] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALV'. [2025-10-16T00:23:07.275149] [INFO ] [FORECASTER] Starting predict_future for ALV [2025-10-16T00:23:07.300399] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:07.301198] [DEBUG] [LOCAL ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt [2025-10-16T00:23:07.301255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:07.301290] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:07.301319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:07.301376] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:07.318775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:07.319343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:07.319424] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:07.319459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:07.353689] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:07.353871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:07.353915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:07.353945] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:07.357357] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-10-16T00:23:07.357632] [INFO ] [FORECASTER] Completed predict_future for ALV [2025-10-16T00:23:07.357806] [INFO ] [sig ] ALV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:07.498935] [INFO ] [LOCAL ] Saved forecast: ALV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALV.txt [2025-10-16T00:23:07.499163] [INFO ] [sig ] [72/1803] Completed ALV in 0.2s | 4.03 sym/s | Total: 17.9s | ETA: 7.2m [2025-10-16T00:23:07.499207] [INFO ] [sig ] [73/1803] Forecasting ALX... [2025-10-16T00:23:07.499241] [INFO ] [sig ] Generating forecast for: ALX [2025-10-16T00:23:07.499274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-10-16T00:23:07.508210] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ALX'. [2025-10-16T00:23:07.508500] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-10-16T00:23:07.534028] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:07.534791] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-10-16T00:23:07.534847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:07.534900] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:07.534933] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:07.534992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:07.552505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:07.553103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:07.553190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:07.553228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:07.585407] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:07.585518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:07.585558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:07.585590] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:07.588981] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=88.71%) [2025-10-16T00:23:07.589290] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-10-16T00:23:07.589422] [INFO ] [sig ] ALX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:07.737178] [INFO ] [LOCAL ] Saved forecast: ALX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ALX.txt [2025-10-16T00:23:07.737440] [INFO ] [sig ] [73/1803] Completed ALX in 0.2s | 4.03 sym/s | Total: 18.1s | ETA: 7.2m [2025-10-16T00:23:07.737498] [INFO ] [sig ] [74/1803] Forecasting AM... [2025-10-16T00:23:07.737533] [INFO ] [sig ] Generating forecast for: AM [2025-10-16T00:23:07.737564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-10-16T00:23:07.747314] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AM'. [2025-10-16T00:23:07.747603] [INFO ] [FORECASTER] Starting predict_future for AM [2025-10-16T00:23:07.772030] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:07.772746] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-10-16T00:23:07.772801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:07.772834] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:07.772861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:07.772917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:07.790290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:07.790879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:07.790961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:07.790997] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:07.822719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:07.822842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:07.822882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:07.822914] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:07.826283] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=1.94%) [2025-10-16T00:23:07.826559] [INFO ] [FORECASTER] Completed predict_future for AM [2025-10-16T00:23:07.826728] [INFO ] [sig ] AM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:07.967103] [INFO ] [LOCAL ] Saved forecast: AM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AM.txt [2025-10-16T00:23:07.967324] [INFO ] [sig ] [74/1803] Completed AM in 0.2s | 4.04 sym/s | Total: 18.3s | ETA: 7.1m [2025-10-16T00:23:07.967407] [INFO ] [sig ] [75/1803] Forecasting AMBC... [2025-10-16T00:23:07.967447] [INFO ] [sig ] Generating forecast for: AMBC [2025-10-16T00:23:07.967479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'. [2025-10-16T00:23:07.976617] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMBC'. [2025-10-16T00:23:07.976959] [INFO ] [FORECASTER] Starting predict_future for AMBC [2025-10-16T00:23:08.001415] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:08.002195] [DEBUG] [LOCAL ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt [2025-10-16T00:23:08.002250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:08.002284] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:08.002313] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:08.002370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:08.019898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:08.020597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:08.020709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:08.020757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:08.054805] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:08.054930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:08.054971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:08.055003] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:08.058664] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: UP (p=86.76%) [2025-10-16T00:23:08.058975] [INFO ] [FORECASTER] Completed predict_future for AMBC [2025-10-16T00:23:08.059114] [INFO ] [sig ] AMBC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:08.220727] [INFO ] [LOCAL ] Saved forecast: AMBC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMBC.txt [2025-10-16T00:23:08.220952] [INFO ] [sig ] [75/1803] Completed AMBC in 0.3s | 4.03 sym/s | Total: 18.6s | ETA: 7.1m [2025-10-16T00:23:08.220998] [INFO ] [sig ] [76/1803] Forecasting AMBP... [2025-10-16T00:23:08.221030] [INFO ] [sig ] Generating forecast for: AMBP [2025-10-16T00:23:08.221064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-10-16T00:23:08.229855] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMBP'. [2025-10-16T00:23:08.230187] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-10-16T00:23:08.256347] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:08.257233] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-10-16T00:23:08.257290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:08.257327] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:08.257355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:08.257424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:08.274997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:08.275571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:08.275676] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:08.275732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:08.311970] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:08.312070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:08.312110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:08.312140] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:08.315229] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=8.82%) [2025-10-16T00:23:08.315490] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-10-16T00:23:08.315625] [INFO ] [sig ] AMBP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:08.457142] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AMBP.txt [2025-10-16T00:23:08.457360] [INFO ] [sig ] [76/1803] Completed AMBP in 0.2s | 4.04 sym/s | Total: 18.8s | ETA: 7.1m [2025-10-16T00:23:08.457402] [INFO ] [sig ] [77/1803] Forecasting AMC... [2025-10-16T00:23:08.457434] [INFO ] [sig ] Generating forecast for: AMC [2025-10-16T00:23:08.457466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-10-16T00:23:08.467167] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMC'. [2025-10-16T00:23:08.467451] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-10-16T00:23:08.492544] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:08.493278] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-10-16T00:23:08.493333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:08.493366] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:08.493394] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:08.493451] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:08.510923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:08.511453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:08.511532] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:08.511566] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:08.546184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:08.546267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:08.546307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:08.546338] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:08.549442] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=98.66%) [2025-10-16T00:23:08.549730] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-10-16T00:23:08.549876] [INFO ] [sig ] AMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:08.691794] [INFO ] [LOCAL ] Saved forecast: AMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMC.txt [2025-10-16T00:23:08.691996] [INFO ] [sig ] [77/1803] Completed AMC in 0.2s | 4.04 sym/s | Total: 19.1s | ETA: 7.1m [2025-10-16T00:23:08.692038] [INFO ] [sig ] [78/1803] Forecasting AMCR... [2025-10-16T00:23:08.692068] [INFO ] [sig ] Generating forecast for: AMCR [2025-10-16T00:23:08.692100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'. [2025-10-16T00:23:08.702593] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMCR'. [2025-10-16T00:23:08.702992] [INFO ] [FORECASTER] Starting predict_future for AMCR [2025-10-16T00:23:08.728732] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:08.729477] [DEBUG] [LOCAL ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt [2025-10-16T00:23:08.729532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:08.729566] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:08.729593] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:08.729671] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:08.746460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:08.747057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:08.747140] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:08.747174] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:08.789303] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:08.789498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:08.789552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:08.789585] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:08.793278] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: UP (p=53.67%) [2025-10-16T00:23:08.793597] [INFO ] [FORECASTER] Completed predict_future for AMCR [2025-10-16T00:23:08.793782] [INFO ] [sig ] AMCR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:08.952516] [INFO ] [LOCAL ] Saved forecast: AMCR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMCR.txt [2025-10-16T00:23:08.952788] [INFO ] [sig ] [78/1803] Completed AMCR in 0.3s | 4.04 sym/s | Total: 19.3s | ETA: 7.1m [2025-10-16T00:23:08.952872] [INFO ] [sig ] [79/1803] Forecasting AME... [2025-10-16T00:23:08.952908] [INFO ] [sig ] Generating forecast for: AME [2025-10-16T00:23:08.952941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-10-16T00:23:08.963493] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AME'. [2025-10-16T00:23:08.963943] [INFO ] [FORECASTER] Starting predict_future for AME [2025-10-16T00:23:08.992510] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:08.993418] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-10-16T00:23:08.993475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:08.993511] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:08.993539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:08.993596] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:09.014238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:09.015035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:09.015125] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:09.015159] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:09.053877] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:09.054038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:09.054100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:09.054134] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:09.057853] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=3.09%) [2025-10-16T00:23:09.058172] [INFO ] [FORECASTER] Completed predict_future for AME [2025-10-16T00:23:09.058320] [INFO ] [sig ] AME: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:09.220993] [INFO ] [LOCAL ] Saved forecast: AME 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AME.txt [2025-10-16T00:23:09.221242] [INFO ] [sig ] [79/1803] Completed AME in 0.3s | 4.03 sym/s | Total: 19.6s | ETA: 7.1m [2025-10-16T00:23:09.221287] [INFO ] [sig ] [80/1803] Forecasting AMG... [2025-10-16T00:23:09.221319] [INFO ] [sig ] Generating forecast for: AMG [2025-10-16T00:23:09.221351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-10-16T00:23:09.230446] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMG'. [2025-10-16T00:23:09.230795] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-10-16T00:23:09.256364] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:09.257168] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-10-16T00:23:09.257224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:09.257277] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:09.257306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:09.257363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:09.276231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:09.277178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:09.277272] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:09.277307] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:09.318855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:09.319031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:09.319075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:09.319106] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:09.322617] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=7.06%) [2025-10-16T00:23:09.322926] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-10-16T00:23:09.323065] [INFO ] [sig ] AMG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:09.462220] [INFO ] [LOCAL ] Saved forecast: AMG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AMG.txt [2025-10-16T00:23:09.462424] [INFO ] [sig ] [80/1803] Completed AMG in 0.2s | 4.03 sym/s | Total: 19.8s | ETA: 7.1m [2025-10-16T00:23:09.462465] [INFO ] [sig ] [81/1803] Forecasting AMH... [2025-10-16T00:23:09.462496] [INFO ] [sig ] Generating forecast for: AMH [2025-10-16T00:23:09.462528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-10-16T00:23:09.471573] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMH'. [2025-10-16T00:23:09.471861] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-10-16T00:23:09.499952] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:09.500753] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-10-16T00:23:09.500813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:09.500848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:09.500875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:09.500982] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:09.518046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:09.518874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:09.518959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:09.518994] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:09.557294] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:09.557416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:09.557453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:09.557482] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:09.561199] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=47.28%) [2025-10-16T00:23:09.561672] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-10-16T00:23:09.561818] [INFO ] [sig ] AMH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:09.700737] [INFO ] [LOCAL ] Saved forecast: AMH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AMH.txt [2025-10-16T00:23:09.700931] [INFO ] [sig ] [81/1803] Completed AMH in 0.2s | 4.04 sym/s | Total: 20.1s | ETA: 7.1m [2025-10-16T00:23:09.700973] [INFO ] [sig ] [82/1803] Forecasting AMN... [2025-10-16T00:23:09.701004] [INFO ] [sig ] Generating forecast for: AMN [2025-10-16T00:23:09.701035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-10-16T00:23:09.710621] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMN'. [2025-10-16T00:23:09.710909] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-10-16T00:23:09.735847] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:09.736688] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-10-16T00:23:09.736754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:09.736789] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:09.736817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:09.736873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:09.754110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:09.754845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:09.754925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:09.754959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:09.792476] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:09.792556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:09.792592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:09.792619] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:09.795604] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-10-16T00:23:09.795883] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-10-16T00:23:09.796022] [INFO ] [sig ] AMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:09.935601] [INFO ] [LOCAL ] Saved forecast: AMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMN.txt [2025-10-16T00:23:09.935853] [INFO ] [sig ] [82/1803] Completed AMN in 0.2s | 4.04 sym/s | Total: 20.3s | ETA: 7.1m [2025-10-16T00:23:09.935905] [INFO ] [sig ] [83/1803] Forecasting AMP... [2025-10-16T00:23:09.935937] [INFO ] [sig ] Generating forecast for: AMP [2025-10-16T00:23:09.935968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-10-16T00:23:09.946501] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'AMP'. [2025-10-16T00:23:09.946929] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-10-16T00:23:09.975872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:09.976623] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-10-16T00:23:09.976707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:09.976752] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:09.976783] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:09.976842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:09.998306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:09.999667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:09.999865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:09.999903] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:10.036779] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:10.036966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:10.037010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:10.037041] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:10.040690] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=75.57%) [2025-10-16T00:23:10.040998] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-10-16T00:23:10.041137] [INFO ] [sig ] AMP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:10.181916] [INFO ] [LOCAL ] Saved forecast: AMP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMP.txt [2025-10-16T00:23:10.182190] [INFO ] [sig ] [83/1803] Completed AMP in 0.2s | 4.04 sym/s | Total: 20.6s | ETA: 7.1m [2025-10-16T00:23:10.182233] [INFO ] [sig ] [84/1803] Forecasting AMPX... [2025-10-16T00:23:10.182263] [INFO ] [sig ] Generating forecast for: AMPX [2025-10-16T00:23:10.182295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-10-16T00:23:10.192358] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMPX'. [2025-10-16T00:23:10.192746] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-10-16T00:23:10.217108] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:10.217838] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-10-16T00:23:10.217891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:10.217924] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:10.217952] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:10.218007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:10.234916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:10.235440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:10.235521] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:10.235554] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:10.273090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:10.273224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:10.273293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:10.273324] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:10.279239] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=22.25%) [2025-10-16T00:23:10.279507] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-10-16T00:23:10.279666] [INFO ] [sig ] AMPX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:10.445553] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AMPX.txt [2025-10-16T00:23:10.446558] [INFO ] [sig ] [84/1803] Completed AMPX in 0.3s | 4.04 sym/s | Total: 20.8s | ETA: 7.1m [2025-10-16T00:23:10.446620] [INFO ] [sig ] [85/1803] Forecasting AMPY... [2025-10-16T00:23:10.446697] [INFO ] [sig ] Generating forecast for: AMPY [2025-10-16T00:23:10.446748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'. [2025-10-16T00:23:10.456520] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMPY'. [2025-10-16T00:23:10.456961] [INFO ] [FORECASTER] Starting predict_future for AMPY [2025-10-16T00:23:10.483020] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:10.483832] [DEBUG] [LOCAL ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt [2025-10-16T00:23:10.483891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:10.483927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:10.483956] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:10.484013] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:10.501080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:10.501891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:10.501982] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:10.502017] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:10.539816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:10.539991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:10.540034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:10.540064] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:10.543519] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=33.00%) [2025-10-16T00:23:10.543827] [INFO ] [FORECASTER] Completed predict_future for AMPY [2025-10-16T00:23:10.543966] [INFO ] [sig ] AMPY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:10.686890] [INFO ] [LOCAL ] Saved forecast: AMPY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AMPY.txt [2025-10-16T00:23:10.687093] [INFO ] [sig ] [85/1803] Completed AMPY in 0.2s | 4.04 sym/s | Total: 21.1s | ETA: 7.1m [2025-10-16T00:23:10.687138] [INFO ] [sig ] [86/1803] Forecasting AMR... [2025-10-16T00:23:10.687170] [INFO ] [sig ] Generating forecast for: AMR [2025-10-16T00:23:10.687202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'. [2025-10-16T00:23:10.697619] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMR'. [2025-10-16T00:23:10.697911] [INFO ] [FORECASTER] Starting predict_future for AMR [2025-10-16T00:23:10.722707] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:10.723389] [DEBUG] [LOCAL ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt [2025-10-16T00:23:10.723446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:10.723480] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:10.723510] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:10.723571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:10.741388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:10.742017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:10.742098] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:10.742133] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:10.777341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:10.777415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:10.777449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:10.777477] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:10.780498] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: UP (p=90.55%) [2025-10-16T00:23:10.780788] [INFO ] [FORECASTER] Completed predict_future for AMR [2025-10-16T00:23:10.780918] [INFO ] [sig ] AMR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:10.921813] [INFO ] [LOCAL ] Saved forecast: AMR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMR.txt [2025-10-16T00:23:10.921991] [INFO ] [sig ] [86/1803] Completed AMR in 0.2s | 4.04 sym/s | Total: 21.3s | ETA: 7.1m [2025-10-16T00:23:10.922032] [INFO ] [sig ] [87/1803] Forecasting AMRC... [2025-10-16T00:23:10.922063] [INFO ] [sig ] Generating forecast for: AMRC [2025-10-16T00:23:10.922093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-10-16T00:23:10.931832] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMRC'. [2025-10-16T00:23:10.932230] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-10-16T00:23:10.958518] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:10.959484] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-10-16T00:23:10.959550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:10.959605] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:10.959637] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:10.959745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:10.977944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:10.978915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:10.979009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:10.979046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:11.018747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:11.018832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:11.018871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:11.018900] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:11.022042] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-10-16T00:23:11.022302] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-10-16T00:23:11.022438] [INFO ] [sig ] AMRC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:11.165253] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMRC.txt [2025-10-16T00:23:11.165568] [INFO ] [sig ] [87/1803] Completed AMRC in 0.2s | 4.04 sym/s | Total: 21.5s | ETA: 7.1m [2025-10-16T00:23:11.165620] [INFO ] [sig ] [88/1803] Forecasting AMT... [2025-10-16T00:23:11.165691] [INFO ] [sig ] Generating forecast for: AMT [2025-10-16T00:23:11.165742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'. [2025-10-16T00:23:11.175171] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMT'. [2025-10-16T00:23:11.175496] [INFO ] [FORECASTER] Starting predict_future for AMT [2025-10-16T00:23:11.201146] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:11.201964] [DEBUG] [LOCAL ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt [2025-10-16T00:23:11.202022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:11.202059] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:11.202088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:11.202147] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:11.220980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:11.221629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:11.221737] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:11.221778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:11.259325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:11.259519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:11.259579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:11.259613] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:11.264071] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: UP (p=58.85%) [2025-10-16T00:23:11.264398] [INFO ] [FORECASTER] Completed predict_future for AMT [2025-10-16T00:23:11.264547] [INFO ] [sig ] AMT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:11.415244] [INFO ] [LOCAL ] Saved forecast: AMT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMT.txt [2025-10-16T00:23:11.415485] [INFO ] [sig ] [88/1803] Completed AMT in 0.2s | 4.04 sym/s | Total: 21.8s | ETA: 7.1m [2025-10-16T00:23:11.415531] [INFO ] [sig ] [89/1803] Forecasting AMTB... [2025-10-16T00:23:11.415563] [INFO ] [sig ] Generating forecast for: AMTB [2025-10-16T00:23:11.415595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-10-16T00:23:11.425685] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMTB'. [2025-10-16T00:23:11.426050] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-10-16T00:23:11.450661] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:11.451343] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-10-16T00:23:11.451399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:11.451432] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:11.451460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:11.451517] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:11.468620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:11.469232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:11.469316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:11.469349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:11.508045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:11.508156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:11.508193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:11.508222] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:11.511425] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=80.31%) [2025-10-16T00:23:11.511716] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-10-16T00:23:11.511858] [INFO ] [sig ] AMTB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:11.656112] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMTB.txt [2025-10-16T00:23:11.656326] [INFO ] [sig ] [89/1803] Completed AMTB in 0.2s | 4.04 sym/s | Total: 22.0s | ETA: 7.1m [2025-10-16T00:23:11.656369] [INFO ] [sig ] [90/1803] Forecasting AMTD... [2025-10-16T00:23:11.656398] [INFO ] [sig ] Generating forecast for: AMTD [2025-10-16T00:23:11.656429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'. [2025-10-16T00:23:11.665383] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMTD'. [2025-10-16T00:23:11.665710] [INFO ] [FORECASTER] Starting predict_future for AMTD [2025-10-16T00:23:11.690752] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:11.691565] [DEBUG] [LOCAL ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt [2025-10-16T00:23:11.691621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:11.691690] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:11.691735] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:11.691794] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:11.709023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:11.709575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:11.709679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:11.709734] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:11.745103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:11.745217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:11.745254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:11.745283] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:11.748494] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: UP (p=71.90%) [2025-10-16T00:23:11.748822] [INFO ] [FORECASTER] Completed predict_future for AMTD [2025-10-16T00:23:11.748965] [INFO ] [sig ] AMTD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:11.900291] [INFO ] [LOCAL ] Saved forecast: AMTD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMTD.txt [2025-10-16T00:23:11.900515] [INFO ] [sig ] [90/1803] Completed AMTD in 0.2s | 4.04 sym/s | Total: 22.3s | ETA: 7.1m [2025-10-16T00:23:11.900560] [INFO ] [sig ] [91/1803] Forecasting AMTM... [2025-10-16T00:23:11.900595] [INFO ] [sig ] Generating forecast for: AMTM [2025-10-16T00:23:11.900672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'. [2025-10-16T00:23:11.909320] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMTM'. [2025-10-16T00:23:11.909677] [INFO ] [FORECASTER] Starting predict_future for AMTM [2025-10-16T00:23:11.937301] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:11.938105] [DEBUG] [LOCAL ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt [2025-10-16T00:23:11.938161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:11.938195] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:11.938223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:11.938281] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:11.959920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:11.960561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:11.960677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:11.960732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:11.998155] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:11.998337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:11.998398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:11.998457] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:12.002101] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: UP (p=94.63%) [2025-10-16T00:23:12.002400] [INFO ] [FORECASTER] Completed predict_future for AMTM [2025-10-16T00:23:12.002541] [INFO ] [sig ] AMTM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:12.160067] [INFO ] [LOCAL ] Saved forecast: AMTM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMTM.txt [2025-10-16T00:23:12.160283] [INFO ] [sig ] [91/1803] Completed AMTM in 0.3s | 4.04 sym/s | Total: 22.5s | ETA: 7.1m [2025-10-16T00:23:12.160325] [INFO ] [sig ] [92/1803] Forecasting AMWL... [2025-10-16T00:23:12.160356] [INFO ] [sig ] Generating forecast for: AMWL [2025-10-16T00:23:12.160388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-10-16T00:23:12.169597] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMWL'. [2025-10-16T00:23:12.169999] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-10-16T00:23:12.196853] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:12.197776] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-10-16T00:23:12.197835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:12.197871] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:12.197900] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:12.197957] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:12.216231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:12.216848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:12.216930] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:12.216965] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:12.256425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:12.256555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:12.256613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:12.256679] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:12.260369] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=97.44%) [2025-10-16T00:23:12.260633] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-10-16T00:23:12.260805] [INFO ] [sig ] AMWL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:12.417670] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AMWL.txt [2025-10-16T00:23:12.417922] [INFO ] [sig ] [92/1803] Completed AMWL in 0.3s | 4.04 sym/s | Total: 22.8s | ETA: 7.1m [2025-10-16T00:23:12.417969] [INFO ] [sig ] [93/1803] Forecasting AMX... [2025-10-16T00:23:12.418004] [INFO ] [sig ] Generating forecast for: AMX [2025-10-16T00:23:12.418069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-10-16T00:23:12.428453] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AMX'. [2025-10-16T00:23:12.428847] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-10-16T00:23:12.457165] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:12.457981] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-10-16T00:23:12.458050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:12.458099] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:12.458131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:12.458191] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:12.477506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:12.478124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:12.478208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:12.478247] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:12.519610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:12.519850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:12.519928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:12.519972] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:12.523549] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=41.00%) [2025-10-16T00:23:12.523891] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-10-16T00:23:12.524044] [INFO ] [sig ] AMX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:12.675897] [INFO ] [LOCAL ] Saved forecast: AMX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AMX.txt [2025-10-16T00:23:12.676136] [INFO ] [sig ] [93/1803] Completed AMX in 0.3s | 4.04 sym/s | Total: 23.0s | ETA: 7.1m [2025-10-16T00:23:12.676178] [INFO ] [sig ] [94/1803] Forecasting AN... [2025-10-16T00:23:12.676208] [INFO ] [sig ] Generating forecast for: AN [2025-10-16T00:23:12.676240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-10-16T00:23:12.685559] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AN'. [2025-10-16T00:23:12.685985] [INFO ] [FORECASTER] Starting predict_future for AN [2025-10-16T00:23:12.710541] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:12.711340] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-10-16T00:23:12.711395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:12.711428] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:12.711517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:12.711585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:12.728665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:12.729199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:12.729281] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:12.729316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:12.763328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:12.763402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:12.763438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:12.763466] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:12.766458] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=94.24%) [2025-10-16T00:23:12.766741] [INFO ] [FORECASTER] Completed predict_future for AN [2025-10-16T00:23:12.766874] [INFO ] [sig ] AN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:12.905233] [INFO ] [LOCAL ] Saved forecast: AN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AN.txt [2025-10-16T00:23:12.905472] [INFO ] [sig ] [94/1803] Completed AN in 0.2s | 4.04 sym/s | Total: 23.3s | ETA: 7.1m [2025-10-16T00:23:12.905516] [INFO ] [sig ] [95/1803] Forecasting ANET... [2025-10-16T00:23:12.905547] [INFO ] [sig ] Generating forecast for: ANET [2025-10-16T00:23:12.905579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-10-16T00:23:12.915377] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ANET'. [2025-10-16T00:23:12.915805] [INFO ] [FORECASTER] Starting predict_future for ANET [2025-10-16T00:23:12.940784] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:12.941550] [DEBUG] [LOCAL ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt [2025-10-16T00:23:12.941609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:12.941670] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:12.941723] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:12.941784] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:12.959921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:12.960849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:12.960941] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:12.960978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:12.999937] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:13.000108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:13.000151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:13.000180] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:13.004245] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: DOWN (p=46.26%) [2025-10-16T00:23:13.004565] [INFO ] [FORECASTER] Completed predict_future for ANET [2025-10-16T00:23:13.004738] [INFO ] [sig ] ANET: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:13.146949] [INFO ] [LOCAL ] Saved forecast: ANET 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ANET.txt [2025-10-16T00:23:13.147175] [INFO ] [sig ] [95/1803] Completed ANET in 0.2s | 4.04 sym/s | Total: 23.5s | ETA: 7.0m [2025-10-16T00:23:13.147219] [INFO ] [sig ] [96/1803] Forecasting ANF... [2025-10-16T00:23:13.147249] [INFO ] [sig ] Generating forecast for: ANF [2025-10-16T00:23:13.147281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-10-16T00:23:13.156619] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ANF'. [2025-10-16T00:23:13.156900] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-10-16T00:23:13.181288] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:13.181996] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-10-16T00:23:13.182051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:13.182085] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:13.182114] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:13.182170] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:13.199592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:13.200144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:13.200222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:13.200257] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:13.236036] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:13.236125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:13.236161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:13.236189] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:13.239343] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=11.09%) [2025-10-16T00:23:13.239595] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-10-16T00:23:13.239761] [INFO ] [sig ] ANF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:13.380731] [INFO ] [LOCAL ] Saved forecast: ANF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ANF.txt [2025-10-16T00:23:13.380980] [INFO ] [sig ] [96/1803] Completed ANF in 0.2s | 4.04 sym/s | Total: 23.8s | ETA: 7.0m [2025-10-16T00:23:13.381025] [INFO ] [sig ] [97/1803] Forecasting ANVS... [2025-10-16T00:23:13.381060] [INFO ] [sig ] Generating forecast for: ANVS [2025-10-16T00:23:13.381092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-10-16T00:23:13.390490] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ANVS'. [2025-10-16T00:23:13.390944] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-10-16T00:23:13.415886] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:13.416635] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-10-16T00:23:13.416717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:13.416754] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:13.416783] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:13.416840] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:13.433949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:13.434533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:13.434611] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:13.434670] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:13.470210] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:13.470322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:13.470358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:13.470387] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:13.475769] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=66.36%) [2025-10-16T00:23:13.476019] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-10-16T00:23:13.476144] [INFO ] [sig ] ANVS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:13.615219] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ANVS.txt [2025-10-16T00:23:13.615426] [INFO ] [sig ] [97/1803] Completed ANVS in 0.2s | 4.04 sym/s | Total: 24.0s | ETA: 7.0m [2025-10-16T00:23:13.615470] [INFO ] [sig ] [98/1803] Forecasting AOD... [2025-10-16T00:23:13.615500] [INFO ] [sig ] Generating forecast for: AOD [2025-10-16T00:23:13.615531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-10-16T00:23:13.624803] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AOD'. [2025-10-16T00:23:13.625052] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-10-16T00:23:13.649485] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:13.650234] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-10-16T00:23:13.650301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:13.650344] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:13.650378] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:13.650441] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:13.667516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:13.668076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:13.668153] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:13.668186] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:13.706814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:13.706899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:13.706935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:13.706963] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:13.709989] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=21.33%) [2025-10-16T00:23:13.710238] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-10-16T00:23:13.710364] [INFO ] [sig ] AOD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:13.850101] [INFO ] [LOCAL ] Saved forecast: AOD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AOD.txt [2025-10-16T00:23:13.850294] [INFO ] [sig ] [98/1803] Completed AOD in 0.2s | 4.05 sym/s | Total: 24.2s | ETA: 7.0m [2025-10-16T00:23:13.850337] [INFO ] [sig ] [99/1803] Forecasting AOMR... [2025-10-16T00:23:13.850367] [INFO ] [sig ] Generating forecast for: AOMR [2025-10-16T00:23:13.850398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'. [2025-10-16T00:23:13.859223] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AOMR'. [2025-10-16T00:23:13.859479] [INFO ] [FORECASTER] Starting predict_future for AOMR [2025-10-16T00:23:13.883636] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:13.884338] [DEBUG] [LOCAL ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt [2025-10-16T00:23:13.884392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:13.884426] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:13.884454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:13.884515] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:13.901617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:13.902167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:13.902245] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:13.902282] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:13.938117] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:13.938195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:13.938246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:13.938277] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:13.941274] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: DOWN (p=42.94%) [2025-10-16T00:23:13.941526] [INFO ] [FORECASTER] Completed predict_future for AOMR [2025-10-16T00:23:13.941677] [INFO ] [sig ] AOMR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:14.081320] [INFO ] [LOCAL ] Saved forecast: AOMR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AOMR.txt [2025-10-16T00:23:14.081513] [INFO ] [sig ] [99/1803] Completed AOMR in 0.2s | 4.05 sym/s | Total: 24.5s | ETA: 7.0m [2025-10-16T00:23:14.081556] [INFO ] [sig ] [100/1803] Forecasting AON... [2025-10-16T00:23:14.081586] [INFO ] [sig ] Generating forecast for: AON [2025-10-16T00:23:14.081618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-10-16T00:23:14.091100] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AON'. [2025-10-16T00:23:14.091363] [INFO ] [FORECASTER] Starting predict_future for AON [2025-10-16T00:23:14.115582] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:14.116263] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-10-16T00:23:14.116317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:14.116353] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:14.116384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:14.116440] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:14.133699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:14.134215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:14.134293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:14.134326] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:14.168449] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:14.168530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:14.168597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:14.168636] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:14.171699] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=98.98%) [2025-10-16T00:23:14.171949] [INFO ] [FORECASTER] Completed predict_future for AON [2025-10-16T00:23:14.172075] [INFO ] [sig ] AON: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:14.312751] [INFO ] [LOCAL ] Saved forecast: AON 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AON.txt [2025-10-16T00:23:14.312978] [INFO ] [sig ] [100/1803] Completed AON in 0.2s | 4.05 sym/s | Total: 24.7s | ETA: 7.0m [2025-10-16T00:23:14.313021] [INFO ] [sig ] [101/1803] Forecasting AORT... [2025-10-16T00:23:14.313051] [INFO ] [sig ] Generating forecast for: AORT [2025-10-16T00:23:14.313083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'. [2025-10-16T00:23:14.321963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AORT'. [2025-10-16T00:23:14.322213] [INFO ] [FORECASTER] Starting predict_future for AORT [2025-10-16T00:23:14.346950] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:14.347603] [DEBUG] [LOCAL ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt [2025-10-16T00:23:14.347679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:14.347728] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:14.347770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:14.347828] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:14.364867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:14.365396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:14.365473] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:14.365507] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:14.400254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:14.400434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:14.400476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:14.400507] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:14.404050] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: UP (p=52.18%) [2025-10-16T00:23:14.404359] [INFO ] [FORECASTER] Completed predict_future for AORT [2025-10-16T00:23:14.404495] [INFO ] [sig ] AORT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:14.546715] [INFO ] [LOCAL ] Saved forecast: AORT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AORT.txt [2025-10-16T00:23:14.546918] [INFO ] [sig ] [101/1803] Completed AORT in 0.2s | 4.05 sym/s | Total: 24.9s | ETA: 7.0m [2025-10-16T00:23:14.546961] [INFO ] [sig ] [102/1803] Forecasting AOS... [2025-10-16T00:23:14.546992] [INFO ] [sig ] Generating forecast for: AOS [2025-10-16T00:23:14.547023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-10-16T00:23:14.555519] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AOS'. [2025-10-16T00:23:14.555783] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-10-16T00:23:14.580137] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:14.580918] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-10-16T00:23:14.580972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:14.581005] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:14.581033] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:14.581088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:14.597995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:14.598506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:14.598604] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:14.598674] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:14.633702] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:14.633781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:14.633816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:14.633850] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:14.636811] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=23.23%) [2025-10-16T00:23:14.637059] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-10-16T00:23:14.637194] [INFO ] [sig ] AOS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:14.776414] [INFO ] [LOCAL ] Saved forecast: AOS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AOS.txt [2025-10-16T00:23:14.776603] [INFO ] [sig ] [102/1803] Completed AOS in 0.2s | 4.06 sym/s | Total: 25.1s | ETA: 7.0m [2025-10-16T00:23:14.776667] [INFO ] [sig ] [103/1803] Forecasting AP... [2025-10-16T00:23:14.776722] [INFO ] [sig ] Generating forecast for: AP [2025-10-16T00:23:14.776756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-10-16T00:23:14.785215] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AP'. [2025-10-16T00:23:14.785472] [INFO ] [FORECASTER] Starting predict_future for AP [2025-10-16T00:23:14.809716] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:14.810370] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-10-16T00:23:14.810423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:14.810455] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:14.810482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:14.810538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:14.827236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:14.827789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:14.827867] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:14.827901] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:14.863002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:14.863083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:14.863119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:14.863148] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:14.866154] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=63.20%) [2025-10-16T00:23:14.866412] [INFO ] [FORECASTER] Completed predict_future for AP [2025-10-16T00:23:14.866539] [INFO ] [sig ] AP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:15.006018] [INFO ] [LOCAL ] Saved forecast: AP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AP.txt [2025-10-16T00:23:15.006209] [INFO ] [sig ] [103/1803] Completed AP in 0.2s | 4.06 sym/s | Total: 25.4s | ETA: 7.0m [2025-10-16T00:23:15.006250] [INFO ] [sig ] [104/1803] Forecasting APD... [2025-10-16T00:23:15.006281] [INFO ] [sig ] Generating forecast for: APD [2025-10-16T00:23:15.006312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-10-16T00:23:15.014840] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'APD'. [2025-10-16T00:23:15.015086] [INFO ] [FORECASTER] Starting predict_future for APD [2025-10-16T00:23:15.039339] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:15.040032] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-10-16T00:23:15.040086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:15.040119] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:15.040147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:15.040204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:15.057434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:15.057996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:15.058073] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:15.058107] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:15.094836] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:15.094933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:15.094970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:15.094999] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:15.098136] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=82.04%) [2025-10-16T00:23:15.098392] [INFO ] [FORECASTER] Completed predict_future for APD [2025-10-16T00:23:15.098520] [INFO ] [sig ] APD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:15.238208] [INFO ] [LOCAL ] Saved forecast: APD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/APD.txt [2025-10-16T00:23:15.238401] [INFO ] [sig ] [104/1803] Completed APD in 0.2s | 4.06 sym/s | Total: 25.6s | ETA: 7.0m [2025-10-16T00:23:15.238442] [INFO ] [sig ] [105/1803] Forecasting APG... [2025-10-16T00:23:15.238472] [INFO ] [sig ] Generating forecast for: APG [2025-10-16T00:23:15.238503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-10-16T00:23:15.247576] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'APG'. [2025-10-16T00:23:15.247852] [INFO ] [FORECASTER] Starting predict_future for APG [2025-10-16T00:23:15.272283] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:15.273012] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-10-16T00:23:15.273068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:15.273102] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:15.273131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:15.273189] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:15.290277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:15.290843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:15.290923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:15.290958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:15.325462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:15.325552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:15.325590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:15.325619] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:15.328716] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-10-16T00:23:15.328969] [INFO ] [FORECASTER] Completed predict_future for APG [2025-10-16T00:23:15.329093] [INFO ] [sig ] APG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:15.469010] [INFO ] [LOCAL ] Saved forecast: APG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/APG.txt [2025-10-16T00:23:15.469256] [INFO ] [sig ] [105/1803] Completed APG in 0.2s | 4.06 sym/s | Total: 25.8s | ETA: 7.0m [2025-10-16T00:23:15.469302] [INFO ] [sig ] [106/1803] Forecasting APH... [2025-10-16T00:23:15.469336] [INFO ] [sig ] Generating forecast for: APH [2025-10-16T00:23:15.469370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-10-16T00:23:15.478784] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'APH'. [2025-10-16T00:23:15.479194] [INFO ] [FORECASTER] Starting predict_future for APH [2025-10-16T00:23:15.504204] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:15.505031] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-10-16T00:23:15.505090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:15.505126] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:15.505156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:15.505214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:15.522355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:15.523251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:15.523343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:15.523378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:15.557832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:15.557920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:15.557957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:15.558008] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:15.561086] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=22.48%) [2025-10-16T00:23:15.561349] [INFO ] [FORECASTER] Completed predict_future for APH [2025-10-16T00:23:15.561473] [INFO ] [sig ] APH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:15.699980] [INFO ] [LOCAL ] Saved forecast: APH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/APH.txt [2025-10-16T00:23:15.700212] [INFO ] [sig ] [106/1803] Completed APH in 0.2s | 4.07 sym/s | Total: 26.1s | ETA: 7.0m [2025-10-16T00:23:15.700255] [INFO ] [sig ] [107/1803] Forecasting APO... [2025-10-16T00:23:15.700286] [INFO ] [sig ] Generating forecast for: APO [2025-10-16T00:23:15.700320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-10-16T00:23:15.709509] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'APO'. [2025-10-16T00:23:15.709795] [INFO ] [FORECASTER] Starting predict_future for APO [2025-10-16T00:23:15.734063] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:15.734881] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-10-16T00:23:15.734937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:15.735017] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:15.735055] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:15.735114] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:15.751859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:15.752417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:15.752496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:15.752529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:15.790031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:15.790192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:15.790234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:15.790264] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:15.793739] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=11.89%) [2025-10-16T00:23:15.794012] [INFO ] [FORECASTER] Completed predict_future for APO [2025-10-16T00:23:15.794142] [INFO ] [sig ] APO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:15.933548] [INFO ] [LOCAL ] Saved forecast: APO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/APO.txt [2025-10-16T00:23:15.933811] [INFO ] [sig ] [107/1803] Completed APO in 0.2s | 4.07 sym/s | Total: 26.3s | ETA: 6.9m [2025-10-16T00:23:15.933873] [INFO ] [sig ] [108/1803] Forecasting APOS... [2025-10-16T00:23:15.933906] [INFO ] [sig ] Generating forecast for: APOS [2025-10-16T00:23:15.933939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-10-16T00:23:15.942599] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'APOS'. [2025-10-16T00:23:15.942969] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-10-16T00:23:15.967203] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:15.967926] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-10-16T00:23:15.967981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:15.968014] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:15.968041] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:15.968110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:15.986158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:15.986773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:15.986857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:15.986891] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:16.023665] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:16.023838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:16.023881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:16.023911] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:16.027383] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=90.53%) [2025-10-16T00:23:16.027682] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-10-16T00:23:16.027834] [INFO ] [sig ] APOS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:16.169744] [INFO ] [LOCAL ] Saved forecast: APOS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/APOS.txt [2025-10-16T00:23:16.169981] [INFO ] [sig ] [108/1803] Completed APOS in 0.2s | 4.07 sym/s | Total: 26.5s | ETA: 6.9m [2025-10-16T00:23:16.170033] [INFO ] [sig ] [109/1803] Forecasting AQNB... [2025-10-16T00:23:16.170067] [INFO ] [sig ] Generating forecast for: AQNB [2025-10-16T00:23:16.170102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-10-16T00:23:16.179472] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AQNB'. [2025-10-16T00:23:16.179846] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-10-16T00:23:16.204711] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:16.205478] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-10-16T00:23:16.205538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:16.205575] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:16.205605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:16.205685] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:16.223011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:16.223633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:16.223740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:16.223779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:16.260181] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:16.260315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:16.260354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:16.260383] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:16.263764] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=18.59%) [2025-10-16T00:23:16.264047] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-10-16T00:23:16.264194] [INFO ] [sig ] AQNB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:16.405767] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AQNB.txt [2025-10-16T00:23:16.406005] [INFO ] [sig ] [109/1803] Completed AQNB in 0.2s | 4.07 sym/s | Total: 26.8s | ETA: 6.9m [2025-10-16T00:23:16.406054] [INFO ] [sig ] [110/1803] Forecasting ARCO... [2025-10-16T00:23:16.406086] [INFO ] [sig ] Generating forecast for: ARCO [2025-10-16T00:23:16.406118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-10-16T00:23:16.415496] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARCO'. [2025-10-16T00:23:16.415851] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-10-16T00:23:16.440665] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:16.441415] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-10-16T00:23:16.441473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:16.441509] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:16.441538] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:16.441596] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:16.458803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:16.459470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:16.459559] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:16.459596] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:16.496567] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:16.496710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:16.496764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:16.496796] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:16.500194] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=32.12%) [2025-10-16T00:23:16.500458] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-10-16T00:23:16.500599] [INFO ] [sig ] ARCO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:16.642145] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ARCO.txt [2025-10-16T00:23:16.642403] [INFO ] [sig ] [110/1803] Completed ARCO in 0.2s | 4.07 sym/s | Total: 27.0s | ETA: 6.9m [2025-10-16T00:23:16.642447] [INFO ] [sig ] [111/1803] Forecasting ARDC... [2025-10-16T00:23:16.642478] [INFO ] [sig ] Generating forecast for: ARDC [2025-10-16T00:23:16.642509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-10-16T00:23:16.651730] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARDC'. [2025-10-16T00:23:16.651995] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-10-16T00:23:16.676410] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:16.677151] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-10-16T00:23:16.677207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:16.677241] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:16.677269] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:16.677325] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:16.694123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:16.694659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:16.694746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:16.694782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:16.729152] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:16.729238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:16.729274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:16.729303] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:16.732415] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=41.32%) [2025-10-16T00:23:16.732692] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-10-16T00:23:16.732841] [INFO ] [sig ] ARDC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:16.871623] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ARDC.txt [2025-10-16T00:23:16.871867] [INFO ] [sig ] [111/1803] Completed ARDC in 0.2s | 4.07 sym/s | Total: 27.2s | ETA: 6.9m [2025-10-16T00:23:16.871914] [INFO ] [sig ] [112/1803] Forecasting ARDT... [2025-10-16T00:23:16.871945] [INFO ] [sig ] Generating forecast for: ARDT [2025-10-16T00:23:16.871976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'. [2025-10-16T00:23:16.881026] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARDT'. [2025-10-16T00:23:16.881285] [INFO ] [FORECASTER] Starting predict_future for ARDT [2025-10-16T00:23:16.905606] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:16.906296] [DEBUG] [LOCAL ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt [2025-10-16T00:23:16.906351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:16.906384] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:16.906412] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:16.906469] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:16.923316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:16.923868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:16.923948] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:16.923982] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:16.961891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:16.961971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:16.962006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:16.962034] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:16.965020] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: UP (p=67.39%) [2025-10-16T00:23:16.965276] [INFO ] [FORECASTER] Completed predict_future for ARDT [2025-10-16T00:23:16.965402] [INFO ] [sig ] ARDT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:17.105070] [INFO ] [LOCAL ] Saved forecast: ARDT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ARDT.txt [2025-10-16T00:23:17.105276] [INFO ] [sig ] [112/1803] Completed ARDT in 0.2s | 4.08 sym/s | Total: 27.5s | ETA: 6.9m [2025-10-16T00:23:17.105317] [INFO ] [sig ] [113/1803] Forecasting ARE... [2025-10-16T00:23:17.105346] [INFO ] [sig ] Generating forecast for: ARE [2025-10-16T00:23:17.105377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-10-16T00:23:17.114380] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARE'. [2025-10-16T00:23:17.114639] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-10-16T00:23:17.139264] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:17.140099] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-10-16T00:23:17.140155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:17.140189] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:17.140218] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:17.140276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:17.158602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:17.159384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:17.159466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:17.159500] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:17.196275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:17.196367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:17.196405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:17.196451] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:17.199674] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=17.67%) [2025-10-16T00:23:17.199961] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-10-16T00:23:17.200093] [INFO ] [sig ] ARE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:17.339298] [INFO ] [LOCAL ] Saved forecast: ARE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ARE.txt [2025-10-16T00:23:17.339511] [INFO ] [sig ] [113/1803] Completed ARE in 0.2s | 4.08 sym/s | Total: 27.7s | ETA: 6.9m [2025-10-16T00:23:17.339556] [INFO ] [sig ] [114/1803] Forecasting ARI... [2025-10-16T00:23:17.339588] [INFO ] [sig ] Generating forecast for: ARI [2025-10-16T00:23:17.339622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-10-16T00:23:17.348504] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARI'. [2025-10-16T00:23:17.348805] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-10-16T00:23:17.374155] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:17.374899] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-10-16T00:23:17.374954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:17.374988] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:17.375016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:17.375072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:17.392130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:17.392779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:17.392863] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:17.392898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:17.429854] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:17.430056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:17.430100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:17.430130] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:17.433802] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=67.28%) [2025-10-16T00:23:17.434069] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-10-16T00:23:17.434215] [INFO ] [sig ] ARI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:17.573625] [INFO ] [LOCAL ] Saved forecast: ARI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ARI.txt [2025-10-16T00:23:17.573895] [INFO ] [sig ] [114/1803] Completed ARI in 0.2s | 4.08 sym/s | Total: 27.9s | ETA: 6.9m [2025-10-16T00:23:17.573940] [INFO ] [sig ] [115/1803] Forecasting ARLO... [2025-10-16T00:23:17.573970] [INFO ] [sig ] Generating forecast for: ARLO [2025-10-16T00:23:17.574002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-10-16T00:23:17.583507] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARLO'. [2025-10-16T00:23:17.583856] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-10-16T00:23:17.608486] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:17.609244] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-10-16T00:23:17.609298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:17.609332] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:17.609359] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:17.609434] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:17.626199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:17.626759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:17.626839] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:17.626873] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:17.662463] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:17.662554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:17.662591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:17.662619] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:17.665705] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=82.43%) [2025-10-16T00:23:17.665959] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-10-16T00:23:17.666091] [INFO ] [sig ] ARLO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:17.804331] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ARLO.txt [2025-10-16T00:23:17.804528] [INFO ] [sig ] [115/1803] Completed ARLO in 0.2s | 4.08 sym/s | Total: 28.2s | ETA: 6.9m [2025-10-16T00:23:17.804571] [INFO ] [sig ] [116/1803] Forecasting AROC... [2025-10-16T00:23:17.804601] [INFO ] [sig ] Generating forecast for: AROC [2025-10-16T00:23:17.804633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-10-16T00:23:17.813585] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AROC'. [2025-10-16T00:23:17.813868] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-10-16T00:23:17.838282] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:17.839116] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-10-16T00:23:17.839171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:17.839204] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:17.839232] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:17.839288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:17.856070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:17.856594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:17.856699] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:17.856750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:17.889832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:17.889999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:17.890042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:17.890072] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:17.893486] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=88.48%) [2025-10-16T00:23:17.893803] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-10-16T00:23:17.893953] [INFO ] [sig ] AROC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:18.034010] [INFO ] [LOCAL ] Saved forecast: AROC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AROC.txt [2025-10-16T00:23:18.034252] [INFO ] [sig ] [116/1803] Completed AROC in 0.2s | 4.08 sym/s | Total: 28.4s | ETA: 6.9m [2025-10-16T00:23:18.034296] [INFO ] [sig ] [117/1803] Forecasting ARR... [2025-10-16T00:23:18.034377] [INFO ] [sig ] Generating forecast for: ARR [2025-10-16T00:23:18.034419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'. [2025-10-16T00:23:18.043437] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARR'. [2025-10-16T00:23:18.043801] [INFO ] [FORECASTER] Starting predict_future for ARR [2025-10-16T00:23:18.068196] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:18.069017] [DEBUG] [LOCAL ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt [2025-10-16T00:23:18.069074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:18.069109] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:18.069137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:18.069193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:18.086314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:18.087090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:18.087177] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:18.087212] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:18.124316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:18.124505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:18.124549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:18.124579] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:18.128294] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-10-16T00:23:18.128706] [INFO ] [FORECASTER] Completed predict_future for ARR [2025-10-16T00:23:18.128862] [INFO ] [sig ] ARR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:18.280309] [INFO ] [LOCAL ] Saved forecast: ARR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ARR.txt [2025-10-16T00:23:18.280540] [INFO ] [sig ] [117/1803] Completed ARR in 0.2s | 4.08 sym/s | Total: 28.7s | ETA: 6.9m [2025-10-16T00:23:18.280610] [INFO ] [sig ] [118/1803] Forecasting ARW... [2025-10-16T00:23:18.280809] [INFO ] [sig ] Generating forecast for: ARW [2025-10-16T00:23:18.280862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-10-16T00:23:18.290250] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ARW'. [2025-10-16T00:23:18.290528] [INFO ] [FORECASTER] Starting predict_future for ARW [2025-10-16T00:23:18.314902] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:18.315582] [DEBUG] [LOCAL ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt [2025-10-16T00:23:18.315637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:18.315715] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:18.315748] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:18.315806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:18.332853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:18.333463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:18.333544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:18.333578] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:18.377184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:18.377295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:18.377332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:18.377360] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:18.380619] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: DOWN (p=22.57%) [2025-10-16T00:23:18.380907] [INFO ] [FORECASTER] Completed predict_future for ARW [2025-10-16T00:23:18.381043] [INFO ] [sig ] ARW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:18.529670] [INFO ] [LOCAL ] Saved forecast: ARW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ARW.txt [2025-10-16T00:23:18.529958] [INFO ] [sig ] [118/1803] Completed ARW in 0.2s | 4.08 sym/s | Total: 28.9s | ETA: 6.9m [2025-10-16T00:23:18.530017] [INFO ] [sig ] [119/1803] Forecasting AS... [2025-10-16T00:23:18.530052] [INFO ] [sig ] Generating forecast for: AS [2025-10-16T00:23:18.530085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AS' from 'https://tdm.silogroup.org/data/derivative_storage/AS.csv'. [2025-10-16T00:23:18.539426] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AS'. [2025-10-16T00:23:18.539762] [INFO ] [FORECASTER] Starting predict_future for AS [2025-10-16T00:23:18.565486] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:18.566232] [DEBUG] [LOCAL ] No optimal features file found for AS: ./output/feature-sets/AS.txt [2025-10-16T00:23:18.566288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:18.566323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:18.566352] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:18.566409] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:18.584968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:18.585565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:18.585670] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:18.585725] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:18.632033] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:18.632145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:18.632185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:18.632214] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:18.635527] [DEBUG] [FORECASTER] AS: Forecast T+1@11:T+2@11: DOWN (p=11.25%) [2025-10-16T00:23:18.635830] [INFO ] [FORECASTER] Completed predict_future for AS [2025-10-16T00:23:18.635973] [INFO ] [sig ] AS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:18.783529] [INFO ] [LOCAL ] Saved forecast: AS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AS.txt [2025-10-16T00:23:18.783769] [INFO ] [sig ] [119/1803] Completed AS in 0.3s | 4.08 sym/s | Total: 29.2s | ETA: 6.9m [2025-10-16T00:23:18.783831] [INFO ] [sig ] [120/1803] Forecasting ASA... [2025-10-16T00:23:18.783865] [INFO ] [sig ] Generating forecast for: ASA [2025-10-16T00:23:18.783898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-10-16T00:23:18.793231] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASA'. [2025-10-16T00:23:18.793483] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-10-16T00:23:18.819075] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:18.819836] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-10-16T00:23:18.819913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:18.819962] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:18.819993] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:18.820053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:18.838100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:18.838739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:18.838820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:18.838856] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:18.883731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:18.883809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:18.883845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:18.883888] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:18.887053] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=91.92%) [2025-10-16T00:23:18.887357] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-10-16T00:23:18.887507] [INFO ] [sig ] ASA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:19.036588] [INFO ] [LOCAL ] Saved forecast: ASA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASA.txt [2025-10-16T00:23:19.036803] [INFO ] [sig ] [120/1803] Completed ASA in 0.3s | 4.08 sym/s | Total: 29.4s | ETA: 6.9m [2025-10-16T00:23:19.036864] [INFO ] [sig ] [121/1803] Forecasting ASAN... [2025-10-16T00:23:19.036898] [INFO ] [sig ] Generating forecast for: ASAN [2025-10-16T00:23:19.036932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'. [2025-10-16T00:23:19.046267] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASAN'. [2025-10-16T00:23:19.046533] [INFO ] [FORECASTER] Starting predict_future for ASAN [2025-10-16T00:23:19.072410] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:19.073145] [DEBUG] [LOCAL ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt [2025-10-16T00:23:19.073212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:19.073251] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:19.073279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:19.073336] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:19.091879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:19.092410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:19.092491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:19.092525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:19.132350] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:19.132426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:19.132461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:19.132488] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:19.135568] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-10-16T00:23:19.135848] [INFO ] [FORECASTER] Completed predict_future for ASAN [2025-10-16T00:23:19.136000] [INFO ] [sig ] ASAN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:19.277204] [INFO ] [LOCAL ] Saved forecast: ASAN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASAN.txt [2025-10-16T00:23:19.277439] [INFO ] [sig ] [121/1803] Completed ASAN in 0.2s | 4.08 sym/s | Total: 29.6s | ETA: 6.9m [2025-10-16T00:23:19.277483] [INFO ] [sig ] [122/1803] Forecasting ASB... [2025-10-16T00:23:19.277514] [INFO ] [sig ] Generating forecast for: ASB [2025-10-16T00:23:19.277548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-10-16T00:23:19.287113] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASB'. [2025-10-16T00:23:19.287374] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-10-16T00:23:19.314176] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:19.314986] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-10-16T00:23:19.315051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:19.315116] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:19.315153] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:19.315213] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:19.333917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:19.334449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:19.334530] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:19.334564] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:19.381356] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:19.381436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:19.381473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:19.381502] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:19.384698] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=44.59%) [2025-10-16T00:23:19.384950] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-10-16T00:23:19.385090] [INFO ] [sig ] ASB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:19.536411] [INFO ] [LOCAL ] Saved forecast: ASB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ASB.txt [2025-10-16T00:23:19.536670] [INFO ] [sig ] [122/1803] Completed ASB in 0.3s | 4.08 sym/s | Total: 29.9s | ETA: 6.9m [2025-10-16T00:23:19.536731] [INFO ] [sig ] [123/1803] Forecasting ASBA... [2025-10-16T00:23:19.536765] [INFO ] [sig ] Generating forecast for: ASBA [2025-10-16T00:23:19.536797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-10-16T00:23:19.545708] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASBA'. [2025-10-16T00:23:19.545969] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-10-16T00:23:19.572460] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:19.573248] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-10-16T00:23:19.573303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:19.573339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:19.573368] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:19.573425] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:19.591020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:19.591583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:19.591689] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:19.591743] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:19.635942] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:19.636070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:19.636110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:19.636139] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:19.639718] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=62.85%) [2025-10-16T00:23:19.639984] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-10-16T00:23:19.640128] [INFO ] [sig ] ASBA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:19.787961] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASBA.txt [2025-10-16T00:23:19.788192] [INFO ] [sig ] [123/1803] Completed ASBA in 0.3s | 4.08 sym/s | Total: 30.2s | ETA: 6.9m [2025-10-16T00:23:19.788236] [INFO ] [sig ] [124/1803] Forecasting ASC... [2025-10-16T00:23:19.788288] [INFO ] [sig ] Generating forecast for: ASC [2025-10-16T00:23:19.788353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-10-16T00:23:19.798401] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASC'. [2025-10-16T00:23:19.798755] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-10-16T00:23:19.826342] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:19.827095] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-10-16T00:23:19.827151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:19.827185] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:19.827212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:19.827269] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:19.845352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:19.845922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:19.846003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:19.846038] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:19.895109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:19.895188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:19.895228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:19.895295] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:19.898502] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=94.68%) [2025-10-16T00:23:19.898833] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-10-16T00:23:19.898981] [INFO ] [sig ] ASC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:20.049840] [INFO ] [LOCAL ] Saved forecast: ASC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASC.txt [2025-10-16T00:23:20.050050] [INFO ] [sig ] [124/1803] Completed ASC in 0.3s | 4.08 sym/s | Total: 30.4s | ETA: 6.9m [2025-10-16T00:23:20.050094] [INFO ] [sig ] [125/1803] Forecasting ASG... [2025-10-16T00:23:20.050125] [INFO ] [sig ] Generating forecast for: ASG [2025-10-16T00:23:20.050158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-10-16T00:23:20.059286] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASG'. [2025-10-16T00:23:20.059547] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-10-16T00:23:20.085362] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:20.086080] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-10-16T00:23:20.086135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:20.086169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:20.086197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:20.086253] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:20.105706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:20.106301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:20.106386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:20.106422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:20.149698] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:20.149784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:20.149854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:20.149907] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:20.153286] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=69.33%) [2025-10-16T00:23:20.153552] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-10-16T00:23:20.153726] [INFO ] [sig ] ASG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:20.306368] [INFO ] [LOCAL ] Saved forecast: ASG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASG.txt [2025-10-16T00:23:20.306607] [INFO ] [sig ] [125/1803] Completed ASG in 0.3s | 4.07 sym/s | Total: 30.7s | ETA: 6.9m [2025-10-16T00:23:20.306691] [INFO ] [sig ] [126/1803] Forecasting ASGI... [2025-10-16T00:23:20.306741] [INFO ] [sig ] Generating forecast for: ASGI [2025-10-16T00:23:20.306776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-10-16T00:23:20.316959] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASGI'. [2025-10-16T00:23:20.317363] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-10-16T00:23:20.343386] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:20.344269] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-10-16T00:23:20.344328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:20.344364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:20.344394] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:20.344453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:20.362619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:20.363510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:20.363601] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:20.363638] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:20.398389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:20.398598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:20.398685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:20.398768] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:20.405157] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=71.31%) [2025-10-16T00:23:20.405544] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-10-16T00:23:20.405729] [INFO ] [sig ] ASGI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:20.548154] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASGI.txt [2025-10-16T00:23:20.548396] [INFO ] [sig ] [126/1803] Completed ASGI in 0.2s | 4.08 sym/s | Total: 30.9s | ETA: 6.9m [2025-10-16T00:23:20.548439] [INFO ] [sig ] [127/1803] Forecasting ASGN... [2025-10-16T00:23:20.548470] [INFO ] [sig ] Generating forecast for: ASGN [2025-10-16T00:23:20.548501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-10-16T00:23:20.557690] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASGN'. [2025-10-16T00:23:20.557963] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-10-16T00:23:20.582810] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:20.583479] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-10-16T00:23:20.583534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:20.583569] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:20.583597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:20.583675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:20.600728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:20.601253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:20.601332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:20.601366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:20.634630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:20.634742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:20.634781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:20.634827] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:20.637833] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=82.19%) [2025-10-16T00:23:20.638086] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-10-16T00:23:20.638217] [INFO ] [sig ] ASGN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:20.777580] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASGN.txt [2025-10-16T00:23:20.777808] [INFO ] [sig ] [127/1803] Completed ASGN in 0.2s | 4.08 sym/s | Total: 31.1s | ETA: 6.9m [2025-10-16T00:23:20.777867] [INFO ] [sig ] [128/1803] Forecasting ASH... [2025-10-16T00:23:20.777900] [INFO ] [sig ] Generating forecast for: ASH [2025-10-16T00:23:20.777932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-10-16T00:23:20.787357] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASH'. [2025-10-16T00:23:20.787692] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-10-16T00:23:20.812044] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:20.812749] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-10-16T00:23:20.812805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:20.812839] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:20.812866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:20.812921] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:20.829914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:20.830456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:20.830534] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:20.830569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:20.869751] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:20.869954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:20.870014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:20.870047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:20.873638] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=59.76%) [2025-10-16T00:23:20.873947] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-10-16T00:23:20.874087] [INFO ] [sig ] ASH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:21.014516] [INFO ] [LOCAL ] Saved forecast: ASH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASH.txt [2025-10-16T00:23:21.014811] [INFO ] [sig ] [128/1803] Completed ASH in 0.2s | 4.08 sym/s | Total: 31.4s | ETA: 6.8m [2025-10-16T00:23:21.014873] [INFO ] [sig ] [129/1803] Forecasting ASIX... [2025-10-16T00:23:21.014907] [INFO ] [sig ] Generating forecast for: ASIX [2025-10-16T00:23:21.014939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-10-16T00:23:21.025418] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASIX'. [2025-10-16T00:23:21.025848] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-10-16T00:23:21.052831] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:21.053677] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-10-16T00:23:21.053739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:21.053775] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:21.053806] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:21.053865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:21.070838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:21.071362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:21.071441] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:21.071475] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:21.107488] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:21.107716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:21.107775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:21.107808] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:21.111320] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=54.15%) [2025-10-16T00:23:21.111629] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-10-16T00:23:21.111799] [INFO ] [sig ] ASIX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:21.255583] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASIX.txt [2025-10-16T00:23:21.255890] [INFO ] [sig ] [129/1803] Completed ASIX in 0.2s | 4.08 sym/s | Total: 31.6s | ETA: 6.8m [2025-10-16T00:23:21.255983] [INFO ] [sig ] [130/1803] Forecasting ASPN... [2025-10-16T00:23:21.256024] [INFO ] [sig ] Generating forecast for: ASPN [2025-10-16T00:23:21.256059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-10-16T00:23:21.265345] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASPN'. [2025-10-16T00:23:21.265699] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-10-16T00:23:21.290040] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:21.290818] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-10-16T00:23:21.290874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:21.290908] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:21.290936] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:21.290992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:21.308013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:21.308774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:21.308857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:21.308891] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:21.340717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:21.340887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:21.340929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:21.340958] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:21.344445] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=73.00%) [2025-10-16T00:23:21.344767] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-10-16T00:23:21.344902] [INFO ] [sig ] ASPN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:21.488069] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ASPN.txt [2025-10-16T00:23:21.488311] [INFO ] [sig ] [130/1803] Completed ASPN in 0.2s | 4.08 sym/s | Total: 31.9s | ETA: 6.8m [2025-10-16T00:23:21.488362] [INFO ] [sig ] [131/1803] Forecasting ASR... [2025-10-16T00:23:21.488395] [INFO ] [sig ] Generating forecast for: ASR [2025-10-16T00:23:21.488428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'. [2025-10-16T00:23:21.496913] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASR'. [2025-10-16T00:23:21.497185] [INFO ] [FORECASTER] Starting predict_future for ASR [2025-10-16T00:23:21.521779] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:21.522555] [DEBUG] [LOCAL ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt [2025-10-16T00:23:21.522612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:21.522673] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:21.522724] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:21.522785] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:21.540125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:21.540637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:21.540748] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:21.540784] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:21.571553] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:21.571638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:21.571715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:21.571748] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:21.574769] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: DOWN (p=8.89%) [2025-10-16T00:23:21.575020] [INFO ] [FORECASTER] Completed predict_future for ASR [2025-10-16T00:23:21.575140] [INFO ] [sig ] ASR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:21.717766] [INFO ] [LOCAL ] Saved forecast: ASR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ASR.txt [2025-10-16T00:23:21.717960] [INFO ] [sig ] [131/1803] Completed ASR in 0.2s | 4.08 sym/s | Total: 32.1s | ETA: 6.8m [2025-10-16T00:23:21.718001] [INFO ] [sig ] [132/1803] Forecasting ASX... [2025-10-16T00:23:21.718031] [INFO ] [sig ] Generating forecast for: ASX [2025-10-16T00:23:21.718062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-10-16T00:23:21.727079] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ASX'. [2025-10-16T00:23:21.727349] [INFO ] [FORECASTER] Starting predict_future for ASX [2025-10-16T00:23:21.753107] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:21.753972] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-10-16T00:23:21.754029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:21.754065] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:21.754094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:21.754153] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:21.771607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:21.772159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:21.772238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:21.772271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:21.804345] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:21.804430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:21.804467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:21.804496] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:21.807973] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=1.09%) [2025-10-16T00:23:21.808228] [INFO ] [FORECASTER] Completed predict_future for ASX [2025-10-16T00:23:21.808352] [INFO ] [sig ] ASX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:21.947918] [INFO ] [LOCAL ] Saved forecast: ASX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ASX.txt [2025-10-16T00:23:21.948125] [INFO ] [sig ] [132/1803] Completed ASX in 0.2s | 4.08 sym/s | Total: 32.3s | ETA: 6.8m [2025-10-16T00:23:21.948173] [INFO ] [sig ] [133/1803] Forecasting ATEN... [2025-10-16T00:23:21.948205] [INFO ] [sig ] Generating forecast for: ATEN [2025-10-16T00:23:21.948236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-10-16T00:23:21.957130] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATEN'. [2025-10-16T00:23:21.957394] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-10-16T00:23:21.981670] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:21.982354] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-10-16T00:23:21.982408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:21.982441] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:21.982469] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:21.982525] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:21.999952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:22.000528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:22.000615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:22.000704] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:22.036832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:22.036920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:22.036956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:22.036986] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:22.040212] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-10-16T00:23:22.040486] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-10-16T00:23:22.040628] [INFO ] [sig ] ATEN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:22.182260] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ATEN.txt [2025-10-16T00:23:22.182456] [INFO ] [sig ] [133/1803] Completed ATEN in 0.2s | 4.09 sym/s | Total: 32.6s | ETA: 6.8m [2025-10-16T00:23:22.182497] [INFO ] [sig ] [134/1803] Forecasting ATGE... [2025-10-16T00:23:22.182528] [INFO ] [sig ] Generating forecast for: ATGE [2025-10-16T00:23:22.182560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-10-16T00:23:22.191495] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATGE'. [2025-10-16T00:23:22.191776] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-10-16T00:23:22.217319] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:22.218192] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-10-16T00:23:22.218246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:22.218279] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:22.218306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:22.218362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:22.235923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:22.236432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:22.236511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:22.236548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:22.270661] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:22.270748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:22.270785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:22.270830] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:22.273846] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-10-16T00:23:22.274094] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-10-16T00:23:22.274217] [INFO ] [sig ] ATGE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:22.414177] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ATGE.txt [2025-10-16T00:23:22.414365] [INFO ] [sig ] [134/1803] Completed ATGE in 0.2s | 4.09 sym/s | Total: 32.8s | ETA: 6.8m [2025-10-16T00:23:22.414407] [INFO ] [sig ] [135/1803] Forecasting ATHM... [2025-10-16T00:23:22.414437] [INFO ] [sig ] Generating forecast for: ATHM [2025-10-16T00:23:22.414468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-10-16T00:23:22.423381] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATHM'. [2025-10-16T00:23:22.423678] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-10-16T00:23:22.449457] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:22.450327] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-10-16T00:23:22.450381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:22.450414] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:22.450441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:22.450502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:22.468456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:22.469231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:22.469316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:22.469350] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:22.502424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:22.502500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:22.502537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:22.502566] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:22.505587] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=83.22%) [2025-10-16T00:23:22.505901] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-10-16T00:23:22.506035] [INFO ] [sig ] ATHM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:22.712596] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ATHM.txt [2025-10-16T00:23:22.713007] [INFO ] [sig ] [135/1803] Completed ATHM in 0.3s | 4.08 sym/s | Total: 33.1s | ETA: 6.8m [2025-10-16T00:23:22.713060] [INFO ] [sig ] [136/1803] Forecasting ATHS... [2025-10-16T00:23:22.713091] [INFO ] [sig ] Generating forecast for: ATHS [2025-10-16T00:23:22.713122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'. [2025-10-16T00:23:22.722550] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATHS'. [2025-10-16T00:23:22.723018] [INFO ] [FORECASTER] Starting predict_future for ATHS [2025-10-16T00:23:22.747747] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:22.748402] [DEBUG] [LOCAL ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt [2025-10-16T00:23:22.748457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:22.748493] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:22.748524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:22.748668] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:22.766124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:22.766745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:22.766826] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:22.766860] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:22.801819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:22.801900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:22.801937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:22.801966] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:22.804993] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: DOWN (p=27.79%) [2025-10-16T00:23:22.805246] [INFO ] [FORECASTER] Completed predict_future for ATHS [2025-10-16T00:23:22.805374] [INFO ] [sig ] ATHS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:22.950763] [INFO ] [LOCAL ] Saved forecast: ATHS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ATHS.txt [2025-10-16T00:23:22.950998] [INFO ] [sig ] [136/1803] Completed ATHS in 0.2s | 4.08 sym/s | Total: 33.3s | ETA: 6.8m [2025-10-16T00:23:22.951042] [INFO ] [sig ] [137/1803] Forecasting ATKR... [2025-10-16T00:23:22.951072] [INFO ] [sig ] Generating forecast for: ATKR [2025-10-16T00:23:22.951105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'. [2025-10-16T00:23:22.960207] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATKR'. [2025-10-16T00:23:22.960471] [INFO ] [FORECASTER] Starting predict_future for ATKR [2025-10-16T00:23:22.985294] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:22.986051] [DEBUG] [LOCAL ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt [2025-10-16T00:23:22.986106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:22.986140] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:22.986168] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:22.986224] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:23.004227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:23.004951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:23.005035] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:23.005070] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:23.041510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:23.041596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:23.041634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:23.041889] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:23.045057] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: DOWN (p=26.59%) [2025-10-16T00:23:23.045325] [INFO ] [FORECASTER] Completed predict_future for ATKR [2025-10-16T00:23:23.045462] [INFO ] [sig ] ATKR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:23.188817] [INFO ] [LOCAL ] Saved forecast: ATKR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ATKR.txt [2025-10-16T00:23:23.189002] [INFO ] [sig ] [137/1803] Completed ATKR in 0.2s | 4.08 sym/s | Total: 33.6s | ETA: 6.8m [2025-10-16T00:23:23.189044] [INFO ] [sig ] [138/1803] Forecasting ATO... [2025-10-16T00:23:23.189074] [INFO ] [sig ] Generating forecast for: ATO [2025-10-16T00:23:23.189105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-10-16T00:23:23.198313] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATO'. [2025-10-16T00:23:23.198595] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-10-16T00:23:23.223979] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:23.224693] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-10-16T00:23:23.224749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:23.224784] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:23.224812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:23.224868] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:23.241755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:23.242274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:23.242351] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:23.242386] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:23.278964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:23.279051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:23.279086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:23.279115] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:23.282125] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=99.45%) [2025-10-16T00:23:23.282375] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-10-16T00:23:23.282500] [INFO ] [sig ] ATO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:23.423475] [INFO ] [LOCAL ] Saved forecast: ATO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ATO.txt [2025-10-16T00:23:23.423699] [INFO ] [sig ] [138/1803] Completed ATO in 0.2s | 4.08 sym/s | Total: 33.8s | ETA: 6.8m [2025-10-16T00:23:23.423764] [INFO ] [sig ] [139/1803] Forecasting ATR... [2025-10-16T00:23:23.423798] [INFO ] [sig ] Generating forecast for: ATR [2025-10-16T00:23:23.423831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-10-16T00:23:23.432939] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATR'. [2025-10-16T00:23:23.433197] [INFO ] [FORECASTER] Starting predict_future for ATR [2025-10-16T00:23:23.457936] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:23.458669] [DEBUG] [LOCAL ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt [2025-10-16T00:23:23.458731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:23.458767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:23.458796] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:23.458858] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:23.476080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:23.476597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:23.476699] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:23.476748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:23.511921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:23.512006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:23.512398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:23.512431] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:23.516960] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=4.13%) [2025-10-16T00:23:23.517213] [INFO ] [FORECASTER] Completed predict_future for ATR [2025-10-16T00:23:23.517336] [INFO ] [sig ] ATR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:23.659259] [INFO ] [LOCAL ] Saved forecast: ATR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ATR.txt [2025-10-16T00:23:23.659451] [INFO ] [sig ] [139/1803] Completed ATR in 0.2s | 4.08 sym/s | Total: 34.0s | ETA: 6.8m [2025-10-16T00:23:23.659502] [INFO ] [sig ] [140/1803] Forecasting ATUS... [2025-10-16T00:23:23.659535] [INFO ] [sig ] Generating forecast for: ATUS [2025-10-16T00:23:23.659569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATUS' from 'https://tdm.silogroup.org/data/derivative_storage/ATUS.csv'. [2025-10-16T00:23:23.668343] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ATUS'. [2025-10-16T00:23:23.668683] [INFO ] [FORECASTER] Starting predict_future for ATUS [2025-10-16T00:23:23.694237] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:23.695233] [DEBUG] [LOCAL ] No optimal features file found for ATUS: ./output/feature-sets/ATUS.txt [2025-10-16T00:23:23.695291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:23.695326] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:23.695357] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:23.695415] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:23.713489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:23.714104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:23.714188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:23.714222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:23.752416] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:23.752552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:23.752606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:23.752703] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:23.756327] [DEBUG] [FORECASTER] ATUS: Forecast T+1@11:T+2@11: DOWN (p=22.76%) [2025-10-16T00:23:23.756668] [INFO ] [FORECASTER] Completed predict_future for ATUS [2025-10-16T00:23:23.756824] [INFO ] [sig ] ATUS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:23.913742] [INFO ] [LOCAL ] Saved forecast: ATUS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ATUS.txt [2025-10-16T00:23:23.913950] [INFO ] [sig ] [140/1803] Completed ATUS in 0.3s | 4.08 sym/s | Total: 34.3s | ETA: 6.8m [2025-10-16T00:23:23.913994] [INFO ] [sig ] [141/1803] Forecasting AU... [2025-10-16T00:23:23.914043] [INFO ] [sig ] Generating forecast for: AU [2025-10-16T00:23:23.914111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'. [2025-10-16T00:23:23.922555] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AU'. [2025-10-16T00:23:23.922849] [INFO ] [FORECASTER] Starting predict_future for AU [2025-10-16T00:23:23.949159] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:23.950122] [DEBUG] [LOCAL ] No optimal features file found for AU: ./output/feature-sets/AU.txt [2025-10-16T00:23:23.950196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:23.950241] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:23.950272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:23.950331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:23.968909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:23.969517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:23.969602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:23.969635] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:24.003992] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:24.004073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:24.004108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:24.004154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:24.007515] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-10-16T00:23:24.007809] [INFO ] [FORECASTER] Completed predict_future for AU [2025-10-16T00:23:24.007943] [INFO ] [sig ] AU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:24.161585] [INFO ] [LOCAL ] Saved forecast: AU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AU.txt [2025-10-16T00:23:24.161823] [INFO ] [sig ] [141/1803] Completed AU in 0.2s | 4.08 sym/s | Total: 34.5s | ETA: 6.8m [2025-10-16T00:23:24.161880] [INFO ] [sig ] [142/1803] Forecasting AUB... [2025-10-16T00:23:24.161913] [INFO ] [sig ] Generating forecast for: AUB [2025-10-16T00:23:24.161944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-10-16T00:23:24.170613] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AUB'. [2025-10-16T00:23:24.170896] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-10-16T00:23:24.196321] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:24.197008] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-10-16T00:23:24.197063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:24.197096] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:24.197124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:24.197180] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:24.213854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:24.214361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:24.214439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:24.214473] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:24.248717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:24.248793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:24.248828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:24.248856] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:24.251828] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-10-16T00:23:24.252074] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-10-16T00:23:24.252198] [INFO ] [sig ] AUB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:24.393508] [INFO ] [LOCAL ] Saved forecast: AUB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AUB.txt [2025-10-16T00:23:24.393743] [INFO ] [sig ] [142/1803] Completed AUB in 0.2s | 4.08 sym/s | Total: 34.8s | ETA: 6.8m [2025-10-16T00:23:24.393804] [INFO ] [sig ] [143/1803] Forecasting AUNA... [2025-10-16T00:23:24.393839] [INFO ] [sig ] Generating forecast for: AUNA [2025-10-16T00:23:24.393870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'. [2025-10-16T00:23:24.402043] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'AUNA'. [2025-10-16T00:23:24.402312] [INFO ] [FORECASTER] Starting predict_future for AUNA [2025-10-16T00:23:24.426915] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:24.427563] [DEBUG] [LOCAL ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt [2025-10-16T00:23:24.427618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:24.427681] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:24.427727] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:24.427789] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:24.445219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:24.445969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:24.446047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:24.446081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:24.481537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:24.481611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:24.481671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:24.481721] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:24.484676] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: DOWN (p=24.18%) [2025-10-16T00:23:24.484927] [INFO ] [FORECASTER] Completed predict_future for AUNA [2025-10-16T00:23:24.485053] [INFO ] [sig ] AUNA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:24.623833] [INFO ] [LOCAL ] Saved forecast: AUNA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AUNA.txt [2025-10-16T00:23:24.624015] [INFO ] [sig ] [143/1803] Completed AUNA in 0.2s | 4.09 sym/s | Total: 35.0s | ETA: 6.8m [2025-10-16T00:23:24.624056] [INFO ] [sig ] [144/1803] Forecasting AVA... [2025-10-16T00:23:24.624087] [INFO ] [sig ] Generating forecast for: AVA [2025-10-16T00:23:24.624119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-10-16T00:23:24.632521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVA'. [2025-10-16T00:23:24.632795] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-10-16T00:23:24.657011] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:24.657688] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-10-16T00:23:24.657745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:24.657780] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:24.657808] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:24.657868] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:24.674914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:24.675446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:24.675523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:24.675560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:24.708297] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:24.708371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:24.708406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:24.708434] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:24.711428] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=88.93%) [2025-10-16T00:23:24.711699] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-10-16T00:23:24.711839] [INFO ] [sig ] AVA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:24.850825] [INFO ] [LOCAL ] Saved forecast: AVA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AVA.txt [2025-10-16T00:23:24.851013] [INFO ] [sig ] [144/1803] Completed AVA in 0.2s | 4.09 sym/s | Total: 35.2s | ETA: 6.8m [2025-10-16T00:23:24.851054] [INFO ] [sig ] [145/1803] Forecasting AVAL... [2025-10-16T00:23:24.851084] [INFO ] [sig ] Generating forecast for: AVAL [2025-10-16T00:23:24.851115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-10-16T00:23:24.859868] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVAL'. [2025-10-16T00:23:24.860132] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-10-16T00:23:24.884314] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:24.885046] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-10-16T00:23:24.885103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:24.885138] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:24.885167] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:24.885229] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:24.902567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:24.903113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:24.903192] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:24.903225] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:24.935953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:24.936033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:24.936068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:24.936096] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:24.939275] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-10-16T00:23:24.939524] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-10-16T00:23:24.939675] [INFO ] [sig ] AVAL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:25.078193] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AVAL.txt [2025-10-16T00:23:25.078379] [INFO ] [sig ] [145/1803] Completed AVAL in 0.2s | 4.09 sym/s | Total: 35.4s | ETA: 6.8m [2025-10-16T00:23:25.078419] [INFO ] [sig ] [146/1803] Forecasting AVD... [2025-10-16T00:23:25.078450] [INFO ] [sig ] Generating forecast for: AVD [2025-10-16T00:23:25.078481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-10-16T00:23:25.087075] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVD'. [2025-10-16T00:23:25.087365] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-10-16T00:23:25.111568] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:25.112304] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-10-16T00:23:25.112359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:25.112392] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:25.112420] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:25.112475] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:25.129260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:25.129811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:25.129890] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:25.129924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:25.163904] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:25.163979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:25.164014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:25.164043] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:25.166994] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=64.34%) [2025-10-16T00:23:25.167244] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-10-16T00:23:25.167366] [INFO ] [sig ] AVD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:25.304718] [INFO ] [LOCAL ] Saved forecast: AVD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AVD.txt [2025-10-16T00:23:25.304898] [INFO ] [sig ] [146/1803] Completed AVD in 0.2s | 4.09 sym/s | Total: 35.7s | ETA: 6.7m [2025-10-16T00:23:25.304946] [INFO ] [sig ] [147/1803] Forecasting AVK... [2025-10-16T00:23:25.304978] [INFO ] [sig ] Generating forecast for: AVK [2025-10-16T00:23:25.305008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-10-16T00:23:25.313736] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVK'. [2025-10-16T00:23:25.314001] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-10-16T00:23:25.338246] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:25.338970] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-10-16T00:23:25.339025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:25.339058] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:25.339087] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:25.339144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:25.356259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:25.356818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:25.356897] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:25.356931] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:25.391814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:25.391890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:25.391924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:25.391953] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:25.394930] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=45.21%) [2025-10-16T00:23:25.395180] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-10-16T00:23:25.395305] [INFO ] [sig ] AVK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:25.533862] [INFO ] [LOCAL ] Saved forecast: AVK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AVK.txt [2025-10-16T00:23:25.534054] [INFO ] [sig ] [147/1803] Completed AVK in 0.2s | 4.09 sym/s | Total: 35.9s | ETA: 6.7m [2025-10-16T00:23:25.534095] [INFO ] [sig ] [148/1803] Forecasting AVNS... [2025-10-16T00:23:25.534125] [INFO ] [sig ] Generating forecast for: AVNS [2025-10-16T00:23:25.534160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-10-16T00:23:25.543016] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVNS'. [2025-10-16T00:23:25.543276] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-10-16T00:23:25.567969] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:25.568741] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-10-16T00:23:25.568797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:25.568832] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:25.568861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:25.568919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:25.585923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:25.586447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:25.586527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:25.586563] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:25.624242] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:25.624340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:25.624383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:25.624413] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:25.627464] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=78.80%) [2025-10-16T00:23:25.627760] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-10-16T00:23:25.627892] [INFO ] [sig ] AVNS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:25.768612] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AVNS.txt [2025-10-16T00:23:25.768974] [INFO ] [sig ] [148/1803] Completed AVNS in 0.2s | 4.10 sym/s | Total: 36.1s | ETA: 6.7m [2025-10-16T00:23:25.769025] [INFO ] [sig ] [149/1803] Forecasting AVNT... [2025-10-16T00:23:25.769056] [INFO ] [sig ] Generating forecast for: AVNT [2025-10-16T00:23:25.769087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'. [2025-10-16T00:23:25.778027] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVNT'. [2025-10-16T00:23:25.778276] [INFO ] [FORECASTER] Starting predict_future for AVNT [2025-10-16T00:23:25.802683] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:25.803351] [DEBUG] [LOCAL ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt [2025-10-16T00:23:25.803421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:25.803492] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:25.803593] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:25.803686] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:25.821118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:25.821690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:25.821772] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:25.821806] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:25.855463] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:25.855540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:25.855577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:25.855610] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:25.858743] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=95.35%) [2025-10-16T00:23:25.859002] [INFO ] [FORECASTER] Completed predict_future for AVNT [2025-10-16T00:23:25.859131] [INFO ] [sig ] AVNT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:25.998995] [INFO ] [LOCAL ] Saved forecast: AVNT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AVNT.txt [2025-10-16T00:23:25.999193] [INFO ] [sig ] [149/1803] Completed AVNT in 0.2s | 4.10 sym/s | Total: 36.4s | ETA: 6.7m [2025-10-16T00:23:25.999235] [INFO ] [sig ] [150/1803] Forecasting AVTR... [2025-10-16T00:23:25.999266] [INFO ] [sig ] Generating forecast for: AVTR [2025-10-16T00:23:25.999297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'. [2025-10-16T00:23:26.008513] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AVTR'. [2025-10-16T00:23:26.008818] [INFO ] [FORECASTER] Starting predict_future for AVTR [2025-10-16T00:23:26.033102] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:26.033821] [DEBUG] [LOCAL ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt [2025-10-16T00:23:26.033876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:26.033910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:26.033937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:26.033998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:26.051030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:26.051555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:26.051634] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:26.051706] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:26.087276] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:26.087360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:26.087396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:26.087424] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:26.090483] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=60.10%) [2025-10-16T00:23:26.090779] [INFO ] [FORECASTER] Completed predict_future for AVTR [2025-10-16T00:23:26.090908] [INFO ] [sig ] AVTR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:26.232211] [INFO ] [LOCAL ] Saved forecast: AVTR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AVTR.txt [2025-10-16T00:23:26.232428] [INFO ] [sig ] [150/1803] Completed AVTR in 0.2s | 4.10 sym/s | Total: 36.6s | ETA: 6.7m [2025-10-16T00:23:26.232471] [INFO ] [sig ] [151/1803] Forecasting AWK... [2025-10-16T00:23:26.232502] [INFO ] [sig ] Generating forecast for: AWK [2025-10-16T00:23:26.232532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-10-16T00:23:26.241424] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AWK'. [2025-10-16T00:23:26.241715] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-10-16T00:23:26.268308] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:26.269108] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-10-16T00:23:26.269164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:26.269199] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:26.269227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:26.269285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:26.286063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:26.286580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:26.286680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:26.286740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:26.321345] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:26.321437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:26.321475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:26.321504] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:26.324587] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=1.18%) [2025-10-16T00:23:26.324871] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-10-16T00:23:26.325001] [INFO ] [sig ] AWK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:26.464757] [INFO ] [LOCAL ] Saved forecast: AWK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AWK.txt [2025-10-16T00:23:26.464962] [INFO ] [sig ] [151/1803] Completed AWK in 0.2s | 4.10 sym/s | Total: 36.8s | ETA: 6.7m [2025-10-16T00:23:26.465003] [INFO ] [sig ] [152/1803] Forecasting AWP... [2025-10-16T00:23:26.465035] [INFO ] [sig ] Generating forecast for: AWP [2025-10-16T00:23:26.465066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-10-16T00:23:26.473824] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AWP'. [2025-10-16T00:23:26.474080] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-10-16T00:23:26.498288] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:26.499044] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-10-16T00:23:26.499099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:26.499133] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:26.499160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:26.499215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:26.515937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:26.516450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:26.516527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:26.516560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:26.550369] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:26.550872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:26.550915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:26.550944] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:26.554330] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=59.45%) [2025-10-16T00:23:26.554576] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-10-16T00:23:26.554731] [INFO ] [sig ] AWP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:26.695916] [INFO ] [LOCAL ] Saved forecast: AWP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AWP.txt [2025-10-16T00:23:26.696115] [INFO ] [sig ] [152/1803] Completed AWP in 0.2s | 4.10 sym/s | Total: 37.1s | ETA: 6.7m [2025-10-16T00:23:26.696156] [INFO ] [sig ] [153/1803] Forecasting AWR... [2025-10-16T00:23:26.696187] [INFO ] [sig ] Generating forecast for: AWR [2025-10-16T00:23:26.696218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'. [2025-10-16T00:23:26.705285] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AWR'. [2025-10-16T00:23:26.705555] [INFO ] [FORECASTER] Starting predict_future for AWR [2025-10-16T00:23:26.730393] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:26.731112] [DEBUG] [LOCAL ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt [2025-10-16T00:23:26.731168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:26.731201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:26.731229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:26.731285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:26.748988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:26.749554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:26.749633] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:26.749705] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:26.781803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:26.781894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:26.781933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:26.781964] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:26.785247] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=15.79%) [2025-10-16T00:23:26.785509] [INFO ] [FORECASTER] Completed predict_future for AWR [2025-10-16T00:23:26.785662] [INFO ] [sig ] AWR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:26.929083] [INFO ] [LOCAL ] Saved forecast: AWR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AWR.txt [2025-10-16T00:23:26.929294] [INFO ] [sig ] [153/1803] Completed AWR in 0.2s | 4.10 sym/s | Total: 37.3s | ETA: 6.7m [2025-10-16T00:23:26.929335] [INFO ] [sig ] [154/1803] Forecasting AX... [2025-10-16T00:23:26.929374] [INFO ] [sig ] Generating forecast for: AX [2025-10-16T00:23:26.929406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'. [2025-10-16T00:23:26.937815] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AX'. [2025-10-16T00:23:26.938091] [INFO ] [FORECASTER] Starting predict_future for AX [2025-10-16T00:23:26.963168] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:26.963911] [DEBUG] [LOCAL ] No optimal features file found for AX: ./output/feature-sets/AX.txt [2025-10-16T00:23:26.963966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:26.964000] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:26.964028] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:26.964085] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:26.981928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:26.982459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:26.982538] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:26.982573] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:27.017752] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:27.017863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:27.017903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:27.017933] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:27.021272] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: UP (p=80.56%) [2025-10-16T00:23:27.021535] [INFO ] [FORECASTER] Completed predict_future for AX [2025-10-16T00:23:27.021693] [INFO ] [sig ] AX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:27.166168] [INFO ] [LOCAL ] Saved forecast: AX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AX.txt [2025-10-16T00:23:27.166386] [INFO ] [sig ] [154/1803] Completed AX in 0.2s | 4.10 sym/s | Total: 37.5s | ETA: 6.7m [2025-10-16T00:23:27.166431] [INFO ] [sig ] [155/1803] Forecasting AXL... [2025-10-16T00:23:27.166462] [INFO ] [sig ] Generating forecast for: AXL [2025-10-16T00:23:27.166494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-10-16T00:23:27.175694] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AXL'. [2025-10-16T00:23:27.175975] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-10-16T00:23:27.201004] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:27.201789] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-10-16T00:23:27.201846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:27.201883] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:27.201914] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:27.201972] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:27.219774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:27.220309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:27.220390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:27.220425] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:27.257049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:27.257215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:27.257275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:27.257309] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:27.260994] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=92.94%) [2025-10-16T00:23:27.261284] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-10-16T00:23:27.261418] [INFO ] [sig ] AXL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:27.414141] [INFO ] [LOCAL ] Saved forecast: AXL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AXL.txt [2025-10-16T00:23:27.414351] [INFO ] [sig ] [155/1803] Completed AXL in 0.2s | 4.10 sym/s | Total: 37.8s | ETA: 6.7m [2025-10-16T00:23:27.414393] [INFO ] [sig ] [156/1803] Forecasting AXP... [2025-10-16T00:23:27.414423] [INFO ] [sig ] Generating forecast for: AXP [2025-10-16T00:23:27.414455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-10-16T00:23:27.423521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AXP'. [2025-10-16T00:23:27.423802] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-10-16T00:23:27.449533] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:27.450288] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-10-16T00:23:27.450343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:27.450377] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:27.450405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:27.450462] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:27.468373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:27.468992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:27.469076] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:27.469109] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:27.504876] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:27.504958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:27.504997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:27.505027] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:27.508174] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=7.08%) [2025-10-16T00:23:27.508430] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-10-16T00:23:27.508600] [INFO ] [sig ] AXP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:27.653229] [INFO ] [LOCAL ] Saved forecast: AXP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AXP.txt [2025-10-16T00:23:27.653446] [INFO ] [sig ] [156/1803] Completed AXP in 0.2s | 4.10 sym/s | Total: 38.0s | ETA: 6.7m [2025-10-16T00:23:27.653488] [INFO ] [sig ] [157/1803] Forecasting AXS... [2025-10-16T00:23:27.653517] [INFO ] [sig ] Generating forecast for: AXS [2025-10-16T00:23:27.653548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-10-16T00:23:27.662877] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AXS'. [2025-10-16T00:23:27.663140] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-10-16T00:23:27.688066] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:27.688862] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-10-16T00:23:27.688918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:27.688954] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:27.688983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:27.689041] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:27.706663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:27.707208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:27.707330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:27.707380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:27.743846] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:27.743936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:27.743973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:27.744002] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:27.747038] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=33.53%) [2025-10-16T00:23:27.747291] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-10-16T00:23:27.747417] [INFO ] [sig ] AXS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:27.887319] [INFO ] [LOCAL ] Saved forecast: AXS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AXS.txt [2025-10-16T00:23:27.887525] [INFO ] [sig ] [157/1803] Completed AXS in 0.2s | 4.10 sym/s | Total: 38.3s | ETA: 6.7m [2025-10-16T00:23:27.887568] [INFO ] [sig ] [158/1803] Forecasting AXTA... [2025-10-16T00:23:27.887599] [INFO ] [sig ] Generating forecast for: AXTA [2025-10-16T00:23:27.887631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-10-16T00:23:27.896581] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AXTA'. [2025-10-16T00:23:27.896904] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-10-16T00:23:27.921127] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:27.921816] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-10-16T00:23:27.921870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:27.921903] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:27.921931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:27.921986] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:27.939204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:27.939810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:27.939892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:27.939926] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:27.974921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:27.975013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:27.975048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:27.975077] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:27.978200] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=29.05%) [2025-10-16T00:23:27.978454] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-10-16T00:23:27.978610] [INFO ] [sig ] AXTA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:28.119048] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AXTA.txt [2025-10-16T00:23:28.119284] [INFO ] [sig ] [158/1803] Completed AXTA in 0.2s | 4.10 sym/s | Total: 38.5s | ETA: 6.7m [2025-10-16T00:23:28.119327] [INFO ] [sig ] [159/1803] Forecasting AYI... [2025-10-16T00:23:28.119357] [INFO ] [sig ] Generating forecast for: AYI [2025-10-16T00:23:28.119389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-10-16T00:23:28.128409] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AYI'. [2025-10-16T00:23:28.128754] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-10-16T00:23:28.153724] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:28.154396] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-10-16T00:23:28.154463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:28.154498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:28.154526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:28.154583] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:28.172572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:28.173152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:28.173234] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:28.173269] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:28.207770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:28.207911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:28.207950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:28.207980] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:28.211286] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=41.22%) [2025-10-16T00:23:28.211549] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-10-16T00:23:28.211714] [INFO ] [sig ] AYI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:28.354755] [INFO ] [LOCAL ] Saved forecast: AYI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/AYI.txt [2025-10-16T00:23:28.354958] [INFO ] [sig ] [159/1803] Completed AYI in 0.2s | 4.11 sym/s | Total: 38.7s | ETA: 6.7m [2025-10-16T00:23:28.355000] [INFO ] [sig ] [160/1803] Forecasting AZO... [2025-10-16T00:23:28.355031] [INFO ] [sig ] Generating forecast for: AZO [2025-10-16T00:23:28.355070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-10-16T00:23:28.364010] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AZO'. [2025-10-16T00:23:28.364263] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-10-16T00:23:28.389235] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:28.389961] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-10-16T00:23:28.390017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:28.390052] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:28.390082] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:28.390140] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:28.407746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:28.408279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:28.408356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:28.408391] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:28.443551] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:28.443709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:28.443763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:28.443795] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:28.447036] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=71.85%) [2025-10-16T00:23:28.447297] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-10-16T00:23:28.447423] [INFO ] [sig ] AZO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:28.586488] [INFO ] [LOCAL ] Saved forecast: AZO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AZO.txt [2025-10-16T00:23:28.586697] [INFO ] [sig ] [160/1803] Completed AZO in 0.2s | 4.11 sym/s | Total: 39.0s | ETA: 6.7m [2025-10-16T00:23:28.586757] [INFO ] [sig ] [161/1803] Forecasting AZZ... [2025-10-16T00:23:28.586792] [INFO ] [sig ] Generating forecast for: AZZ [2025-10-16T00:23:28.586831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-10-16T00:23:28.595514] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'AZZ'. [2025-10-16T00:23:28.595809] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-10-16T00:23:28.620072] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:28.620800] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-10-16T00:23:28.620855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:28.620888] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:28.620917] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:28.620974] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:28.638082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:28.638622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:28.638724] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:28.638765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:28.674322] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:28.674402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:28.674437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:28.674466] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:28.677508] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=84.17%) [2025-10-16T00:23:28.677803] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-10-16T00:23:28.677938] [INFO ] [sig ] AZZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:28.817801] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/AZZ.txt [2025-10-16T00:23:28.818007] [INFO ] [sig ] [161/1803] Completed AZZ in 0.2s | 4.11 sym/s | Total: 39.2s | ETA: 6.7m [2025-10-16T00:23:28.818049] [INFO ] [sig ] [162/1803] Forecasting BA... [2025-10-16T00:23:28.818079] [INFO ] [sig ] Generating forecast for: BA [2025-10-16T00:23:28.818111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-10-16T00:23:28.827099] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BA'. [2025-10-16T00:23:28.827361] [INFO ] [FORECASTER] Starting predict_future for BA [2025-10-16T00:23:28.851616] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:28.852305] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-10-16T00:23:28.852359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:28.852438] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:28.852475] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:28.852533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:28.869579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:28.870136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:28.870215] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:28.870248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:28.906541] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:28.906697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:28.906752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:28.906783] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:28.912698] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-10-16T00:23:28.912997] [INFO ] [FORECASTER] Completed predict_future for BA [2025-10-16T00:23:28.913127] [INFO ] [sig ] BA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:29.051932] [INFO ] [LOCAL ] Saved forecast: BA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BA.txt [2025-10-16T00:23:29.052162] [INFO ] [sig ] [162/1803] Completed BA in 0.2s | 4.11 sym/s | Total: 39.4s | ETA: 6.7m [2025-10-16T00:23:29.052205] [INFO ] [sig ] [163/1803] Forecasting BABA... [2025-10-16T00:23:29.052235] [INFO ] [sig ] Generating forecast for: BABA [2025-10-16T00:23:29.052265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-10-16T00:23:29.061512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BABA'. [2025-10-16T00:23:29.061808] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-10-16T00:23:29.086018] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:29.086715] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-10-16T00:23:29.086770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:29.086804] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:29.086832] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:29.086889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:29.104133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:29.105012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:29.105103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:29.105138] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:29.140393] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:29.140581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:29.140637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:29.140718] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:29.144416] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=47.66%) [2025-10-16T00:23:29.144767] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-10-16T00:23:29.144942] [INFO ] [sig ] BABA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:29.290852] [INFO ] [LOCAL ] Saved forecast: BABA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BABA.txt [2025-10-16T00:23:29.291128] [INFO ] [sig ] [163/1803] Completed BABA in 0.2s | 4.11 sym/s | Total: 39.7s | ETA: 6.7m [2025-10-16T00:23:29.291202] [INFO ] [sig ] [164/1803] Forecasting BAC... [2025-10-16T00:23:29.291246] [INFO ] [sig ] Generating forecast for: BAC [2025-10-16T00:23:29.291281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-10-16T00:23:29.300623] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BAC'. [2025-10-16T00:23:29.301020] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-10-16T00:23:29.326625] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:29.327447] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-10-16T00:23:29.327507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:29.327542] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:29.327572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:29.327631] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:29.345732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:29.346574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:29.346692] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:29.346765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:29.382723] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:29.382918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:29.382981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:29.383016] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:29.386586] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=97.93%) [2025-10-16T00:23:29.386909] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-10-16T00:23:29.387056] [INFO ] [sig ] BAC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:29.533710] [INFO ] [LOCAL ] Saved forecast: BAC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BAC.txt [2025-10-16T00:23:29.533988] [INFO ] [sig ] [164/1803] Completed BAC in 0.2s | 4.11 sym/s | Total: 39.9s | ETA: 6.6m [2025-10-16T00:23:29.534034] [INFO ] [sig ] [165/1803] Forecasting BAH... [2025-10-16T00:23:29.534065] [INFO ] [sig ] Generating forecast for: BAH [2025-10-16T00:23:29.534098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-10-16T00:23:29.543896] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BAH'. [2025-10-16T00:23:29.544260] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-10-16T00:23:29.569669] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:29.570503] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-10-16T00:23:29.570563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:29.570600] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:29.570629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:29.570730] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:29.588524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:29.589353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:29.589444] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:29.589479] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:29.627183] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:29.627361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:29.627407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:29.627439] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:29.631187] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-10-16T00:23:29.631491] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-10-16T00:23:29.631686] [INFO ] [sig ] BAH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:29.778776] [INFO ] [LOCAL ] Saved forecast: BAH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BAH.txt [2025-10-16T00:23:29.779036] [INFO ] [sig ] [165/1803] Completed BAH in 0.2s | 4.11 sym/s | Total: 40.1s | ETA: 6.6m [2025-10-16T00:23:29.779083] [INFO ] [sig ] [166/1803] Forecasting BAK... [2025-10-16T00:23:29.779115] [INFO ] [sig ] Generating forecast for: BAK [2025-10-16T00:23:29.779147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-10-16T00:23:29.788358] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BAK'. [2025-10-16T00:23:29.788790] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-10-16T00:23:29.814847] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:29.815612] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-10-16T00:23:29.815712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:29.815760] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:29.815790] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:29.815849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:29.833604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:29.834364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:29.834452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:29.834488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:29.870978] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:29.871145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:29.871188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:29.871219] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:29.874697] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=8.31%) [2025-10-16T00:23:29.874991] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-10-16T00:23:29.875127] [INFO ] [sig ] BAK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:30.022348] [INFO ] [LOCAL ] Saved forecast: BAK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BAK.txt [2025-10-16T00:23:30.022612] [INFO ] [sig ] [166/1803] Completed BAK in 0.2s | 4.11 sym/s | Total: 40.4s | ETA: 6.6m [2025-10-16T00:23:30.022689] [INFO ] [sig ] [167/1803] Forecasting BALL... [2025-10-16T00:23:30.022738] [INFO ] [sig ] Generating forecast for: BALL [2025-10-16T00:23:30.022772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-10-16T00:23:30.032473] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BALL'. [2025-10-16T00:23:30.032861] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-10-16T00:23:30.058363] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:30.059214] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-10-16T00:23:30.059274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:30.059310] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:30.059341] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:30.059400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:30.077200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:30.077985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:30.078078] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:30.078114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:30.114871] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:30.115048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:30.115091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:30.115123] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:30.118839] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=48.03%) [2025-10-16T00:23:30.119167] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-10-16T00:23:30.119316] [INFO ] [sig ] BALL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:30.267993] [INFO ] [LOCAL ] Saved forecast: BALL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BALL.txt [2025-10-16T00:23:30.268235] [INFO ] [sig ] [167/1803] Completed BALL in 0.2s | 4.11 sym/s | Total: 40.6s | ETA: 6.6m [2025-10-16T00:23:30.268279] [INFO ] [sig ] [168/1803] Forecasting BAM... [2025-10-16T00:23:30.268310] [INFO ] [sig ] Generating forecast for: BAM [2025-10-16T00:23:30.268349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-10-16T00:23:30.277776] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BAM'. [2025-10-16T00:23:30.278117] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-10-16T00:23:30.304409] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:30.305281] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-10-16T00:23:30.305341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:30.305377] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:30.305406] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:30.305465] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:30.322915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:30.323587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:30.323698] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:30.323749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:30.360921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:30.361013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:30.361051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:30.361080] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:30.364163] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=87.75%) [2025-10-16T00:23:30.364419] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-10-16T00:23:30.364581] [INFO ] [sig ] BAM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:30.506282] [INFO ] [LOCAL ] Saved forecast: BAM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BAM.txt [2025-10-16T00:23:30.506480] [INFO ] [sig ] [168/1803] Completed BAM in 0.2s | 4.11 sym/s | Total: 40.9s | ETA: 6.6m [2025-10-16T00:23:30.506521] [INFO ] [sig ] [169/1803] Forecasting BAP... [2025-10-16T00:23:30.506552] [INFO ] [sig ] Generating forecast for: BAP [2025-10-16T00:23:30.506583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-10-16T00:23:30.515410] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BAP'. [2025-10-16T00:23:30.515684] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-10-16T00:23:30.541042] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:30.541851] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-10-16T00:23:30.541908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:30.541943] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:30.541973] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:30.542032] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:30.560017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:30.560549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:30.560629] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:30.560731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:30.595977] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:30.596061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:30.596098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:30.596129] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:30.599269] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=98.06%) [2025-10-16T00:23:30.599524] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-10-16T00:23:30.599701] [INFO ] [sig ] BAP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:30.743825] [INFO ] [LOCAL ] Saved forecast: BAP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BAP.txt [2025-10-16T00:23:30.744024] [INFO ] [sig ] [169/1803] Completed BAP in 0.2s | 4.11 sym/s | Total: 41.1s | ETA: 6.6m [2025-10-16T00:23:30.744068] [INFO ] [sig ] [170/1803] Forecasting BARK... [2025-10-16T00:23:30.744100] [INFO ] [sig ] Generating forecast for: BARK [2025-10-16T00:23:30.744133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-10-16T00:23:30.753407] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BARK'. [2025-10-16T00:23:30.753698] [INFO ] [FORECASTER] Starting predict_future for BARK [2025-10-16T00:23:30.778820] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:30.779545] [DEBUG] [LOCAL ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt [2025-10-16T00:23:30.779599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:30.779633] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:30.779700] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:30.779768] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:30.797496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:30.798080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:30.798161] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:30.798196] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:30.835425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:30.835515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:30.835551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:30.835580] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:30.838728] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: UP (p=60.67%) [2025-10-16T00:23:30.838989] [INFO ] [FORECASTER] Completed predict_future for BARK [2025-10-16T00:23:30.839150] [INFO ] [sig ] BARK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:30.982196] [INFO ] [LOCAL ] Saved forecast: BARK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BARK.txt [2025-10-16T00:23:30.982387] [INFO ] [sig ] [170/1803] Completed BARK in 0.2s | 4.11 sym/s | Total: 41.4s | ETA: 6.6m [2025-10-16T00:23:30.982429] [INFO ] [sig ] [171/1803] Forecasting BAX... [2025-10-16T00:23:30.982460] [INFO ] [sig ] Generating forecast for: BAX [2025-10-16T00:23:30.982492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-10-16T00:23:30.992380] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BAX'. [2025-10-16T00:23:30.992759] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-10-16T00:23:31.017263] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:31.017978] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-10-16T00:23:31.018032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:31.018066] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:31.018093] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:31.018150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:31.035371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:31.035933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:31.036012] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:31.036060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:31.072804] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:31.072892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:31.072929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:31.072957] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:31.075980] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=81.40%) [2025-10-16T00:23:31.076228] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-10-16T00:23:31.076358] [INFO ] [sig ] BAX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:31.216274] [INFO ] [LOCAL ] Saved forecast: BAX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BAX.txt [2025-10-16T00:23:31.216501] [INFO ] [sig ] [171/1803] Completed BAX in 0.2s | 4.11 sym/s | Total: 41.6s | ETA: 6.6m [2025-10-16T00:23:31.216544] [INFO ] [sig ] [172/1803] Forecasting BB... [2025-10-16T00:23:31.216574] [INFO ] [sig ] Generating forecast for: BB [2025-10-16T00:23:31.216687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-10-16T00:23:31.225741] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BB'. [2025-10-16T00:23:31.226014] [INFO ] [FORECASTER] Starting predict_future for BB [2025-10-16T00:23:31.250296] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:31.250993] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-10-16T00:23:31.251048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:31.251081] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:31.251109] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:31.251166] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:31.268169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:31.268775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:31.268854] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:31.268887] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:31.308478] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:31.308634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:31.308715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:31.308751] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:31.312062] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=93.86%) [2025-10-16T00:23:31.312317] [INFO ] [FORECASTER] Completed predict_future for BB [2025-10-16T00:23:31.312451] [INFO ] [sig ] BB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:31.452208] [INFO ] [LOCAL ] Saved forecast: BB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BB.txt [2025-10-16T00:23:31.452459] [INFO ] [sig ] [172/1803] Completed BB in 0.2s | 4.11 sym/s | Total: 41.8s | ETA: 6.6m [2025-10-16T00:23:31.452504] [INFO ] [sig ] [173/1803] Forecasting BBAI... [2025-10-16T00:23:31.452535] [INFO ] [sig ] Generating forecast for: BBAI [2025-10-16T00:23:31.452567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-10-16T00:23:31.461694] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBAI'. [2025-10-16T00:23:31.462076] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-10-16T00:23:31.486931] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:31.487705] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-10-16T00:23:31.487761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:31.487815] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:31.487845] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:31.487902] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:31.505113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:31.505888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:31.505975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:31.506009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:31.544166] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:31.544342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:31.544385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:31.544415] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:31.547959] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=4.55%) [2025-10-16T00:23:31.548247] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-10-16T00:23:31.548381] [INFO ] [sig ] BBAI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:31.692331] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBAI.txt [2025-10-16T00:23:31.692535] [INFO ] [sig ] [173/1803] Completed BBAI in 0.2s | 4.11 sym/s | Total: 42.1s | ETA: 6.6m [2025-10-16T00:23:31.692581] [INFO ] [sig ] [174/1803] Forecasting BBAR... [2025-10-16T00:23:31.692614] [INFO ] [sig ] Generating forecast for: BBAR [2025-10-16T00:23:31.692670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-10-16T00:23:31.702284] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBAR'. [2025-10-16T00:23:31.702558] [INFO ] [FORECASTER] Starting predict_future for BBAR [2025-10-16T00:23:31.727891] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:31.728616] [DEBUG] [LOCAL ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt [2025-10-16T00:23:31.728697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:31.728744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:31.728776] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:31.728833] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:31.745994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:31.746541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:31.746620] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:31.746687] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:31.784728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:31.784818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:31.784855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:31.784884] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:31.787924] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: DOWN (p=43.46%) [2025-10-16T00:23:31.788182] [INFO ] [FORECASTER] Completed predict_future for BBAR [2025-10-16T00:23:31.788314] [INFO ] [sig ] BBAR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:31.934042] [INFO ] [LOCAL ] Saved forecast: BBAR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBAR.txt [2025-10-16T00:23:31.934243] [INFO ] [sig ] [174/1803] Completed BBAR in 0.2s | 4.11 sym/s | Total: 42.3s | ETA: 6.6m [2025-10-16T00:23:31.934285] [INFO ] [sig ] [175/1803] Forecasting BBD... [2025-10-16T00:23:31.934316] [INFO ] [sig ] Generating forecast for: BBD [2025-10-16T00:23:31.934347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-10-16T00:23:31.943451] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBD'. [2025-10-16T00:23:31.943737] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-10-16T00:23:31.968193] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:31.968971] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-10-16T00:23:31.969057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:31.969098] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:31.969127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:31.969184] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:31.986223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:31.986786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:31.986864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:31.986898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:32.022784] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:32.022865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:32.022901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:32.022929] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:32.026027] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=30.79%) [2025-10-16T00:23:32.026285] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-10-16T00:23:32.026418] [INFO ] [sig ] BBD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:32.171984] [INFO ] [LOCAL ] Saved forecast: BBD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBD.txt [2025-10-16T00:23:32.172205] [INFO ] [sig ] [175/1803] Completed BBD in 0.2s | 4.11 sym/s | Total: 42.5s | ETA: 6.6m [2025-10-16T00:23:32.172247] [INFO ] [sig ] [176/1803] Forecasting BBDC... [2025-10-16T00:23:32.172277] [INFO ] [sig ] Generating forecast for: BBDC [2025-10-16T00:23:32.172309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'. [2025-10-16T00:23:32.181324] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBDC'. [2025-10-16T00:23:32.181584] [INFO ] [FORECASTER] Starting predict_future for BBDC [2025-10-16T00:23:32.206315] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:32.207032] [DEBUG] [LOCAL ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt [2025-10-16T00:23:32.207086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:32.207120] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:32.207149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:32.207206] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:32.224949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:32.225470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:32.225548] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:32.225581] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:32.260057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:32.260160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:32.260196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:32.260224] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:32.263279] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=35.12%) [2025-10-16T00:23:32.263531] [INFO ] [FORECASTER] Completed predict_future for BBDC [2025-10-16T00:23:32.263717] [INFO ] [sig ] BBDC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:32.405413] [INFO ] [LOCAL ] Saved forecast: BBDC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBDC.txt [2025-10-16T00:23:32.405608] [INFO ] [sig ] [176/1803] Completed BBDC in 0.2s | 4.11 sym/s | Total: 42.8s | ETA: 6.6m [2025-10-16T00:23:32.405681] [INFO ] [sig ] [177/1803] Forecasting BBDO... [2025-10-16T00:23:32.405732] [INFO ] [sig ] Generating forecast for: BBDO [2025-10-16T00:23:32.405766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-10-16T00:23:32.414501] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBDO'. [2025-10-16T00:23:32.414793] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-10-16T00:23:32.440175] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:32.440929] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-10-16T00:23:32.440986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:32.441020] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:32.441049] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:32.441108] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:32.459244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:32.459818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:32.459899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:32.459934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:32.494567] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:32.494667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:32.494722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:32.494754] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:32.497794] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=85.00%) [2025-10-16T00:23:32.498067] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-10-16T00:23:32.498202] [INFO ] [sig ] BBDO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:32.646035] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BBDO.txt [2025-10-16T00:23:32.646289] [INFO ] [sig ] [177/1803] Completed BBDO in 0.2s | 4.11 sym/s | Total: 43.0s | ETA: 6.6m [2025-10-16T00:23:32.646332] [INFO ] [sig ] [178/1803] Forecasting BBVA... [2025-10-16T00:23:32.646363] [INFO ] [sig ] Generating forecast for: BBVA [2025-10-16T00:23:32.646395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-10-16T00:23:32.655127] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBVA'. [2025-10-16T00:23:32.655459] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-10-16T00:23:32.680588] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:32.681325] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-10-16T00:23:32.681379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:32.681412] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:32.681440] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:32.681497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:32.699689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:32.700291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:32.700405] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:32.700459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:32.739346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:32.739452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:32.739491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:32.739521] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:32.742808] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=5.47%) [2025-10-16T00:23:32.743066] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-10-16T00:23:32.743197] [INFO ] [sig ] BBVA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:32.890474] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBVA.txt [2025-10-16T00:23:32.890755] [INFO ] [sig ] [178/1803] Completed BBVA in 0.2s | 4.11 sym/s | Total: 43.3s | ETA: 6.6m [2025-10-16T00:23:32.890818] [INFO ] [sig ] [179/1803] Forecasting BBWI... [2025-10-16T00:23:32.890853] [INFO ] [sig ] Generating forecast for: BBWI [2025-10-16T00:23:32.890887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-10-16T00:23:32.899534] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBWI'. [2025-10-16T00:23:32.899824] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-10-16T00:23:32.925169] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:32.925993] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-10-16T00:23:32.926052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:32.926087] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:32.926116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:32.926175] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:32.944746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:32.945549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:32.945638] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:32.945724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:32.982021] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:32.982174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:32.982217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:32.982248] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:32.985775] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=17.09%) [2025-10-16T00:23:32.986049] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-10-16T00:23:32.986184] [INFO ] [sig ] BBWI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:33.133350] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBWI.txt [2025-10-16T00:23:33.133574] [INFO ] [sig ] [179/1803] Completed BBWI in 0.2s | 4.11 sym/s | Total: 43.5s | ETA: 6.6m [2025-10-16T00:23:33.133617] [INFO ] [sig ] [180/1803] Forecasting BBY... [2025-10-16T00:23:33.133679] [INFO ] [sig ] Generating forecast for: BBY [2025-10-16T00:23:33.133734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-10-16T00:23:33.141935] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BBY'. [2025-10-16T00:23:33.142206] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-10-16T00:23:33.166701] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:33.167381] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-10-16T00:23:33.167434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:33.167480] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:33.167509] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:33.167567] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:33.184965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:33.185669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:33.185774] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:33.185844] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:33.223473] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:33.223562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:33.223599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:33.223628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:33.226818] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=17.08%) [2025-10-16T00:23:33.227076] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-10-16T00:23:33.227200] [INFO ] [sig ] BBY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:33.373987] [INFO ] [LOCAL ] Saved forecast: BBY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BBY.txt [2025-10-16T00:23:33.374196] [INFO ] [sig ] [180/1803] Completed BBY in 0.2s | 4.11 sym/s | Total: 43.7s | ETA: 6.6m [2025-10-16T00:23:33.374238] [INFO ] [sig ] [181/1803] Forecasting BC... [2025-10-16T00:23:33.374268] [INFO ] [sig ] Generating forecast for: BC [2025-10-16T00:23:33.374299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-10-16T00:23:33.383260] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BC'. [2025-10-16T00:23:33.383681] [INFO ] [FORECASTER] Starting predict_future for BC [2025-10-16T00:23:33.408326] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:33.409098] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-10-16T00:23:33.409153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:33.409187] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:33.409215] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:33.409272] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:33.426424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:33.427007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:33.427089] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:33.427123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:33.463207] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:33.463292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:33.463328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:33.463356] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:33.468326] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-10-16T00:23:33.468619] [INFO ] [FORECASTER] Completed predict_future for BC [2025-10-16T00:23:33.468797] [INFO ] [sig ] BC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:33.607152] [INFO ] [LOCAL ] Saved forecast: BC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BC.txt [2025-10-16T00:23:33.607379] [INFO ] [sig ] [181/1803] Completed BC in 0.2s | 4.12 sym/s | Total: 44.0s | ETA: 6.6m [2025-10-16T00:23:33.607421] [INFO ] [sig ] [182/1803] Forecasting BCAT... [2025-10-16T00:23:33.607451] [INFO ] [sig ] Generating forecast for: BCAT [2025-10-16T00:23:33.607483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'. [2025-10-16T00:23:33.616122] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCAT'. [2025-10-16T00:23:33.616379] [INFO ] [FORECASTER] Starting predict_future for BCAT [2025-10-16T00:23:33.640690] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:33.641353] [DEBUG] [LOCAL ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt [2025-10-16T00:23:33.641406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:33.641438] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:33.641465] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:33.641521] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:33.658421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:33.659077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:33.659160] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:33.659193] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:33.692768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:33.692858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:33.692894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:33.692923] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:33.695957] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: DOWN (p=8.56%) [2025-10-16T00:23:33.696211] [INFO ] [FORECASTER] Completed predict_future for BCAT [2025-10-16T00:23:33.696344] [INFO ] [sig ] BCAT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:33.837163] [INFO ] [LOCAL ] Saved forecast: BCAT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BCAT.txt [2025-10-16T00:23:33.837406] [INFO ] [sig ] [182/1803] Completed BCAT in 0.2s | 4.12 sym/s | Total: 44.2s | ETA: 6.6m [2025-10-16T00:23:33.837447] [INFO ] [sig ] [183/1803] Forecasting BCC... [2025-10-16T00:23:33.837477] [INFO ] [sig ] Generating forecast for: BCC [2025-10-16T00:23:33.837509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-10-16T00:23:33.845793] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCC'. [2025-10-16T00:23:33.846075] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-10-16T00:23:33.871228] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:33.871954] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-10-16T00:23:33.872010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:33.872045] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:33.872074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:33.872133] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:33.889805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:33.890346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:33.890429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:33.890464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:33.925953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:33.926050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:33.926087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:33.926117] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:33.929250] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=45.72%) [2025-10-16T00:23:33.929541] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-10-16T00:23:33.929736] [INFO ] [sig ] BCC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:34.093337] [INFO ] [LOCAL ] Saved forecast: BCC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BCC.txt [2025-10-16T00:23:34.093561] [INFO ] [sig ] [183/1803] Completed BCC in 0.3s | 4.12 sym/s | Total: 44.5s | ETA: 6.6m [2025-10-16T00:23:34.093605] [INFO ] [sig ] [184/1803] Forecasting BCE... [2025-10-16T00:23:34.093638] [INFO ] [sig ] Generating forecast for: BCE [2025-10-16T00:23:34.093727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-10-16T00:23:34.102332] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCE'. [2025-10-16T00:23:34.102600] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-10-16T00:23:34.128822] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:34.129570] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-10-16T00:23:34.129627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:34.129699] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:34.129739] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:34.129799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:34.148202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:34.148838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:34.148931] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:34.148972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:34.187287] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:34.187388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:34.187425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:34.187456] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:34.190865] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=96.39%) [2025-10-16T00:23:34.191123] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-10-16T00:23:34.191280] [INFO ] [sig ] BCE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:34.342661] [INFO ] [LOCAL ] Saved forecast: BCE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BCE.txt [2025-10-16T00:23:34.342896] [INFO ] [sig ] [184/1803] Completed BCE in 0.2s | 4.12 sym/s | Total: 44.7s | ETA: 6.6m [2025-10-16T00:23:34.342983] [INFO ] [sig ] [185/1803] Forecasting BCO... [2025-10-16T00:23:34.343032] [INFO ] [sig ] Generating forecast for: BCO [2025-10-16T00:23:34.343067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-10-16T00:23:34.352220] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCO'. [2025-10-16T00:23:34.352560] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-10-16T00:23:34.377536] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:34.378286] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-10-16T00:23:34.378344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:34.378379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:34.378408] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:34.378465] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:34.398418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:34.399353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:34.399445] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:34.399481] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:34.439894] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:34.440077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:34.440122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:34.440152] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:34.443899] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=42.08%) [2025-10-16T00:23:34.444180] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-10-16T00:23:34.444317] [INFO ] [sig ] BCO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:34.594124] [INFO ] [LOCAL ] Saved forecast: BCO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BCO.txt [2025-10-16T00:23:34.594367] [INFO ] [sig ] [185/1803] Completed BCO in 0.3s | 4.11 sym/s | Total: 45.0s | ETA: 6.6m [2025-10-16T00:23:34.594412] [INFO ] [sig ] [186/1803] Forecasting BCS... [2025-10-16T00:23:34.594445] [INFO ] [sig ] Generating forecast for: BCS [2025-10-16T00:23:34.594480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-10-16T00:23:34.603051] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCS'. [2025-10-16T00:23:34.603396] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-10-16T00:23:34.628386] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:34.629250] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-10-16T00:23:34.629307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:34.629343] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:34.629371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:34.629429] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:34.647199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:34.648000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:34.648087] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:34.648125] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:34.683097] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:34.683273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:34.683315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:34.683345] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:34.686842] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=46.58%) [2025-10-16T00:23:34.687134] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-10-16T00:23:34.687267] [INFO ] [sig ] BCS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:34.835635] [INFO ] [LOCAL ] Saved forecast: BCS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BCS.txt [2025-10-16T00:23:34.835923] [INFO ] [sig ] [186/1803] Completed BCS in 0.2s | 4.11 sym/s | Total: 45.2s | ETA: 6.6m [2025-10-16T00:23:34.835970] [INFO ] [sig ] [187/1803] Forecasting BCSF... [2025-10-16T00:23:34.836001] [INFO ] [sig ] Generating forecast for: BCSF [2025-10-16T00:23:34.836033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-10-16T00:23:34.844733] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCSF'. [2025-10-16T00:23:34.845181] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-10-16T00:23:34.870513] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:34.871382] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-10-16T00:23:34.871444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:34.871500] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:34.871530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:34.871588] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:34.888631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:34.889482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:34.889569] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:34.889605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:34.925250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:34.925427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:34.925469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:34.925500] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:34.929192] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=92.29%) [2025-10-16T00:23:34.929506] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-10-16T00:23:34.929676] [INFO ] [sig ] BCSF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:35.083323] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BCSF.txt [2025-10-16T00:23:35.083619] [INFO ] [sig ] [187/1803] Completed BCSF in 0.2s | 4.11 sym/s | Total: 45.5s | ETA: 6.5m [2025-10-16T00:23:35.083716] [INFO ] [sig ] [188/1803] Forecasting BCX... [2025-10-16T00:23:35.083767] [INFO ] [sig ] Generating forecast for: BCX [2025-10-16T00:23:35.083808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-10-16T00:23:35.092704] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BCX'. [2025-10-16T00:23:35.093089] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-10-16T00:23:35.126173] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:35.127050] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-10-16T00:23:35.127107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:35.127141] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:35.127171] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:35.127231] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:35.145461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:35.146408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:35.146531] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:35.146567] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:35.183774] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:35.183973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:35.184018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:35.184048] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:35.187684] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=91.82%) [2025-10-16T00:23:35.187997] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-10-16T00:23:35.188173] [INFO ] [sig ] BCX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:35.332276] [INFO ] [LOCAL ] Saved forecast: BCX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BCX.txt [2025-10-16T00:23:35.332519] [INFO ] [sig ] [188/1803] Completed BCX in 0.2s | 4.11 sym/s | Total: 45.7s | ETA: 6.5m [2025-10-16T00:23:35.332560] [INFO ] [sig ] [189/1803] Forecasting BDJ... [2025-10-16T00:23:35.332590] [INFO ] [sig ] Generating forecast for: BDJ [2025-10-16T00:23:35.332621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-10-16T00:23:35.341405] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BDJ'. [2025-10-16T00:23:35.341794] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-10-16T00:23:35.367404] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:35.368339] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-10-16T00:23:35.368399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:35.368435] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:35.368465] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:35.368523] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:35.386394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:35.387289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:35.387384] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:35.387421] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:35.423599] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:35.423809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:35.423858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:35.423890] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:35.427407] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=92.63%) [2025-10-16T00:23:35.427736] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-10-16T00:23:35.427906] [INFO ] [sig ] BDJ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:35.573580] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BDJ.txt [2025-10-16T00:23:35.573862] [INFO ] [sig ] [189/1803] Completed BDJ in 0.2s | 4.11 sym/s | Total: 45.9s | ETA: 6.5m [2025-10-16T00:23:35.573919] [INFO ] [sig ] [190/1803] Forecasting BDN... [2025-10-16T00:23:35.573952] [INFO ] [sig ] Generating forecast for: BDN [2025-10-16T00:23:35.573984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-10-16T00:23:35.582478] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BDN'. [2025-10-16T00:23:35.582785] [INFO ] [FORECASTER] Starting predict_future for BDN [2025-10-16T00:23:35.607667] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:35.608394] [DEBUG] [LOCAL ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt [2025-10-16T00:23:35.608450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:35.608484] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:35.608514] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:35.608600] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:35.626324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:35.626933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:35.627016] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:35.627052] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:35.664838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:35.664981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:35.665021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:35.665052] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:35.668331] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=32.15%) [2025-10-16T00:23:35.668631] [INFO ] [FORECASTER] Completed predict_future for BDN [2025-10-16T00:23:35.668811] [INFO ] [sig ] BDN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:35.811342] [INFO ] [LOCAL ] Saved forecast: BDN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BDN.txt [2025-10-16T00:23:35.811552] [INFO ] [sig ] [190/1803] Completed BDN in 0.2s | 4.11 sym/s | Total: 46.2s | ETA: 6.5m [2025-10-16T00:23:35.811595] [INFO ] [sig ] [191/1803] Forecasting BDX... [2025-10-16T00:23:35.811627] [INFO ] [sig ] Generating forecast for: BDX [2025-10-16T00:23:35.811697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-10-16T00:23:35.820205] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BDX'. [2025-10-16T00:23:35.820476] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-10-16T00:23:35.845493] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:35.846195] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-10-16T00:23:35.846249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:35.846282] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:35.846310] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:35.846415] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:35.865793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:35.866621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:35.866754] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:35.866807] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:35.913838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:35.914085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:35.914135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:35.914167] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:35.918800] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=50.64%) [2025-10-16T00:23:35.919150] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-10-16T00:23:35.919308] [INFO ] [sig ] BDX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:36.069098] [INFO ] [LOCAL ] Saved forecast: BDX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BDX.txt [2025-10-16T00:23:36.069381] [INFO ] [sig ] [191/1803] Completed BDX in 0.3s | 4.11 sym/s | Total: 46.4s | ETA: 6.5m [2025-10-16T00:23:36.069429] [INFO ] [sig ] [192/1803] Forecasting BE... [2025-10-16T00:23:36.069461] [INFO ] [sig ] Generating forecast for: BE [2025-10-16T00:23:36.069496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-10-16T00:23:36.080210] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BE'. [2025-10-16T00:23:36.080693] [INFO ] [FORECASTER] Starting predict_future for BE [2025-10-16T00:23:36.106401] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:36.107272] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-10-16T00:23:36.107332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:36.107367] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:36.107396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:36.107453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:36.124914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:36.125863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:36.125956] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:36.125990] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:36.162332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:36.162552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:36.162596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:36.162628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:36.166288] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=24.26%) [2025-10-16T00:23:36.166580] [INFO ] [FORECASTER] Completed predict_future for BE [2025-10-16T00:23:36.166750] [INFO ] [sig ] BE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:36.309133] [INFO ] [LOCAL ] Saved forecast: BE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BE.txt [2025-10-16T00:23:36.309346] [INFO ] [sig ] [192/1803] Completed BE in 0.2s | 4.11 sym/s | Total: 46.7s | ETA: 6.5m [2025-10-16T00:23:36.309389] [INFO ] [sig ] [193/1803] Forecasting BEN... [2025-10-16T00:23:36.309419] [INFO ] [sig ] Generating forecast for: BEN [2025-10-16T00:23:36.309450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-10-16T00:23:36.317558] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BEN'. [2025-10-16T00:23:36.317849] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-10-16T00:23:36.343531] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:36.344218] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-10-16T00:23:36.344273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:36.344308] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:36.344337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:36.344394] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:36.361924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:36.362454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:36.362546] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:36.362619] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:36.396773] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:36.396870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:36.396908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:36.396939] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:36.400053] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=97.30%) [2025-10-16T00:23:36.400319] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-10-16T00:23:36.400459] [INFO ] [sig ] BEN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:36.541991] [INFO ] [LOCAL ] Saved forecast: BEN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BEN.txt [2025-10-16T00:23:36.542217] [INFO ] [sig ] [193/1803] Completed BEN in 0.2s | 4.11 sym/s | Total: 46.9s | ETA: 6.5m [2025-10-16T00:23:36.542259] [INFO ] [sig ] [194/1803] Forecasting BEP... [2025-10-16T00:23:36.542289] [INFO ] [sig ] Generating forecast for: BEP [2025-10-16T00:23:36.542322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-10-16T00:23:36.550487] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BEP'. [2025-10-16T00:23:36.550800] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-10-16T00:23:36.575842] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:36.576522] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-10-16T00:23:36.576575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:36.576623] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:36.576733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:36.576808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:36.595123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:36.595704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:36.595787] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:36.595821] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:36.630953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:36.631109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:36.631185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:36.631218] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:36.636683] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=79.71%) [2025-10-16T00:23:36.636968] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-10-16T00:23:36.637103] [INFO ] [sig ] BEP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:36.780115] [INFO ] [LOCAL ] Saved forecast: BEP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BEP.txt [2025-10-16T00:23:36.780348] [INFO ] [sig ] [194/1803] Completed BEP in 0.2s | 4.11 sym/s | Total: 47.2s | ETA: 6.5m [2025-10-16T00:23:36.780390] [INFO ] [sig ] [195/1803] Forecasting BEPC... [2025-10-16T00:23:36.780421] [INFO ] [sig ] Generating forecast for: BEPC [2025-10-16T00:23:36.780452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'. [2025-10-16T00:23:36.789538] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BEPC'. [2025-10-16T00:23:36.789847] [INFO ] [FORECASTER] Starting predict_future for BEPC [2025-10-16T00:23:36.815052] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:36.815781] [DEBUG] [LOCAL ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt [2025-10-16T00:23:36.815837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:36.815871] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:36.815900] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:36.815957] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:36.833554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:36.834154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:36.834236] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:36.834271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:36.868832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:36.868982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:36.869022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:36.869053] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:36.872433] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: DOWN (p=20.24%) [2025-10-16T00:23:36.872749] [INFO ] [FORECASTER] Completed predict_future for BEPC [2025-10-16T00:23:36.872899] [INFO ] [sig ] BEPC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:37.021716] [INFO ] [LOCAL ] Saved forecast: BEPC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BEPC.txt [2025-10-16T00:23:37.022000] [INFO ] [sig ] [195/1803] Completed BEPC in 0.2s | 4.11 sym/s | Total: 47.4s | ETA: 6.5m [2025-10-16T00:23:37.022048] [INFO ] [sig ] [196/1803] Forecasting BEPI... [2025-10-16T00:23:37.022079] [INFO ] [sig ] Generating forecast for: BEPI [2025-10-16T00:23:37.022111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-10-16T00:23:37.030498] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BEPI'. [2025-10-16T00:23:37.030871] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-10-16T00:23:37.055905] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:37.056732] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-10-16T00:23:37.056790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:37.056825] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:37.056852] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:37.056908] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:37.073763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:37.074348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:37.074429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:37.074463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:37.107726] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:37.107827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:37.107864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:37.107892] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:37.110977] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=86.98%) [2025-10-16T00:23:37.111234] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-10-16T00:23:37.111363] [INFO ] [sig ] BEPI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:37.249153] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BEPI.txt [2025-10-16T00:23:37.249357] [INFO ] [sig ] [196/1803] Completed BEPI in 0.2s | 4.12 sym/s | Total: 47.6s | ETA: 6.5m [2025-10-16T00:23:37.249403] [INFO ] [sig ] [197/1803] Forecasting BEPJ... [2025-10-16T00:23:37.249434] [INFO ] [sig ] Generating forecast for: BEPJ [2025-10-16T00:23:37.249465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'. [2025-10-16T00:23:37.257417] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BEPJ'. [2025-10-16T00:23:37.257712] [INFO ] [FORECASTER] Starting predict_future for BEPJ [2025-10-16T00:23:37.282281] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:37.283003] [DEBUG] [LOCAL ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt [2025-10-16T00:23:37.283057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:37.283090] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:37.283118] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:37.283173] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:37.300119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:37.300661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:37.300746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:37.300780] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:37.335335] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:37.335420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:37.335454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:37.335483] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:37.338569] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-10-16T00:23:37.338864] [INFO ] [FORECASTER] Completed predict_future for BEPJ [2025-10-16T00:23:37.339005] [INFO ] [sig ] BEPJ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:37.478080] [INFO ] [LOCAL ] Saved forecast: BEPJ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BEPJ.txt [2025-10-16T00:23:37.478297] [INFO ] [sig ] [197/1803] Completed BEPJ in 0.2s | 4.12 sym/s | Total: 47.8s | ETA: 6.5m [2025-10-16T00:23:37.478339] [INFO ] [sig ] [198/1803] Forecasting BFH... [2025-10-16T00:23:37.478370] [INFO ] [sig ] Generating forecast for: BFH [2025-10-16T00:23:37.478401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-10-16T00:23:37.486586] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BFH'. [2025-10-16T00:23:37.486888] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-10-16T00:23:37.511443] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:37.512143] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-10-16T00:23:37.512196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:37.512228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:37.512256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:37.512311] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:37.529277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:37.529832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:37.529916] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:37.529950] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:37.567755] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:37.567852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:37.567889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:37.567918] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:37.571017] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=94.46%) [2025-10-16T00:23:37.571269] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-10-16T00:23:37.571402] [INFO ] [sig ] BFH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:37.714548] [INFO ] [LOCAL ] Saved forecast: BFH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BFH.txt [2025-10-16T00:23:37.714851] [INFO ] [sig ] [198/1803] Completed BFH in 0.2s | 4.12 sym/s | Total: 48.1s | ETA: 6.5m [2025-10-16T00:23:37.714913] [INFO ] [sig ] [199/1803] Forecasting BFK... [2025-10-16T00:23:37.714946] [INFO ] [sig ] Generating forecast for: BFK [2025-10-16T00:23:37.714979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-10-16T00:23:37.725267] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BFK'. [2025-10-16T00:23:37.725551] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-10-16T00:23:37.750265] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:37.750993] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-10-16T00:23:37.751049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:37.751083] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:37.751111] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:37.751168] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:37.767998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:37.768512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:37.768615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:37.768703] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:37.805449] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:37.805673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:37.805735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:37.805768] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:37.809179] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=35.12%) [2025-10-16T00:23:37.809450] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-10-16T00:23:37.809586] [INFO ] [sig ] BFK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:37.949406] [INFO ] [LOCAL ] Saved forecast: BFK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BFK.txt [2025-10-16T00:23:37.949695] [INFO ] [sig ] [199/1803] Completed BFK in 0.2s | 4.12 sym/s | Total: 48.3s | ETA: 6.5m [2025-10-16T00:23:37.949757] [INFO ] [sig ] [200/1803] Forecasting BFLY... [2025-10-16T00:23:37.949790] [INFO ] [sig ] Generating forecast for: BFLY [2025-10-16T00:23:37.949822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-10-16T00:23:37.958861] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BFLY'. [2025-10-16T00:23:37.959151] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-10-16T00:23:37.984059] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:37.984832] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-10-16T00:23:37.984889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:37.984924] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:37.984953] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:37.985044] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:38.003229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:38.004028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:38.004115] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:38.004152] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:38.040579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:38.040922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:38.040975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:38.041006] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:38.044402] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-10-16T00:23:38.044694] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-10-16T00:23:38.044842] [INFO ] [sig ] BFLY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:38.186896] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BFLY.txt [2025-10-16T00:23:38.187149] [INFO ] [sig ] [200/1803] Completed BFLY in 0.2s | 4.12 sym/s | Total: 48.6s | ETA: 6.5m [2025-10-16T00:23:38.187193] [INFO ] [sig ] [201/1803] Forecasting BFS... [2025-10-16T00:23:38.187223] [INFO ] [sig ] Generating forecast for: BFS [2025-10-16T00:23:38.187255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'. [2025-10-16T00:23:38.196280] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BFS'. [2025-10-16T00:23:38.196717] [INFO ] [FORECASTER] Starting predict_future for BFS [2025-10-16T00:23:38.223034] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:38.223844] [DEBUG] [LOCAL ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt [2025-10-16T00:23:38.223900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:38.223935] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:38.223979] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:38.224039] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:38.241392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:38.242107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:38.242194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:38.242230] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:38.280481] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:38.280601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:38.280661] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:38.280718] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:38.283951] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=43.91%) [2025-10-16T00:23:38.284216] [INFO ] [FORECASTER] Completed predict_future for BFS [2025-10-16T00:23:38.284357] [INFO ] [sig ] BFS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:38.433376] [INFO ] [LOCAL ] Saved forecast: BFS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BFS.txt [2025-10-16T00:23:38.433618] [INFO ] [sig ] [201/1803] Completed BFS in 0.2s | 4.12 sym/s | Total: 48.8s | ETA: 6.5m [2025-10-16T00:23:38.433698] [INFO ] [sig ] [202/1803] Forecasting BFZ... [2025-10-16T00:23:38.433745] [INFO ] [sig ] Generating forecast for: BFZ [2025-10-16T00:23:38.433781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-10-16T00:23:38.444378] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BFZ'. [2025-10-16T00:23:38.444779] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-10-16T00:23:38.473615] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:38.474490] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-10-16T00:23:38.474552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:38.474589] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:38.474618] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:38.474707] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:38.495744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:38.496537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:38.496693] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:38.496761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:38.540343] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:38.540548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:38.540611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:38.540676] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:38.545742] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=71.73%) [2025-10-16T00:23:38.546032] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-10-16T00:23:38.546181] [INFO ] [sig ] BFZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:38.709167] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BFZ.txt [2025-10-16T00:23:38.709422] [INFO ] [sig ] [202/1803] Completed BFZ in 0.3s | 4.12 sym/s | Total: 49.1s | ETA: 6.5m [2025-10-16T00:23:38.709466] [INFO ] [sig ] [203/1803] Forecasting BG... [2025-10-16T00:23:38.709497] [INFO ] [sig ] Generating forecast for: BG [2025-10-16T00:23:38.709529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-10-16T00:23:38.718189] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BG'. [2025-10-16T00:23:38.718468] [INFO ] [FORECASTER] Starting predict_future for BG [2025-10-16T00:23:38.742896] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:38.743637] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-10-16T00:23:38.743719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:38.743754] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:38.743782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:38.743839] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:38.760585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:38.761157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:38.761239] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:38.761272] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:38.797815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:38.797923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:38.797962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:38.797991] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:38.801227] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-10-16T00:23:38.801502] [INFO ] [FORECASTER] Completed predict_future for BG [2025-10-16T00:23:38.801635] [INFO ] [sig ] BG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:38.940188] [INFO ] [LOCAL ] Saved forecast: BG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BG.txt [2025-10-16T00:23:38.940420] [INFO ] [sig ] [203/1803] Completed BG in 0.2s | 4.12 sym/s | Total: 49.3s | ETA: 6.5m [2025-10-16T00:23:38.940462] [INFO ] [sig ] [204/1803] Forecasting BGB... [2025-10-16T00:23:38.940492] [INFO ] [sig ] Generating forecast for: BGB [2025-10-16T00:23:38.940522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-10-16T00:23:38.948887] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGB'. [2025-10-16T00:23:38.949160] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-10-16T00:23:38.973576] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:38.974273] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-10-16T00:23:38.974328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:38.974405] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:38.974442] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:38.974499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:38.991311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:38.991926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:38.992009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:38.992042] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:39.031085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:39.031215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:39.031254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:39.031284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:39.034547] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=64.13%) [2025-10-16T00:23:39.034842] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-10-16T00:23:39.034982] [INFO ] [sig ] BGB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:39.173380] [INFO ] [LOCAL ] Saved forecast: BGB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGB.txt [2025-10-16T00:23:39.173592] [INFO ] [sig ] [204/1803] Completed BGB in 0.2s | 4.12 sym/s | Total: 49.5s | ETA: 6.5m [2025-10-16T00:23:39.173635] [INFO ] [sig ] [205/1803] Forecasting BGH... [2025-10-16T00:23:39.173707] [INFO ] [sig ] Generating forecast for: BGH [2025-10-16T00:23:39.173747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-10-16T00:23:39.182104] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGH'. [2025-10-16T00:23:39.182363] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-10-16T00:23:39.206527] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:39.207227] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-10-16T00:23:39.207282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:39.207315] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:39.207343] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:39.207399] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:39.224288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:39.224902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:39.225008] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:39.225042] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:39.260427] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:39.260517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:39.260552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:39.260582] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:39.263622] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=97.37%) [2025-10-16T00:23:39.263905] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-10-16T00:23:39.264042] [INFO ] [sig ] BGH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:39.401613] [INFO ] [LOCAL ] Saved forecast: BGH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGH.txt [2025-10-16T00:23:39.401850] [INFO ] [sig ] [205/1803] Completed BGH in 0.2s | 4.12 sym/s | Total: 49.8s | ETA: 6.5m [2025-10-16T00:23:39.401903] [INFO ] [sig ] [206/1803] Forecasting BGR... [2025-10-16T00:23:39.401935] [INFO ] [sig ] Generating forecast for: BGR [2025-10-16T00:23:39.401965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'. [2025-10-16T00:23:39.410753] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGR'. [2025-10-16T00:23:39.411042] [INFO ] [FORECASTER] Starting predict_future for BGR [2025-10-16T00:23:39.435239] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:39.435957] [DEBUG] [LOCAL ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt [2025-10-16T00:23:39.436011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:39.436044] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:39.436071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:39.436127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:39.452912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:39.453431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:39.453511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:39.453544] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:39.487329] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:39.487417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:39.487471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:39.487501] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:39.490805] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: DOWN (p=31.70%) [2025-10-16T00:23:39.491114] [INFO ] [FORECASTER] Completed predict_future for BGR [2025-10-16T00:23:39.491278] [INFO ] [sig ] BGR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:39.629470] [INFO ] [LOCAL ] Saved forecast: BGR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BGR.txt [2025-10-16T00:23:39.629701] [INFO ] [sig ] [206/1803] Completed BGR in 0.2s | 4.12 sym/s | Total: 50.0s | ETA: 6.5m [2025-10-16T00:23:39.629763] [INFO ] [sig ] [207/1803] Forecasting BGS... [2025-10-16T00:23:39.629798] [INFO ] [sig ] Generating forecast for: BGS [2025-10-16T00:23:39.629829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-10-16T00:23:39.638787] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGS'. [2025-10-16T00:23:39.639080] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-10-16T00:23:39.663478] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:39.664187] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-10-16T00:23:39.664241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:39.664274] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:39.664302] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:39.664359] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:39.681346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:39.681905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:39.681988] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:39.682021] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:39.716168] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:39.716284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:39.716321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:39.716350] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:39.719596] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=89.08%) [2025-10-16T00:23:39.719883] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-10-16T00:23:39.720025] [INFO ] [sig ] BGS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:39.858052] [INFO ] [LOCAL ] Saved forecast: BGS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGS.txt [2025-10-16T00:23:39.858278] [INFO ] [sig ] [207/1803] Completed BGS in 0.2s | 4.12 sym/s | Total: 50.2s | ETA: 6.5m [2025-10-16T00:23:39.858320] [INFO ] [sig ] [208/1803] Forecasting BGSF... [2025-10-16T00:23:39.858349] [INFO ] [sig ] Generating forecast for: BGSF [2025-10-16T00:23:39.858380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-10-16T00:23:39.866521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGSF'. [2025-10-16T00:23:39.866811] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-10-16T00:23:39.891097] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:39.891790] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-10-16T00:23:39.891845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:39.891879] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:39.891907] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:39.891978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:39.909128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:39.909709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:39.909790] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:39.909824] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:39.947233] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:39.947311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:39.947347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:39.947374] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:39.950444] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=96.64%) [2025-10-16T00:23:39.950721] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-10-16T00:23:39.950858] [INFO ] [sig ] BGSF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:40.089489] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGSF.txt [2025-10-16T00:23:40.089718] [INFO ] [sig ] [208/1803] Completed BGSF in 0.2s | 4.12 sym/s | Total: 50.5s | ETA: 6.4m [2025-10-16T00:23:40.089778] [INFO ] [sig ] [209/1803] Forecasting BGT... [2025-10-16T00:23:40.089812] [INFO ] [sig ] Generating forecast for: BGT [2025-10-16T00:23:40.089844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'. [2025-10-16T00:23:40.098313] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGT'. [2025-10-16T00:23:40.098610] [INFO ] [FORECASTER] Starting predict_future for BGT [2025-10-16T00:23:40.123029] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:40.123749] [DEBUG] [LOCAL ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt [2025-10-16T00:23:40.123804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:40.123837] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:40.123868] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:40.123936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:40.141031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:40.141551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:40.141628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:40.141700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:40.178097] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:40.178178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:40.178213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:40.178241] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:40.181329] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: UP (p=90.72%) [2025-10-16T00:23:40.181576] [INFO ] [FORECASTER] Completed predict_future for BGT [2025-10-16T00:23:40.181736] [INFO ] [sig ] BGT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:40.318673] [INFO ] [LOCAL ] Saved forecast: BGT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGT.txt [2025-10-16T00:23:40.318898] [INFO ] [sig ] [209/1803] Completed BGT in 0.2s | 4.12 sym/s | Total: 50.7s | ETA: 6.4m [2025-10-16T00:23:40.318941] [INFO ] [sig ] [210/1803] Forecasting BGX... [2025-10-16T00:23:40.318971] [INFO ] [sig ] Generating forecast for: BGX [2025-10-16T00:23:40.319001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-10-16T00:23:40.327185] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGX'. [2025-10-16T00:23:40.327461] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-10-16T00:23:40.351776] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:40.352438] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-10-16T00:23:40.352492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:40.352524] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:40.352552] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:40.352608] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:40.369342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:40.369931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:40.370015] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:40.370049] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:40.402855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:40.402939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:40.402974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:40.403003] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:40.406036] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-10-16T00:23:40.406291] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-10-16T00:23:40.406458] [INFO ] [sig ] BGX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:40.544508] [INFO ] [LOCAL ] Saved forecast: BGX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGX.txt [2025-10-16T00:23:40.544762] [INFO ] [sig ] [210/1803] Completed BGX in 0.2s | 4.12 sym/s | Total: 50.9s | ETA: 6.4m [2025-10-16T00:23:40.544823] [INFO ] [sig ] [211/1803] Forecasting BGY... [2025-10-16T00:23:40.544857] [INFO ] [sig ] Generating forecast for: BGY [2025-10-16T00:23:40.544888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-10-16T00:23:40.553140] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BGY'. [2025-10-16T00:23:40.553405] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-10-16T00:23:40.577575] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:40.578289] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-10-16T00:23:40.578344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:40.578377] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:40.578404] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:40.578460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:40.595186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:40.595731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:40.595814] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:40.595848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:40.630789] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:40.630898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:40.630935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:40.630964] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:40.634092] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=93.13%) [2025-10-16T00:23:40.634351] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-10-16T00:23:40.634488] [INFO ] [sig ] BGY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:40.772038] [INFO ] [LOCAL ] Saved forecast: BGY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BGY.txt [2025-10-16T00:23:40.772249] [INFO ] [sig ] [211/1803] Completed BGY in 0.2s | 4.13 sym/s | Total: 51.1s | ETA: 6.4m [2025-10-16T00:23:40.772292] [INFO ] [sig ] [212/1803] Forecasting BH... [2025-10-16T00:23:40.772323] [INFO ] [sig ] Generating forecast for: BH [2025-10-16T00:23:40.772354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-10-16T00:23:40.781299] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BH'. [2025-10-16T00:23:40.781560] [INFO ] [FORECASTER] Starting predict_future for BH [2025-10-16T00:23:40.805706] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:40.806385] [DEBUG] [LOCAL ] No optimal features file found for BH: ./output/feature-sets/BH.txt [2025-10-16T00:23:40.806439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:40.806472] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:40.806499] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:40.806556] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:40.823526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:40.824106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:40.824186] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:40.824219] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:40.860690] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:40.860769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:40.860806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:40.860834] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:40.863818] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-10-16T00:23:40.864064] [INFO ] [FORECASTER] Completed predict_future for BH [2025-10-16T00:23:40.864194] [INFO ] [sig ] BH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:41.004605] [INFO ] [LOCAL ] Saved forecast: BH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BH.txt [2025-10-16T00:23:41.004848] [INFO ] [sig ] [212/1803] Completed BH in 0.2s | 4.13 sym/s | Total: 51.4s | ETA: 6.4m [2025-10-16T00:23:41.004900] [INFO ] [sig ] [213/1803] Forecasting BHC... [2025-10-16T00:23:41.004931] [INFO ] [sig ] Generating forecast for: BHC [2025-10-16T00:23:41.004963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-10-16T00:23:41.013416] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BHC'. [2025-10-16T00:23:41.013700] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-10-16T00:23:41.037893] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:41.038678] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-10-16T00:23:41.038736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:41.038770] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:41.038798] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:41.038854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:41.055818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:41.056418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:41.056500] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:41.056533] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:41.094448] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:41.094581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:41.094621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:41.094699] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:41.097952] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=82.22%) [2025-10-16T00:23:41.098212] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-10-16T00:23:41.098346] [INFO ] [sig ] BHC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:41.236130] [INFO ] [LOCAL ] Saved forecast: BHC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BHC.txt [2025-10-16T00:23:41.236373] [INFO ] [sig ] [213/1803] Completed BHC in 0.2s | 4.13 sym/s | Total: 51.6s | ETA: 6.4m [2025-10-16T00:23:41.236415] [INFO ] [sig ] [214/1803] Forecasting BHE... [2025-10-16T00:23:41.236445] [INFO ] [sig ] Generating forecast for: BHE [2025-10-16T00:23:41.236477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-10-16T00:23:41.244926] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BHE'. [2025-10-16T00:23:41.245195] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-10-16T00:23:41.269487] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:41.270196] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-10-16T00:23:41.270251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:41.270283] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:41.270311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:41.270366] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:41.287061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:41.287676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:41.287765] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:41.287798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:41.323111] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:41.323220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:41.323257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:41.323286] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:41.326453] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=96.99%) [2025-10-16T00:23:41.326759] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-10-16T00:23:41.326899] [INFO ] [sig ] BHE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:41.464729] [INFO ] [LOCAL ] Saved forecast: BHE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BHE.txt [2025-10-16T00:23:41.464987] [INFO ] [sig ] [214/1803] Completed BHE in 0.2s | 4.13 sym/s | Total: 51.8s | ETA: 6.4m [2025-10-16T00:23:41.465031] [INFO ] [sig ] [215/1803] Forecasting BHK... [2025-10-16T00:23:41.465062] [INFO ] [sig ] Generating forecast for: BHK [2025-10-16T00:23:41.465093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-10-16T00:23:41.473233] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BHK'. [2025-10-16T00:23:41.473506] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-10-16T00:23:41.497778] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:41.498448] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-10-16T00:23:41.498502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:41.498535] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:41.498605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:41.498688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:41.515451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:41.516100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:41.516181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:41.516215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:41.551281] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:41.551388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:41.551425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:41.551454] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:41.554591] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=17.50%) [2025-10-16T00:23:41.554878] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-10-16T00:23:41.555020] [INFO ] [sig ] BHK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:41.693292] [INFO ] [LOCAL ] Saved forecast: BHK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BHK.txt [2025-10-16T00:23:41.693505] [INFO ] [sig ] [215/1803] Completed BHK in 0.2s | 4.13 sym/s | Total: 52.1s | ETA: 6.4m [2025-10-16T00:23:41.693546] [INFO ] [sig ] [216/1803] Forecasting BHP... [2025-10-16T00:23:41.693578] [INFO ] [sig ] Generating forecast for: BHP [2025-10-16T00:23:41.693609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-10-16T00:23:41.701994] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BHP'. [2025-10-16T00:23:41.702260] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-10-16T00:23:41.726525] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:41.727280] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-10-16T00:23:41.727334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:41.727368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:41.727397] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:41.727453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:41.744262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:41.744824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:41.744903] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:41.744936] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:41.780559] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:41.780664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:41.780722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:41.780755] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:41.783766] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=38.03%) [2025-10-16T00:23:41.784022] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-10-16T00:23:41.784151] [INFO ] [sig ] BHP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:41.934677] [INFO ] [LOCAL ] Saved forecast: BHP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BHP.txt [2025-10-16T00:23:41.934972] [INFO ] [sig ] [216/1803] Completed BHP in 0.2s | 4.13 sym/s | Total: 52.3s | ETA: 6.4m [2025-10-16T00:23:41.935018] [INFO ] [sig ] [217/1803] Forecasting BHR... [2025-10-16T00:23:41.935049] [INFO ] [sig ] Generating forecast for: BHR [2025-10-16T00:23:41.935081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'. [2025-10-16T00:23:41.944938] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BHR'. [2025-10-16T00:23:41.945357] [INFO ] [FORECASTER] Starting predict_future for BHR [2025-10-16T00:23:41.974878] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:41.975848] [DEBUG] [LOCAL ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt [2025-10-16T00:23:41.975912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:41.976007] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:41.976048] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:41.976108] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:41.996187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:41.997214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:41.997308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:41.997346] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:42.041824] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:42.042042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:42.042129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:42.042202] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:42.046207] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: UP (p=77.71%) [2025-10-16T00:23:42.046563] [INFO ] [FORECASTER] Completed predict_future for BHR [2025-10-16T00:23:42.046809] [INFO ] [sig ] BHR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:42.269823] [INFO ] [LOCAL ] Saved forecast: BHR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BHR.txt [2025-10-16T00:23:42.270165] [INFO ] [sig ] [217/1803] Completed BHR in 0.3s | 4.12 sym/s | Total: 52.6s | ETA: 6.4m [2025-10-16T00:23:42.270223] [INFO ] [sig ] [218/1803] Forecasting BHVN... [2025-10-16T00:23:42.270263] [INFO ] [sig ] Generating forecast for: BHVN [2025-10-16T00:23:42.270304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-10-16T00:23:42.282417] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BHVN'. [2025-10-16T00:23:42.283002] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-10-16T00:23:42.322354] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:42.323491] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-10-16T00:23:42.323566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:42.323622] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:42.323708] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:42.323812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:42.350277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:42.351489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:42.351613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:42.351700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:42.399757] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:42.400008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:42.400109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:42.400178] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:42.405715] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=23.44%) [2025-10-16T00:23:42.406188] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-10-16T00:23:42.406393] [INFO ] [sig ] BHVN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:42.639635] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BHVN.txt [2025-10-16T00:23:42.640046] [INFO ] [sig ] [218/1803] Completed BHVN in 0.4s | 4.11 sym/s | Total: 53.0s | ETA: 6.4m [2025-10-16T00:23:42.640154] [INFO ] [sig ] [219/1803] Forecasting BILL... [2025-10-16T00:23:42.640224] [INFO ] [sig ] Generating forecast for: BILL [2025-10-16T00:23:42.640284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-10-16T00:23:42.652842] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BILL'. [2025-10-16T00:23:42.653371] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-10-16T00:23:42.691618] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:42.692951] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-10-16T00:23:42.693028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:42.693079] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:42.693124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:42.693214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:42.720188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:42.721357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:42.721470] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:42.721528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:42.763686] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:42.763880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:42.763931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:42.763968] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:42.767954] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=79.29%) [2025-10-16T00:23:42.768394] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-10-16T00:23:42.768617] [INFO ] [sig ] BILL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:42.952793] [INFO ] [LOCAL ] Saved forecast: BILL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BILL.txt [2025-10-16T00:23:42.953116] [INFO ] [sig ] [219/1803] Completed BILL in 0.3s | 4.11 sym/s | Total: 53.3s | ETA: 6.4m [2025-10-16T00:23:42.953174] [INFO ] [sig ] [220/1803] Forecasting BIO... [2025-10-16T00:23:42.953209] [INFO ] [sig ] Generating forecast for: BIO [2025-10-16T00:23:42.953241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-10-16T00:23:42.962633] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIO'. [2025-10-16T00:23:42.963106] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-10-16T00:23:42.988981] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:42.989816] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-10-16T00:23:42.989874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:42.989908] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:42.989937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:42.989995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:43.008469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:43.009898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:43.010015] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:43.010072] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:43.051008] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:43.051384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:43.051452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:43.051527] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:43.056561] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=9.74%) [2025-10-16T00:23:43.056960] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-10-16T00:23:43.057133] [INFO ] [sig ] BIO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:43.196971] [INFO ] [LOCAL ] Saved forecast: BIO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BIO.txt [2025-10-16T00:23:43.197191] [INFO ] [sig ] [220/1803] Completed BIO in 0.2s | 4.11 sym/s | Total: 53.6s | ETA: 6.4m [2025-10-16T00:23:43.197234] [INFO ] [sig ] [221/1803] Forecasting BIP... [2025-10-16T00:23:43.197265] [INFO ] [sig ] Generating forecast for: BIP [2025-10-16T00:23:43.197297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-10-16T00:23:43.206344] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIP'. [2025-10-16T00:23:43.206592] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-10-16T00:23:43.231666] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:43.232331] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-10-16T00:23:43.232386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:43.232420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:43.232448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:43.232505] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:43.249881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:43.250393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:43.250470] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:43.250503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:43.276599] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:43.276694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:43.276741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:43.276772] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:43.279742] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=7.65%) [2025-10-16T00:23:43.279994] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-10-16T00:23:43.280113] [INFO ] [sig ] BIP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:43.417989] [INFO ] [LOCAL ] Saved forecast: BIP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BIP.txt [2025-10-16T00:23:43.418177] [INFO ] [sig ] [221/1803] Completed BIP in 0.2s | 4.11 sym/s | Total: 53.8s | ETA: 6.4m [2025-10-16T00:23:43.418219] [INFO ] [sig ] [222/1803] Forecasting BIPC... [2025-10-16T00:23:43.418249] [INFO ] [sig ] Generating forecast for: BIPC [2025-10-16T00:23:43.418280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-10-16T00:23:43.426123] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIPC'. [2025-10-16T00:23:43.426378] [INFO ] [FORECASTER] Starting predict_future for BIPC [2025-10-16T00:23:43.450859] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:43.451510] [DEBUG] [LOCAL ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt [2025-10-16T00:23:43.451563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:43.451596] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:43.451624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:43.451714] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:43.468756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:43.469269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:43.469345] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:43.469379] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:43.494245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:43.494318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:43.494354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:43.494383] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:43.497347] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-10-16T00:23:43.497591] [INFO ] [FORECASTER] Completed predict_future for BIPC [2025-10-16T00:23:43.497741] [INFO ] [sig ] BIPC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:43.636780] [INFO ] [LOCAL ] Saved forecast: BIPC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BIPC.txt [2025-10-16T00:23:43.636946] [INFO ] [sig ] [222/1803] Completed BIPC in 0.2s | 4.11 sym/s | Total: 54.0s | ETA: 6.4m [2025-10-16T00:23:43.636991] [INFO ] [sig ] [223/1803] Forecasting BIPH... [2025-10-16T00:23:43.637021] [INFO ] [sig ] Generating forecast for: BIPH [2025-10-16T00:23:43.637052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-10-16T00:23:43.644832] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIPH'. [2025-10-16T00:23:43.645083] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-10-16T00:23:43.669547] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:43.670226] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-10-16T00:23:43.670280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:43.670314] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:43.670342] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:43.670398] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:43.687453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:43.688003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:43.688082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:43.688115] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:43.712563] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:43.712635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:43.712710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:43.712746] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:43.715681] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=69.08%) [2025-10-16T00:23:43.715930] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-10-16T00:23:43.716072] [INFO ] [sig ] BIPH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:43.855141] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BIPH.txt [2025-10-16T00:23:43.855307] [INFO ] [sig ] [223/1803] Completed BIPH in 0.2s | 4.11 sym/s | Total: 54.2s | ETA: 6.4m [2025-10-16T00:23:43.855347] [INFO ] [sig ] [224/1803] Forecasting BIPI... [2025-10-16T00:23:43.855378] [INFO ] [sig ] Generating forecast for: BIPI [2025-10-16T00:23:43.855409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-10-16T00:23:43.863067] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIPI'. [2025-10-16T00:23:43.863321] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-10-16T00:23:43.887565] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:43.888247] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-10-16T00:23:43.888301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:43.888334] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:43.888363] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:43.888419] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:43.905491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:43.906055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:43.906133] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:43.906167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:43.930798] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:43.930868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:43.930904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:43.930933] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:43.933828] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=75.81%) [2025-10-16T00:23:43.934070] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-10-16T00:23:43.934186] [INFO ] [sig ] BIPI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:44.072002] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BIPI.txt [2025-10-16T00:23:44.072176] [INFO ] [sig ] [224/1803] Completed BIPI in 0.2s | 4.11 sym/s | Total: 54.4s | ETA: 6.4m [2025-10-16T00:23:44.072216] [INFO ] [sig ] [225/1803] Forecasting BIPJ... [2025-10-16T00:23:44.072245] [INFO ] [sig ] Generating forecast for: BIPJ [2025-10-16T00:23:44.072275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'. [2025-10-16T00:23:44.080006] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIPJ'. [2025-10-16T00:23:44.080259] [INFO ] [FORECASTER] Starting predict_future for BIPJ [2025-10-16T00:23:44.104320] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:44.105008] [DEBUG] [LOCAL ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt [2025-10-16T00:23:44.105062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:44.105096] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:44.105123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:44.105178] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:44.122193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:44.122761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:44.122838] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:44.122872] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:44.150959] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:44.151030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:44.151065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:44.151093] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:44.154000] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: DOWN (p=0.97%) [2025-10-16T00:23:44.154243] [INFO ] [FORECASTER] Completed predict_future for BIPJ [2025-10-16T00:23:44.154366] [INFO ] [sig ] BIPJ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:44.293613] [INFO ] [LOCAL ] Saved forecast: BIPJ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BIPJ.txt [2025-10-16T00:23:44.293808] [INFO ] [sig ] [225/1803] Completed BIPJ in 0.2s | 4.12 sym/s | Total: 54.7s | ETA: 6.4m [2025-10-16T00:23:44.293867] [INFO ] [sig ] [226/1803] Forecasting BIRK... [2025-10-16T00:23:44.293900] [INFO ] [sig ] Generating forecast for: BIRK [2025-10-16T00:23:44.293933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-10-16T00:23:44.301978] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIRK'. [2025-10-16T00:23:44.302246] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-10-16T00:23:44.326926] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:44.327585] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-10-16T00:23:44.327638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:44.327714] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:44.327747] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:44.327803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:44.344845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:44.345349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:44.345426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:44.345459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:44.375224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:44.375294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:44.375328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:44.375357] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:44.378239] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=22.27%) [2025-10-16T00:23:44.378480] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-10-16T00:23:44.378631] [INFO ] [sig ] BIRK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:44.518383] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BIRK.txt [2025-10-16T00:23:44.518561] [INFO ] [sig ] [226/1803] Completed BIRK in 0.2s | 4.12 sym/s | Total: 54.9s | ETA: 6.4m [2025-10-16T00:23:44.518621] [INFO ] [sig ] [227/1803] Forecasting BIT... [2025-10-16T00:23:44.518686] [INFO ] [sig ] Generating forecast for: BIT [2025-10-16T00:23:44.518767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'. [2025-10-16T00:23:44.526740] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BIT'. [2025-10-16T00:23:44.526990] [INFO ] [FORECASTER] Starting predict_future for BIT [2025-10-16T00:23:44.551305] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:44.552029] [DEBUG] [LOCAL ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt [2025-10-16T00:23:44.552083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:44.552117] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:44.552144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:44.552201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:44.569383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:44.569924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:44.570003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:44.570036] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:44.597844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:44.597915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:44.597950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:44.597992] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:44.604582] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: DOWN (p=49.02%) [2025-10-16T00:23:44.604899] [INFO ] [FORECASTER] Completed predict_future for BIT [2025-10-16T00:23:44.605057] [INFO ] [sig ] BIT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:44.743936] [INFO ] [LOCAL ] Saved forecast: BIT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BIT.txt [2025-10-16T00:23:44.744117] [INFO ] [sig ] [227/1803] Completed BIT in 0.2s | 4.12 sym/s | Total: 55.1s | ETA: 6.4m [2025-10-16T00:23:44.744176] [INFO ] [sig ] [228/1803] Forecasting BJ... [2025-10-16T00:23:44.744209] [INFO ] [sig ] Generating forecast for: BJ [2025-10-16T00:23:44.744240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-10-16T00:23:44.752219] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BJ'. [2025-10-16T00:23:44.752469] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-10-16T00:23:44.776682] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:44.777333] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-10-16T00:23:44.777387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:44.777420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:44.777449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:44.777504] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:44.794572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:44.795115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:44.795192] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:44.795226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:44.823715] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:44.823787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:44.823822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:44.823850] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:44.826745] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-10-16T00:23:44.826990] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-10-16T00:23:44.827111] [INFO ] [sig ] BJ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:44.965998] [INFO ] [LOCAL ] Saved forecast: BJ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BJ.txt [2025-10-16T00:23:44.966196] [INFO ] [sig ] [228/1803] Completed BJ in 0.2s | 4.12 sym/s | Total: 55.3s | ETA: 6.4m [2025-10-16T00:23:44.966237] [INFO ] [sig ] [229/1803] Forecasting BK... [2025-10-16T00:23:44.966267] [INFO ] [sig ] Generating forecast for: BK [2025-10-16T00:23:44.966299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-10-16T00:23:44.975252] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BK'. [2025-10-16T00:23:44.975502] [INFO ] [FORECASTER] Starting predict_future for BK [2025-10-16T00:23:44.999634] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:45.000306] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-10-16T00:23:45.000359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:45.000392] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:45.000419] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:45.000474] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:45.017594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:45.018138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:45.018216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:45.018249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:45.048907] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:45.048977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:45.049014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:45.049045] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:45.051961] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=14.37%) [2025-10-16T00:23:45.052240] [INFO ] [FORECASTER] Completed predict_future for BK [2025-10-16T00:23:45.052362] [INFO ] [sig ] BK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:45.192429] [INFO ] [LOCAL ] Saved forecast: BK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BK.txt [2025-10-16T00:23:45.192589] [INFO ] [sig ] [229/1803] Completed BK in 0.2s | 4.12 sym/s | Total: 55.6s | ETA: 6.4m [2025-10-16T00:23:45.192631] [INFO ] [sig ] [230/1803] Forecasting BKD... [2025-10-16T00:23:45.192698] [INFO ] [sig ] Generating forecast for: BKD [2025-10-16T00:23:45.192741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-10-16T00:23:45.200908] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKD'. [2025-10-16T00:23:45.201190] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-10-16T00:23:45.225985] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:45.226627] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-10-16T00:23:45.226730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:45.226770] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:45.226799] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:45.226854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:45.244273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:45.244815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:45.244894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:45.244928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:45.273987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:45.274059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:45.274098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:45.274125] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:45.277052] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=31.66%) [2025-10-16T00:23:45.277293] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-10-16T00:23:45.277412] [INFO ] [sig ] BKD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:45.415294] [INFO ] [LOCAL ] Saved forecast: BKD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BKD.txt [2025-10-16T00:23:45.415462] [INFO ] [sig ] [230/1803] Completed BKD in 0.2s | 4.12 sym/s | Total: 55.8s | ETA: 6.4m [2025-10-16T00:23:45.415504] [INFO ] [sig ] [231/1803] Forecasting BKE... [2025-10-16T00:23:45.415534] [INFO ] [sig ] Generating forecast for: BKE [2025-10-16T00:23:45.415564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-10-16T00:23:45.423900] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKE'. [2025-10-16T00:23:45.424157] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-10-16T00:23:45.448697] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:45.449401] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-10-16T00:23:45.449455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:45.449488] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:45.449517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:45.449573] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:45.466568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:45.467135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:45.467214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:45.467247] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:45.502971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:45.503060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:45.503103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:45.503137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:45.506121] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=77.55%) [2025-10-16T00:23:45.506368] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-10-16T00:23:45.506491] [INFO ] [sig ] BKE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:45.646957] [INFO ] [LOCAL ] Saved forecast: BKE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BKE.txt [2025-10-16T00:23:45.647147] [INFO ] [sig ] [231/1803] Completed BKE in 0.2s | 4.12 sym/s | Total: 56.0s | ETA: 6.4m [2025-10-16T00:23:45.647188] [INFO ] [sig ] [232/1803] Forecasting BKH... [2025-10-16T00:23:45.647218] [INFO ] [sig ] Generating forecast for: BKH [2025-10-16T00:23:45.647249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-10-16T00:23:45.655247] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKH'. [2025-10-16T00:23:45.655498] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-10-16T00:23:45.679927] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:45.680616] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-10-16T00:23:45.680700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:45.680744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:45.680773] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:45.680829] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:45.697747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:45.698254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:45.698332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:45.698366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:45.727808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:45.727880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:45.727915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:45.727943] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:45.730864] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-10-16T00:23:45.731112] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-10-16T00:23:45.731232] [INFO ] [sig ] BKH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:45.870977] [INFO ] [LOCAL ] Saved forecast: BKH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BKH.txt [2025-10-16T00:23:45.871154] [INFO ] [sig ] [232/1803] Completed BKH in 0.2s | 4.13 sym/s | Total: 56.2s | ETA: 6.3m [2025-10-16T00:23:45.871199] [INFO ] [sig ] [233/1803] Forecasting BKKT... [2025-10-16T00:23:45.871230] [INFO ] [sig ] Generating forecast for: BKKT [2025-10-16T00:23:45.871259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-10-16T00:23:45.879029] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKKT'. [2025-10-16T00:23:45.879283] [INFO ] [FORECASTER] Starting predict_future for BKKT [2025-10-16T00:23:45.903702] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:45.904409] [DEBUG] [LOCAL ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt [2025-10-16T00:23:45.904463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:45.904495] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:45.904523] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:45.904579] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:45.921926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:45.922429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:45.922536] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:45.922575] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:45.956359] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:45.956436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:45.956472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:45.956499] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:45.959544] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=56.76%) [2025-10-16T00:23:45.959823] [INFO ] [FORECASTER] Completed predict_future for BKKT [2025-10-16T00:23:45.959952] [INFO ] [sig ] BKKT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:46.099368] [INFO ] [LOCAL ] Saved forecast: BKKT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BKKT.txt [2025-10-16T00:23:46.099547] [INFO ] [sig ] [233/1803] Completed BKKT in 0.2s | 4.13 sym/s | Total: 56.5s | ETA: 6.3m [2025-10-16T00:23:46.099590] [INFO ] [sig ] [234/1803] Forecasting BKN... [2025-10-16T00:23:46.099622] [INFO ] [sig ] Generating forecast for: BKN [2025-10-16T00:23:46.099686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-10-16T00:23:46.107551] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKN'. [2025-10-16T00:23:46.107848] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-10-16T00:23:46.132499] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:46.133174] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-10-16T00:23:46.133228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:46.133261] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:46.133290] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:46.133346] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:46.150552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:46.151131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:46.151222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:46.151257] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:46.186449] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:46.187310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:46.187367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:46.187414] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:46.190902] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=46.40%) [2025-10-16T00:23:46.191181] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-10-16T00:23:46.191310] [INFO ] [sig ] BKN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:46.332850] [INFO ] [LOCAL ] Saved forecast: BKN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BKN.txt [2025-10-16T00:23:46.333047] [INFO ] [sig ] [234/1803] Completed BKN in 0.2s | 4.13 sym/s | Total: 56.7s | ETA: 6.3m [2025-10-16T00:23:46.333089] [INFO ] [sig ] [235/1803] Forecasting BKSY... [2025-10-16T00:23:46.333119] [INFO ] [sig ] Generating forecast for: BKSY [2025-10-16T00:23:46.333149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-10-16T00:23:46.342347] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKSY'. [2025-10-16T00:23:46.342612] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-10-16T00:23:46.367519] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:46.368197] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-10-16T00:23:46.368251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:46.368285] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:46.368312] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:46.368368] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:46.385809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:46.386372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:46.386452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:46.386485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:46.418330] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:46.418402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:46.418438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:46.418466] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:46.421490] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=86.55%) [2025-10-16T00:23:46.421774] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-10-16T00:23:46.421902] [INFO ] [sig ] BKSY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:46.561372] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BKSY.txt [2025-10-16T00:23:46.561550] [INFO ] [sig ] [235/1803] Completed BKSY in 0.2s | 4.13 sym/s | Total: 56.9s | ETA: 6.3m [2025-10-16T00:23:46.561591] [INFO ] [sig ] [236/1803] Forecasting BKT... [2025-10-16T00:23:46.561620] [INFO ] [sig ] Generating forecast for: BKT [2025-10-16T00:23:46.561677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-10-16T00:23:46.569503] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKT'. [2025-10-16T00:23:46.569896] [INFO ] [FORECASTER] Starting predict_future for BKT [2025-10-16T00:23:46.594125] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:46.594816] [DEBUG] [LOCAL ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt [2025-10-16T00:23:46.594869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:46.594902] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:46.594929] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:46.594985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:46.612389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:46.613009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:46.613090] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:46.613125] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:46.644042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:46.644114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:46.644148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:46.644176] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:46.649597] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-10-16T00:23:46.649875] [INFO ] [FORECASTER] Completed predict_future for BKT [2025-10-16T00:23:46.650000] [INFO ] [sig ] BKT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:46.788530] [INFO ] [LOCAL ] Saved forecast: BKT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BKT.txt [2025-10-16T00:23:46.788764] [INFO ] [sig ] [236/1803] Completed BKT in 0.2s | 4.13 sym/s | Total: 57.2s | ETA: 6.3m [2025-10-16T00:23:46.788825] [INFO ] [sig ] [237/1803] Forecasting BKU... [2025-10-16T00:23:46.788859] [INFO ] [sig ] Generating forecast for: BKU [2025-10-16T00:23:46.788890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'. [2025-10-16T00:23:46.796865] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKU'. [2025-10-16T00:23:46.797128] [INFO ] [FORECASTER] Starting predict_future for BKU [2025-10-16T00:23:46.821153] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:46.821849] [DEBUG] [LOCAL ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt [2025-10-16T00:23:46.821903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:46.821935] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:46.821962] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:46.822018] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:46.838956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:46.839461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:46.839538] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:46.839570] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:46.871885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:46.871956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:46.871990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:46.872019] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:46.874989] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: DOWN (p=43.69%) [2025-10-16T00:23:46.875233] [INFO ] [FORECASTER] Completed predict_future for BKU [2025-10-16T00:23:46.875353] [INFO ] [sig ] BKU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:47.014940] [INFO ] [LOCAL ] Saved forecast: BKU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BKU.txt [2025-10-16T00:23:47.015123] [INFO ] [sig ] [237/1803] Completed BKU in 0.2s | 4.13 sym/s | Total: 57.4s | ETA: 6.3m [2025-10-16T00:23:47.015165] [INFO ] [sig ] [238/1803] Forecasting BKV... [2025-10-16T00:23:47.015194] [INFO ] [sig ] Generating forecast for: BKV [2025-10-16T00:23:47.015225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'. [2025-10-16T00:23:47.023175] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BKV'. [2025-10-16T00:23:47.023423] [INFO ] [FORECASTER] Starting predict_future for BKV [2025-10-16T00:23:47.047536] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:47.048238] [DEBUG] [LOCAL ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt [2025-10-16T00:23:47.048292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:47.048324] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:47.048352] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:47.048408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:47.065471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:47.066017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:47.066094] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:47.066128] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:47.099697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:47.099768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:47.099804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:47.099833] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:47.102781] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=83.78%) [2025-10-16T00:23:47.103028] [INFO ] [FORECASTER] Completed predict_future for BKV [2025-10-16T00:23:47.103174] [INFO ] [sig ] BKV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:47.242706] [INFO ] [LOCAL ] Saved forecast: BKV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BKV.txt [2025-10-16T00:23:47.242888] [INFO ] [sig ] [238/1803] Completed BKV in 0.2s | 4.13 sym/s | Total: 57.6s | ETA: 6.3m [2025-10-16T00:23:47.242929] [INFO ] [sig ] [239/1803] Forecasting BLCO... [2025-10-16T00:23:47.242959] [INFO ] [sig ] Generating forecast for: BLCO [2025-10-16T00:23:47.242989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-10-16T00:23:47.251189] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLCO'. [2025-10-16T00:23:47.251433] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-10-16T00:23:47.275751] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:47.276388] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-10-16T00:23:47.276442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:47.276474] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:47.276502] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:47.276557] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:47.293402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:47.293943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:47.294022] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:47.294056] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:47.325828] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:47.325897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:47.325932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:47.325960] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:47.328841] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=24.75%) [2025-10-16T00:23:47.329081] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-10-16T00:23:47.329200] [INFO ] [sig ] BLCO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:47.466313] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BLCO.txt [2025-10-16T00:23:47.466486] [INFO ] [sig ] [239/1803] Completed BLCO in 0.2s | 4.13 sym/s | Total: 57.8s | ETA: 6.3m [2025-10-16T00:23:47.466567] [INFO ] [sig ] [240/1803] Forecasting BLD... [2025-10-16T00:23:47.466612] [INFO ] [sig ] Generating forecast for: BLD [2025-10-16T00:23:47.466669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-10-16T00:23:47.474558] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLD'. [2025-10-16T00:23:47.474836] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-10-16T00:23:47.498944] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:47.499586] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-10-16T00:23:47.499660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:47.499717] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:47.499749] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:47.499806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:47.516798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:47.517304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:47.517381] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:47.517416] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:47.549220] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:47.549292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:47.549327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:47.549355] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:47.552243] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=85.62%) [2025-10-16T00:23:47.552484] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-10-16T00:23:47.552608] [INFO ] [sig ] BLD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:47.694896] [INFO ] [LOCAL ] Saved forecast: BLD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLD.txt [2025-10-16T00:23:47.695082] [INFO ] [sig ] [240/1803] Completed BLD in 0.2s | 4.13 sym/s | Total: 58.1s | ETA: 6.3m [2025-10-16T00:23:47.695132] [INFO ] [sig ] [241/1803] Forecasting BLDR... [2025-10-16T00:23:47.695169] [INFO ] [sig ] Generating forecast for: BLDR [2025-10-16T00:23:47.695216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'. [2025-10-16T00:23:47.703421] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLDR'. [2025-10-16T00:23:47.703690] [INFO ] [FORECASTER] Starting predict_future for BLDR [2025-10-16T00:23:47.728310] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:47.729045] [DEBUG] [LOCAL ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt [2025-10-16T00:23:47.729100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:47.729135] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:47.729165] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:47.729225] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:47.746565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:47.747110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:47.747189] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:47.747224] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:47.781554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:47.781625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:47.781697] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:47.781739] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:47.784754] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=92.72%) [2025-10-16T00:23:47.784998] [INFO ] [FORECASTER] Completed predict_future for BLDR [2025-10-16T00:23:47.785119] [INFO ] [sig ] BLDR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:47.924781] [INFO ] [LOCAL ] Saved forecast: BLDR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLDR.txt [2025-10-16T00:23:47.924955] [INFO ] [sig ] [241/1803] Completed BLDR in 0.2s | 4.13 sym/s | Total: 58.3s | ETA: 6.3m [2025-10-16T00:23:47.924995] [INFO ] [sig ] [242/1803] Forecasting BLE... [2025-10-16T00:23:47.925024] [INFO ] [sig ] Generating forecast for: BLE [2025-10-16T00:23:47.925054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-10-16T00:23:47.932884] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLE'. [2025-10-16T00:23:47.933137] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-10-16T00:23:47.957557] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:47.958236] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-10-16T00:23:47.958291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:47.958324] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:47.958351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:47.958408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:47.975563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:47.976122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:47.976200] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:47.976234] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:48.004669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:48.004742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:48.004777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:48.004805] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:48.007741] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=60.11%) [2025-10-16T00:23:48.007985] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-10-16T00:23:48.008109] [INFO ] [sig ] BLE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:48.147753] [INFO ] [LOCAL ] Saved forecast: BLE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLE.txt [2025-10-16T00:23:48.147939] [INFO ] [sig ] [242/1803] Completed BLE in 0.2s | 4.14 sym/s | Total: 58.5s | ETA: 6.3m [2025-10-16T00:23:48.147980] [INFO ] [sig ] [243/1803] Forecasting BLK... [2025-10-16T00:23:48.148009] [INFO ] [sig ] Generating forecast for: BLK [2025-10-16T00:23:48.148040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-10-16T00:23:48.156311] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLK'. [2025-10-16T00:23:48.156556] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-10-16T00:23:48.180724] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:48.181399] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-10-16T00:23:48.181454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:48.181486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:48.181514] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:48.181572] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:48.198666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:48.199182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:48.199268] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:48.199303] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:48.228365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:48.228435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:48.228469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:48.228497] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:48.231449] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=81.80%) [2025-10-16T00:23:48.231719] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-10-16T00:23:48.231852] [INFO ] [sig ] BLK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:48.371011] [INFO ] [LOCAL ] Saved forecast: BLK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLK.txt [2025-10-16T00:23:48.371190] [INFO ] [sig ] [243/1803] Completed BLK in 0.2s | 4.14 sym/s | Total: 58.7s | ETA: 6.3m [2025-10-16T00:23:48.371232] [INFO ] [sig ] [244/1803] Forecasting BLND... [2025-10-16T00:23:48.371261] [INFO ] [sig ] Generating forecast for: BLND [2025-10-16T00:23:48.371291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-10-16T00:23:48.379779] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLND'. [2025-10-16T00:23:48.380029] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-10-16T00:23:48.404191] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:48.404876] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-10-16T00:23:48.404930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:48.404964] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:48.404992] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:48.405048] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:48.422135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:48.422684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:48.422764] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:48.422799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:48.451370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:48.451441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:48.451476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:48.451504] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:48.454445] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=94.12%) [2025-10-16T00:23:48.454715] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-10-16T00:23:48.454846] [INFO ] [sig ] BLND: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:48.593035] [INFO ] [LOCAL ] Saved forecast: BLND 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLND.txt [2025-10-16T00:23:48.593202] [INFO ] [sig ] [244/1803] Completed BLND in 0.2s | 4.14 sym/s | Total: 59.0s | ETA: 6.3m [2025-10-16T00:23:48.593242] [INFO ] [sig ] [245/1803] Forecasting BLW... [2025-10-16T00:23:48.593272] [INFO ] [sig ] Generating forecast for: BLW [2025-10-16T00:23:48.593303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-10-16T00:23:48.601446] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLW'. [2025-10-16T00:23:48.601721] [INFO ] [FORECASTER] Starting predict_future for BLW [2025-10-16T00:23:48.625706] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:48.626360] [DEBUG] [LOCAL ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt [2025-10-16T00:23:48.626414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:48.626447] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:48.626475] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:48.626531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:48.643372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:48.643913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:48.643991] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:48.644024] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:48.673506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:48.673577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:48.673612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:48.673658] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:48.676607] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=55.39%) [2025-10-16T00:23:48.676880] [INFO ] [FORECASTER] Completed predict_future for BLW [2025-10-16T00:23:48.677003] [INFO ] [sig ] BLW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:48.814441] [INFO ] [LOCAL ] Saved forecast: BLW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLW.txt [2025-10-16T00:23:48.814610] [INFO ] [sig ] [245/1803] Completed BLW in 0.2s | 4.14 sym/s | Total: 59.2s | ETA: 6.3m [2025-10-16T00:23:48.814675] [INFO ] [sig ] [246/1803] Forecasting BLX... [2025-10-16T00:23:48.814725] [INFO ] [sig ] Generating forecast for: BLX [2025-10-16T00:23:48.814758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-10-16T00:23:48.822471] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BLX'. [2025-10-16T00:23:48.822735] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-10-16T00:23:48.846797] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:48.847438] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-10-16T00:23:48.847492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:48.847524] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:48.847551] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:48.847675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:48.864486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:48.865052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:48.865132] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:48.865166] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:48.894930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:48.895000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:48.895034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:48.895061] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:48.897972] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=79.07%) [2025-10-16T00:23:48.898214] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-10-16T00:23:48.898337] [INFO ] [sig ] BLX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:49.036800] [INFO ] [LOCAL ] Saved forecast: BLX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BLX.txt [2025-10-16T00:23:49.036987] [INFO ] [sig ] [246/1803] Completed BLX in 0.2s | 4.14 sym/s | Total: 59.4s | ETA: 6.3m [2025-10-16T00:23:49.037029] [INFO ] [sig ] [247/1803] Forecasting BMA... [2025-10-16T00:23:49.037065] [INFO ] [sig ] Generating forecast for: BMA [2025-10-16T00:23:49.037098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-10-16T00:23:49.045362] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BMA'. [2025-10-16T00:23:49.045611] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-10-16T00:23:49.069939] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:49.070579] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-10-16T00:23:49.070633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:49.070708] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:49.070746] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:49.070803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:49.087851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:49.088361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:49.088437] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:49.088471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:49.119041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:49.119112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:49.119147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:49.119175] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:49.122079] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=86.09%) [2025-10-16T00:23:49.122325] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-10-16T00:23:49.122445] [INFO ] [sig ] BMA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:49.264129] [INFO ] [LOCAL ] Saved forecast: BMA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BMA.txt [2025-10-16T00:23:49.264357] [INFO ] [sig ] [247/1803] Completed BMA in 0.2s | 4.14 sym/s | Total: 59.6s | ETA: 6.3m [2025-10-16T00:23:49.264418] [INFO ] [sig ] [248/1803] Forecasting BME... [2025-10-16T00:23:49.264451] [INFO ] [sig ] Generating forecast for: BME [2025-10-16T00:23:49.264481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-10-16T00:23:49.273435] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BME'. [2025-10-16T00:23:49.273714] [INFO ] [FORECASTER] Starting predict_future for BME [2025-10-16T00:23:49.298006] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:49.298714] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-10-16T00:23:49.298768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:49.298802] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:49.298829] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:49.298889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:49.316339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:49.317275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:49.317413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:49.317467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:49.353238] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:49.353418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:49.353463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:49.353493] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:49.357113] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=61.43%) [2025-10-16T00:23:49.357445] [INFO ] [FORECASTER] Completed predict_future for BME [2025-10-16T00:23:49.357592] [INFO ] [sig ] BME: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:49.502229] [INFO ] [LOCAL ] Saved forecast: BME 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BME.txt [2025-10-16T00:23:49.502478] [INFO ] [sig ] [248/1803] Completed BME in 0.2s | 4.14 sym/s | Total: 59.9s | ETA: 6.3m [2025-10-16T00:23:49.502522] [INFO ] [sig ] [249/1803] Forecasting BMEZ... [2025-10-16T00:23:49.502553] [INFO ] [sig ] Generating forecast for: BMEZ [2025-10-16T00:23:49.502585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-10-16T00:23:49.511693] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BMEZ'. [2025-10-16T00:23:49.512047] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-10-16T00:23:49.537491] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:49.538283] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-10-16T00:23:49.538339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:49.538374] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:49.538402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:49.538460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:49.556223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:49.556878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:49.556963] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:49.556998] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:49.589231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:49.589390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:49.589463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:49.589494] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:49.594521] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=49.02%) [2025-10-16T00:23:49.594832] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-10-16T00:23:49.594970] [INFO ] [sig ] BMEZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:49.737564] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BMEZ.txt [2025-10-16T00:23:49.737799] [INFO ] [sig ] [249/1803] Completed BMEZ in 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T00:23:49.737860] [INFO ] [sig ] [250/1803] Forecasting BMI... [2025-10-16T00:23:49.737894] [INFO ] [sig ] Generating forecast for: BMI [2025-10-16T00:23:49.737925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-10-16T00:23:49.746261] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BMI'. [2025-10-16T00:23:49.746552] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-10-16T00:23:49.772941] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:49.773751] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-10-16T00:23:49.773810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:49.773846] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:49.773876] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:49.773933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:49.791491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:49.792196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:49.792297] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:49.792333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:49.820746] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:49.820875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:49.820914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:49.820944] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:49.824309] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=42.50%) [2025-10-16T00:23:49.824573] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-10-16T00:23:49.824735] [INFO ] [sig ] BMI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:49.969842] [INFO ] [LOCAL ] Saved forecast: BMI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BMI.txt [2025-10-16T00:23:49.970156] [INFO ] [sig ] [250/1803] Completed BMI in 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:49.970223] [INFO ] [sig ] [251/1803] Forecasting BMN... [2025-10-16T00:23:49.970259] [INFO ] [sig ] Generating forecast for: BMN [2025-10-16T00:23:49.970293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-10-16T00:23:49.978838] [DEBUG] [REMOTE ] Successfully parsed 1790 rows of historical data for symbol 'BMN'. [2025-10-16T00:23:49.979142] [INFO ] [FORECASTER] Starting predict_future for BMN [2025-10-16T00:23:50.005801] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:50.006548] [DEBUG] [LOCAL ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt [2025-10-16T00:23:50.006604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:50.006639] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:50.006715] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:50.006778] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:50.023625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:50.024178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:50.024256] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:50.024290] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:50.049493] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:50.049625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:50.049708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:50.049750] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:50.053013] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=76.84%) [2025-10-16T00:23:50.053278] [INFO ] [FORECASTER] Completed predict_future for BMN [2025-10-16T00:23:50.053403] [INFO ] [sig ] BMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:50.197918] [INFO ] [LOCAL ] Saved forecast: BMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BMN.txt [2025-10-16T00:23:50.198131] [INFO ] [sig ] [251/1803] Completed BMN in 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:50.198173] [INFO ] [sig ] [252/1803] Forecasting BMO... [2025-10-16T00:23:50.198204] [INFO ] [sig ] Generating forecast for: BMO [2025-10-16T00:23:50.198235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-10-16T00:23:50.206948] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BMO'. [2025-10-16T00:23:50.207209] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-10-16T00:23:50.233067] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:50.233795] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-10-16T00:23:50.233864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:50.233898] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:50.233927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:50.233985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:50.251556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:50.252132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:50.252211] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:50.252244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:50.284386] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:50.284473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:50.284510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:50.284540] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:50.287682] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=63.03%) [2025-10-16T00:23:50.287944] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-10-16T00:23:50.288072] [INFO ] [sig ] BMO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:50.430710] [INFO ] [LOCAL ] Saved forecast: BMO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BMO.txt [2025-10-16T00:23:50.430973] [INFO ] [sig ] [252/1803] Completed BMO in 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:50.431036] [INFO ] [sig ] [253/1803] Forecasting BMY... [2025-10-16T00:23:50.431071] [INFO ] [sig ] Generating forecast for: BMY [2025-10-16T00:23:50.431103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-10-16T00:23:50.439304] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BMY'. [2025-10-16T00:23:50.439567] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-10-16T00:23:50.465204] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:50.465975] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-10-16T00:23:50.466032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:50.466067] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:50.466097] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:50.466159] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:50.483838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:50.484702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:50.484793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:50.484830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:50.521329] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:50.521501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:50.521544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:50.521576] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:50.525033] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=95.29%) [2025-10-16T00:23:50.525302] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-10-16T00:23:50.525428] [INFO ] [sig ] BMY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:50.678506] [INFO ] [LOCAL ] Saved forecast: BMY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BMY.txt [2025-10-16T00:23:50.678890] [INFO ] [sig ] [253/1803] Completed BMY in 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:50.678963] [INFO ] [sig ] [254/1803] Forecasting BN... [2025-10-16T00:23:50.679010] [INFO ] [sig ] Generating forecast for: BN [2025-10-16T00:23:50.679052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-10-16T00:23:50.688304] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BN'. [2025-10-16T00:23:50.688682] [INFO ] [FORECASTER] Starting predict_future for BN [2025-10-16T00:23:50.714508] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:50.715284] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-10-16T00:23:50.715339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:50.715374] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:50.715402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:50.715458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:50.732852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:50.733375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:50.733455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:50.733488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:50.769368] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:50.769463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:50.769499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:50.769527] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:50.772674] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=90.01%) [2025-10-16T00:23:50.772926] [INFO ] [FORECASTER] Completed predict_future for BN [2025-10-16T00:23:50.773056] [INFO ] [sig ] BN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:50.912111] [INFO ] [LOCAL ] Saved forecast: BN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BN.txt [2025-10-16T00:23:50.912359] [INFO ] [sig ] [254/1803] Completed BN in 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:50.912401] [INFO ] [sig ] [255/1803] Forecasting BNED... [2025-10-16T00:23:50.912430] [INFO ] [sig ] Generating forecast for: BNED [2025-10-16T00:23:50.912461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-10-16T00:23:50.920791] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BNED'. [2025-10-16T00:23:50.921079] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-10-16T00:23:50.945717] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:50.946448] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-10-16T00:23:50.946502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:50.946536] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:50.946563] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:50.946619] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:50.963589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:50.964256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:50.964340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:50.964373] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:51.000544] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:51.000690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:51.000745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:51.000777] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:51.003936] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=17.17%) [2025-10-16T00:23:51.004193] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-10-16T00:23:51.004347] [INFO ] [sig ] BNED: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:51.144364] [INFO ] [LOCAL ] Saved forecast: BNED 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BNED.txt [2025-10-16T00:23:51.144600] [INFO ] [sig ] [255/1803] Completed BNED in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:51.144804] [INFO ] [sig ] [256/1803] Forecasting BNJ... [2025-10-16T00:23:51.144862] [INFO ] [sig ] Generating forecast for: BNJ [2025-10-16T00:23:51.144896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-10-16T00:23:51.153184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BNJ'. [2025-10-16T00:23:51.153503] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-10-16T00:23:51.178071] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:51.178857] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-10-16T00:23:51.178912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:51.178945] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:51.178972] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:51.179028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:51.195882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:51.196558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:51.196669] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:51.196724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:51.237232] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:51.237397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:51.237448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:51.237480] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:51.241089] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-10-16T00:23:51.241350] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-10-16T00:23:51.241509] [INFO ] [sig ] BNJ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:51.380378] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BNJ.txt [2025-10-16T00:23:51.380588] [INFO ] [sig ] [256/1803] Completed BNJ in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:51.380631] [INFO ] [sig ] [257/1803] Forecasting BNL... [2025-10-16T00:23:51.380700] [INFO ] [sig ] Generating forecast for: BNL [2025-10-16T00:23:51.380742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-10-16T00:23:51.389689] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BNL'. [2025-10-16T00:23:51.389949] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-10-16T00:23:51.414394] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:51.415137] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-10-16T00:23:51.415191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:51.415225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:51.415253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:51.415308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:51.432247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:51.432801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:51.432880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:51.432928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:51.469561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:51.469687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:51.469739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:51.469770] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:51.472903] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=52.84%) [2025-10-16T00:23:51.473162] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-10-16T00:23:51.473294] [INFO ] [sig ] BNL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:51.610814] [INFO ] [LOCAL ] Saved forecast: BNL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BNL.txt [2025-10-16T00:23:51.611052] [INFO ] [sig ] [257/1803] Completed BNL in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:51.611094] [INFO ] [sig ] [258/1803] Forecasting BNS... [2025-10-16T00:23:51.611125] [INFO ] [sig ] Generating forecast for: BNS [2025-10-16T00:23:51.611156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-10-16T00:23:51.619405] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BNS'. [2025-10-16T00:23:51.619693] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-10-16T00:23:51.643734] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:51.644437] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-10-16T00:23:51.644492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:51.644524] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:51.644551] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:51.644607] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:51.661312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:51.661866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:51.661947] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:51.661981] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:51.698717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:51.698804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:51.698839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:51.698866] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:51.701846] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=21.69%) [2025-10-16T00:23:51.702099] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-10-16T00:23:51.702225] [INFO ] [sig ] BNS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:51.839490] [INFO ] [LOCAL ] Saved forecast: BNS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BNS.txt [2025-10-16T00:23:51.839724] [INFO ] [sig ] [258/1803] Completed BNS in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:51.839784] [INFO ] [sig ] [259/1803] Forecasting BNT... [2025-10-16T00:23:51.839817] [INFO ] [sig ] Generating forecast for: BNT [2025-10-16T00:23:51.839848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'. [2025-10-16T00:23:51.847920] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BNT'. [2025-10-16T00:23:51.848181] [INFO ] [FORECASTER] Starting predict_future for BNT [2025-10-16T00:23:51.872448] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:51.873143] [DEBUG] [LOCAL ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt [2025-10-16T00:23:51.873197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:51.873243] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:51.873315] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:51.873382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:51.890176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:51.890738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:51.890820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:51.890853] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:51.925745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:51.925844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:51.925881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:51.925909] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:51.929038] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: UP (p=77.91%) [2025-10-16T00:23:51.929291] [INFO ] [FORECASTER] Completed predict_future for BNT [2025-10-16T00:23:51.929421] [INFO ] [sig ] BNT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:52.067502] [INFO ] [LOCAL ] Saved forecast: BNT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BNT.txt [2025-10-16T00:23:52.067733] [INFO ] [sig ] [259/1803] Completed BNT in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:52.067793] [INFO ] [sig ] [260/1803] Forecasting BNY... [2025-10-16T00:23:52.067827] [INFO ] [sig ] Generating forecast for: BNY [2025-10-16T00:23:52.067859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-10-16T00:23:52.075607] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BNY'. [2025-10-16T00:23:52.075900] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-10-16T00:23:52.100097] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:52.100817] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-10-16T00:23:52.100872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:52.100905] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:52.100932] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:52.100987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:52.117660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:52.118195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:52.118275] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:52.118307] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:52.155082] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:52.155221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:52.155262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:52.155291] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:52.158618] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=57.29%) [2025-10-16T00:23:52.158915] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-10-16T00:23:52.159047] [INFO ] [sig ] BNY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:52.296716] [INFO ] [LOCAL ] Saved forecast: BNY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BNY.txt [2025-10-16T00:23:52.296930] [INFO ] [sig ] [260/1803] Completed BNY in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:52.296973] [INFO ] [sig ] [261/1803] Forecasting BOC... [2025-10-16T00:23:52.297004] [INFO ] [sig ] Generating forecast for: BOC [2025-10-16T00:23:52.297035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-10-16T00:23:52.305689] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOC'. [2025-10-16T00:23:52.305967] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-10-16T00:23:52.330152] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:52.330886] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-10-16T00:23:52.330940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:52.330973] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:52.331001] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:52.331057] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:52.347852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:52.348377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:52.348456] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:52.348489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:52.384049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:52.384146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:52.384182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:52.384212] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:52.387280] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=74.91%) [2025-10-16T00:23:52.387534] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-10-16T00:23:52.387694] [INFO ] [sig ] BOC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:52.524973] [INFO ] [LOCAL ] Saved forecast: BOC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BOC.txt [2025-10-16T00:23:52.525205] [INFO ] [sig ] [261/1803] Completed BOC in 0.2s | 4.15 sym/s | Total: 1.0m | ETA: 6.2m [2025-10-16T00:23:52.525248] [INFO ] [sig ] [262/1803] Forecasting BOE... [2025-10-16T00:23:52.525279] [INFO ] [sig ] Generating forecast for: BOE [2025-10-16T00:23:52.525310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-10-16T00:23:52.533713] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOE'. [2025-10-16T00:23:52.533989] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-10-16T00:23:52.558252] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:52.559023] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-10-16T00:23:52.559078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:52.559112] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:52.559140] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:52.559196] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:52.576077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:52.576623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:52.576740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:52.576781] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:52.609931] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:52.610386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:52.610426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:52.610455] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:52.614258] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=45.53%) [2025-10-16T00:23:52.614521] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-10-16T00:23:52.614685] [INFO ] [sig ] BOE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:52.756625] [INFO ] [LOCAL ] Saved forecast: BOE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BOE.txt [2025-10-16T00:23:52.756928] [INFO ] [sig ] [262/1803] Completed BOE in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:52.756991] [INFO ] [sig ] [263/1803] Forecasting BOH... [2025-10-16T00:23:52.757026] [INFO ] [sig ] Generating forecast for: BOH [2025-10-16T00:23:52.757058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-10-16T00:23:52.766348] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOH'. [2025-10-16T00:23:52.766629] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-10-16T00:23:52.791831] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:52.792546] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-10-16T00:23:52.792600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:52.792633] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:52.792702] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:52.792770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:52.809551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:52.810221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:52.810303] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:52.810336] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:52.848182] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:52.848275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:52.848312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:52.848340] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:52.851460] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=75.78%) [2025-10-16T00:23:52.851754] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-10-16T00:23:52.851891] [INFO ] [sig ] BOH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:52.988781] [INFO ] [LOCAL ] Saved forecast: BOH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BOH.txt [2025-10-16T00:23:52.988989] [INFO ] [sig ] [263/1803] Completed BOH in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:52.989031] [INFO ] [sig ] [264/1803] Forecasting BOND... [2025-10-16T00:23:52.989062] [INFO ] [sig ] Generating forecast for: BOND [2025-10-16T00:23:52.989093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-10-16T00:23:52.997066] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOND'. [2025-10-16T00:23:52.997346] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-10-16T00:23:53.021720] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:53.022389] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-10-16T00:23:53.022442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:53.022475] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:53.022502] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:53.022558] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:53.039304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:53.039868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:53.039949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:53.039983] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:53.076976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:53.077061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:53.077097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:53.077125] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:53.080155] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=27.28%) [2025-10-16T00:23:53.080405] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-10-16T00:23:53.080533] [INFO ] [sig ] BOND: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:53.218370] [INFO ] [LOCAL ] Saved forecast: BOND 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BOND.txt [2025-10-16T00:23:53.218597] [INFO ] [sig ] [264/1803] Completed BOND in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:53.218681] [INFO ] [sig ] [265/1803] Forecasting BOOT... [2025-10-16T00:23:53.218730] [INFO ] [sig ] Generating forecast for: BOOT [2025-10-16T00:23:53.218765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'. [2025-10-16T00:23:53.227085] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOOT'. [2025-10-16T00:23:53.227359] [INFO ] [FORECASTER] Starting predict_future for BOOT [2025-10-16T00:23:53.251766] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:53.252461] [DEBUG] [LOCAL ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt [2025-10-16T00:23:53.252516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:53.252551] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:53.252578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:53.252634] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:53.269504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:53.270098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:53.270182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:53.270223] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:53.305764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:53.305846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:53.305880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:53.305909] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:53.308907] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=14.71%) [2025-10-16T00:23:53.309157] [INFO ] [FORECASTER] Completed predict_future for BOOT [2025-10-16T00:23:53.309321] [INFO ] [sig ] BOOT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:53.447338] [INFO ] [LOCAL ] Saved forecast: BOOT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BOOT.txt [2025-10-16T00:23:53.447561] [INFO ] [sig ] [265/1803] Completed BOOT in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:53.447606] [INFO ] [sig ] [266/1803] Forecasting BOW... [2025-10-16T00:23:53.447636] [INFO ] [sig ] Generating forecast for: BOW [2025-10-16T00:23:53.447710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'. [2025-10-16T00:23:53.455806] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOW'. [2025-10-16T00:23:53.456084] [INFO ] [FORECASTER] Starting predict_future for BOW [2025-10-16T00:23:53.480517] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:53.481258] [DEBUG] [LOCAL ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt [2025-10-16T00:23:53.481313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:53.481361] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:53.481390] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:53.481446] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:53.498189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:53.498797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:53.498878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:53.498912] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:53.536560] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:53.536752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:53.536804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:53.536835] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:53.540065] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: UP (p=84.96%) [2025-10-16T00:23:53.540324] [INFO ] [FORECASTER] Completed predict_future for BOW [2025-10-16T00:23:53.540453] [INFO ] [sig ] BOW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:53.680280] [INFO ] [LOCAL ] Saved forecast: BOW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BOW.txt [2025-10-16T00:23:53.680504] [INFO ] [sig ] [266/1803] Completed BOW in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:53.680551] [INFO ] [sig ] [267/1803] Forecasting BOX... [2025-10-16T00:23:53.680583] [INFO ] [sig ] Generating forecast for: BOX [2025-10-16T00:23:53.680615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-10-16T00:23:53.689013] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BOX'. [2025-10-16T00:23:53.689306] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-10-16T00:23:53.714045] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:53.714743] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-10-16T00:23:53.714798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:53.714831] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:53.714858] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:53.714914] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:53.732374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:53.732966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:53.733047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:53.733080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:53.768516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:53.768695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:53.768751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:53.768783] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:53.772132] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=62.89%) [2025-10-16T00:23:53.772402] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-10-16T00:23:53.772537] [INFO ] [sig ] BOX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:53.910410] [INFO ] [LOCAL ] Saved forecast: BOX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BOX.txt [2025-10-16T00:23:53.910614] [INFO ] [sig ] [267/1803] Completed BOX in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:53.910686] [INFO ] [sig ] [268/1803] Forecasting BR... [2025-10-16T00:23:53.910741] [INFO ] [sig ] Generating forecast for: BR [2025-10-16T00:23:53.910774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'. [2025-10-16T00:23:53.918821] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BR'. [2025-10-16T00:23:53.919119] [INFO ] [FORECASTER] Starting predict_future for BR [2025-10-16T00:23:53.944053] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:53.944784] [DEBUG] [LOCAL ] No optimal features file found for BR: ./output/feature-sets/BR.txt [2025-10-16T00:23:53.944840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:53.944874] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:53.944901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:53.944957] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:53.961881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:53.962426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:53.962507] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:53.962540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:53.997414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:53.997520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:53.997558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:53.997587] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:54.000808] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: UP (p=81.79%) [2025-10-16T00:23:54.001067] [INFO ] [FORECASTER] Completed predict_future for BR [2025-10-16T00:23:54.001199] [INFO ] [sig ] BR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:54.197822] [INFO ] [LOCAL ] Saved forecast: BR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BR.txt [2025-10-16T00:23:54.198100] [INFO ] [sig ] [268/1803] Completed BR in 0.3s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:54.198172] [INFO ] [sig ] [269/1803] Forecasting BRBR... [2025-10-16T00:23:54.198218] [INFO ] [sig ] Generating forecast for: BRBR [2025-10-16T00:23:54.198252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'. [2025-10-16T00:23:54.207145] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRBR'. [2025-10-16T00:23:54.207427] [INFO ] [FORECASTER] Starting predict_future for BRBR [2025-10-16T00:23:54.232158] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:54.232888] [DEBUG] [LOCAL ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt [2025-10-16T00:23:54.232944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:54.232977] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:54.233005] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:54.233062] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:54.250398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:54.251067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:54.251177] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:54.251232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:54.286971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:54.287087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:54.287144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:54.287178] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:54.290433] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: UP (p=91.84%) [2025-10-16T00:23:54.290726] [INFO ] [FORECASTER] Completed predict_future for BRBR [2025-10-16T00:23:54.290866] [INFO ] [sig ] BRBR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:54.430399] [INFO ] [LOCAL ] Saved forecast: BRBR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRBR.txt [2025-10-16T00:23:54.430616] [INFO ] [sig ] [269/1803] Completed BRBR in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:54.430691] [INFO ] [sig ] [270/1803] Forecasting BRC... [2025-10-16T00:23:54.430737] [INFO ] [sig ] Generating forecast for: BRC [2025-10-16T00:23:54.430770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-10-16T00:23:54.439000] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRC'. [2025-10-16T00:23:54.439279] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-10-16T00:23:54.463853] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:54.464619] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-10-16T00:23:54.464702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:54.464746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:54.464775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:54.464834] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:54.482819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:54.483486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:54.483566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:54.483601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:54.520906] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:54.521079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:54.521135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:54.521167] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:54.524676] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=78.31%) [2025-10-16T00:23:54.524949] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-10-16T00:23:54.525081] [INFO ] [sig ] BRC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:54.671417] [INFO ] [LOCAL ] Saved forecast: BRC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRC.txt [2025-10-16T00:23:54.671676] [INFO ] [sig ] [270/1803] Completed BRC in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:54.671738] [INFO ] [sig ] [271/1803] Forecasting BRCC... [2025-10-16T00:23:54.671773] [INFO ] [sig ] Generating forecast for: BRCC [2025-10-16T00:23:54.671805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-10-16T00:23:54.680047] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRCC'. [2025-10-16T00:23:54.680308] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-10-16T00:23:54.706222] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:54.706970] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-10-16T00:23:54.707026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:54.707061] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:54.707091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:54.707149] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:54.725687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:54.726283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:54.726366] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:54.726399] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:54.762162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:54.762268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:54.762305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:54.762333] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:54.765607] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=93.12%) [2025-10-16T00:23:54.765894] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-10-16T00:23:54.766058] [INFO ] [sig ] BRCC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:54.915696] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRCC.txt [2025-10-16T00:23:54.915920] [INFO ] [sig ] [271/1803] Completed BRCC in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T00:23:54.915964] [INFO ] [sig ] [272/1803] Forecasting BRO... [2025-10-16T00:23:54.915996] [INFO ] [sig ] Generating forecast for: BRO [2025-10-16T00:23:54.916027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-10-16T00:23:54.924504] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRO'. [2025-10-16T00:23:54.924782] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-10-16T00:23:54.949745] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:54.950468] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-10-16T00:23:54.950524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:54.950604] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:54.950667] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:54.950750] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:54.967453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:54.968079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:54.968165] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:54.968199] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:55.005371] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:55.005495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:55.005535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:55.005565] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:55.008843] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=97.52%) [2025-10-16T00:23:55.009105] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-10-16T00:23:55.009240] [INFO ] [sig ] BRO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:55.147520] [INFO ] [LOCAL ] Saved forecast: BRO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRO.txt [2025-10-16T00:23:55.147750] [INFO ] [sig ] [272/1803] Completed BRO in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:55.147811] [INFO ] [sig ] [273/1803] Forecasting BROS... [2025-10-16T00:23:55.147844] [INFO ] [sig ] Generating forecast for: BROS [2025-10-16T00:23:55.147876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-10-16T00:23:55.156935] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BROS'. [2025-10-16T00:23:55.157275] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-10-16T00:23:55.181685] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:55.182382] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-10-16T00:23:55.182437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:55.182486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:55.182515] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:55.182572] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:55.200093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:55.200755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:55.200840] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:55.200875] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:55.239943] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:55.240124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:55.240168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:55.240198] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:55.243806] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-10-16T00:23:55.244075] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-10-16T00:23:55.244205] [INFO ] [sig ] BROS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:55.388616] [INFO ] [LOCAL ] Saved forecast: BROS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BROS.txt [2025-10-16T00:23:55.388878] [INFO ] [sig ] [273/1803] Completed BROS in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:55.388927] [INFO ] [sig ] [274/1803] Forecasting BRSP... [2025-10-16T00:23:55.388960] [INFO ] [sig ] Generating forecast for: BRSP [2025-10-16T00:23:55.388993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-10-16T00:23:55.397406] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRSP'. [2025-10-16T00:23:55.397704] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-10-16T00:23:55.423038] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:55.423744] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-10-16T00:23:55.423800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:55.423833] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:55.423861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:55.423917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:55.440765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:55.441700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:55.441793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:55.441830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:55.481209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:55.481377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:55.481417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:55.481446] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:55.484856] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=88.90%) [2025-10-16T00:23:55.485124] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-10-16T00:23:55.485264] [INFO ] [sig ] BRSP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:55.630916] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRSP.txt [2025-10-16T00:23:55.631203] [INFO ] [sig ] [274/1803] Completed BRSP in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:55.631275] [INFO ] [sig ] [275/1803] Forecasting BRT... [2025-10-16T00:23:55.631329] [INFO ] [sig ] Generating forecast for: BRT [2025-10-16T00:23:55.631366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'. [2025-10-16T00:23:55.640554] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRT'. [2025-10-16T00:23:55.640976] [INFO ] [FORECASTER] Starting predict_future for BRT [2025-10-16T00:23:55.666339] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:55.667107] [DEBUG] [LOCAL ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt [2025-10-16T00:23:55.667165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:55.667200] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:55.667231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:55.667291] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:55.684572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:55.685256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:55.685342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:55.685378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:55.720976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:55.721069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:55.721107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:55.721137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:55.724276] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-10-16T00:23:55.724537] [INFO ] [FORECASTER] Completed predict_future for BRT [2025-10-16T00:23:55.724704] [INFO ] [sig ] BRT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:55.866621] [INFO ] [LOCAL ] Saved forecast: BRT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRT.txt [2025-10-16T00:23:55.866847] [INFO ] [sig ] [275/1803] Completed BRT in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:55.866894] [INFO ] [sig ] [276/1803] Forecasting BRW... [2025-10-16T00:23:55.866925] [INFO ] [sig ] Generating forecast for: BRW [2025-10-16T00:23:55.866957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'. [2025-10-16T00:23:55.875537] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRW'. [2025-10-16T00:23:55.875831] [INFO ] [FORECASTER] Starting predict_future for BRW [2025-10-16T00:23:55.900905] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:55.901635] [DEBUG] [LOCAL ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt [2025-10-16T00:23:55.901716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:55.901754] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:55.901782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:55.901838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:55.919338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:55.919941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:55.920022] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:55.920058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:55.954922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:55.955013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:55.955050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:55.955080] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:55.958224] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: UP (p=66.31%) [2025-10-16T00:23:55.958486] [INFO ] [FORECASTER] Completed predict_future for BRW [2025-10-16T00:23:55.958688] [INFO ] [sig ] BRW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:56.100197] [INFO ] [LOCAL ] Saved forecast: BRW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BRW.txt [2025-10-16T00:23:56.100407] [INFO ] [sig ] [276/1803] Completed BRW in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:56.100451] [INFO ] [sig ] [277/1803] Forecasting BRX... [2025-10-16T00:23:56.100483] [INFO ] [sig ] Generating forecast for: BRX [2025-10-16T00:23:56.100516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-10-16T00:23:56.108941] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BRX'. [2025-10-16T00:23:56.109209] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-10-16T00:23:56.136932] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:56.137734] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-10-16T00:23:56.137793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:56.137828] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:56.137857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:56.137916] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:56.155022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:56.155585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:56.155689] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:56.155745] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:56.190056] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:56.190151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:56.190188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:56.190217] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:56.193335] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=6.02%) [2025-10-16T00:23:56.193590] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-10-16T00:23:56.193757] [INFO ] [sig ] BRX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:56.332293] [INFO ] [LOCAL ] Saved forecast: BRX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BRX.txt [2025-10-16T00:23:56.332558] [INFO ] [sig ] [277/1803] Completed BRX in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:56.332602] [INFO ] [sig ] [278/1803] Forecasting BSBR... [2025-10-16T00:23:56.332633] [INFO ] [sig ] Generating forecast for: BSBR [2025-10-16T00:23:56.332708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'. [2025-10-16T00:23:56.340953] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BSBR'. [2025-10-16T00:23:56.341230] [INFO ] [FORECASTER] Starting predict_future for BSBR [2025-10-16T00:23:56.366020] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:56.366744] [DEBUG] [LOCAL ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt [2025-10-16T00:23:56.366802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:56.366835] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:56.366863] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:56.366920] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:56.383989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:56.384519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:56.384599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:56.384632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:56.419380] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:56.419504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:56.419559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:56.419589] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:56.422796] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: UP (p=96.97%) [2025-10-16T00:23:56.423061] [INFO ] [FORECASTER] Completed predict_future for BSBR [2025-10-16T00:23:56.423572] [INFO ] [sig ] BSBR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:56.561159] [INFO ] [LOCAL ] Saved forecast: BSBR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BSBR.txt [2025-10-16T00:23:56.561360] [INFO ] [sig ] [278/1803] Completed BSBR in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:56.561403] [INFO ] [sig ] [279/1803] Forecasting BSL... [2025-10-16T00:23:56.561434] [INFO ] [sig ] Generating forecast for: BSL [2025-10-16T00:23:56.561465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-10-16T00:23:56.569929] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BSL'. [2025-10-16T00:23:56.570224] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-10-16T00:23:56.594867] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:56.595607] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-10-16T00:23:56.595687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:56.595735] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:56.595765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:56.595823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:56.612611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:56.613218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:56.613298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:56.613331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:56.649907] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:56.650070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:56.650112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:56.650143] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:56.653605] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=25.80%) [2025-10-16T00:23:56.653909] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-10-16T00:23:56.654051] [INFO ] [sig ] BSL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:56.795386] [INFO ] [LOCAL ] Saved forecast: BSL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BSL.txt [2025-10-16T00:23:56.795600] [INFO ] [sig ] [279/1803] Completed BSL in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:56.795662] [INFO ] [sig ] [280/1803] Forecasting BST... [2025-10-16T00:23:56.795718] [INFO ] [sig ] Generating forecast for: BST [2025-10-16T00:23:56.795754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'. [2025-10-16T00:23:56.804003] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BST'. [2025-10-16T00:23:56.804259] [INFO ] [FORECASTER] Starting predict_future for BST [2025-10-16T00:23:56.828856] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:56.829530] [DEBUG] [LOCAL ] No optimal features file found for BST: ./output/feature-sets/BST.txt [2025-10-16T00:23:56.829583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:56.829617] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:56.829685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:56.829765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:56.847708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:56.848286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:56.848370] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:56.848404] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:56.888092] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:56.888267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:56.888309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:56.888340] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:56.891935] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: DOWN (p=35.29%) [2025-10-16T00:23:56.892204] [INFO ] [FORECASTER] Completed predict_future for BST [2025-10-16T00:23:56.892343] [INFO ] [sig ] BST: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:57.039885] [INFO ] [LOCAL ] Saved forecast: BST 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BST.txt [2025-10-16T00:23:57.040172] [INFO ] [sig ] [280/1803] Completed BST in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:57.040231] [INFO ] [sig ] [281/1803] Forecasting BSTZ... [2025-10-16T00:23:57.040267] [INFO ] [sig ] Generating forecast for: BSTZ [2025-10-16T00:23:57.040299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-10-16T00:23:57.054037] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BSTZ'. [2025-10-16T00:23:57.054577] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-10-16T00:23:57.081383] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:57.082125] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-10-16T00:23:57.082181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:57.082215] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:57.082243] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:57.082298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:57.100670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:57.101395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:57.101482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:57.101517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:57.136905] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:57.137008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:57.137045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:57.137074] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:57.140511] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=98.96%) [2025-10-16T00:23:57.140819] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-10-16T00:23:57.140964] [INFO ] [sig ] BSTZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:57.288598] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BSTZ.txt [2025-10-16T00:23:57.288843] [INFO ] [sig ] [281/1803] Completed BSTZ in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:57.288896] [INFO ] [sig ] [282/1803] Forecasting BSX... [2025-10-16T00:23:57.288931] [INFO ] [sig ] Generating forecast for: BSX [2025-10-16T00:23:57.289012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-10-16T00:23:57.297749] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BSX'. [2025-10-16T00:23:57.298119] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-10-16T00:23:57.323851] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:57.324605] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-10-16T00:23:57.324685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:57.324733] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:57.324763] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:57.324820] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:57.342602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:57.343207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:57.343288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:57.343323] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:57.382330] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:57.382428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:57.382465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:57.382493] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:57.385953] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=93.22%) [2025-10-16T00:23:57.386218] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-10-16T00:23:57.386353] [INFO ] [sig ] BSX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:57.533077] [INFO ] [LOCAL ] Saved forecast: BSX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BSX.txt [2025-10-16T00:23:57.533302] [INFO ] [sig ] [282/1803] Completed BSX in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:57.533350] [INFO ] [sig ] [283/1803] Forecasting BTA... [2025-10-16T00:23:57.533383] [INFO ] [sig ] Generating forecast for: BTA [2025-10-16T00:23:57.533416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-10-16T00:23:57.541821] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTA'. [2025-10-16T00:23:57.542094] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-10-16T00:23:57.567779] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:57.568511] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-10-16T00:23:57.568593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:57.568638] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:57.568758] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:57.568825] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:57.586677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:57.587265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:57.587349] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:57.587383] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:57.624290] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:57.624391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:57.624435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:57.624464] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:57.627727] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=2.41%) [2025-10-16T00:23:57.627982] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-10-16T00:23:57.628116] [INFO ] [sig ] BTA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:57.774571] [INFO ] [LOCAL ] Saved forecast: BTA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BTA.txt [2025-10-16T00:23:57.774819] [INFO ] [sig ] [283/1803] Completed BTA in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:57.774878] [INFO ] [sig ] [284/1803] Forecasting BTCM... [2025-10-16T00:23:57.774913] [INFO ] [sig ] Generating forecast for: BTCM [2025-10-16T00:23:57.774944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'. [2025-10-16T00:23:57.783513] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTCM'. [2025-10-16T00:23:57.783828] [INFO ] [FORECASTER] Starting predict_future for BTCM [2025-10-16T00:23:57.809621] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:57.810356] [DEBUG] [LOCAL ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt [2025-10-16T00:23:57.810412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:57.810448] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:57.810476] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:57.810534] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:57.827170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:57.827714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:57.827796] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:57.827831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:57.856372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:57.856460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:57.856496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:57.856525] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:57.859637] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: UP (p=83.37%) [2025-10-16T00:23:57.859918] [INFO ] [FORECASTER] Completed predict_future for BTCM [2025-10-16T00:23:57.860043] [INFO ] [sig ] BTCM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:57.998334] [INFO ] [LOCAL ] Saved forecast: BTCM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BTCM.txt [2025-10-16T00:23:57.998554] [INFO ] [sig ] [284/1803] Completed BTCM in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:57.998616] [INFO ] [sig ] [285/1803] Forecasting BTE... [2025-10-16T00:23:57.998677] [INFO ] [sig ] Generating forecast for: BTE [2025-10-16T00:23:57.998728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-10-16T00:23:58.006687] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTE'. [2025-10-16T00:23:58.006954] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-10-16T00:23:58.031956] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:58.032811] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-10-16T00:23:58.032900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:58.032940] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:58.032969] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:58.033027] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:58.049947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:58.050536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:58.050616] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:58.050676] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:58.080248] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:58.080423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:58.080487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:58.080519] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:58.084096] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=68.76%) [2025-10-16T00:23:58.084378] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-10-16T00:23:58.084509] [INFO ] [sig ] BTE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:58.226838] [INFO ] [LOCAL ] Saved forecast: BTE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BTE.txt [2025-10-16T00:23:58.227037] [INFO ] [sig ] [285/1803] Completed BTE in 0.2s | 4.15 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:58.227078] [INFO ] [sig ] [286/1803] Forecasting BTI... [2025-10-16T00:23:58.227108] [INFO ] [sig ] Generating forecast for: BTI [2025-10-16T00:23:58.227139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-10-16T00:23:58.235299] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTI'. [2025-10-16T00:23:58.235560] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-10-16T00:23:58.260475] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:58.261209] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-10-16T00:23:58.261265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:58.261300] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:58.261331] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:58.261428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:58.278971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:58.279499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:58.279579] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:58.279613] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:58.308165] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:58.308244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:58.308280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:58.308309] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:58.311449] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=1.12%) [2025-10-16T00:23:58.311743] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-10-16T00:23:58.311875] [INFO ] [sig ] BTI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:58.453192] [INFO ] [LOCAL ] Saved forecast: BTI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BTI.txt [2025-10-16T00:23:58.453436] [INFO ] [sig ] [286/1803] Completed BTI in 0.2s | 4.16 sym/s | Total: 1.1m | ETA: 6.1m [2025-10-16T00:23:58.453478] [INFO ] [sig ] [287/1803] Forecasting BTO... [2025-10-16T00:23:58.453509] [INFO ] [sig ] Generating forecast for: BTO [2025-10-16T00:23:58.453539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-10-16T00:23:58.462591] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTO'. [2025-10-16T00:23:58.463135] [INFO ] [FORECASTER] Starting predict_future for BTO [2025-10-16T00:23:58.498623] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:58.499470] [DEBUG] [LOCAL ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt [2025-10-16T00:23:58.499526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:58.499562] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:58.499591] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:58.499701] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:58.516595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:58.517276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:58.517364] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:58.517398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:58.551012] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:58.551162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:58.551202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:58.551231] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:58.554619] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=8.39%) [2025-10-16T00:23:58.554923] [INFO ] [FORECASTER] Completed predict_future for BTO [2025-10-16T00:23:58.555055] [INFO ] [sig ] BTO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:58.693164] [INFO ] [LOCAL ] Saved forecast: BTO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BTO.txt [2025-10-16T00:23:58.693377] [INFO ] [sig ] [287/1803] Completed BTO in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:23:58.693418] [INFO ] [sig ] [288/1803] Forecasting BTT... [2025-10-16T00:23:58.693448] [INFO ] [sig ] Generating forecast for: BTT [2025-10-16T00:23:58.693479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'. [2025-10-16T00:23:58.702383] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTT'. [2025-10-16T00:23:58.702876] [INFO ] [FORECASTER] Starting predict_future for BTT [2025-10-16T00:23:58.727699] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:58.728379] [DEBUG] [LOCAL ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt [2025-10-16T00:23:58.728436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:58.728469] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:58.728496] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:58.728577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:58.745499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:58.746062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:58.746179] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:58.746217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:58.780070] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:58.780174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:58.780211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:58.780240] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:58.783342] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: UP (p=54.73%) [2025-10-16T00:23:58.783601] [INFO ] [FORECASTER] Completed predict_future for BTT [2025-10-16T00:23:58.783761] [INFO ] [sig ] BTT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:58.922802] [INFO ] [LOCAL ] Saved forecast: BTT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BTT.txt [2025-10-16T00:23:58.923032] [INFO ] [sig ] [288/1803] Completed BTT in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:23:58.923076] [INFO ] [sig ] [289/1803] Forecasting BTZ... [2025-10-16T00:23:58.923108] [INFO ] [sig ] Generating forecast for: BTZ [2025-10-16T00:23:58.923141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-10-16T00:23:58.931586] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BTZ'. [2025-10-16T00:23:58.931935] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-10-16T00:23:58.956199] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:58.956931] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-10-16T00:23:58.956985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:58.957020] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:58.957048] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:58.957105] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:58.974039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:58.974551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:58.974628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:58.974697] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:59.009441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:59.009619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:59.009699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:59.009748] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:59.013328] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=86.76%) [2025-10-16T00:23:59.013637] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-10-16T00:23:59.013826] [INFO ] [sig ] BTZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:59.156533] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BTZ.txt [2025-10-16T00:23:59.156793] [INFO ] [sig ] [289/1803] Completed BTZ in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:23:59.156855] [INFO ] [sig ] [290/1803] Forecasting BUD... [2025-10-16T00:23:59.156889] [INFO ] [sig ] Generating forecast for: BUD [2025-10-16T00:23:59.156921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-10-16T00:23:59.165371] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BUD'. [2025-10-16T00:23:59.165710] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-10-16T00:23:59.190002] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:59.190719] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-10-16T00:23:59.190774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:59.190807] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:59.190835] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:59.190891] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:59.207995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:59.208535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:59.208630] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:59.208709] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:59.242700] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:59.242849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:59.242889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:59.242919] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:59.246230] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=66.07%) [2025-10-16T00:23:59.246491] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-10-16T00:23:59.246616] [INFO ] [sig ] BUD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:59.385807] [INFO ] [LOCAL ] Saved forecast: BUD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BUD.txt [2025-10-16T00:23:59.386027] [INFO ] [sig ] [290/1803] Completed BUD in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:23:59.386070] [INFO ] [sig ] [291/1803] Forecasting BUI... [2025-10-16T00:23:59.386101] [INFO ] [sig ] Generating forecast for: BUI [2025-10-16T00:23:59.386132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-10-16T00:23:59.394531] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BUI'. [2025-10-16T00:23:59.394851] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-10-16T00:23:59.419194] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:59.419962] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-10-16T00:23:59.420016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:59.420050] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:59.420079] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:59.420140] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:59.437072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:59.437781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:59.437862] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:59.437897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:59.475570] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:59.475792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:59.475877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:59.475942] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:59.482157] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=93.86%) [2025-10-16T00:23:59.482458] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-10-16T00:23:59.482597] [INFO ] [sig ] BUI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:23:59.628000] [INFO ] [LOCAL ] Saved forecast: BUI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BUI.txt [2025-10-16T00:23:59.628235] [INFO ] [sig ] [291/1803] Completed BUI in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:23:59.628277] [INFO ] [sig ] [292/1803] Forecasting BUR... [2025-10-16T00:23:59.628307] [INFO ] [sig ] Generating forecast for: BUR [2025-10-16T00:23:59.628338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'. [2025-10-16T00:23:59.637250] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BUR'. [2025-10-16T00:23:59.637570] [INFO ] [FORECASTER] Starting predict_future for BUR [2025-10-16T00:23:59.663065] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:59.663814] [DEBUG] [LOCAL ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt [2025-10-16T00:23:59.663870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:59.663904] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:59.663931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:59.663986] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:59.681840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:59.682382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:59.682462] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:59.682496] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:59.720122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:59.720253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:59.720293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:59.720339] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:59.723717] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: DOWN (p=40.34%) [2025-10-16T00:23:59.723992] [INFO ] [FORECASTER] Completed predict_future for BUR [2025-10-16T00:23:59.724125] [INFO ] [sig ] BUR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:23:59.866755] [INFO ] [LOCAL ] Saved forecast: BUR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BUR.txt [2025-10-16T00:23:59.867027] [INFO ] [sig ] [292/1803] Completed BUR in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:23:59.867083] [INFO ] [sig ] [293/1803] Forecasting BURL... [2025-10-16T00:23:59.867117] [INFO ] [sig ] Generating forecast for: BURL [2025-10-16T00:23:59.867150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-10-16T00:23:59.875717] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BURL'. [2025-10-16T00:23:59.876036] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-10-16T00:23:59.901008] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:23:59.901808] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-10-16T00:23:59.901864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:23:59.901898] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:23:59.901927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:23:59.901985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:23:59.918885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:23:59.919431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:23:59.919508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:23:59.919542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:23:59.960339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:23:59.960531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:23:59.960593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:23:59.960628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:23:59.964438] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=93.38%) [2025-10-16T00:23:59.964802] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-10-16T00:23:59.964948] [INFO ] [sig ] BURL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:00.106985] [INFO ] [LOCAL ] Saved forecast: BURL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BURL.txt [2025-10-16T00:24:00.107219] [INFO ] [sig ] [293/1803] Completed BURL in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T00:24:00.107263] [INFO ] [sig ] [294/1803] Forecasting BVN... [2025-10-16T00:24:00.107296] [INFO ] [sig ] Generating forecast for: BVN [2025-10-16T00:24:00.107328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-10-16T00:24:00.116701] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BVN'. [2025-10-16T00:24:00.117072] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-10-16T00:24:00.142634] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:00.143484] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-10-16T00:24:00.143543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:00.143578] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:00.143607] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:00.143688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:00.161221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:00.162019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:00.162106] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:00.162141] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:00.199115] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:00.199240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:00.199280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:00.199309] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:00.202671] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=39.73%) [2025-10-16T00:24:00.202946] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-10-16T00:24:00.203080] [INFO ] [sig ] BVN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:00.343774] [INFO ] [LOCAL ] Saved forecast: BVN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BVN.txt [2025-10-16T00:24:00.344020] [INFO ] [sig ] [294/1803] Completed BVN in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:00.344104] [INFO ] [sig ] [295/1803] Forecasting BW... [2025-10-16T00:24:00.344144] [INFO ] [sig ] Generating forecast for: BW [2025-10-16T00:24:00.344176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-10-16T00:24:00.352920] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BW'. [2025-10-16T00:24:00.353190] [INFO ] [FORECASTER] Starting predict_future for BW [2025-10-16T00:24:00.377387] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:00.378147] [DEBUG] [LOCAL ] No optimal features file found for BW: ./output/feature-sets/BW.txt [2025-10-16T00:24:00.378204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:00.378237] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:00.378264] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:00.378322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:00.395010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:00.395590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:00.395694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:00.395745] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:00.431739] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:00.431818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:00.431853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:00.431881] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:00.434817] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=74.94%) [2025-10-16T00:24:00.435061] [INFO ] [FORECASTER] Completed predict_future for BW [2025-10-16T00:24:00.435188] [INFO ] [sig ] BW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:00.572809] [INFO ] [LOCAL ] Saved forecast: BW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BW.txt [2025-10-16T00:24:00.573053] [INFO ] [sig ] [295/1803] Completed BW in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:00.573096] [INFO ] [sig ] [296/1803] Forecasting BWA... [2025-10-16T00:24:00.573126] [INFO ] [sig ] Generating forecast for: BWA [2025-10-16T00:24:00.573158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-10-16T00:24:00.581302] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWA'. [2025-10-16T00:24:00.581550] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-10-16T00:24:00.605685] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:00.606398] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-10-16T00:24:00.606453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:00.606487] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:00.606516] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:00.606572] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:00.623549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:00.624108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:00.624188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:00.624222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:00.659563] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:00.659712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:00.659764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:00.659796] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:00.663096] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=6.21%) [2025-10-16T00:24:00.663360] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-10-16T00:24:00.663491] [INFO ] [sig ] BWA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:00.807942] [INFO ] [LOCAL ] Saved forecast: BWA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BWA.txt [2025-10-16T00:24:00.808174] [INFO ] [sig ] [296/1803] Completed BWA in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:00.808215] [INFO ] [sig ] [297/1803] Forecasting BWG... [2025-10-16T00:24:00.808246] [INFO ] [sig ] Generating forecast for: BWG [2025-10-16T00:24:00.808277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-10-16T00:24:00.816795] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWG'. [2025-10-16T00:24:00.817040] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-10-16T00:24:00.842356] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:00.843154] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-10-16T00:24:00.843211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:00.843247] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:00.843277] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:00.843335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:00.861837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:00.862671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:00.862761] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:00.862798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:00.899068] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:00.899166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:00.899203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:00.899232] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:00.902275] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=6.17%) [2025-10-16T00:24:00.902528] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-10-16T00:24:00.902682] [INFO ] [sig ] BWG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:01.047080] [INFO ] [LOCAL ] Saved forecast: BWG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BWG.txt [2025-10-16T00:24:01.047277] [INFO ] [sig ] [297/1803] Completed BWG in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:01.047323] [INFO ] [sig ] [298/1803] Forecasting BWLP... [2025-10-16T00:24:01.047355] [INFO ] [sig ] Generating forecast for: BWLP [2025-10-16T00:24:01.047387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'. [2025-10-16T00:24:01.055402] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWLP'. [2025-10-16T00:24:01.055639] [INFO ] [FORECASTER] Starting predict_future for BWLP [2025-10-16T00:24:01.079806] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:01.080485] [DEBUG] [LOCAL ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt [2025-10-16T00:24:01.080538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:01.080572] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:01.080604] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:01.080685] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:01.097583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:01.098127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:01.098205] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:01.098238] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:01.137462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:01.137533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:01.137568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:01.137596] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:01.140576] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: DOWN (p=34.03%) [2025-10-16T00:24:01.140852] [INFO ] [FORECASTER] Completed predict_future for BWLP [2025-10-16T00:24:01.140990] [INFO ] [sig ] BWLP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:01.279161] [INFO ] [LOCAL ] Saved forecast: BWLP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BWLP.txt [2025-10-16T00:24:01.279359] [INFO ] [sig ] [298/1803] Completed BWLP in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:01.279402] [INFO ] [sig ] [299/1803] Forecasting BWMX... [2025-10-16T00:24:01.279436] [INFO ] [sig ] Generating forecast for: BWMX [2025-10-16T00:24:01.279467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'. [2025-10-16T00:24:01.287547] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWMX'. [2025-10-16T00:24:01.287823] [INFO ] [FORECASTER] Starting predict_future for BWMX [2025-10-16T00:24:01.312355] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:01.313039] [DEBUG] [LOCAL ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt [2025-10-16T00:24:01.313092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:01.313125] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:01.313153] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:01.313209] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:01.329896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:01.330398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:01.330476] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:01.330509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:01.365487] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:01.365607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:01.365666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:01.365737] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:01.372618] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: DOWN (p=12.98%) [2025-10-16T00:24:01.373012] [INFO ] [FORECASTER] Completed predict_future for BWMX [2025-10-16T00:24:01.373172] [INFO ] [sig ] BWMX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:01.511185] [INFO ] [LOCAL ] Saved forecast: BWMX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BWMX.txt [2025-10-16T00:24:01.511393] [INFO ] [sig ] [299/1803] Completed BWMX in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:01.511435] [INFO ] [sig ] [300/1803] Forecasting BWNB... [2025-10-16T00:24:01.511465] [INFO ] [sig ] Generating forecast for: BWNB [2025-10-16T00:24:01.511496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'. [2025-10-16T00:24:01.520151] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWNB'. [2025-10-16T00:24:01.520405] [INFO ] [FORECASTER] Starting predict_future for BWNB [2025-10-16T00:24:01.544570] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:01.545258] [DEBUG] [LOCAL ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt [2025-10-16T00:24:01.545311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:01.545344] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:01.545372] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:01.545428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:01.562397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:01.562962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:01.563041] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:01.563075] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:01.597199] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:01.597292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:01.597328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:01.597356] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:01.600505] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: DOWN (p=48.14%) [2025-10-16T00:24:01.600799] [INFO ] [FORECASTER] Completed predict_future for BWNB [2025-10-16T00:24:01.600930] [INFO ] [sig ] BWNB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:01.742513] [INFO ] [LOCAL ] Saved forecast: BWNB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BWNB.txt [2025-10-16T00:24:01.742789] [INFO ] [sig ] [300/1803] Completed BWNB in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:01.742851] [INFO ] [sig ] [301/1803] Forecasting BWSN... [2025-10-16T00:24:01.742884] [INFO ] [sig ] Generating forecast for: BWSN [2025-10-16T00:24:01.742916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'. [2025-10-16T00:24:01.751299] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWSN'. [2025-10-16T00:24:01.751570] [INFO ] [FORECASTER] Starting predict_future for BWSN [2025-10-16T00:24:01.787877] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:01.789148] [DEBUG] [LOCAL ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt [2025-10-16T00:24:01.789235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:01.789295] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:01.789348] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:01.789502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:01.811479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:01.812721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:01.812852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:01.812921] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:01.854171] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:01.854349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:01.854394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:01.854424] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:01.858040] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: UP (p=96.26%) [2025-10-16T00:24:01.858347] [INFO ] [FORECASTER] Completed predict_future for BWSN [2025-10-16T00:24:01.858488] [INFO ] [sig ] BWSN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:02.002234] [INFO ] [LOCAL ] Saved forecast: BWSN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BWSN.txt [2025-10-16T00:24:02.002506] [INFO ] [sig ] [301/1803] Completed BWSN in 0.3s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:02.002550] [INFO ] [sig ] [302/1803] Forecasting BWXT... [2025-10-16T00:24:02.002581] [INFO ] [sig ] Generating forecast for: BWXT [2025-10-16T00:24:02.002612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-10-16T00:24:02.012567] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BWXT'. [2025-10-16T00:24:02.013097] [INFO ] [FORECASTER] Starting predict_future for BWXT [2025-10-16T00:24:02.042464] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:02.043421] [DEBUG] [LOCAL ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt [2025-10-16T00:24:02.043480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:02.043515] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:02.043543] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:02.043601] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:02.060348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:02.061224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:02.061312] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:02.061346] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:02.101053] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:02.101228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:02.101270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:02.101300] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:02.104748] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: UP (p=78.45%) [2025-10-16T00:24:02.105018] [INFO ] [FORECASTER] Completed predict_future for BWXT [2025-10-16T00:24:02.105147] [INFO ] [sig ] BWXT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:02.246691] [INFO ] [LOCAL ] Saved forecast: BWXT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BWXT.txt [2025-10-16T00:24:02.246941] [INFO ] [sig ] [302/1803] Completed BWXT in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:02.246985] [INFO ] [sig ] [303/1803] Forecasting BX... [2025-10-16T00:24:02.247016] [INFO ] [sig ] Generating forecast for: BX [2025-10-16T00:24:02.247047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'. [2025-10-16T00:24:02.256033] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BX'. [2025-10-16T00:24:02.256408] [INFO ] [FORECASTER] Starting predict_future for BX [2025-10-16T00:24:02.281044] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:02.281817] [DEBUG] [LOCAL ] No optimal features file found for BX: ./output/feature-sets/BX.txt [2025-10-16T00:24:02.281873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:02.281908] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:02.281937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:02.281995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:02.299620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:02.300394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:02.300482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:02.300517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:02.337077] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:02.337228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:02.337270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:02.337300] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:02.340751] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: DOWN (p=36.16%) [2025-10-16T00:24:02.341019] [INFO ] [FORECASTER] Completed predict_future for BX [2025-10-16T00:24:02.341149] [INFO ] [sig ] BX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:02.488268] [INFO ] [LOCAL ] Saved forecast: BX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BX.txt [2025-10-16T00:24:02.488536] [INFO ] [sig ] [303/1803] Completed BX in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:02.488666] [INFO ] [sig ] [304/1803] Forecasting BXC... [2025-10-16T00:24:02.488742] [INFO ] [sig ] Generating forecast for: BXC [2025-10-16T00:24:02.488794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-10-16T00:24:02.498287] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BXC'. [2025-10-16T00:24:02.498701] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-10-16T00:24:02.523636] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:02.524473] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-10-16T00:24:02.524530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:02.524565] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:02.524594] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:02.524675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:02.542118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:02.543089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:02.543216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:02.543250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:02.581197] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:02.581369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:02.581857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:02.581899] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:02.586016] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=88.77%) [2025-10-16T00:24:02.586314] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-10-16T00:24:02.586491] [INFO ] [sig ] BXC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:02.737234] [INFO ] [LOCAL ] Saved forecast: BXC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BXC.txt [2025-10-16T00:24:02.737448] [INFO ] [sig ] [304/1803] Completed BXC in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:02.737496] [INFO ] [sig ] [305/1803] Forecasting BXMT... [2025-10-16T00:24:02.737528] [INFO ] [sig ] Generating forecast for: BXMT [2025-10-16T00:24:02.737560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-10-16T00:24:02.746696] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BXMT'. [2025-10-16T00:24:02.747056] [INFO ] [FORECASTER] Starting predict_future for BXMT [2025-10-16T00:24:02.772925] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:02.773783] [DEBUG] [LOCAL ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt [2025-10-16T00:24:02.773843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:02.773878] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:02.773910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:02.773968] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:02.791516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:02.792413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:02.792503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:02.792537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:02.827737] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:02.827934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:02.827979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:02.828009] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:02.831931] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=56.22%) [2025-10-16T00:24:02.832332] [INFO ] [FORECASTER] Completed predict_future for BXMT [2025-10-16T00:24:02.832491] [INFO ] [sig ] BXMT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:02.978777] [INFO ] [LOCAL ] Saved forecast: BXMT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BXMT.txt [2025-10-16T00:24:02.979016] [INFO ] [sig ] [305/1803] Completed BXMT in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:02.979060] [INFO ] [sig ] [306/1803] Forecasting BXMX... [2025-10-16T00:24:02.979090] [INFO ] [sig ] Generating forecast for: BXMX [2025-10-16T00:24:02.979122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-10-16T00:24:02.990710] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BXMX'. [2025-10-16T00:24:02.991174] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-10-16T00:24:03.032564] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:03.033749] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-10-16T00:24:03.033825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:03.033881] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:03.033932] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:03.034033] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:03.052850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:03.053733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:03.053819] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:03.053854] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:03.088734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:03.088897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:03.088939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:03.088986] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:03.092360] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=95.85%) [2025-10-16T00:24:03.092634] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-10-16T00:24:03.092805] [INFO ] [sig ] BXMX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:03.240943] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BXMX.txt [2025-10-16T00:24:03.241154] [INFO ] [sig ] [306/1803] Completed BXMX in 0.3s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:03.241196] [INFO ] [sig ] [307/1803] Forecasting BXP... [2025-10-16T00:24:03.241226] [INFO ] [sig ] Generating forecast for: BXP [2025-10-16T00:24:03.241257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-10-16T00:24:03.250487] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BXP'. [2025-10-16T00:24:03.250775] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-10-16T00:24:03.276099] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:03.276834] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-10-16T00:24:03.276891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:03.276926] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:03.276957] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:03.277016] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:03.294422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:03.294993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:03.295079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:03.295144] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:03.330095] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:03.330207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:03.330277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:03.330330] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:03.335219] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=95.65%) [2025-10-16T00:24:03.335595] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-10-16T00:24:03.335817] [INFO ] [sig ] BXP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:03.485482] [INFO ] [LOCAL ] Saved forecast: BXP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BXP.txt [2025-10-16T00:24:03.485761] [INFO ] [sig ] [307/1803] Completed BXP in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:03.485822] [INFO ] [sig ] [308/1803] Forecasting BXSL... [2025-10-16T00:24:03.485857] [INFO ] [sig ] Generating forecast for: BXSL [2025-10-16T00:24:03.485888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-10-16T00:24:03.494481] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BXSL'. [2025-10-16T00:24:03.494769] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-10-16T00:24:03.526316] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:03.527262] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-10-16T00:24:03.527334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:03.527377] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:03.527434] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:03.527541] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:03.548722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:03.549293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:03.549377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:03.549418] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:03.585945] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:03.586065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:03.586103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:03.586132] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:03.589360] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=17.94%) [2025-10-16T00:24:03.589615] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-10-16T00:24:03.589781] [INFO ] [sig ] BXSL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:03.728365] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BXSL.txt [2025-10-16T00:24:03.728623] [INFO ] [sig ] [308/1803] Completed BXSL in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:03.728708] [INFO ] [sig ] [309/1803] Forecasting BY... [2025-10-16T00:24:03.728748] [INFO ] [sig ] Generating forecast for: BY [2025-10-16T00:24:03.728780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-10-16T00:24:03.737914] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BY'. [2025-10-16T00:24:03.738180] [INFO ] [FORECASTER] Starting predict_future for BY [2025-10-16T00:24:03.762768] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:03.763432] [DEBUG] [LOCAL ] No optimal features file found for BY: ./output/feature-sets/BY.txt [2025-10-16T00:24:03.763486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:03.763519] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:03.763547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:03.763603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:03.780523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:03.781254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:03.781337] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:03.781372] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:03.817480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:03.817620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:03.817693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:03.817738] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:03.821051] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: UP (p=76.74%) [2025-10-16T00:24:03.821313] [INFO ] [FORECASTER] Completed predict_future for BY [2025-10-16T00:24:03.821446] [INFO ] [sig ] BY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:03.960829] [INFO ] [LOCAL ] Saved forecast: BY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BY.txt [2025-10-16T00:24:03.961041] [INFO ] [sig ] [309/1803] Completed BY in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:03.961082] [INFO ] [sig ] [310/1803] Forecasting BYD... [2025-10-16T00:24:03.961112] [INFO ] [sig ] Generating forecast for: BYD [2025-10-16T00:24:03.961144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-10-16T00:24:03.970049] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BYD'. [2025-10-16T00:24:03.970343] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-10-16T00:24:03.994879] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:03.995738] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-10-16T00:24:03.995795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:03.995829] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:03.995856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:03.995912] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:04.013044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:04.013684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:04.013769] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:04.013804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:04.049995] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:04.050078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:04.050113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:04.050141] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:04.053198] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=37.09%) [2025-10-16T00:24:04.053455] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-10-16T00:24:04.053606] [INFO ] [sig ] BYD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:04.192839] [INFO ] [LOCAL ] Saved forecast: BYD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BYD.txt [2025-10-16T00:24:04.193071] [INFO ] [sig ] [310/1803] Completed BYD in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:04.193112] [INFO ] [sig ] [311/1803] Forecasting BYM... [2025-10-16T00:24:04.193144] [INFO ] [sig ] Generating forecast for: BYM [2025-10-16T00:24:04.193175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-10-16T00:24:04.201828] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BYM'. [2025-10-16T00:24:04.202125] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-10-16T00:24:04.226793] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:04.227457] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-10-16T00:24:04.227514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:04.227546] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:04.227573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:04.227629] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:04.244726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:04.245260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:04.245341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:04.245373] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:04.281259] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:04.281355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:04.281391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:04.281419] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:04.284556] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=96.72%) [2025-10-16T00:24:04.284837] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-10-16T00:24:04.284974] [INFO ] [sig ] BYM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:04.423689] [INFO ] [LOCAL ] Saved forecast: BYM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/BYM.txt [2025-10-16T00:24:04.423905] [INFO ] [sig ] [311/1803] Completed BYM in 0.2s | 4.16 sym/s | Total: 1.2m | ETA: 6.0m [2025-10-16T00:24:04.423948] [INFO ] [sig ] [312/1803] Forecasting BZH... [2025-10-16T00:24:04.423984] [INFO ] [sig ] Generating forecast for: BZH [2025-10-16T00:24:04.424016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-10-16T00:24:04.432539] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'BZH'. [2025-10-16T00:24:04.432825] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-10-16T00:24:04.461501] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:04.462211] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-10-16T00:24:04.462265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:04.462298] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:04.462326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:04.462382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:04.479335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:04.479943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:04.480021] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:04.480055] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:04.516162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:04.516265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:04.516303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:04.516332] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:04.519552] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=14.81%) [2025-10-16T00:24:04.519851] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-10-16T00:24:04.519988] [INFO ] [sig ] BZH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:04.658139] [INFO ] [LOCAL ] Saved forecast: BZH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/BZH.txt [2025-10-16T00:24:04.658344] [INFO ] [sig ] [312/1803] Completed BZH in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T00:24:04.658385] [INFO ] [sig ] [313/1803] Forecasting C... [2025-10-16T00:24:04.658417] [INFO ] [sig ] Generating forecast for: C [2025-10-16T00:24:04.658456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-10-16T00:24:04.667999] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'C'. [2025-10-16T00:24:04.668293] [INFO ] [FORECASTER] Starting predict_future for C [2025-10-16T00:24:04.692608] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:04.693308] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-10-16T00:24:04.693362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:04.693394] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:04.693421] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:04.693477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:04.710899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:04.711759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:04.711847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:04.711882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:04.746600] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:04.746696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:04.746743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:04.746774] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:04.749834] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-10-16T00:24:04.750083] [INFO ] [FORECASTER] Completed predict_future for C [2025-10-16T00:24:04.750212] [INFO ] [sig ] C: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:04.890015] [INFO ] [LOCAL ] Saved forecast: C 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/C.txt [2025-10-16T00:24:04.890229] [INFO ] [sig ] [313/1803] Completed C in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T00:24:04.890272] [INFO ] [sig ] [314/1803] Forecasting CAAP... [2025-10-16T00:24:04.890303] [INFO ] [sig ] Generating forecast for: CAAP [2025-10-16T00:24:04.890334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-10-16T00:24:04.899033] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAAP'. [2025-10-16T00:24:04.899286] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-10-16T00:24:04.923522] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:04.924234] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-10-16T00:24:04.924288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:04.924321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:04.924396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:04.924464] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:04.941483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:04.942321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:04.942407] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:04.942441] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:04.979247] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:04.979427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:04.979470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:04.979500] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:04.982963] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=4.36%) [2025-10-16T00:24:04.983234] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-10-16T00:24:04.983370] [INFO ] [sig ] CAAP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:05.126937] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CAAP.txt [2025-10-16T00:24:05.127220] [INFO ] [sig ] [314/1803] Completed CAAP in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T00:24:05.127263] [INFO ] [sig ] [315/1803] Forecasting CACI... [2025-10-16T00:24:05.127293] [INFO ] [sig ] Generating forecast for: CACI [2025-10-16T00:24:05.127324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-10-16T00:24:05.136005] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CACI'. [2025-10-16T00:24:05.136270] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-10-16T00:24:05.162459] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:05.163216] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-10-16T00:24:05.163273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:05.163308] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:05.163336] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:05.163395] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:05.180759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:05.181342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:05.181439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:05.181475] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:05.216937] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:05.217085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:05.217125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:05.217154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:05.220612] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=11.03%) [2025-10-16T00:24:05.220973] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-10-16T00:24:05.221124] [INFO ] [sig ] CACI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:05.360089] [INFO ] [LOCAL ] Saved forecast: CACI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CACI.txt [2025-10-16T00:24:05.360320] [INFO ] [sig ] [315/1803] Completed CACI in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T00:24:05.360361] [INFO ] [sig ] [316/1803] Forecasting CADE... [2025-10-16T00:24:05.360392] [INFO ] [sig ] Generating forecast for: CADE [2025-10-16T00:24:05.360422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-10-16T00:24:05.369383] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CADE'. [2025-10-16T00:24:05.369677] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-10-16T00:24:05.394163] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:05.394889] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-10-16T00:24:05.394945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:05.394980] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:05.395008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:05.395064] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:05.412159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:05.412775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:05.412855] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:05.412888] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:05.450110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:05.450248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:05.450287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:05.450317] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:05.453594] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=25.76%) [2025-10-16T00:24:05.453887] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-10-16T00:24:05.454020] [INFO ] [sig ] CADE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:05.592864] [INFO ] [LOCAL ] Saved forecast: CADE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CADE.txt [2025-10-16T00:24:05.593068] [INFO ] [sig ] [316/1803] Completed CADE in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T00:24:05.593109] [INFO ] [sig ] [317/1803] Forecasting CAE... [2025-10-16T00:24:05.593140] [INFO ] [sig ] Generating forecast for: CAE [2025-10-16T00:24:05.593171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-10-16T00:24:05.602082] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAE'. [2025-10-16T00:24:05.602354] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-10-16T00:24:05.627367] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:05.628185] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-10-16T00:24:05.628244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:05.628278] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:05.628307] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:05.628364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:05.645156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:05.645881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:05.645966] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:05.645999] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:05.682777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:05.682988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:05.683032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:05.683062] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:05.689294] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=18.71%) [2025-10-16T00:24:05.689588] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-10-16T00:24:05.689762] [INFO ] [sig ] CAE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:05.828707] [INFO ] [LOCAL ] Saved forecast: CAE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CAE.txt [2025-10-16T00:24:05.828951] [INFO ] [sig ] [317/1803] Completed CAE in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T00:24:05.828996] [INFO ] [sig ] [318/1803] Forecasting CAF... [2025-10-16T00:24:05.829027] [INFO ] [sig ] Generating forecast for: CAF [2025-10-16T00:24:05.829058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-10-16T00:24:05.837897] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAF'. [2025-10-16T00:24:05.838264] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-10-16T00:24:05.863239] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:05.864058] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-10-16T00:24:05.864116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:05.864150] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:05.864178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:05.864234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:05.881197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:05.882002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:05.882088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:05.882122] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:05.920939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:05.921136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:05.921185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:05.921237] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:05.925189] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=67.75%) [2025-10-16T00:24:05.925508] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-10-16T00:24:05.925682] [INFO ] [sig ] CAF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:06.065045] [INFO ] [LOCAL ] Saved forecast: CAF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CAF.txt [2025-10-16T00:24:06.065260] [INFO ] [sig ] [318/1803] Completed CAF in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:06.065302] [INFO ] [sig ] [319/1803] Forecasting CAG... [2025-10-16T00:24:06.065339] [INFO ] [sig ] Generating forecast for: CAG [2025-10-16T00:24:06.065372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-10-16T00:24:06.075185] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAG'. [2025-10-16T00:24:06.075440] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-10-16T00:24:06.099855] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:06.100569] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-10-16T00:24:06.100633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:06.100708] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:06.100745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:06.100802] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:06.117826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:06.118455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:06.118556] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:06.118614] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:06.155848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:06.156017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:06.156058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:06.156087] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:06.159498] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=61.00%) [2025-10-16T00:24:06.159804] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-10-16T00:24:06.159967] [INFO ] [sig ] CAG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:06.298306] [INFO ] [LOCAL ] Saved forecast: CAG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CAG.txt [2025-10-16T00:24:06.298518] [INFO ] [sig ] [319/1803] Completed CAG in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:06.298592] [INFO ] [sig ] [320/1803] Forecasting CAH... [2025-10-16T00:24:06.298638] [INFO ] [sig ] Generating forecast for: CAH [2025-10-16T00:24:06.298715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-10-16T00:24:06.308109] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAH'. [2025-10-16T00:24:06.308349] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-10-16T00:24:06.332679] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:06.333388] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-10-16T00:24:06.333442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:06.333476] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:06.333504] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:06.333561] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:06.350514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:06.351060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:06.351138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:06.351171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:06.386198] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:06.386329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:06.386368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:06.386398] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:06.389700] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=59.06%) [2025-10-16T00:24:06.389979] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-10-16T00:24:06.390105] [INFO ] [sig ] CAH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:06.529362] [INFO ] [LOCAL ] Saved forecast: CAH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CAH.txt [2025-10-16T00:24:06.529569] [INFO ] [sig ] [320/1803] Completed CAH in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:06.529620] [INFO ] [sig ] [321/1803] Forecasting CALX... [2025-10-16T00:24:06.529696] [INFO ] [sig ] Generating forecast for: CALX [2025-10-16T00:24:06.529744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-10-16T00:24:06.538261] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CALX'. [2025-10-16T00:24:06.538521] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-10-16T00:24:06.563122] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:06.563844] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-10-16T00:24:06.563897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:06.563931] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:06.563960] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:06.564017] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:06.581021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:06.581557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:06.581633] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:06.581706] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:06.618923] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:06.619009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:06.619044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:06.619072] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:06.622128] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=9.93%) [2025-10-16T00:24:06.622380] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-10-16T00:24:06.622521] [INFO ] [sig ] CALX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:06.769167] [INFO ] [LOCAL ] Saved forecast: CALX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CALX.txt [2025-10-16T00:24:06.769369] [INFO ] [sig ] [321/1803] Completed CALX in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:06.769411] [INFO ] [sig ] [322/1803] Forecasting CANG... [2025-10-16T00:24:06.769440] [INFO ] [sig ] Generating forecast for: CANG [2025-10-16T00:24:06.769471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-10-16T00:24:06.778069] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CANG'. [2025-10-16T00:24:06.778318] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-10-16T00:24:06.802953] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:06.803632] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-10-16T00:24:06.803713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:06.803751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:06.803779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:06.803835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:06.821459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:06.822038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:06.822137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:06.822173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:06.856631] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:06.856736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:06.856775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:06.856804] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:06.859842] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: UP (p=58.65%) [2025-10-16T00:24:06.860092] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-10-16T00:24:06.860259] [INFO ] [sig ] CANG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:07.001780] [INFO ] [LOCAL ] Saved forecast: CANG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CANG.txt [2025-10-16T00:24:07.001997] [INFO ] [sig ] [322/1803] Completed CANG in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:07.002042] [INFO ] [sig ] [323/1803] Forecasting CAPL... [2025-10-16T00:24:07.002073] [INFO ] [sig ] Generating forecast for: CAPL [2025-10-16T00:24:07.002111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-10-16T00:24:07.010828] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAPL'. [2025-10-16T00:24:07.011092] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-10-16T00:24:07.036053] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:07.036773] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-10-16T00:24:07.036829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:07.036863] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:07.036893] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:07.036951] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:07.054483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:07.055036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:07.055116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:07.055150] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:07.090220] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:07.090297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:07.090334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:07.090362] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:07.093414] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=69.30%) [2025-10-16T00:24:07.093688] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-10-16T00:24:07.093831] [INFO ] [sig ] CAPL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:07.237363] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CAPL.txt [2025-10-16T00:24:07.237570] [INFO ] [sig ] [323/1803] Completed CAPL in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:07.237612] [INFO ] [sig ] [324/1803] Forecasting CARR... [2025-10-16T00:24:07.237667] [INFO ] [sig ] Generating forecast for: CARR [2025-10-16T00:24:07.237724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'. [2025-10-16T00:24:07.246342] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CARR'. [2025-10-16T00:24:07.246610] [INFO ] [FORECASTER] Starting predict_future for CARR [2025-10-16T00:24:07.271160] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:07.271856] [DEBUG] [LOCAL ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt [2025-10-16T00:24:07.271923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:07.271958] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:07.271986] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:07.272043] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:07.289373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:07.289958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:07.290036] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:07.290073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:07.328749] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:07.328854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:07.328897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:07.328927] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:07.332329] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: UP (p=73.96%) [2025-10-16T00:24:07.332683] [INFO ] [FORECASTER] Completed predict_future for CARR [2025-10-16T00:24:07.332827] [INFO ] [sig ] CARR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:07.472922] [INFO ] [LOCAL ] Saved forecast: CARR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CARR.txt [2025-10-16T00:24:07.473138] [INFO ] [sig ] [324/1803] Completed CARR in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:07.473180] [INFO ] [sig ] [325/1803] Forecasting CARS... [2025-10-16T00:24:07.473210] [INFO ] [sig ] Generating forecast for: CARS [2025-10-16T00:24:07.473241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-10-16T00:24:07.483275] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CARS'. [2025-10-16T00:24:07.483518] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-10-16T00:24:07.508057] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:07.508830] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-10-16T00:24:07.508885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:07.508919] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:07.508948] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:07.509005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:07.526045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:07.526583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:07.526679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:07.526732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:07.562622] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:07.562814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:07.562859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:07.562889] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:07.566262] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=93.24%) [2025-10-16T00:24:07.566520] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-10-16T00:24:07.566676] [INFO ] [sig ] CARS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:07.712453] [INFO ] [LOCAL ] Saved forecast: CARS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CARS.txt [2025-10-16T00:24:07.712693] [INFO ] [sig ] [325/1803] Completed CARS in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:07.712754] [INFO ] [sig ] [326/1803] Forecasting CAT... [2025-10-16T00:24:07.712795] [INFO ] [sig ] Generating forecast for: CAT [2025-10-16T00:24:07.712828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-10-16T00:24:07.721327] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAT'. [2025-10-16T00:24:07.721566] [INFO ] [FORECASTER] Starting predict_future for CAT [2025-10-16T00:24:07.745629] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:07.746325] [DEBUG] [LOCAL ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt [2025-10-16T00:24:07.746379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:07.746412] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:07.746440] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:07.746497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:07.763514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:07.764056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:07.764139] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:07.764173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:07.799453] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:07.799574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:07.799611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:07.799661] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:07.802865] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=66.39%) [2025-10-16T00:24:07.803119] [INFO ] [FORECASTER] Completed predict_future for CAT [2025-10-16T00:24:07.803245] [INFO ] [sig ] CAT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:07.946421] [INFO ] [LOCAL ] Saved forecast: CAT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CAT.txt [2025-10-16T00:24:07.946608] [INFO ] [sig ] [326/1803] Completed CAT in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:07.946675] [INFO ] [sig ] [327/1803] Forecasting CATO... [2025-10-16T00:24:07.946726] [INFO ] [sig ] Generating forecast for: CATO [2025-10-16T00:24:07.946760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-10-16T00:24:07.955042] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CATO'. [2025-10-16T00:24:07.955292] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-10-16T00:24:07.979738] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:07.980398] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-10-16T00:24:07.980452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:07.980535] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:07.980581] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:07.980678] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:07.999499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:08.000140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:08.000222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:08.000256] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:08.035841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:08.035932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:08.035967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:08.035995] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:08.039049] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=11.64%) [2025-10-16T00:24:08.039318] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-10-16T00:24:08.039443] [INFO ] [sig ] CATO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:08.179419] [INFO ] [LOCAL ] Saved forecast: CATO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CATO.txt [2025-10-16T00:24:08.179666] [INFO ] [sig ] [327/1803] Completed CATO in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:08.179726] [INFO ] [sig ] [328/1803] Forecasting CAVA... [2025-10-16T00:24:08.179759] [INFO ] [sig ] Generating forecast for: CAVA [2025-10-16T00:24:08.179790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-10-16T00:24:08.188270] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CAVA'. [2025-10-16T00:24:08.188517] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-10-16T00:24:08.213604] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:08.214347] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-10-16T00:24:08.214403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:08.214436] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:08.214465] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:08.214522] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:08.231581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:08.232143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:08.232221] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:08.232255] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:08.269780] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:08.269854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:08.269889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:08.269916] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:08.272855] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=42.22%) [2025-10-16T00:24:08.273101] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-10-16T00:24:08.273226] [INFO ] [sig ] CAVA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:08.414123] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CAVA.txt [2025-10-16T00:24:08.414358] [INFO ] [sig ] [328/1803] Completed CAVA in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:08.414400] [INFO ] [sig ] [329/1803] Forecasting CB... [2025-10-16T00:24:08.414431] [INFO ] [sig ] Generating forecast for: CB [2025-10-16T00:24:08.414462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-10-16T00:24:08.423438] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CB'. [2025-10-16T00:24:08.423781] [INFO ] [FORECASTER] Starting predict_future for CB [2025-10-16T00:24:08.448377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:08.449181] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-10-16T00:24:08.449238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:08.449272] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:08.449300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:08.449356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:08.467797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:08.468670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:08.468781] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:08.468818] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:08.506827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:08.506997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:08.507039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:08.507069] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:08.514523] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=20.04%) [2025-10-16T00:24:08.515003] [INFO ] [FORECASTER] Completed predict_future for CB [2025-10-16T00:24:08.515147] [INFO ] [sig ] CB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:08.654376] [INFO ] [LOCAL ] Saved forecast: CB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CB.txt [2025-10-16T00:24:08.654600] [INFO ] [sig ] [329/1803] Completed CB in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:08.654666] [INFO ] [sig ] [330/1803] Forecasting CBAN... [2025-10-16T00:24:08.654720] [INFO ] [sig ] Generating forecast for: CBAN [2025-10-16T00:24:08.654755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-10-16T00:24:08.664572] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CBAN'. [2025-10-16T00:24:08.664933] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-10-16T00:24:08.690556] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:08.691324] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-10-16T00:24:08.691380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:08.691414] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:08.691442] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:08.691500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:08.708156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:08.708912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:08.708995] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:08.709028] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:08.745324] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:08.745478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:08.745519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:08.745548] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:08.748937] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=93.90%) [2025-10-16T00:24:08.749214] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-10-16T00:24:08.749362] [INFO ] [sig ] CBAN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:08.895489] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CBAN.txt [2025-10-16T00:24:08.895745] [INFO ] [sig ] [330/1803] Completed CBAN in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:08.895807] [INFO ] [sig ] [331/1803] Forecasting CBL... [2025-10-16T00:24:08.895842] [INFO ] [sig ] Generating forecast for: CBL [2025-10-16T00:24:08.895875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-10-16T00:24:08.904415] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CBL'. [2025-10-16T00:24:08.904734] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-10-16T00:24:08.930669] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:08.931394] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-10-16T00:24:08.931469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:08.931505] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:08.931534] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:08.931591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:08.949848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:08.950613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:08.950732] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:08.950777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:08.988181] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:08.988342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:08.988387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:08.988417] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:08.992015] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=93.29%) [2025-10-16T00:24:08.992295] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-10-16T00:24:08.992425] [INFO ] [sig ] CBL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:09.134353] [INFO ] [LOCAL ] Saved forecast: CBL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CBL.txt [2025-10-16T00:24:09.134582] [INFO ] [sig ] [331/1803] Completed CBL in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:09.134634] [INFO ] [sig ] [332/1803] Forecasting CBNA... [2025-10-16T00:24:09.134717] [INFO ] [sig ] Generating forecast for: CBNA [2025-10-16T00:24:09.134757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'. [2025-10-16T00:24:09.143340] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CBNA'. [2025-10-16T00:24:09.143594] [INFO ] [FORECASTER] Starting predict_future for CBNA [2025-10-16T00:24:09.168239] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:09.168982] [DEBUG] [LOCAL ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt [2025-10-16T00:24:09.169037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:09.169071] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:09.169100] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:09.169156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:09.185915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:09.186456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:09.186534] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:09.186568] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:09.220869] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:09.220971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:09.221006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:09.221035] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:09.224141] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=75.74%) [2025-10-16T00:24:09.224394] [INFO ] [FORECASTER] Completed predict_future for CBNA [2025-10-16T00:24:09.224520] [INFO ] [sig ] CBNA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:09.364323] [INFO ] [LOCAL ] Saved forecast: CBNA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CBNA.txt [2025-10-16T00:24:09.364532] [INFO ] [sig ] [332/1803] Completed CBNA in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:09.364575] [INFO ] [sig ] [333/1803] Forecasting CBRE... [2025-10-16T00:24:09.364606] [INFO ] [sig ] Generating forecast for: CBRE [2025-10-16T00:24:09.364667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-10-16T00:24:09.373242] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CBRE'. [2025-10-16T00:24:09.373492] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-10-16T00:24:09.398030] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:09.398834] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-10-16T00:24:09.398889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:09.398923] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:09.398951] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:09.399008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:09.416086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:09.416609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:09.416713] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:09.416758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:09.453394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:09.453573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:09.453630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:09.453699] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:09.457027] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=68.70%) [2025-10-16T00:24:09.457322] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-10-16T00:24:09.457502] [INFO ] [sig ] CBRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:09.601783] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CBRE.txt [2025-10-16T00:24:09.602001] [INFO ] [sig ] [333/1803] Completed CBRE in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:09.602044] [INFO ] [sig ] [334/1803] Forecasting CBU... [2025-10-16T00:24:09.602074] [INFO ] [sig ] Generating forecast for: CBU [2025-10-16T00:24:09.602105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-10-16T00:24:09.610538] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CBU'. [2025-10-16T00:24:09.610813] [INFO ] [FORECASTER] Starting predict_future for CBU [2025-10-16T00:24:09.635846] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:09.636516] [DEBUG] [LOCAL ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt [2025-10-16T00:24:09.636571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:09.636608] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:09.636636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:09.636737] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:09.653606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:09.654152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:09.654230] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:09.654264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:09.687996] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:09.688090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:09.688128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:09.688158] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:09.691259] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=4.04%) [2025-10-16T00:24:09.691529] [INFO ] [FORECASTER] Completed predict_future for CBU [2025-10-16T00:24:09.691689] [INFO ] [sig ] CBU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:09.831270] [INFO ] [LOCAL ] Saved forecast: CBU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CBU.txt [2025-10-16T00:24:09.831479] [INFO ] [sig ] [334/1803] Completed CBU in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:09.831521] [INFO ] [sig ] [335/1803] Forecasting CC... [2025-10-16T00:24:09.831552] [INFO ] [sig ] Generating forecast for: CC [2025-10-16T00:24:09.831585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-10-16T00:24:09.840031] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CC'. [2025-10-16T00:24:09.840273] [INFO ] [FORECASTER] Starting predict_future for CC [2025-10-16T00:24:09.864989] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:09.865675] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-10-16T00:24:09.865734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:09.865798] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:09.865866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:09.865944] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:09.883159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:09.883693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:09.883774] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:09.883838] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:09.920885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:09.920991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:09.921028] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:09.921056] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:09.924159] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-10-16T00:24:09.924423] [INFO ] [FORECASTER] Completed predict_future for CC [2025-10-16T00:24:09.924547] [INFO ] [sig ] CC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:10.067608] [INFO ] [LOCAL ] Saved forecast: CC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CC.txt [2025-10-16T00:24:10.067859] [INFO ] [sig ] [335/1803] Completed CC in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:10.067907] [INFO ] [sig ] [336/1803] Forecasting CCI... [2025-10-16T00:24:10.067939] [INFO ] [sig ] Generating forecast for: CCI [2025-10-16T00:24:10.067970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-10-16T00:24:10.076214] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCI'. [2025-10-16T00:24:10.076473] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-10-16T00:24:10.101491] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:10.102271] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-10-16T00:24:10.102327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:10.102362] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:10.102392] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:10.102450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:10.119997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:10.120540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:10.120621] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:10.120702] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:10.156764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:10.156852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:10.156889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:10.156917] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:10.159996] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=81.48%) [2025-10-16T00:24:10.160246] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-10-16T00:24:10.160369] [INFO ] [sig ] CCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:10.303138] [INFO ] [LOCAL ] Saved forecast: CCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CCI.txt [2025-10-16T00:24:10.303357] [INFO ] [sig ] [336/1803] Completed CCI in 0.2s | 4.16 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:10.303399] [INFO ] [sig ] [337/1803] Forecasting CCIF... [2025-10-16T00:24:10.303430] [INFO ] [sig ] Generating forecast for: CCIF [2025-10-16T00:24:10.303461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-10-16T00:24:10.312069] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCIF'. [2025-10-16T00:24:10.312331] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-10-16T00:24:10.337097] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:10.337820] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-10-16T00:24:10.337874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:10.337906] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:10.337934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:10.337991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:10.355320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:10.355885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:10.355964] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:10.355999] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:10.389902] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:10.389990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:10.390026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:10.390054] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:10.393180] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=8.16%) [2025-10-16T00:24:10.393427] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-10-16T00:24:10.393550] [INFO ] [sig ] CCIF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:10.535242] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CCIF.txt [2025-10-16T00:24:10.536211] [INFO ] [sig ] [337/1803] Completed CCIF in 0.2s | 4.17 sym/s | Total: 1.3m | ETA: 5.9m [2025-10-16T00:24:10.536267] [INFO ] [sig ] [338/1803] Forecasting CCJ... [2025-10-16T00:24:10.536300] [INFO ] [sig ] Generating forecast for: CCJ [2025-10-16T00:24:10.536331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-10-16T00:24:10.544414] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCJ'. [2025-10-16T00:24:10.544686] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-10-16T00:24:10.568947] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:10.569596] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-10-16T00:24:10.569689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:10.569739] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:10.569773] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:10.569829] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:10.586795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:10.587310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:10.587389] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:10.587423] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:10.624203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:10.624315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:10.624355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:10.624384] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:10.627557] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=88.64%) [2025-10-16T00:24:10.627841] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-10-16T00:24:10.627970] [INFO ] [sig ] CCJ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:10.769102] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CCJ.txt [2025-10-16T00:24:10.769304] [INFO ] [sig ] [338/1803] Completed CCJ in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T00:24:10.769345] [INFO ] [sig ] [339/1803] Forecasting CCK... [2025-10-16T00:24:10.769376] [INFO ] [sig ] Generating forecast for: CCK [2025-10-16T00:24:10.769408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-10-16T00:24:10.777828] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCK'. [2025-10-16T00:24:10.778100] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-10-16T00:24:10.802367] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:10.803084] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-10-16T00:24:10.803138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:10.803171] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:10.803200] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:10.803257] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:10.820402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:10.820987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:10.821064] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:10.821098] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:10.858055] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:10.858155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:10.858191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:10.858220] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:10.861305] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=5.45%) [2025-10-16T00:24:10.861567] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-10-16T00:24:10.861725] [INFO ] [sig ] CCK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:11.002037] [INFO ] [LOCAL ] Saved forecast: CCK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CCK.txt [2025-10-16T00:24:11.002256] [INFO ] [sig ] [339/1803] Completed CCK in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T00:24:11.002298] [INFO ] [sig ] [340/1803] Forecasting CCL... [2025-10-16T00:24:11.002329] [INFO ] [sig ] Generating forecast for: CCL [2025-10-16T00:24:11.002360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-10-16T00:24:11.011928] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCL'. [2025-10-16T00:24:11.012234] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-10-16T00:24:11.036454] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:11.037158] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-10-16T00:24:11.037212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:11.037289] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:11.037327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:11.037384] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:11.054397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:11.054983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:11.055063] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:11.055097] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:11.090808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:11.090888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:11.090922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:11.090950] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:11.093889] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=78.52%) [2025-10-16T00:24:11.094136] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-10-16T00:24:11.094259] [INFO ] [sig ] CCL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:11.233026] [INFO ] [LOCAL ] Saved forecast: CCL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CCL.txt [2025-10-16T00:24:11.233244] [INFO ] [sig ] [340/1803] Completed CCL in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T00:24:11.233285] [INFO ] [sig ] [341/1803] Forecasting CCO... [2025-10-16T00:24:11.233316] [INFO ] [sig ] Generating forecast for: CCO [2025-10-16T00:24:11.233347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-10-16T00:24:11.241667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCO'. [2025-10-16T00:24:11.241939] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-10-16T00:24:11.266499] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:11.267239] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-10-16T00:24:11.267304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:11.267345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:11.267375] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:11.267433] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:11.284371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:11.284921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:11.285001] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:11.285035] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:11.320224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:11.320336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:11.320374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:11.320402] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:11.323690] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-10-16T00:24:11.323949] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-10-16T00:24:11.324126] [INFO ] [sig ] CCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:11.463631] [INFO ] [LOCAL ] Saved forecast: CCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CCO.txt [2025-10-16T00:24:11.463865] [INFO ] [sig ] [341/1803] Completed CCO in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:11.463909] [INFO ] [sig ] [342/1803] Forecasting CCRD... [2025-10-16T00:24:11.463940] [INFO ] [sig ] Generating forecast for: CCRD [2025-10-16T00:24:11.463971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'. [2025-10-16T00:24:11.472447] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCRD'. [2025-10-16T00:24:11.472736] [INFO ] [FORECASTER] Starting predict_future for CCRD [2025-10-16T00:24:11.496861] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:11.497505] [DEBUG] [LOCAL ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt [2025-10-16T00:24:11.497559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:11.497592] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:11.497620] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:11.497704] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:11.514680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:11.515221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:11.515296] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:11.515330] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:11.556429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:11.556516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:11.556552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:11.556580] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:11.559704] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-10-16T00:24:11.559956] [INFO ] [FORECASTER] Completed predict_future for CCRD [2025-10-16T00:24:11.560084] [INFO ] [sig ] CCRD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:11.700876] [INFO ] [LOCAL ] Saved forecast: CCRD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CCRD.txt [2025-10-16T00:24:11.701088] [INFO ] [sig ] [342/1803] Completed CCRD in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:11.701130] [INFO ] [sig ] [343/1803] Forecasting CCS... [2025-10-16T00:24:11.701160] [INFO ] [sig ] Generating forecast for: CCS [2025-10-16T00:24:11.701191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-10-16T00:24:11.710140] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCS'. [2025-10-16T00:24:11.710413] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-10-16T00:24:11.735420] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:11.736129] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-10-16T00:24:11.736184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:11.736218] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:11.736246] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:11.736304] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:11.753177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:11.753776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:11.753857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:11.753892] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:11.791576] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:11.791695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:11.791746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:11.791776] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:11.794805] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=82.26%) [2025-10-16T00:24:11.795052] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-10-16T00:24:11.795182] [INFO ] [sig ] CCS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:11.935885] [INFO ] [LOCAL ] Saved forecast: CCS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CCS.txt [2025-10-16T00:24:11.936097] [INFO ] [sig ] [343/1803] Completed CCS in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:11.936139] [INFO ] [sig ] [344/1803] Forecasting CCU... [2025-10-16T00:24:11.936169] [INFO ] [sig ] Generating forecast for: CCU [2025-10-16T00:24:11.936201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-10-16T00:24:11.944857] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CCU'. [2025-10-16T00:24:11.945122] [INFO ] [FORECASTER] Starting predict_future for CCU [2025-10-16T00:24:11.970136] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:11.970851] [DEBUG] [LOCAL ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt [2025-10-16T00:24:11.970907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:11.970942] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:11.970971] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:11.971029] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:11.988345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:11.988976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:11.989055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:11.989088] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:12.020870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:12.020974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:12.021011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:12.021039] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:12.024230] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: DOWN (p=28.26%) [2025-10-16T00:24:12.024486] [INFO ] [FORECASTER] Completed predict_future for CCU [2025-10-16T00:24:12.024612] [INFO ] [sig ] CCU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:12.165440] [INFO ] [LOCAL ] Saved forecast: CCU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CCU.txt [2025-10-16T00:24:12.165687] [INFO ] [sig ] [344/1803] Completed CCU in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:12.165748] [INFO ] [sig ] [345/1803] Forecasting CDE... [2025-10-16T00:24:12.165781] [INFO ] [sig ] Generating forecast for: CDE [2025-10-16T00:24:12.165812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-10-16T00:24:12.174743] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CDE'. [2025-10-16T00:24:12.175017] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-10-16T00:24:12.199308] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:12.200030] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-10-16T00:24:12.200084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:12.200133] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:12.200164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:12.200225] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:12.217215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:12.217792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:12.217872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:12.217907] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:12.254803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:12.254902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:12.254955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:12.255009] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:12.258386] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=99.15%) [2025-10-16T00:24:12.258731] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-10-16T00:24:12.258871] [INFO ] [sig ] CDE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:12.399954] [INFO ] [LOCAL ] Saved forecast: CDE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CDE.txt [2025-10-16T00:24:12.400165] [INFO ] [sig ] [345/1803] Completed CDE in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:12.400207] [INFO ] [sig ] [346/1803] Forecasting CDLR... [2025-10-16T00:24:12.400237] [INFO ] [sig ] Generating forecast for: CDLR [2025-10-16T00:24:12.400268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'. [2025-10-16T00:24:12.408939] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CDLR'. [2025-10-16T00:24:12.409218] [INFO ] [FORECASTER] Starting predict_future for CDLR [2025-10-16T00:24:12.433549] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:12.434260] [DEBUG] [LOCAL ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt [2025-10-16T00:24:12.434315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:12.434348] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:12.434376] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:12.434433] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:12.451382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:12.451946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:12.452025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:12.452059] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:12.483240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:12.483321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:12.483357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:12.483385] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:12.486397] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: UP (p=86.56%) [2025-10-16T00:24:12.486674] [INFO ] [FORECASTER] Completed predict_future for CDLR [2025-10-16T00:24:12.486841] [INFO ] [sig ] CDLR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:12.630800] [INFO ] [LOCAL ] Saved forecast: CDLR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CDLR.txt [2025-10-16T00:24:12.631016] [INFO ] [sig ] [346/1803] Completed CDLR in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:12.631059] [INFO ] [sig ] [347/1803] Forecasting CDP... [2025-10-16T00:24:12.631090] [INFO ] [sig ] Generating forecast for: CDP [2025-10-16T00:24:12.631122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-10-16T00:24:12.640143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CDP'. [2025-10-16T00:24:12.640407] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-10-16T00:24:12.664984] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:12.665706] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-10-16T00:24:12.665763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:12.665798] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:12.665828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:12.665886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:12.683337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:12.683893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:12.683971] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:12.684004] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:12.719895] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:12.720021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:12.720059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:12.720088] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:12.723313] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-10-16T00:24:12.723574] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-10-16T00:24:12.723735] [INFO ] [sig ] CDP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:12.864752] [INFO ] [LOCAL ] Saved forecast: CDP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CDP.txt [2025-10-16T00:24:12.864995] [INFO ] [sig ] [347/1803] Completed CDP in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:12.865039] [INFO ] [sig ] [348/1803] Forecasting CDRE... [2025-10-16T00:24:12.865070] [INFO ] [sig ] Generating forecast for: CDRE [2025-10-16T00:24:12.865102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-10-16T00:24:12.876214] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CDRE'. [2025-10-16T00:24:12.876639] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-10-16T00:24:12.909080] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:12.909904] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-10-16T00:24:12.909962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:12.909998] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:12.910027] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:12.910086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:12.927726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:12.928450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:12.928535] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:12.928620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:12.965542] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:12.965740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:12.965794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:12.965826] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:12.969287] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=40.68%) [2025-10-16T00:24:12.969553] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-10-16T00:24:12.969724] [INFO ] [sig ] CDRE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:13.111040] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CDRE.txt [2025-10-16T00:24:13.111292] [INFO ] [sig ] [348/1803] Completed CDRE in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:13.111336] [INFO ] [sig ] [349/1803] Forecasting CE... [2025-10-16T00:24:13.111367] [INFO ] [sig ] Generating forecast for: CE [2025-10-16T00:24:13.111398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-10-16T00:24:13.120222] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CE'. [2025-10-16T00:24:13.120550] [INFO ] [FORECASTER] Starting predict_future for CE [2025-10-16T00:24:13.145218] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:13.146023] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-10-16T00:24:13.146078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:13.146112] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:13.146141] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:13.146198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:13.163227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:13.164075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:13.164166] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:13.164201] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:13.201990] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:13.202175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:13.202254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:13.202310] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:13.205920] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=22.33%) [2025-10-16T00:24:13.206250] [INFO ] [FORECASTER] Completed predict_future for CE [2025-10-16T00:24:13.206396] [INFO ] [sig ] CE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:13.357533] [INFO ] [LOCAL ] Saved forecast: CE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CE.txt [2025-10-16T00:24:13.357927] [INFO ] [sig ] [349/1803] Completed CE in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:13.357993] [INFO ] [sig ] [350/1803] Forecasting CEE... [2025-10-16T00:24:13.358031] [INFO ] [sig ] Generating forecast for: CEE [2025-10-16T00:24:13.358119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-10-16T00:24:13.367500] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CEE'. [2025-10-16T00:24:13.367855] [INFO ] [FORECASTER] Starting predict_future for CEE [2025-10-16T00:24:13.394666] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:13.395463] [DEBUG] [LOCAL ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt [2025-10-16T00:24:13.395521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:13.395556] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:13.395586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:13.395675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:13.414877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:13.415609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:13.415720] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:13.415766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:13.451009] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:13.451174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:13.451217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:13.451249] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:13.454974] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-10-16T00:24:13.455259] [INFO ] [FORECASTER] Completed predict_future for CEE [2025-10-16T00:24:13.455398] [INFO ] [sig ] CEE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:13.603943] [INFO ] [LOCAL ] Saved forecast: CEE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CEE.txt [2025-10-16T00:24:13.604155] [INFO ] [sig ] [350/1803] Completed CEE in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:13.604198] [INFO ] [sig ] [351/1803] Forecasting CEPU... [2025-10-16T00:24:13.604230] [INFO ] [sig ] Generating forecast for: CEPU [2025-10-16T00:24:13.604263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'. [2025-10-16T00:24:13.613116] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CEPU'. [2025-10-16T00:24:13.613482] [INFO ] [FORECASTER] Starting predict_future for CEPU [2025-10-16T00:24:13.639506] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:13.640207] [DEBUG] [LOCAL ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt [2025-10-16T00:24:13.640261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:13.640297] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:13.640326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:13.640382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:13.657633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:13.658378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:13.658455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:13.658489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:13.695631] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:13.695732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:13.695771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:13.695800] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:13.698808] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: UP (p=54.67%) [2025-10-16T00:24:13.699055] [INFO ] [FORECASTER] Completed predict_future for CEPU [2025-10-16T00:24:13.699180] [INFO ] [sig ] CEPU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:13.837587] [INFO ] [LOCAL ] Saved forecast: CEPU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CEPU.txt [2025-10-16T00:24:13.837826] [INFO ] [sig ] [351/1803] Completed CEPU in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:13.837886] [INFO ] [sig ] [352/1803] Forecasting CF... [2025-10-16T00:24:13.837919] [INFO ] [sig ] Generating forecast for: CF [2025-10-16T00:24:13.837950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-10-16T00:24:13.846346] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CF'. [2025-10-16T00:24:13.846603] [INFO ] [FORECASTER] Starting predict_future for CF [2025-10-16T00:24:13.871087] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:13.871842] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-10-16T00:24:13.871896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:13.871956] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:13.871986] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:13.872043] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:13.888981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:13.889508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:13.889584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:13.889616] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:13.924766] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:13.924840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:13.924874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:13.924904] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:13.927846] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=37.57%) [2025-10-16T00:24:13.928091] [INFO ] [FORECASTER] Completed predict_future for CF [2025-10-16T00:24:13.928217] [INFO ] [sig ] CF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:14.070167] [INFO ] [LOCAL ] Saved forecast: CF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CF.txt [2025-10-16T00:24:14.070375] [INFO ] [sig ] [352/1803] Completed CF in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:14.070418] [INFO ] [sig ] [353/1803] Forecasting CFG... [2025-10-16T00:24:14.070448] [INFO ] [sig ] Generating forecast for: CFG [2025-10-16T00:24:14.070478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-10-16T00:24:14.079185] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CFG'. [2025-10-16T00:24:14.079425] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-10-16T00:24:14.103599] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:14.104297] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-10-16T00:24:14.104381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:14.104420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:14.104449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:14.104505] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:14.121837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:14.122354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:14.122429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:14.122463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:14.158495] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:14.158603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:14.158688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:14.158747] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:14.161850] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=27.86%) [2025-10-16T00:24:14.162099] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-10-16T00:24:14.162227] [INFO ] [sig ] CFG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:14.303565] [INFO ] [LOCAL ] Saved forecast: CFG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CFG.txt [2025-10-16T00:24:14.303783] [INFO ] [sig ] [353/1803] Completed CFG in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:14.303842] [INFO ] [sig ] [354/1803] Forecasting CFR... [2025-10-16T00:24:14.303876] [INFO ] [sig ] Generating forecast for: CFR [2025-10-16T00:24:14.303908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'. [2025-10-16T00:24:14.312286] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CFR'. [2025-10-16T00:24:14.312542] [INFO ] [FORECASTER] Starting predict_future for CFR [2025-10-16T00:24:14.336798] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:14.337474] [DEBUG] [LOCAL ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt [2025-10-16T00:24:14.337537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:14.337570] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:14.337599] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:14.337686] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:14.354585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:14.355417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:14.355501] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:14.355535] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:14.391619] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:14.391725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:14.391768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:14.391799] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:14.394799] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: DOWN (p=42.51%) [2025-10-16T00:24:14.395046] [INFO ] [FORECASTER] Completed predict_future for CFR [2025-10-16T00:24:14.395174] [INFO ] [sig ] CFR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:14.536159] [INFO ] [LOCAL ] Saved forecast: CFR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CFR.txt [2025-10-16T00:24:14.536380] [INFO ] [sig ] [354/1803] Completed CFR in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:14.536421] [INFO ] [sig ] [355/1803] Forecasting CGAU... [2025-10-16T00:24:14.536451] [INFO ] [sig ] Generating forecast for: CGAU [2025-10-16T00:24:14.536482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'. [2025-10-16T00:24:14.545463] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CGAU'. [2025-10-16T00:24:14.545833] [INFO ] [FORECASTER] Starting predict_future for CGAU [2025-10-16T00:24:14.570551] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:14.571273] [DEBUG] [LOCAL ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt [2025-10-16T00:24:14.571327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:14.571360] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:14.571391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:14.571447] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:14.588197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:14.588860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:14.588940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:14.588973] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:14.620973] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:14.621059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:14.621095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:14.621127] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:14.624178] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-10-16T00:24:14.624430] [INFO ] [FORECASTER] Completed predict_future for CGAU [2025-10-16T00:24:14.624555] [INFO ] [sig ] CGAU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:14.764337] [INFO ] [LOCAL ] Saved forecast: CGAU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CGAU.txt [2025-10-16T00:24:14.764571] [INFO ] [sig ] [355/1803] Completed CGAU in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:14.764613] [INFO ] [sig ] [356/1803] Forecasting CGV... [2025-10-16T00:24:14.764667] [INFO ] [sig ] Generating forecast for: CGV [2025-10-16T00:24:14.764724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-10-16T00:24:14.773118] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'CGV'. [2025-10-16T00:24:14.773391] [INFO ] [FORECASTER] Starting predict_future for CGV [2025-10-16T00:24:14.798346] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:14.799146] [DEBUG] [LOCAL ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt [2025-10-16T00:24:14.799202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:14.799236] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:14.799266] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:14.799323] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:14.816410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:14.816983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:14.817095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:14.817135] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:14.851432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:14.851613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:14.851694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:14.851756] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:14.855460] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: DOWN (p=29.14%) [2025-10-16T00:24:14.855836] [INFO ] [FORECASTER] Completed predict_future for CGV [2025-10-16T00:24:14.855983] [INFO ] [sig ] CGV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:15.001246] [INFO ] [LOCAL ] Saved forecast: CGV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CGV.txt [2025-10-16T00:24:15.001455] [INFO ] [sig ] [356/1803] Completed CGV in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:15.001496] [INFO ] [sig ] [357/1803] Forecasting CHCT... [2025-10-16T00:24:15.001527] [INFO ] [sig ] Generating forecast for: CHCT [2025-10-16T00:24:15.001558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-10-16T00:24:15.010132] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHCT'. [2025-10-16T00:24:15.010396] [INFO ] [FORECASTER] Starting predict_future for CHCT [2025-10-16T00:24:15.034867] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:15.035560] [DEBUG] [LOCAL ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt [2025-10-16T00:24:15.035614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:15.035673] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:15.035722] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:15.035786] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:15.053601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:15.054188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:15.054267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:15.054302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:15.090170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:15.090295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:15.090334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:15.090364] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:15.093583] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: DOWN (p=20.15%) [2025-10-16T00:24:15.093903] [INFO ] [FORECASTER] Completed predict_future for CHCT [2025-10-16T00:24:15.094040] [INFO ] [sig ] CHCT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:15.236188] [INFO ] [LOCAL ] Saved forecast: CHCT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CHCT.txt [2025-10-16T00:24:15.236395] [INFO ] [sig ] [357/1803] Completed CHCT in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:15.236436] [INFO ] [sig ] [358/1803] Forecasting CHD... [2025-10-16T00:24:15.236466] [INFO ] [sig ] Generating forecast for: CHD [2025-10-16T00:24:15.236497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-10-16T00:24:15.244679] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHD'. [2025-10-16T00:24:15.244944] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-10-16T00:24:15.269265] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:15.269973] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-10-16T00:24:15.270027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:15.270060] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:15.270088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:15.270145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:15.287388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:15.287951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:15.288028] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:15.288062] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:15.324038] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:15.324125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:15.324160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:15.324188] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:15.327240] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=21.75%) [2025-10-16T00:24:15.327488] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-10-16T00:24:15.327612] [INFO ] [sig ] CHD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:15.470413] [INFO ] [LOCAL ] Saved forecast: CHD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CHD.txt [2025-10-16T00:24:15.470638] [INFO ] [sig ] [358/1803] Completed CHD in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:15.470732] [INFO ] [sig ] [359/1803] Forecasting CHE... [2025-10-16T00:24:15.470774] [INFO ] [sig ] Generating forecast for: CHE [2025-10-16T00:24:15.470814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-10-16T00:24:15.479509] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHE'. [2025-10-16T00:24:15.479832] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-10-16T00:24:15.505180] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:15.505953] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-10-16T00:24:15.506009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:15.506060] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:15.506098] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:15.506156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:15.523453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:15.524249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:15.524334] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:15.524369] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:15.559535] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:15.559667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:15.559727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:15.559764] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:15.565512] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=98.05%) [2025-10-16T00:24:15.565821] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-10-16T00:24:15.565963] [INFO ] [sig ] CHE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:15.707086] [INFO ] [LOCAL ] Saved forecast: CHE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CHE.txt [2025-10-16T00:24:15.707297] [INFO ] [sig ] [359/1803] Completed CHE in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:15.707339] [INFO ] [sig ] [360/1803] Forecasting CHGG... [2025-10-16T00:24:15.707371] [INFO ] [sig ] Generating forecast for: CHGG [2025-10-16T00:24:15.707403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-10-16T00:24:15.715792] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHGG'. [2025-10-16T00:24:15.716065] [INFO ] [FORECASTER] Starting predict_future for CHGG [2025-10-16T00:24:15.741339] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:15.742191] [DEBUG] [LOCAL ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt [2025-10-16T00:24:15.742247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:15.742281] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:15.742309] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:15.742365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:15.759728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:15.760270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:15.760350] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:15.760385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:15.794890] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:15.794983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:15.795018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:15.795046] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:15.798062] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=36.08%) [2025-10-16T00:24:15.798310] [INFO ] [FORECASTER] Completed predict_future for CHGG [2025-10-16T00:24:15.798436] [INFO ] [sig ] CHGG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:15.940293] [INFO ] [LOCAL ] Saved forecast: CHGG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CHGG.txt [2025-10-16T00:24:15.940518] [INFO ] [sig ] [360/1803] Completed CHGG in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:15.940561] [INFO ] [sig ] [361/1803] Forecasting CHH... [2025-10-16T00:24:15.940592] [INFO ] [sig ] Generating forecast for: CHH [2025-10-16T00:24:15.940623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-10-16T00:24:15.949886] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHH'. [2025-10-16T00:24:15.950163] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-10-16T00:24:15.975173] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:15.975951] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-10-16T00:24:15.976007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:15.976042] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:15.976072] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:15.976130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:15.993719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:15.994252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:15.994330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:15.994364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:16.027972] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:16.028070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:16.028108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:16.028137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:16.031294] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=17.93%) [2025-10-16T00:24:16.031556] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-10-16T00:24:16.031728] [INFO ] [sig ] CHH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:16.173817] [INFO ] [LOCAL ] Saved forecast: CHH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CHH.txt [2025-10-16T00:24:16.174033] [INFO ] [sig ] [361/1803] Completed CHH in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:16.174075] [INFO ] [sig ] [362/1803] Forecasting CHPT... [2025-10-16T00:24:16.174107] [INFO ] [sig ] Generating forecast for: CHPT [2025-10-16T00:24:16.174139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'. [2025-10-16T00:24:16.182389] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHPT'. [2025-10-16T00:24:16.182676] [INFO ] [FORECASTER] Starting predict_future for CHPT [2025-10-16T00:24:16.207291] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:16.208065] [DEBUG] [LOCAL ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt [2025-10-16T00:24:16.208121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:16.208155] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:16.208184] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:16.208242] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:16.225406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:16.225959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:16.226040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:16.226082] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:16.261408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:16.261526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:16.261565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:16.261595] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:16.264902] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: DOWN (p=43.36%) [2025-10-16T00:24:16.265164] [INFO ] [FORECASTER] Completed predict_future for CHPT [2025-10-16T00:24:16.265292] [INFO ] [sig ] CHPT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:16.407242] [INFO ] [LOCAL ] Saved forecast: CHPT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CHPT.txt [2025-10-16T00:24:16.407456] [INFO ] [sig ] [362/1803] Completed CHPT in 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 5.8m [2025-10-16T00:24:16.407540] [INFO ] [sig ] [363/1803] Forecasting CHWY... [2025-10-16T00:24:16.407580] [INFO ] [sig ] Generating forecast for: CHWY [2025-10-16T00:24:16.407612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-10-16T00:24:16.415673] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CHWY'. [2025-10-16T00:24:16.415933] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-10-16T00:24:16.440450] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:16.441186] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-10-16T00:24:16.441247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:16.441283] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:16.441311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:16.441370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:16.458669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:16.459254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:16.459333] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:16.459369] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:16.495433] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:16.495516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:16.495550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:16.495578] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:16.498568] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=25.01%) [2025-10-16T00:24:16.498860] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-10-16T00:24:16.498993] [INFO ] [sig ] CHWY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:16.640304] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CHWY.txt [2025-10-16T00:24:16.640505] [INFO ] [sig ] [363/1803] Completed CHWY in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T00:24:16.640545] [INFO ] [sig ] [364/1803] Forecasting CI... [2025-10-16T00:24:16.640575] [INFO ] [sig ] Generating forecast for: CI [2025-10-16T00:24:16.640606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-10-16T00:24:16.649089] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CI'. [2025-10-16T00:24:16.649366] [INFO ] [FORECASTER] Starting predict_future for CI [2025-10-16T00:24:16.673753] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:16.674479] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-10-16T00:24:16.674533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:16.674566] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:16.674594] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:16.674672] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:16.691868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:16.692456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:16.692535] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:16.692570] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:16.732787] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:16.732963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:16.733024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:16.733056] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:16.736496] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=11.31%) [2025-10-16T00:24:16.736812] [INFO ] [FORECASTER] Completed predict_future for CI [2025-10-16T00:24:16.736952] [INFO ] [sig ] CI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:16.880625] [INFO ] [LOCAL ] Saved forecast: CI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CI.txt [2025-10-16T00:24:16.880917] [INFO ] [sig ] [364/1803] Completed CI in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:16.880965] [INFO ] [sig ] [365/1803] Forecasting CIB... [2025-10-16T00:24:16.880997] [INFO ] [sig ] Generating forecast for: CIB [2025-10-16T00:24:16.881029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-10-16T00:24:16.889544] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIB'. [2025-10-16T00:24:16.889910] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-10-16T00:24:16.914997] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:16.915831] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-10-16T00:24:16.915888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:16.915923] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:16.915953] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:16.916011] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:16.933235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:16.934007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:16.934095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:16.934130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:16.971072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:16.971234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:16.971275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:16.971307] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:16.974741] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=33.63%) [2025-10-16T00:24:16.975016] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-10-16T00:24:16.975149] [INFO ] [sig ] CIB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:17.118851] [INFO ] [LOCAL ] Saved forecast: CIB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CIB.txt [2025-10-16T00:24:17.119068] [INFO ] [sig ] [365/1803] Completed CIB in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:17.119111] [INFO ] [sig ] [366/1803] Forecasting CIEN... [2025-10-16T00:24:17.119142] [INFO ] [sig ] Generating forecast for: CIEN [2025-10-16T00:24:17.119175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-10-16T00:24:17.127294] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIEN'. [2025-10-16T00:24:17.127556] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-10-16T00:24:17.152855] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:17.153557] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-10-16T00:24:17.153612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:17.153670] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:17.153738] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:17.153806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:17.171420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:17.171990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:17.172069] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:17.172103] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:17.208806] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:17.208916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:17.208955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:17.208984] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:17.212134] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=96.57%) [2025-10-16T00:24:17.212390] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-10-16T00:24:17.212518] [INFO ] [sig ] CIEN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:17.355127] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CIEN.txt [2025-10-16T00:24:17.355329] [INFO ] [sig ] [366/1803] Completed CIEN in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:17.355370] [INFO ] [sig ] [367/1803] Forecasting CIF... [2025-10-16T00:24:17.355400] [INFO ] [sig ] Generating forecast for: CIF [2025-10-16T00:24:17.355431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-10-16T00:24:17.363302] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIF'. [2025-10-16T00:24:17.363556] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-10-16T00:24:17.388436] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:17.389187] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-10-16T00:24:17.389259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:17.389321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:17.389354] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:17.389413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:17.406822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:17.407411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:17.407492] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:17.407527] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:17.442661] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:17.442753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:17.442789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:17.442817] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:17.445878] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=72.18%) [2025-10-16T00:24:17.446133] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-10-16T00:24:17.446258] [INFO ] [sig ] CIF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:17.587543] [INFO ] [LOCAL ] Saved forecast: CIF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CIF.txt [2025-10-16T00:24:17.587769] [INFO ] [sig ] [367/1803] Completed CIF in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:17.587829] [INFO ] [sig ] [368/1803] Forecasting CIG... [2025-10-16T00:24:17.587863] [INFO ] [sig ] Generating forecast for: CIG [2025-10-16T00:24:17.587894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-10-16T00:24:17.596005] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIG'. [2025-10-16T00:24:17.596269] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-10-16T00:24:17.621242] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:17.622067] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-10-16T00:24:17.622124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:17.622159] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:17.622187] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:17.622246] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:17.639820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:17.640350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:17.640430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:17.640465] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:17.676032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:17.676132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:17.676168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:17.676197] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:17.679316] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=38.17%) [2025-10-16T00:24:17.679574] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-10-16T00:24:17.679733] [INFO ] [sig ] CIG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:17.822214] [INFO ] [LOCAL ] Saved forecast: CIG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CIG.txt [2025-10-16T00:24:17.822428] [INFO ] [sig ] [368/1803] Completed CIG in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:17.822469] [INFO ] [sig ] [369/1803] Forecasting CII... [2025-10-16T00:24:17.822499] [INFO ] [sig ] Generating forecast for: CII [2025-10-16T00:24:17.822530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-10-16T00:24:17.831177] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CII'. [2025-10-16T00:24:17.831452] [INFO ] [FORECASTER] Starting predict_future for CII [2025-10-16T00:24:17.856057] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:17.856787] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-10-16T00:24:17.856843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:17.856876] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:17.856905] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:17.857008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:17.874697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:17.875328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:17.875410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:17.875452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:17.909122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:17.909226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:17.909263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:17.909292] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:17.912412] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=6.29%) [2025-10-16T00:24:17.912710] [INFO ] [FORECASTER] Completed predict_future for CII [2025-10-16T00:24:17.912869] [INFO ] [sig ] CII: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:18.054074] [INFO ] [LOCAL ] Saved forecast: CII 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CII.txt [2025-10-16T00:24:18.054289] [INFO ] [sig ] [369/1803] Completed CII in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:18.054332] [INFO ] [sig ] [370/1803] Forecasting CIM... [2025-10-16T00:24:18.054362] [INFO ] [sig ] Generating forecast for: CIM [2025-10-16T00:24:18.054393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-10-16T00:24:18.063041] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIM'. [2025-10-16T00:24:18.063310] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-10-16T00:24:18.087602] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:18.088307] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-10-16T00:24:18.088360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:18.088394] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:18.088422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:18.088479] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:18.105581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:18.106182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:18.106259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:18.106293] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:18.138627] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:18.138764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:18.138811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:18.138842] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:18.142029] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=97.21%) [2025-10-16T00:24:18.142283] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-10-16T00:24:18.142412] [INFO ] [sig ] CIM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:18.284501] [INFO ] [LOCAL ] Saved forecast: CIM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CIM.txt [2025-10-16T00:24:18.284779] [INFO ] [sig ] [370/1803] Completed CIM in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:18.284857] [INFO ] [sig ] [371/1803] Forecasting CIMN... [2025-10-16T00:24:18.284898] [INFO ] [sig ] Generating forecast for: CIMN [2025-10-16T00:24:18.284935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIMN' from 'https://tdm.silogroup.org/data/derivative_storage/CIMN.csv'. [2025-10-16T00:24:18.293197] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIMN'. [2025-10-16T00:24:18.293588] [INFO ] [FORECASTER] Starting predict_future for CIMN [2025-10-16T00:24:18.318378] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:18.319191] [DEBUG] [LOCAL ] No optimal features file found for CIMN: ./output/feature-sets/CIMN.txt [2025-10-16T00:24:18.319248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:18.319283] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:18.319312] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:18.319369] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:18.336628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:18.337318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:18.337400] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:18.337435] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:18.371236] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:18.371404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:18.371464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:18.371496] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:18.374984] [DEBUG] [FORECASTER] CIMN: Forecast T+1@11:T+2@11: UP (p=53.72%) [2025-10-16T00:24:18.375284] [INFO ] [FORECASTER] Completed predict_future for CIMN [2025-10-16T00:24:18.375418] [INFO ] [sig ] CIMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:18.516439] [INFO ] [LOCAL ] Saved forecast: CIMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CIMN.txt [2025-10-16T00:24:18.516669] [INFO ] [sig ] [371/1803] Completed CIMN in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:18.516732] [INFO ] [sig ] [372/1803] Forecasting CIVI... [2025-10-16T00:24:18.516766] [INFO ] [sig ] Generating forecast for: CIVI [2025-10-16T00:24:18.516798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-10-16T00:24:18.524961] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CIVI'. [2025-10-16T00:24:18.525229] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-10-16T00:24:18.550094] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:18.550926] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-10-16T00:24:18.550983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:18.551018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:18.551046] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:18.551103] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:18.568615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:18.569306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:18.569386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:18.569420] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:18.603048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:18.603134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:18.603198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:18.603229] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:18.608792] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=20.64%) [2025-10-16T00:24:18.609056] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-10-16T00:24:18.609184] [INFO ] [sig ] CIVI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:18.751454] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CIVI.txt [2025-10-16T00:24:18.751709] [INFO ] [sig ] [372/1803] Completed CIVI in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:18.751769] [INFO ] [sig ] [373/1803] Forecasting CLB... [2025-10-16T00:24:18.751803] [INFO ] [sig ] Generating forecast for: CLB [2025-10-16T00:24:18.751835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-10-16T00:24:18.760821] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLB'. [2025-10-16T00:24:18.761180] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-10-16T00:24:18.785639] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:18.786331] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-10-16T00:24:18.786385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:18.786418] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:18.786460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:18.786517] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:18.803243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:18.803805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:18.803883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:18.803917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:18.839424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:18.839526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:18.839563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:18.839592] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:18.842692] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=40.40%) [2025-10-16T00:24:18.842954] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-10-16T00:24:18.843085] [INFO ] [sig ] CLB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:18.981611] [INFO ] [LOCAL ] Saved forecast: CLB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CLB.txt [2025-10-16T00:24:18.981886] [INFO ] [sig ] [373/1803] Completed CLB in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:18.981934] [INFO ] [sig ] [374/1803] Forecasting CLCO... [2025-10-16T00:24:18.981965] [INFO ] [sig ] Generating forecast for: CLCO [2025-10-16T00:24:18.981996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-10-16T00:24:18.990445] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLCO'. [2025-10-16T00:24:18.990756] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-10-16T00:24:19.015178] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:19.015891] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-10-16T00:24:19.015947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:19.015980] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:19.016008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:19.016065] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:19.032852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:19.033369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:19.033452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:19.033485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:19.069279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:19.069379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:19.069415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:19.069443] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:19.072560] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=90.93%) [2025-10-16T00:24:19.072858] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-10-16T00:24:19.072996] [INFO ] [sig ] CLCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:19.213167] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CLCO.txt [2025-10-16T00:24:19.213399] [INFO ] [sig ] [374/1803] Completed CLCO in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:19.213441] [INFO ] [sig ] [375/1803] Forecasting CLDT... [2025-10-16T00:24:19.213472] [INFO ] [sig ] Generating forecast for: CLDT [2025-10-16T00:24:19.213504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-10-16T00:24:19.222178] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLDT'. [2025-10-16T00:24:19.222492] [INFO ] [FORECASTER] Starting predict_future for CLDT [2025-10-16T00:24:19.246731] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:19.247412] [DEBUG] [LOCAL ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt [2025-10-16T00:24:19.247465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:19.247499] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:19.247526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:19.247583] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:19.266000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:19.266900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:19.266988] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:19.267024] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:19.304811] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:19.304941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:19.304981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:19.305012] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:19.308480] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: DOWN (p=2.02%) [2025-10-16T00:24:19.308839] [INFO ] [FORECASTER] Completed predict_future for CLDT [2025-10-16T00:24:19.308980] [INFO ] [sig ] CLDT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:19.452072] [INFO ] [LOCAL ] Saved forecast: CLDT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CLDT.txt [2025-10-16T00:24:19.452283] [INFO ] [sig ] [375/1803] Completed CLDT in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:19.452324] [INFO ] [sig ] [376/1803] Forecasting CLF... [2025-10-16T00:24:19.452353] [INFO ] [sig ] Generating forecast for: CLF [2025-10-16T00:24:19.452384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-10-16T00:24:19.460746] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLF'. [2025-10-16T00:24:19.461032] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-10-16T00:24:19.485750] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:19.486504] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-10-16T00:24:19.486560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:19.486594] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:19.486622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:19.486710] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:19.503807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:19.504327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:19.504408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:19.504441] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:19.541942] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:19.542045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:19.542082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:19.542112] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:19.545402] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=35.77%) [2025-10-16T00:24:19.545690] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-10-16T00:24:19.545838] [INFO ] [sig ] CLF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:19.686177] [INFO ] [LOCAL ] Saved forecast: CLF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CLF.txt [2025-10-16T00:24:19.686403] [INFO ] [sig ] [376/1803] Completed CLF in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:19.686448] [INFO ] [sig ] [377/1803] Forecasting CLH... [2025-10-16T00:24:19.686480] [INFO ] [sig ] Generating forecast for: CLH [2025-10-16T00:24:19.686513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-10-16T00:24:19.695855] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLH'. [2025-10-16T00:24:19.696205] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-10-16T00:24:19.723417] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:19.724363] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-10-16T00:24:19.724433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:19.724474] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:19.724503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:19.724562] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:19.744284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:19.745096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:19.745182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:19.745219] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:19.788608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:19.788826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:19.788875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:19.788905] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:19.792572] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=81.98%) [2025-10-16T00:24:19.793011] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-10-16T00:24:19.793165] [INFO ] [sig ] CLH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:19.931006] [INFO ] [LOCAL ] Saved forecast: CLH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CLH.txt [2025-10-16T00:24:19.931229] [INFO ] [sig ] [377/1803] Completed CLH in 0.2s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:19.931271] [INFO ] [sig ] [378/1803] Forecasting CLS... [2025-10-16T00:24:19.931300] [INFO ] [sig ] Generating forecast for: CLS [2025-10-16T00:24:19.931329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-10-16T00:24:19.939949] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLS'. [2025-10-16T00:24:19.940220] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-10-16T00:24:19.964358] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:19.965056] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-10-16T00:24:19.965109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:19.965142] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:19.965169] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:19.965225] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:19.982212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:19.982811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:19.982894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:19.982928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:20.019251] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:20.019349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:20.019404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:20.019434] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:20.022560] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=81.96%) [2025-10-16T00:24:20.022851] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-10-16T00:24:20.022988] [INFO ] [sig ] CLS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:20.165908] [INFO ] [LOCAL ] Saved forecast: CLS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CLS.txt [2025-10-16T00:24:20.166137] [INFO ] [sig ] [378/1803] Completed CLS in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:20.166182] [INFO ] [sig ] [379/1803] Forecasting CLW... [2025-10-16T00:24:20.166215] [INFO ] [sig ] Generating forecast for: CLW [2025-10-16T00:24:20.166247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-10-16T00:24:20.175596] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLW'. [2025-10-16T00:24:20.175923] [INFO ] [FORECASTER] Starting predict_future for CLW [2025-10-16T00:24:20.201688] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:20.202465] [DEBUG] [LOCAL ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt [2025-10-16T00:24:20.202521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:20.202556] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:20.202586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:20.202667] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:20.221041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:20.221688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:20.221775] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:20.221810] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:20.257890] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:20.258003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:20.258041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:20.258070] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:20.261340] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: DOWN (p=40.36%) [2025-10-16T00:24:20.261664] [INFO ] [FORECASTER] Completed predict_future for CLW [2025-10-16T00:24:20.261814] [INFO ] [sig ] CLW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:20.400277] [INFO ] [LOCAL ] Saved forecast: CLW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CLW.txt [2025-10-16T00:24:20.400490] [INFO ] [sig ] [379/1803] Completed CLW in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:20.400531] [INFO ] [sig ] [380/1803] Forecasting CLX... [2025-10-16T00:24:20.400562] [INFO ] [sig ] Generating forecast for: CLX [2025-10-16T00:24:20.400594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'. [2025-10-16T00:24:20.409129] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CLX'. [2025-10-16T00:24:20.409456] [INFO ] [FORECASTER] Starting predict_future for CLX [2025-10-16T00:24:20.433629] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:20.434350] [DEBUG] [LOCAL ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt [2025-10-16T00:24:20.434404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:20.434437] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:20.434466] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:20.434539] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:20.451505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:20.452085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:20.452163] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:20.452196] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:20.487665] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:20.487764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:20.487802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:20.487831] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:20.490975] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-10-16T00:24:20.491229] [INFO ] [FORECASTER] Completed predict_future for CLX [2025-10-16T00:24:20.491361] [INFO ] [sig ] CLX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:20.629242] [INFO ] [LOCAL ] Saved forecast: CLX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CLX.txt [2025-10-16T00:24:20.629444] [INFO ] [sig ] [380/1803] Completed CLX in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:20.629485] [INFO ] [sig ] [381/1803] Forecasting CM... [2025-10-16T00:24:20.629516] [INFO ] [sig ] Generating forecast for: CM [2025-10-16T00:24:20.629548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-10-16T00:24:20.637712] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CM'. [2025-10-16T00:24:20.637990] [INFO ] [FORECASTER] Starting predict_future for CM [2025-10-16T00:24:20.662923] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:20.663612] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-10-16T00:24:20.663692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:20.663738] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:20.663769] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:20.663826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:20.681003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:20.681544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:20.681624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:20.681689] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:20.718336] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:20.718447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:20.718483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:20.718512] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:20.721755] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-10-16T00:24:20.722025] [INFO ] [FORECASTER] Completed predict_future for CM [2025-10-16T00:24:20.722157] [INFO ] [sig ] CM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:20.869552] [INFO ] [LOCAL ] Saved forecast: CM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CM.txt [2025-10-16T00:24:20.869824] [INFO ] [sig ] [381/1803] Completed CM in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:20.869886] [INFO ] [sig ] [382/1803] Forecasting CMA... [2025-10-16T00:24:20.869921] [INFO ] [sig ] Generating forecast for: CMA [2025-10-16T00:24:20.869953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-10-16T00:24:20.878443] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMA'. [2025-10-16T00:24:20.878771] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-10-16T00:24:20.907108] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:20.908203] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-10-16T00:24:20.908271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:20.908371] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:20.908419] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:20.908499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:20.927579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:20.928233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:20.928316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:20.928352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:20.966130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:20.966240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:20.966277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:20.966307] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:20.969486] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=47.59%) [2025-10-16T00:24:20.969792] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-10-16T00:24:20.969927] [INFO ] [sig ] CMA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:21.108871] [INFO ] [LOCAL ] Saved forecast: CMA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMA.txt [2025-10-16T00:24:21.109085] [INFO ] [sig ] [382/1803] Completed CMA in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:21.109127] [INFO ] [sig ] [383/1803] Forecasting CMBT... [2025-10-16T00:24:21.109158] [INFO ] [sig ] Generating forecast for: CMBT [2025-10-16T00:24:21.109189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'. [2025-10-16T00:24:21.117714] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMBT'. [2025-10-16T00:24:21.117995] [INFO ] [FORECASTER] Starting predict_future for CMBT [2025-10-16T00:24:21.142299] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:21.143044] [DEBUG] [LOCAL ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt [2025-10-16T00:24:21.143099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:21.143132] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:21.143160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:21.143217] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:21.160519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:21.161150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:21.161232] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:21.161267] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:21.197736] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:21.197856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:21.197896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:21.197938] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:21.201417] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: DOWN (p=25.97%) [2025-10-16T00:24:21.201716] [INFO ] [FORECASTER] Completed predict_future for CMBT [2025-10-16T00:24:21.201864] [INFO ] [sig ] CMBT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:21.347496] [INFO ] [LOCAL ] Saved forecast: CMBT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMBT.txt [2025-10-16T00:24:21.347721] [INFO ] [sig ] [383/1803] Completed CMBT in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:21.347788] [INFO ] [sig ] [384/1803] Forecasting CMC... [2025-10-16T00:24:21.347823] [INFO ] [sig ] Generating forecast for: CMC [2025-10-16T00:24:21.347854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-10-16T00:24:21.356304] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMC'. [2025-10-16T00:24:21.356572] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-10-16T00:24:21.380724] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:21.381399] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-10-16T00:24:21.381453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:21.381485] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:21.381512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:21.381567] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:21.398311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:21.398903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:21.398982] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:21.399016] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:21.435491] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:21.435605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:21.435665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:21.435720] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:21.438915] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=21.99%) [2025-10-16T00:24:21.439171] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-10-16T00:24:21.439300] [INFO ] [sig ] CMC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:21.578325] [INFO ] [LOCAL ] Saved forecast: CMC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMC.txt [2025-10-16T00:24:21.578600] [INFO ] [sig ] [384/1803] Completed CMC in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:21.578689] [INFO ] [sig ] [385/1803] Forecasting CMCM... [2025-10-16T00:24:21.578738] [INFO ] [sig ] Generating forecast for: CMCM [2025-10-16T00:24:21.578773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-10-16T00:24:21.587038] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMCM'. [2025-10-16T00:24:21.587334] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-10-16T00:24:21.613219] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:21.613999] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-10-16T00:24:21.614056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:21.614089] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:21.614119] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:21.614178] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:21.632271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:21.632965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:21.633058] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:21.633123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:21.670198] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:21.670303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:21.670338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:21.670383] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:21.673519] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=27.73%) [2025-10-16T00:24:21.673817] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-10-16T00:24:21.673957] [INFO ] [sig ] CMCM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:21.824616] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMCM.txt [2025-10-16T00:24:21.824985] [INFO ] [sig ] [385/1803] Completed CMCM in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:21.825245] [INFO ] [sig ] [386/1803] Forecasting CMG... [2025-10-16T00:24:21.825281] [INFO ] [sig ] Generating forecast for: CMG [2025-10-16T00:24:21.825316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-10-16T00:24:21.834512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMG'. [2025-10-16T00:24:21.834858] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-10-16T00:24:21.860788] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:21.861545] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-10-16T00:24:21.861602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:21.861638] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:21.861715] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:21.861780] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:21.879905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:21.880486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:21.880583] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:21.880662] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:21.917494] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:21.917626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:21.917709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:21.917751] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:21.921501] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=90.61%) [2025-10-16T00:24:21.921822] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-10-16T00:24:21.921992] [INFO ] [sig ] CMG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:22.070064] [INFO ] [LOCAL ] Saved forecast: CMG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CMG.txt [2025-10-16T00:24:22.070302] [INFO ] [sig ] [386/1803] Completed CMG in 0.2s | 4.18 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:22.070379] [INFO ] [sig ] [387/1803] Forecasting CMI... [2025-10-16T00:24:22.070425] [INFO ] [sig ] Generating forecast for: CMI [2025-10-16T00:24:22.070461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-10-16T00:24:22.079447] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMI'. [2025-10-16T00:24:22.079789] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-10-16T00:24:22.105897] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:22.106689] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-10-16T00:24:22.106748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:22.106783] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:22.106813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:22.106871] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:22.125043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:22.125620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:22.125733] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:22.125775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:22.164291] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:22.164451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:22.164493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:22.164525] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:22.168391] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=81.01%) [2025-10-16T00:24:22.168826] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-10-16T00:24:22.169002] [INFO ] [sig ] CMI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:22.325166] [INFO ] [LOCAL ] Saved forecast: CMI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CMI.txt [2025-10-16T00:24:22.325405] [INFO ] [sig ] [387/1803] Completed CMI in 0.3s | 4.17 sym/s | Total: 1.5m | ETA: 5.7m [2025-10-16T00:24:22.325451] [INFO ] [sig ] [388/1803] Forecasting CMP... [2025-10-16T00:24:22.325491] [INFO ] [sig ] Generating forecast for: CMP [2025-10-16T00:24:22.325563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-10-16T00:24:22.334593] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMP'. [2025-10-16T00:24:22.334959] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-10-16T00:24:22.362371] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:22.363290] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-10-16T00:24:22.363348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:22.363382] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:22.363411] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:22.363475] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:22.384298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:22.385049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:22.385159] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:22.385194] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:22.426722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:22.426864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:22.426906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:22.426938] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:22.430834] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=43.73%) [2025-10-16T00:24:22.431130] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-10-16T00:24:22.431300] [INFO ] [sig ] CMP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:22.581782] [INFO ] [LOCAL ] Saved forecast: CMP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMP.txt [2025-10-16T00:24:22.581991] [INFO ] [sig ] [388/1803] Completed CMP in 0.3s | 4.17 sym/s | Total: 1.5m | ETA: 5.6m [2025-10-16T00:24:22.582034] [INFO ] [sig ] [389/1803] Forecasting CMPO... [2025-10-16T00:24:22.582066] [INFO ] [sig ] Generating forecast for: CMPO [2025-10-16T00:24:22.582096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-10-16T00:24:22.591199] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMPO'. [2025-10-16T00:24:22.591590] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-10-16T00:24:22.617330] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:22.618163] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-10-16T00:24:22.618220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:22.618255] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:22.618285] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:22.618342] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:22.636178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:22.637088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:22.637176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:22.637213] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:22.673843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:22.674022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:22.674066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:22.674096] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:22.677662] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=0.37%) [2025-10-16T00:24:22.677955] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-10-16T00:24:22.678093] [INFO ] [sig ] CMPO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:22.826367] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMPO.txt [2025-10-16T00:24:22.826675] [INFO ] [sig ] [389/1803] Completed CMPO in 0.2s | 4.17 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:22.826745] [INFO ] [sig ] [390/1803] Forecasting CMRE... [2025-10-16T00:24:22.826786] [INFO ] [sig ] Generating forecast for: CMRE [2025-10-16T00:24:22.826826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-10-16T00:24:22.835879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMRE'. [2025-10-16T00:24:22.836237] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-10-16T00:24:22.861893] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:22.862677] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-10-16T00:24:22.862739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:22.862775] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:22.862806] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:22.862865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:22.879938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:22.880664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:22.880758] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:22.880823] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:22.918727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:22.918902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:22.918944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:22.918974] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:22.922439] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=85.39%) [2025-10-16T00:24:22.922782] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-10-16T00:24:22.922925] [INFO ] [sig ] CMRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:23.065599] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CMRE.txt [2025-10-16T00:24:23.065859] [INFO ] [sig ] [390/1803] Completed CMRE in 0.2s | 4.17 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:23.065917] [INFO ] [sig ] [391/1803] Forecasting CMS... [2025-10-16T00:24:23.065950] [INFO ] [sig ] Generating forecast for: CMS [2025-10-16T00:24:23.065982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-10-16T00:24:23.074577] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMS'. [2025-10-16T00:24:23.074908] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-10-16T00:24:23.099480] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:23.100194] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-10-16T00:24:23.100249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:23.100284] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:23.100313] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:23.100371] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:23.118146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:23.118888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:23.118973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:23.119037] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:23.161279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:23.161450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:23.161494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:23.161523] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:23.165114] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=78.29%) [2025-10-16T00:24:23.165385] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-10-16T00:24:23.165515] [INFO ] [sig ] CMS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:23.307394] [INFO ] [LOCAL ] Saved forecast: CMS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CMS.txt [2025-10-16T00:24:23.307625] [INFO ] [sig ] [391/1803] Completed CMS in 0.2s | 4.17 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:23.307707] [INFO ] [sig ] [392/1803] Forecasting CMSC... [2025-10-16T00:24:23.307749] [INFO ] [sig ] Generating forecast for: CMSC [2025-10-16T00:24:23.307828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-10-16T00:24:23.315968] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMSC'. [2025-10-16T00:24:23.316209] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-10-16T00:24:23.340517] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:23.341244] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-10-16T00:24:23.341298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:23.341330] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:23.341357] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:23.341413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:23.358227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:23.358801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:23.358887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:23.358928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:23.393666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:23.393738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:23.393773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:23.393818] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:23.396750] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=21.65%) [2025-10-16T00:24:23.396993] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-10-16T00:24:23.397124] [INFO ] [sig ] CMSC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:23.535596] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMSC.txt [2025-10-16T00:24:23.535829] [INFO ] [sig ] [392/1803] Completed CMSC in 0.2s | 4.17 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:23.535883] [INFO ] [sig ] [393/1803] Forecasting CMSD... [2025-10-16T00:24:23.535916] [INFO ] [sig ] Generating forecast for: CMSD [2025-10-16T00:24:23.535948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-10-16T00:24:23.544826] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMSD'. [2025-10-16T00:24:23.545143] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-10-16T00:24:23.569985] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:23.570631] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-10-16T00:24:23.570711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:23.570749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:23.570777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:23.570834] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:23.587853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:23.588364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:23.588443] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:23.588477] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:23.622766] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:23.622842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:23.622884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:23.622918] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:23.625973] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=40.48%) [2025-10-16T00:24:23.626233] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-10-16T00:24:23.626358] [INFO ] [sig ] CMSD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:23.766023] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMSD.txt [2025-10-16T00:24:23.766241] [INFO ] [sig ] [393/1803] Completed CMSD in 0.2s | 4.17 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:23.766283] [INFO ] [sig ] [394/1803] Forecasting CMTG... [2025-10-16T00:24:23.766313] [INFO ] [sig ] Generating forecast for: CMTG [2025-10-16T00:24:23.766344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-10-16T00:24:23.774733] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMTG'. [2025-10-16T00:24:23.774999] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-10-16T00:24:23.799383] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:23.800077] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-10-16T00:24:23.800131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:23.800164] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:23.800191] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:23.800247] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:23.817065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:23.817574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:23.817671] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:23.817725] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:23.850552] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:23.850632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:23.850705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:23.850745] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:23.853721] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-10-16T00:24:23.853971] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-10-16T00:24:23.854094] [INFO ] [sig ] CMTG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:23.993360] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMTG.txt [2025-10-16T00:24:23.993571] [INFO ] [sig ] [394/1803] Completed CMTG in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:23.993612] [INFO ] [sig ] [395/1803] Forecasting CMU... [2025-10-16T00:24:23.993665] [INFO ] [sig ] Generating forecast for: CMU [2025-10-16T00:24:23.993722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'. [2025-10-16T00:24:24.001344] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CMU'. [2025-10-16T00:24:24.001597] [INFO ] [FORECASTER] Starting predict_future for CMU [2025-10-16T00:24:24.026139] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:24.026968] [DEBUG] [LOCAL ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt [2025-10-16T00:24:24.027024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:24.027058] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:24.027087] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:24.027144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:24.044174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:24.044726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:24.044805] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:24.044839] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:24.076355] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:24.076428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:24.076463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:24.076492] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:24.079508] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=27.12%) [2025-10-16T00:24:24.079797] [INFO ] [FORECASTER] Completed predict_future for CMU [2025-10-16T00:24:24.079924] [INFO ] [sig ] CMU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:24.218064] [INFO ] [LOCAL ] Saved forecast: CMU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CMU.txt [2025-10-16T00:24:24.218270] [INFO ] [sig ] [395/1803] Completed CMU in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:24.218310] [INFO ] [sig ] [396/1803] Forecasting CNA... [2025-10-16T00:24:24.218341] [INFO ] [sig ] Generating forecast for: CNA [2025-10-16T00:24:24.218372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-10-16T00:24:24.226256] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNA'. [2025-10-16T00:24:24.226520] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-10-16T00:24:24.250581] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:24.251258] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-10-16T00:24:24.251312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:24.251345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:24.251372] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:24.251428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:24.268201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:24.268800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:24.268878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:24.268912] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:24.303725] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:24.303828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:24.303871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:24.303901] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:24.306880] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-10-16T00:24:24.307126] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-10-16T00:24:24.307244] [INFO ] [sig ] CNA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:24.446663] [INFO ] [LOCAL ] Saved forecast: CNA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CNA.txt [2025-10-16T00:24:24.446882] [INFO ] [sig ] [396/1803] Completed CNA in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:24.446925] [INFO ] [sig ] [397/1803] Forecasting CNC... [2025-10-16T00:24:24.446955] [INFO ] [sig ] Generating forecast for: CNC [2025-10-16T00:24:24.446986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-10-16T00:24:24.454959] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'CNC'. [2025-10-16T00:24:24.455224] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-10-16T00:24:24.479586] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:24.480310] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-10-16T00:24:24.480364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:24.480398] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:24.480426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:24.480482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:24.497328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:24.497890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:24.497972] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:24.498005] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:24.532733] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:24.532825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:24.532861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:24.532889] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:24.535961] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=97.94%) [2025-10-16T00:24:24.536215] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-10-16T00:24:24.536337] [INFO ] [sig ] CNC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:24.675237] [INFO ] [LOCAL ] Saved forecast: CNC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CNC.txt [2025-10-16T00:24:24.675456] [INFO ] [sig ] [397/1803] Completed CNC in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:24.675504] [INFO ] [sig ] [398/1803] Forecasting CNH... [2025-10-16T00:24:24.675536] [INFO ] [sig ] Generating forecast for: CNH [2025-10-16T00:24:24.675567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'. [2025-10-16T00:24:24.683418] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNH'. [2025-10-16T00:24:24.683715] [INFO ] [FORECASTER] Starting predict_future for CNH [2025-10-16T00:24:24.708691] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:24.709403] [DEBUG] [LOCAL ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt [2025-10-16T00:24:24.709458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:24.709492] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:24.709520] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:24.709579] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:24.726473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:24.727060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:24.727137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:24.727171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:24.761808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:24.761904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:24.761944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:24.761974] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:24.765020] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: UP (p=85.02%) [2025-10-16T00:24:24.765272] [INFO ] [FORECASTER] Completed predict_future for CNH [2025-10-16T00:24:24.765392] [INFO ] [sig ] CNH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:24.905485] [INFO ] [LOCAL ] Saved forecast: CNH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CNH.txt [2025-10-16T00:24:24.905717] [INFO ] [sig ] [398/1803] Completed CNH in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:24.905777] [INFO ] [sig ] [399/1803] Forecasting CNI... [2025-10-16T00:24:24.905811] [INFO ] [sig ] Generating forecast for: CNI [2025-10-16T00:24:24.905842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-10-16T00:24:24.913952] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNI'. [2025-10-16T00:24:24.914222] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-10-16T00:24:24.939032] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:24.939750] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-10-16T00:24:24.939806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:24.939839] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:24.939868] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:24.939925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:24.957140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:24.957689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:24.957769] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:24.957804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:24.991195] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:24.991298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:24.991334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:24.991381] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:24.994476] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=7.36%) [2025-10-16T00:24:24.994772] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-10-16T00:24:24.994905] [INFO ] [sig ] CNI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:25.137453] [INFO ] [LOCAL ] Saved forecast: CNI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CNI.txt [2025-10-16T00:24:25.137739] [INFO ] [sig ] [399/1803] Completed CNI in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:25.137802] [INFO ] [sig ] [400/1803] Forecasting CNM... [2025-10-16T00:24:25.137838] [INFO ] [sig ] Generating forecast for: CNM [2025-10-16T00:24:25.137873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-10-16T00:24:25.146706] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNM'. [2025-10-16T00:24:25.147153] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-10-16T00:24:25.171915] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:25.172675] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-10-16T00:24:25.172734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:25.172769] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:25.172798] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:25.172856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:25.191186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:25.192029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:25.192113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:25.192148] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:25.229126] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:25.229304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:25.229375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:25.229414] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:25.233077] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=88.44%) [2025-10-16T00:24:25.233368] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-10-16T00:24:25.233521] [INFO ] [sig ] CNM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:25.383258] [INFO ] [LOCAL ] Saved forecast: CNM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CNM.txt [2025-10-16T00:24:25.383467] [INFO ] [sig ] [400/1803] Completed CNM in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:25.383509] [INFO ] [sig ] [401/1803] Forecasting CNMD... [2025-10-16T00:24:25.383540] [INFO ] [sig ] Generating forecast for: CNMD [2025-10-16T00:24:25.383571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-10-16T00:24:25.391678] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNMD'. [2025-10-16T00:24:25.391973] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-10-16T00:24:25.416045] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:25.416764] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-10-16T00:24:25.416819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:25.416852] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:25.416878] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:25.416934] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:25.433586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:25.434154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:25.434233] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:25.434267] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:25.467085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:25.467176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:25.467212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:25.467268] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:25.472577] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=94.64%) [2025-10-16T00:24:25.472874] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-10-16T00:24:25.473003] [INFO ] [sig ] CNMD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:25.666441] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CNMD.txt [2025-10-16T00:24:25.666629] [INFO ] [sig ] [401/1803] Completed CNMD in 0.3s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:25.666707] [INFO ] [sig ] [402/1803] Forecasting CNNE... [2025-10-16T00:24:25.666747] [INFO ] [sig ] Generating forecast for: CNNE [2025-10-16T00:24:25.666780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-10-16T00:24:25.675150] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNNE'. [2025-10-16T00:24:25.675423] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-10-16T00:24:25.699867] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:25.700519] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-10-16T00:24:25.700572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:25.700604] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:25.700631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:25.700728] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:25.717700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:25.718243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:25.718319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:25.718352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:25.752820] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:25.752918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:25.752954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:25.752983] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:25.756045] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=43.02%) [2025-10-16T00:24:25.756298] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-10-16T00:24:25.756417] [INFO ] [sig ] CNNE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:25.899084] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CNNE.txt [2025-10-16T00:24:25.899292] [INFO ] [sig ] [402/1803] Completed CNNE in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:25.899333] [INFO ] [sig ] [403/1803] Forecasting CNO... [2025-10-16T00:24:25.899364] [INFO ] [sig ] Generating forecast for: CNO [2025-10-16T00:24:25.899395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-10-16T00:24:25.907322] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNO'. [2025-10-16T00:24:25.907594] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-10-16T00:24:25.931979] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:25.932697] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-10-16T00:24:25.932753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:25.932786] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:25.932813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:25.932869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:25.949851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:25.950370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:25.950446] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:25.950480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:25.984524] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:25.984615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:25.984678] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:25.984726] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:25.987789] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=85.25%) [2025-10-16T00:24:25.988040] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-10-16T00:24:25.988162] [INFO ] [sig ] CNO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:26.128229] [INFO ] [LOCAL ] Saved forecast: CNO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CNO.txt [2025-10-16T00:24:26.128411] [INFO ] [sig ] [403/1803] Completed CNO in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:26.128452] [INFO ] [sig ] [404/1803] Forecasting CNP... [2025-10-16T00:24:26.128483] [INFO ] [sig ] Generating forecast for: CNP [2025-10-16T00:24:26.128514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-10-16T00:24:26.136696] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNP'. [2025-10-16T00:24:26.136967] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-10-16T00:24:26.161356] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:26.162100] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-10-16T00:24:26.162155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:26.162188] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:26.162216] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:26.162273] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:26.179177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:26.179750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:26.179829] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:26.179863] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:26.214962] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:26.215113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:26.215154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:26.215184] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:26.218497] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=45.29%) [2025-10-16T00:24:26.218827] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-10-16T00:24:26.218963] [INFO ] [sig ] CNP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:26.357132] [INFO ] [LOCAL ] Saved forecast: CNP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CNP.txt [2025-10-16T00:24:26.357338] [INFO ] [sig ] [404/1803] Completed CNP in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:26.357429] [INFO ] [sig ] [405/1803] Forecasting CNQ... [2025-10-16T00:24:26.357469] [INFO ] [sig ] Generating forecast for: CNQ [2025-10-16T00:24:26.357501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-10-16T00:24:26.366457] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNQ'. [2025-10-16T00:24:26.366854] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-10-16T00:24:26.391754] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:26.392517] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-10-16T00:24:26.392571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:26.392605] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:26.392633] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:26.392731] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:26.409809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:26.410532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:26.410615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:26.410687] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:26.446462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:26.446571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:26.446609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:26.446638] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:26.449847] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=43.89%) [2025-10-16T00:24:26.450108] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-10-16T00:24:26.450234] [INFO ] [sig ] CNQ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:26.590970] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CNQ.txt [2025-10-16T00:24:26.591242] [INFO ] [sig ] [405/1803] Completed CNQ in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:26.591284] [INFO ] [sig ] [406/1803] Forecasting CNS... [2025-10-16T00:24:26.591317] [INFO ] [sig ] Generating forecast for: CNS [2025-10-16T00:24:26.591348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-10-16T00:24:26.600186] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNS'. [2025-10-16T00:24:26.600513] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-10-16T00:24:26.624706] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:26.625376] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-10-16T00:24:26.625430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:26.625464] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:26.625492] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:26.625554] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:26.642326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:26.642893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:26.642972] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:26.643009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:26.675010] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:26.675091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:26.675126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:26.675156] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:26.678151] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=74.99%) [2025-10-16T00:24:26.678397] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-10-16T00:24:26.678517] [INFO ] [sig ] CNS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:26.817545] [INFO ] [LOCAL ] Saved forecast: CNS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CNS.txt [2025-10-16T00:24:26.817760] [INFO ] [sig ] [406/1803] Completed CNS in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:26.817820] [INFO ] [sig ] [407/1803] Forecasting CNX... [2025-10-16T00:24:26.817855] [INFO ] [sig ] Generating forecast for: CNX [2025-10-16T00:24:26.817886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-10-16T00:24:26.825971] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CNX'. [2025-10-16T00:24:26.826233] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-10-16T00:24:26.850481] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:26.851170] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-10-16T00:24:26.851227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:26.851259] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:26.851287] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:26.851343] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:26.868384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:26.868985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:26.869062] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:26.869096] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:26.903299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:26.903389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:26.903429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:26.903457] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:26.906521] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=34.82%) [2025-10-16T00:24:26.906814] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-10-16T00:24:26.906942] [INFO ] [sig ] CNX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:27.046871] [INFO ] [LOCAL ] Saved forecast: CNX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CNX.txt [2025-10-16T00:24:27.047067] [INFO ] [sig ] [407/1803] Completed CNX in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:27.047109] [INFO ] [sig ] [408/1803] Forecasting CODI... [2025-10-16T00:24:27.047139] [INFO ] [sig ] Generating forecast for: CODI [2025-10-16T00:24:27.047170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-10-16T00:24:27.055173] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CODI'. [2025-10-16T00:24:27.055438] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-10-16T00:24:27.081332] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:27.082186] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-10-16T00:24:27.082243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:27.082278] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:27.082309] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:27.082368] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:27.100206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:27.101174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:27.101266] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:27.101302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:27.136532] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:27.136744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:27.136800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:27.136832] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:27.140223] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=51.18%) [2025-10-16T00:24:27.140488] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-10-16T00:24:27.140617] [INFO ] [sig ] CODI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:27.295947] [INFO ] [LOCAL ] Saved forecast: CODI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CODI.txt [2025-10-16T00:24:27.296185] [INFO ] [sig ] [408/1803] Completed CODI in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:27.296230] [INFO ] [sig ] [409/1803] Forecasting COF... [2025-10-16T00:24:27.296262] [INFO ] [sig ] Generating forecast for: COF [2025-10-16T00:24:27.296294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-10-16T00:24:27.305054] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COF'. [2025-10-16T00:24:27.305398] [INFO ] [FORECASTER] Starting predict_future for COF [2025-10-16T00:24:27.335990] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:27.337325] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-10-16T00:24:27.337409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:27.337451] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:27.337485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:27.337556] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:27.356023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:27.356690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:27.356776] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:27.356812] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:27.390359] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:27.390445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:27.390481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:27.390512] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:27.393680] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=33.81%) [2025-10-16T00:24:27.393935] [INFO ] [FORECASTER] Completed predict_future for COF [2025-10-16T00:24:27.394063] [INFO ] [sig ] COF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:27.532833] [INFO ] [LOCAL ] Saved forecast: COF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/COF.txt [2025-10-16T00:24:27.533039] [INFO ] [sig ] [409/1803] Completed COF in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:27.533081] [INFO ] [sig ] [410/1803] Forecasting COHR... [2025-10-16T00:24:27.533112] [INFO ] [sig ] Generating forecast for: COHR [2025-10-16T00:24:27.533143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'. [2025-10-16T00:24:27.541442] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COHR'. [2025-10-16T00:24:27.541729] [INFO ] [FORECASTER] Starting predict_future for COHR [2025-10-16T00:24:27.565967] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:27.566637] [DEBUG] [LOCAL ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt [2025-10-16T00:24:27.566717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:27.566752] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:27.566780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:27.566837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:27.583873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:27.584376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:27.584452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:27.584485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:27.620401] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:27.620485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:27.620521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:27.620550] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:27.623593] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-10-16T00:24:27.623872] [INFO ] [FORECASTER] Completed predict_future for COHR [2025-10-16T00:24:27.624001] [INFO ] [sig ] COHR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:27.762167] [INFO ] [LOCAL ] Saved forecast: COHR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/COHR.txt [2025-10-16T00:24:27.762356] [INFO ] [sig ] [410/1803] Completed COHR in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:27.762396] [INFO ] [sig ] [411/1803] Forecasting COLD... [2025-10-16T00:24:27.762427] [INFO ] [sig ] Generating forecast for: COLD [2025-10-16T00:24:27.762459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-10-16T00:24:27.770627] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COLD'. [2025-10-16T00:24:27.770903] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-10-16T00:24:27.795141] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:27.795851] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-10-16T00:24:27.795905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:27.795939] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:27.795967] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:27.796069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:27.813253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:27.813804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:27.813880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:27.813914] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:27.849144] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:27.849219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:27.849254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:27.849282] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:27.852228] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=0.23%) [2025-10-16T00:24:27.852481] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-10-16T00:24:27.852614] [INFO ] [sig ] COLD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:27.992315] [INFO ] [LOCAL ] Saved forecast: COLD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/COLD.txt [2025-10-16T00:24:27.992506] [INFO ] [sig ] [411/1803] Completed COLD in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.6m [2025-10-16T00:24:27.992547] [INFO ] [sig ] [412/1803] Forecasting COMP... [2025-10-16T00:24:27.992584] [INFO ] [sig ] Generating forecast for: COMP [2025-10-16T00:24:27.992617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-10-16T00:24:28.000610] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COMP'. [2025-10-16T00:24:28.000941] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-10-16T00:24:28.025054] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:28.025740] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-10-16T00:24:28.025795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:28.025828] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:28.025855] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:28.025910] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:28.042924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:28.043430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:28.043506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:28.043539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:28.078933] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:28.079015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:28.079055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:28.079083] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:28.082078] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-10-16T00:24:28.082325] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-10-16T00:24:28.082449] [INFO ] [sig ] COMP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:28.222529] [INFO ] [LOCAL ] Saved forecast: COMP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/COMP.txt [2025-10-16T00:24:28.222765] [INFO ] [sig ] [412/1803] Completed COMP in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.5m [2025-10-16T00:24:28.222825] [INFO ] [sig ] [413/1803] Forecasting CON... [2025-10-16T00:24:28.222859] [INFO ] [sig ] Generating forecast for: CON [2025-10-16T00:24:28.222891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'. [2025-10-16T00:24:28.231564] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CON'. [2025-10-16T00:24:28.231864] [INFO ] [FORECASTER] Starting predict_future for CON [2025-10-16T00:24:28.256041] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:28.256735] [DEBUG] [LOCAL ] No optimal features file found for CON: ./output/feature-sets/CON.txt [2025-10-16T00:24:28.256790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:28.256824] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:28.256852] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:28.256909] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:28.273989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:28.274494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:28.274569] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:28.274603] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:28.309372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:28.309448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:28.309483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:28.309511] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:28.312539] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: UP (p=68.50%) [2025-10-16T00:24:28.312836] [INFO ] [FORECASTER] Completed predict_future for CON [2025-10-16T00:24:28.312967] [INFO ] [sig ] CON: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:28.453579] [INFO ] [LOCAL ] Saved forecast: CON 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CON.txt [2025-10-16T00:24:28.453782] [INFO ] [sig ] [413/1803] Completed CON in 0.2s | 4.18 sym/s | Total: 1.6m | ETA: 5.5m [2025-10-16T00:24:28.453842] [INFO ] [sig ] [414/1803] Forecasting COOK... [2025-10-16T00:24:28.453876] [INFO ] [sig ] Generating forecast for: COOK [2025-10-16T00:24:28.453909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'. [2025-10-16T00:24:28.462184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COOK'. [2025-10-16T00:24:28.462438] [INFO ] [FORECASTER] Starting predict_future for COOK [2025-10-16T00:24:28.486909] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:28.487552] [DEBUG] [LOCAL ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt [2025-10-16T00:24:28.487606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:28.487639] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:28.487713] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:28.487774] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:28.505213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:28.505766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:28.505843] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:28.505878] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:28.541459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:28.541539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:28.542005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:28.542047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:28.545519] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=21.35%) [2025-10-16T00:24:28.545808] [INFO ] [FORECASTER] Completed predict_future for COOK [2025-10-16T00:24:28.545941] [INFO ] [sig ] COOK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:28.686338] [INFO ] [LOCAL ] Saved forecast: COOK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/COOK.txt [2025-10-16T00:24:28.686529] [INFO ] [sig ] [414/1803] Completed COOK in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:28.686571] [INFO ] [sig ] [415/1803] Forecasting COP... [2025-10-16T00:24:28.686602] [INFO ] [sig ] Generating forecast for: COP [2025-10-16T00:24:28.686634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-10-16T00:24:28.694872] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COP'. [2025-10-16T00:24:28.695119] [INFO ] [FORECASTER] Starting predict_future for COP [2025-10-16T00:24:28.719215] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:28.719895] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-10-16T00:24:28.719948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:28.719983] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:28.720018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:28.720088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:28.737314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:28.737896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:28.737973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:28.738010] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:28.773466] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:28.773540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:28.773574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:28.773602] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:28.776589] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=72.22%) [2025-10-16T00:24:28.776860] [INFO ] [FORECASTER] Completed predict_future for COP [2025-10-16T00:24:28.776992] [INFO ] [sig ] COP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:28.917127] [INFO ] [LOCAL ] Saved forecast: COP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/COP.txt [2025-10-16T00:24:28.917303] [INFO ] [sig ] [415/1803] Completed COP in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:28.917343] [INFO ] [sig ] [416/1803] Forecasting COR... [2025-10-16T00:24:28.917375] [INFO ] [sig ] Generating forecast for: COR [2025-10-16T00:24:28.917406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-10-16T00:24:28.926069] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COR'. [2025-10-16T00:24:28.926323] [INFO ] [FORECASTER] Starting predict_future for COR [2025-10-16T00:24:28.950846] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:28.951521] [DEBUG] [LOCAL ] No optimal features file found for COR: ./output/feature-sets/COR.txt [2025-10-16T00:24:28.951574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:28.951607] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:28.951634] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:28.951732] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:28.968525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:28.969113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:28.969206] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:28.969240] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:29.005377] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:29.005452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:29.005486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:29.005514] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:29.008496] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: UP (p=86.95%) [2025-10-16T00:24:29.008810] [INFO ] [FORECASTER] Completed predict_future for COR [2025-10-16T00:24:29.008940] [INFO ] [sig ] COR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:29.151116] [INFO ] [LOCAL ] Saved forecast: COR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/COR.txt [2025-10-16T00:24:29.151301] [INFO ] [sig ] [416/1803] Completed COR in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:29.151343] [INFO ] [sig ] [417/1803] Forecasting COTY... [2025-10-16T00:24:29.151373] [INFO ] [sig ] Generating forecast for: COTY [2025-10-16T00:24:29.151404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-10-16T00:24:29.159884] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COTY'. [2025-10-16T00:24:29.160135] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-10-16T00:24:29.184622] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:29.185370] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-10-16T00:24:29.185423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:29.185456] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:29.185485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:29.185541] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:29.203143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:29.203783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:29.203863] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:29.203897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:29.240055] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:29.240145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:29.240184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:29.240212] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:29.243152] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=13.19%) [2025-10-16T00:24:29.243397] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-10-16T00:24:29.243522] [INFO ] [sig ] COTY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:29.383142] [INFO ] [LOCAL ] Saved forecast: COTY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/COTY.txt [2025-10-16T00:24:29.383374] [INFO ] [sig ] [417/1803] Completed COTY in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:29.383421] [INFO ] [sig ] [418/1803] Forecasting COUR... [2025-10-16T00:24:29.383452] [INFO ] [sig ] Generating forecast for: COUR [2025-10-16T00:24:29.383482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-10-16T00:24:29.391849] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'COUR'. [2025-10-16T00:24:29.392109] [INFO ] [FORECASTER] Starting predict_future for COUR [2025-10-16T00:24:29.416544] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:29.417351] [DEBUG] [LOCAL ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt [2025-10-16T00:24:29.417404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:29.417437] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:29.417464] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:29.417520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:29.434674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:29.435188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:29.435265] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:29.435298] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:29.471594] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:29.471701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:29.471747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:29.471776] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:29.474938] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: UP (p=52.87%) [2025-10-16T00:24:29.475186] [INFO ] [FORECASTER] Completed predict_future for COUR [2025-10-16T00:24:29.475309] [INFO ] [sig ] COUR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:29.614228] [INFO ] [LOCAL ] Saved forecast: COUR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/COUR.txt [2025-10-16T00:24:29.614420] [INFO ] [sig ] [418/1803] Completed COUR in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:29.614461] [INFO ] [sig ] [419/1803] Forecasting CP... [2025-10-16T00:24:29.614497] [INFO ] [sig ] Generating forecast for: CP [2025-10-16T00:24:29.614531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-10-16T00:24:29.622866] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CP'. [2025-10-16T00:24:29.623137] [INFO ] [FORECASTER] Starting predict_future for CP [2025-10-16T00:24:29.647602] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:29.648289] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-10-16T00:24:29.648343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:29.648376] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:29.648405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:29.648461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:29.665627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:29.666192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:29.666268] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:29.666302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:29.701237] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:29.701309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:29.701344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:29.701371] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:29.704263] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=49.82%) [2025-10-16T00:24:29.704505] [INFO ] [FORECASTER] Completed predict_future for CP [2025-10-16T00:24:29.704629] [INFO ] [sig ] CP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:29.844822] [INFO ] [LOCAL ] Saved forecast: CP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CP.txt [2025-10-16T00:24:29.845003] [INFO ] [sig ] [419/1803] Completed CP in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:29.845044] [INFO ] [sig ] [420/1803] Forecasting CPA... [2025-10-16T00:24:29.845077] [INFO ] [sig ] Generating forecast for: CPA [2025-10-16T00:24:29.845110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-10-16T00:24:29.853437] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPA'. [2025-10-16T00:24:29.853714] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-10-16T00:24:29.878168] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:29.878907] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-10-16T00:24:29.878960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:29.878994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:29.879022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:29.879078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:29.896353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:29.896914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:29.896993] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:29.897027] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:29.933751] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:29.933822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:29.933856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:29.933884] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:29.936793] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=98.30%) [2025-10-16T00:24:29.937051] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-10-16T00:24:29.937176] [INFO ] [sig ] CPA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:30.077951] [INFO ] [LOCAL ] Saved forecast: CPA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CPA.txt [2025-10-16T00:24:30.078136] [INFO ] [sig ] [420/1803] Completed CPA in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:30.078176] [INFO ] [sig ] [421/1803] Forecasting CPAY... [2025-10-16T00:24:30.078206] [INFO ] [sig ] Generating forecast for: CPAY [2025-10-16T00:24:30.078237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'. [2025-10-16T00:24:30.086363] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPAY'. [2025-10-16T00:24:30.086636] [INFO ] [FORECASTER] Starting predict_future for CPAY [2025-10-16T00:24:30.110963] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:30.111602] [DEBUG] [LOCAL ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt [2025-10-16T00:24:30.111678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:30.111727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:30.111757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:30.111813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:30.128874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:30.129408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:30.129487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:30.129519] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:30.164383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:30.164458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:30.164493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:30.164521] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:30.167540] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: DOWN (p=40.81%) [2025-10-16T00:24:30.167822] [INFO ] [FORECASTER] Completed predict_future for CPAY [2025-10-16T00:24:30.167951] [INFO ] [sig ] CPAY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:30.308897] [INFO ] [LOCAL ] Saved forecast: CPAY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CPAY.txt [2025-10-16T00:24:30.309090] [INFO ] [sig ] [421/1803] Completed CPAY in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:30.309140] [INFO ] [sig ] [422/1803] Forecasting CPF... [2025-10-16T00:24:30.309177] [INFO ] [sig ] Generating forecast for: CPF [2025-10-16T00:24:30.309215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-10-16T00:24:30.317291] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPF'. [2025-10-16T00:24:30.317542] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-10-16T00:24:30.342007] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:30.342686] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-10-16T00:24:30.342743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:30.342776] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:30.342805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:30.342861] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:30.359750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:30.360277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:30.360367] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:30.360401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:30.395810] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:30.395890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:30.395926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:30.395956] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:30.399060] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=32.38%) [2025-10-16T00:24:30.399307] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-10-16T00:24:30.399434] [INFO ] [sig ] CPF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:30.538943] [INFO ] [LOCAL ] Saved forecast: CPF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CPF.txt [2025-10-16T00:24:30.539154] [INFO ] [sig ] [422/1803] Completed CPF in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:30.539204] [INFO ] [sig ] [423/1803] Forecasting CPK... [2025-10-16T00:24:30.539239] [INFO ] [sig ] Generating forecast for: CPK [2025-10-16T00:24:30.539269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-10-16T00:24:30.547612] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPK'. [2025-10-16T00:24:30.547877] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-10-16T00:24:30.572123] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:30.572807] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-10-16T00:24:30.572861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:30.572894] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:30.572921] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:30.572978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:30.589904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:30.590413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:30.590491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:30.590524] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:30.623248] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:30.623319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:30.623354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:30.623382] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:30.626287] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=99.14%) [2025-10-16T00:24:30.626529] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-10-16T00:24:30.626682] [INFO ] [sig ] CPK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:30.768365] [INFO ] [LOCAL ] Saved forecast: CPK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CPK.txt [2025-10-16T00:24:30.768559] [INFO ] [sig ] [423/1803] Completed CPK in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:30.768618] [INFO ] [sig ] [424/1803] Forecasting CPNG... [2025-10-16T00:24:30.768683] [INFO ] [sig ] Generating forecast for: CPNG [2025-10-16T00:24:30.768739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-10-16T00:24:30.777136] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPNG'. [2025-10-16T00:24:30.777388] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-10-16T00:24:30.801499] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:30.802177] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-10-16T00:24:30.802242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:30.802277] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:30.802349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:30.802415] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:30.819162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:30.819731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:30.819811] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:30.819844] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:30.856723] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:30.856795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:30.856830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:30.856858] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:30.859840] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-10-16T00:24:30.860083] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-10-16T00:24:30.860204] [INFO ] [sig ] CPNG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:30.998402] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CPNG.txt [2025-10-16T00:24:30.998621] [INFO ] [sig ] [424/1803] Completed CPNG in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:30.998703] [INFO ] [sig ] [425/1803] Forecasting CPRI... [2025-10-16T00:24:30.998744] [INFO ] [sig ] Generating forecast for: CPRI [2025-10-16T00:24:30.998776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-10-16T00:24:31.006375] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPRI'. [2025-10-16T00:24:31.006628] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-10-16T00:24:31.030746] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:31.031412] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-10-16T00:24:31.031465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:31.031498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:31.031525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:31.031582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:31.048519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:31.049089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:31.049168] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:31.049202] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:31.083454] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:31.083531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:31.083566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:31.083595] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:31.086564] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=35.26%) [2025-10-16T00:24:31.086839] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-10-16T00:24:31.086965] [INFO ] [sig ] CPRI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:31.225176] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CPRI.txt [2025-10-16T00:24:31.225384] [INFO ] [sig ] [425/1803] Completed CPRI in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:31.225424] [INFO ] [sig ] [426/1803] Forecasting CPS... [2025-10-16T00:24:31.225455] [INFO ] [sig ] Generating forecast for: CPS [2025-10-16T00:24:31.225492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-10-16T00:24:31.233521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CPS'. [2025-10-16T00:24:31.233806] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-10-16T00:24:31.258042] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:31.258746] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-10-16T00:24:31.258801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:31.258834] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:31.258862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:31.258918] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:31.275892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:31.276394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:31.276470] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:31.276503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:31.312354] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:31.312425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:31.312459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:31.312486] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:31.315445] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=89.86%) [2025-10-16T00:24:31.315720] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-10-16T00:24:31.315859] [INFO ] [sig ] CPS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:31.454011] [INFO ] [LOCAL ] Saved forecast: CPS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CPS.txt [2025-10-16T00:24:31.454187] [INFO ] [sig ] [426/1803] Completed CPS in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:31.454227] [INFO ] [sig ] [427/1803] Forecasting CQP... [2025-10-16T00:24:31.454258] [INFO ] [sig ] Generating forecast for: CQP [2025-10-16T00:24:31.454289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-10-16T00:24:31.462668] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CQP'. [2025-10-16T00:24:31.462921] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-10-16T00:24:31.487007] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:31.487725] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-10-16T00:24:31.487779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:31.487813] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:31.487840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:31.487897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:31.505063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:31.505582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:31.505679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:31.505733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:31.540885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:31.540981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:31.541017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:31.541044] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:31.546555] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-10-16T00:24:31.546848] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-10-16T00:24:31.546980] [INFO ] [sig ] CQP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:31.685896] [INFO ] [LOCAL ] Saved forecast: CQP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CQP.txt [2025-10-16T00:24:31.686068] [INFO ] [sig ] [427/1803] Completed CQP in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:31.686109] [INFO ] [sig ] [428/1803] Forecasting CR... [2025-10-16T00:24:31.686139] [INFO ] [sig ] Generating forecast for: CR [2025-10-16T00:24:31.686169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'. [2025-10-16T00:24:31.694683] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CR'. [2025-10-16T00:24:31.694934] [INFO ] [FORECASTER] Starting predict_future for CR [2025-10-16T00:24:31.719231] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:31.719915] [DEBUG] [LOCAL ] No optimal features file found for CR: ./output/feature-sets/CR.txt [2025-10-16T00:24:31.719969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:31.720003] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:31.720031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:31.720088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:31.737033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:31.737534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:31.737609] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:31.737667] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:31.772269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:31.772356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:31.772391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:31.772419] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:31.775420] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=78.41%) [2025-10-16T00:24:31.775692] [INFO ] [FORECASTER] Completed predict_future for CR [2025-10-16T00:24:31.775824] [INFO ] [sig ] CR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:31.915312] [INFO ] [LOCAL ] Saved forecast: CR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CR.txt [2025-10-16T00:24:31.915510] [INFO ] [sig ] [428/1803] Completed CR in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:31.915551] [INFO ] [sig ] [429/1803] Forecasting CRBD... [2025-10-16T00:24:31.915580] [INFO ] [sig ] Generating forecast for: CRBD [2025-10-16T00:24:31.915611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'. [2025-10-16T00:24:31.924237] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRBD'. [2025-10-16T00:24:31.924487] [INFO ] [FORECASTER] Starting predict_future for CRBD [2025-10-16T00:24:31.948577] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:31.949251] [DEBUG] [LOCAL ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt [2025-10-16T00:24:31.949305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:31.949338] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:31.949365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:31.949421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:31.966266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:31.966843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:31.966920] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:31.966968] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:32.003045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:32.003122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:32.003156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:32.003184] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:32.006084] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: DOWN (p=6.08%) [2025-10-16T00:24:32.006324] [INFO ] [FORECASTER] Completed predict_future for CRBD [2025-10-16T00:24:32.006448] [INFO ] [sig ] CRBD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:32.149307] [INFO ] [LOCAL ] Saved forecast: CRBD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRBD.txt [2025-10-16T00:24:32.149545] [INFO ] [sig ] [429/1803] Completed CRBD in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:32.149588] [INFO ] [sig ] [430/1803] Forecasting CRBG... [2025-10-16T00:24:32.149620] [INFO ] [sig ] Generating forecast for: CRBG [2025-10-16T00:24:32.149684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-10-16T00:24:32.158309] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRBG'. [2025-10-16T00:24:32.158712] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-10-16T00:24:32.183297] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:32.184090] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-10-16T00:24:32.184147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:32.184184] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:32.184212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:32.184269] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:32.202005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:32.202812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:32.202893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:32.202928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:32.245205] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:32.245371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:32.245411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:32.245442] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:32.248902] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=1.47%) [2025-10-16T00:24:32.249174] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-10-16T00:24:32.249302] [INFO ] [sig ] CRBG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:32.393839] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRBG.txt [2025-10-16T00:24:32.394043] [INFO ] [sig ] [430/1803] Completed CRBG in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:32.394085] [INFO ] [sig ] [431/1803] Forecasting CRC... [2025-10-16T00:24:32.394116] [INFO ] [sig ] Generating forecast for: CRC [2025-10-16T00:24:32.394147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-10-16T00:24:32.402548] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRC'. [2025-10-16T00:24:32.402820] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-10-16T00:24:32.426870] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:32.427513] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-10-16T00:24:32.427579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:32.427613] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:32.427662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:32.427745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:32.444668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:32.445185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:32.445262] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:32.445295] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:32.480340] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:32.480431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:32.480466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:32.480495] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:32.483578] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=5.12%) [2025-10-16T00:24:32.483859] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-10-16T00:24:32.483985] [INFO ] [sig ] CRC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:32.623107] [INFO ] [LOCAL ] Saved forecast: CRC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRC.txt [2025-10-16T00:24:32.623305] [INFO ] [sig ] [431/1803] Completed CRC in 0.2s | 4.18 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:32.623348] [INFO ] [sig ] [432/1803] Forecasting CRGY... [2025-10-16T00:24:32.623379] [INFO ] [sig ] Generating forecast for: CRGY [2025-10-16T00:24:32.623409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-10-16T00:24:32.631696] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRGY'. [2025-10-16T00:24:32.631980] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-10-16T00:24:32.656166] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:32.656864] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-10-16T00:24:32.656917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:32.656951] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:32.656979] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:32.657035] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:32.674064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:32.674576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:32.674673] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:32.674727] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:32.707222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:32.707296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:32.707330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:32.707359] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:32.710329] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=95.28%) [2025-10-16T00:24:32.710573] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-10-16T00:24:32.710722] [INFO ] [sig ] CRGY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:32.850134] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CRGY.txt [2025-10-16T00:24:32.850320] [INFO ] [sig ] [432/1803] Completed CRGY in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:32.850360] [INFO ] [sig ] [433/1803] Forecasting CRI... [2025-10-16T00:24:32.850390] [INFO ] [sig ] Generating forecast for: CRI [2025-10-16T00:24:32.850428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-10-16T00:24:32.858106] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRI'. [2025-10-16T00:24:32.858368] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-10-16T00:24:32.882582] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:32.883258] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-10-16T00:24:32.883312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:32.883345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:32.883373] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:32.883428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:32.901031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:32.901583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:32.901685] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:32.901741] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:32.932820] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:32.932889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:32.932924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:32.932952] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:32.935864] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=24.18%) [2025-10-16T00:24:32.936107] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-10-16T00:24:32.936225] [INFO ] [sig ] CRI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:33.075494] [INFO ] [LOCAL ] Saved forecast: CRI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRI.txt [2025-10-16T00:24:33.075718] [INFO ] [sig ] [433/1803] Completed CRI in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:33.075778] [INFO ] [sig ] [434/1803] Forecasting CRK... [2025-10-16T00:24:33.075811] [INFO ] [sig ] Generating forecast for: CRK [2025-10-16T00:24:33.075843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-10-16T00:24:33.083618] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRK'. [2025-10-16T00:24:33.083900] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-10-16T00:24:33.107950] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:33.108669] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-10-16T00:24:33.108726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:33.108759] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:33.108794] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:33.108850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:33.125804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:33.126335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:33.126411] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:33.126445] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:33.162201] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:33.162282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:33.162318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:33.162347] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:33.165356] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-10-16T00:24:33.165604] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-10-16T00:24:33.165781] [INFO ] [sig ] CRK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:33.304258] [INFO ] [LOCAL ] Saved forecast: CRK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRK.txt [2025-10-16T00:24:33.304460] [INFO ] [sig ] [434/1803] Completed CRK in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.5m [2025-10-16T00:24:33.304502] [INFO ] [sig ] [435/1803] Forecasting CRL... [2025-10-16T00:24:33.304532] [INFO ] [sig ] Generating forecast for: CRL [2025-10-16T00:24:33.304563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-10-16T00:24:33.312932] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRL'. [2025-10-16T00:24:33.313183] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-10-16T00:24:33.337416] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:33.338106] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-10-16T00:24:33.338160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:33.338193] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:33.338221] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:33.338278] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:33.355524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:33.356068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:33.356145] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:33.356178] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:33.391951] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:33.392030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:33.392066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:33.392094] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:33.395064] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=85.64%) [2025-10-16T00:24:33.395313] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-10-16T00:24:33.395435] [INFO ] [sig ] CRL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:33.534452] [INFO ] [LOCAL ] Saved forecast: CRL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CRL.txt [2025-10-16T00:24:33.534631] [INFO ] [sig ] [435/1803] Completed CRL in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.4m [2025-10-16T00:24:33.534708] [INFO ] [sig ] [436/1803] Forecasting CRS... [2025-10-16T00:24:33.534748] [INFO ] [sig ] Generating forecast for: CRS [2025-10-16T00:24:33.534780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-10-16T00:24:33.542671] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRS'. [2025-10-16T00:24:33.542914] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-10-16T00:24:33.567258] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:33.567958] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-10-16T00:24:33.568011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:33.568044] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:33.568072] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:33.568128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:33.585069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:33.585572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:33.585669] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:33.585753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:33.620547] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:33.620619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:33.620684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:33.620730] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:33.623639] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=8.48%) [2025-10-16T00:24:33.623913] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-10-16T00:24:33.624033] [INFO ] [sig ] CRS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:33.769588] [INFO ] [LOCAL ] Saved forecast: CRS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRS.txt [2025-10-16T00:24:33.769843] [INFO ] [sig ] [436/1803] Completed CRS in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.4m [2025-10-16T00:24:33.769906] [INFO ] [sig ] [437/1803] Forecasting CRT... [2025-10-16T00:24:33.769941] [INFO ] [sig ] Generating forecast for: CRT [2025-10-16T00:24:33.769974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'. [2025-10-16T00:24:33.778154] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CRT'. [2025-10-16T00:24:33.778409] [INFO ] [FORECASTER] Starting predict_future for CRT [2025-10-16T00:24:33.807843] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:33.808848] [DEBUG] [LOCAL ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt [2025-10-16T00:24:33.808903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:33.809002] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:33.809042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:33.809106] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:33.826930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:33.827519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:33.827598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:33.827634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:33.863572] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:33.863675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:33.863728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:33.863760] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:33.866900] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-10-16T00:24:33.867147] [INFO ] [FORECASTER] Completed predict_future for CRT [2025-10-16T00:24:33.867277] [INFO ] [sig ] CRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:34.010818] [INFO ] [LOCAL ] Saved forecast: CRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CRT.txt [2025-10-16T00:24:34.011046] [INFO ] [sig ] [437/1803] Completed CRT in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.4m [2025-10-16T00:24:34.011091] [INFO ] [sig ] [438/1803] Forecasting CSAN... [2025-10-16T00:24:34.011128] [INFO ] [sig ] Generating forecast for: CSAN [2025-10-16T00:24:34.011166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-10-16T00:24:34.022246] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CSAN'. [2025-10-16T00:24:34.022520] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-10-16T00:24:34.047471] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:34.048190] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-10-16T00:24:34.048244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:34.048291] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:34.048322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:34.048380] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:34.066074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:34.066624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:34.066728] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:34.066770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:34.101795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:34.101868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:34.101904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:34.101933] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:34.104991] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-10-16T00:24:34.105241] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-10-16T00:24:34.105366] [INFO ] [sig ] CSAN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:34.247520] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CSAN.txt [2025-10-16T00:24:34.247765] [INFO ] [sig ] [438/1803] Completed CSAN in 0.2s | 4.19 sym/s | Total: 1.7m | ETA: 5.4m [2025-10-16T00:24:34.247825] [INFO ] [sig ] [439/1803] Forecasting CSL... [2025-10-16T00:24:34.247858] [INFO ] [sig ] Generating forecast for: CSL [2025-10-16T00:24:34.247890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'. [2025-10-16T00:24:34.256126] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CSL'. [2025-10-16T00:24:34.256374] [INFO ] [FORECASTER] Starting predict_future for CSL [2025-10-16T00:24:34.281332] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:34.282019] [DEBUG] [LOCAL ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt [2025-10-16T00:24:34.282073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:34.282105] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:34.282133] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:34.282193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:34.299266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:34.299975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:34.300053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:34.300087] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:34.336467] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:34.336607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:34.336668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:34.336723] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:34.340402] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=6.42%) [2025-10-16T00:24:34.340691] [INFO ] [FORECASTER] Completed predict_future for CSL [2025-10-16T00:24:34.340834] [INFO ] [sig ] CSL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:34.497906] [INFO ] [LOCAL ] Saved forecast: CSL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CSL.txt [2025-10-16T00:24:34.498254] [INFO ] [sig ] [439/1803] Completed CSL in 0.3s | 4.19 sym/s | Total: 1.7m | ETA: 5.4m [2025-10-16T00:24:34.498323] [INFO ] [sig ] [440/1803] Forecasting CSR... [2025-10-16T00:24:34.498374] [INFO ] [sig ] Generating forecast for: CSR [2025-10-16T00:24:34.498427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-10-16T00:24:34.511973] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CSR'. [2025-10-16T00:24:34.512694] [INFO ] [FORECASTER] Starting predict_future for CSR [2025-10-16T00:24:34.547668] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:34.548582] [DEBUG] [LOCAL ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt [2025-10-16T00:24:34.548669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:34.548738] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:34.548799] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:34.548865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:34.567445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:34.568393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:34.568487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:34.568525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:34.616222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:34.616429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:34.616499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:34.616554] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:34.621978] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: UP (p=56.61%) [2025-10-16T00:24:34.622334] [INFO ] [FORECASTER] Completed predict_future for CSR [2025-10-16T00:24:34.622488] [INFO ] [sig ] CSR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:34.824986] [INFO ] [LOCAL ] Saved forecast: CSR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CSR.txt [2025-10-16T00:24:34.825400] [INFO ] [sig ] [440/1803] Completed CSR in 0.3s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:34.825467] [INFO ] [sig ] [441/1803] Forecasting CSTM... [2025-10-16T00:24:34.825508] [INFO ] [sig ] Generating forecast for: CSTM [2025-10-16T00:24:34.825546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-10-16T00:24:34.838588] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CSTM'. [2025-10-16T00:24:34.839208] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-10-16T00:24:34.876062] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:34.877359] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-10-16T00:24:34.877439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:34.877496] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:34.877544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:34.877638] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:34.905402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:34.906667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:34.906792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:34.906853] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:34.950751] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:34.950948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:34.950997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:34.951031] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:34.955488] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=86.89%) [2025-10-16T00:24:34.955956] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-10-16T00:24:34.956139] [INFO ] [sig ] CSTM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:35.194436] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CSTM.txt [2025-10-16T00:24:35.194816] [INFO ] [sig ] [441/1803] Completed CSTM in 0.4s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:35.194894] [INFO ] [sig ] [442/1803] Forecasting CSV... [2025-10-16T00:24:35.194941] [INFO ] [sig ] Generating forecast for: CSV [2025-10-16T00:24:35.194988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'. [2025-10-16T00:24:35.206635] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CSV'. [2025-10-16T00:24:35.207167] [INFO ] [FORECASTER] Starting predict_future for CSV [2025-10-16T00:24:35.245156] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:35.246229] [DEBUG] [LOCAL ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt [2025-10-16T00:24:35.246306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:35.246360] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:35.246412] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:35.246498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:35.274288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:35.275475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:35.275584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:35.275636] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:35.309940] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:35.310140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:35.310211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:35.310266] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:35.315114] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=58.89%) [2025-10-16T00:24:35.315503] [INFO ] [FORECASTER] Completed predict_future for CSV [2025-10-16T00:24:35.315713] [INFO ] [sig ] CSV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:35.506834] [INFO ] [LOCAL ] Saved forecast: CSV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CSV.txt [2025-10-16T00:24:35.507081] [INFO ] [sig ] [442/1803] Completed CSV in 0.3s | 4.17 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:35.507126] [INFO ] [sig ] [443/1803] Forecasting CTBB... [2025-10-16T00:24:35.507157] [INFO ] [sig ] Generating forecast for: CTBB [2025-10-16T00:24:35.507188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-10-16T00:24:35.517321] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTBB'. [2025-10-16T00:24:35.517722] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-10-16T00:24:35.544972] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:35.545817] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-10-16T00:24:35.545875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:35.545911] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:35.545941] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:35.546000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:35.563944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:35.564693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:35.564781] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:35.564818] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:35.604464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:35.604631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:35.604712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:35.604753] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:35.608407] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=99.59%) [2025-10-16T00:24:35.608768] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-10-16T00:24:35.608935] [INFO ] [sig ] CTBB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:35.764324] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CTBB.txt [2025-10-16T00:24:35.764547] [INFO ] [sig ] [443/1803] Completed CTBB in 0.3s | 4.17 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:35.764588] [INFO ] [sig ] [444/1803] Forecasting CTDD... [2025-10-16T00:24:35.764619] [INFO ] [sig ] Generating forecast for: CTDD [2025-10-16T00:24:35.764679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-10-16T00:24:35.773069] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'CTDD'. [2025-10-16T00:24:35.773372] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-10-16T00:24:35.798989] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:35.799797] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-10-16T00:24:35.799853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:35.799890] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:35.799921] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:35.799979] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:35.817979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:35.818585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:35.818694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:35.818747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:35.850735] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:35.850861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:35.850926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:35.850961] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:35.854306] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=67.54%) [2025-10-16T00:24:35.854569] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-10-16T00:24:35.854725] [INFO ] [sig ] CTDD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:35.997307] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CTDD.txt [2025-10-16T00:24:35.997548] [INFO ] [sig ] [444/1803] Completed CTDD in 0.2s | 4.17 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:35.997589] [INFO ] [sig ] [445/1803] Forecasting CTO... [2025-10-16T00:24:35.997620] [INFO ] [sig ] Generating forecast for: CTO [2025-10-16T00:24:35.997679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-10-16T00:24:36.006200] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTO'. [2025-10-16T00:24:36.006454] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-10-16T00:24:36.030859] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:36.031516] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-10-16T00:24:36.031569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:36.031626] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:36.031693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:36.031764] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:36.049165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:36.049768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:36.049849] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:36.049883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:36.081521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:36.081594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:36.081629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:36.081695] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:36.084711] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=93.82%) [2025-10-16T00:24:36.084967] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-10-16T00:24:36.085090] [INFO ] [sig ] CTO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:36.224021] [INFO ] [LOCAL ] Saved forecast: CTO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CTO.txt [2025-10-16T00:24:36.224200] [INFO ] [sig ] [445/1803] Completed CTO in 0.2s | 4.17 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:36.224241] [INFO ] [sig ] [446/1803] Forecasting CTOS... [2025-10-16T00:24:36.224271] [INFO ] [sig ] Generating forecast for: CTOS [2025-10-16T00:24:36.224303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'. [2025-10-16T00:24:36.232877] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTOS'. [2025-10-16T00:24:36.233128] [INFO ] [FORECASTER] Starting predict_future for CTOS [2025-10-16T00:24:36.257589] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:36.258289] [DEBUG] [LOCAL ] No optimal features file found for CTOS: ./output/feature-sets/CTOS.txt [2025-10-16T00:24:36.258345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:36.258377] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:36.258405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:36.258460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:36.275569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:36.276121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:36.276201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:36.276234] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:36.307014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:36.307088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:36.307124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:36.307153] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:36.310196] [DEBUG] [FORECASTER] CTOS: Forecast T+1@11:T+2@11: DOWN (p=5.47%) [2025-10-16T00:24:36.310443] [INFO ] [FORECASTER] Completed predict_future for CTOS [2025-10-16T00:24:36.310573] [INFO ] [sig ] CTOS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:36.449874] [INFO ] [LOCAL ] Saved forecast: CTOS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CTOS.txt [2025-10-16T00:24:36.450084] [INFO ] [sig ] [446/1803] Completed CTOS in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:36.450134] [INFO ] [sig ] [447/1803] Forecasting CTRA... [2025-10-16T00:24:36.450204] [INFO ] [sig ] Generating forecast for: CTRA [2025-10-16T00:24:36.450288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-10-16T00:24:36.458509] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTRA'. [2025-10-16T00:24:36.458820] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-10-16T00:24:36.482938] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:36.483571] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-10-16T00:24:36.483624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:36.483690] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:36.483733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:36.483790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:36.500836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:36.501340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:36.501419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:36.501452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:36.533555] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:36.533626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:36.533695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:36.533737] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:36.536712] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=85.18%) [2025-10-16T00:24:36.536968] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-10-16T00:24:36.537092] [INFO ] [sig ] CTRA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:36.676136] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CTRA.txt [2025-10-16T00:24:36.676331] [INFO ] [sig ] [447/1803] Completed CTRA in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:36.676372] [INFO ] [sig ] [448/1803] Forecasting CTRE... [2025-10-16T00:24:36.676402] [INFO ] [sig ] Generating forecast for: CTRE [2025-10-16T00:24:36.676433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-10-16T00:24:36.684885] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTRE'. [2025-10-16T00:24:36.685147] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-10-16T00:24:36.709955] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:36.710613] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-10-16T00:24:36.710691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:36.710737] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:36.710766] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:36.710822] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:36.728060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:36.728608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:36.728713] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:36.728758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:36.765588] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:36.765692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:36.765741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:36.765772] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:36.768880] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=53.97%) [2025-10-16T00:24:36.769143] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-10-16T00:24:36.769290] [INFO ] [sig ] CTRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:36.909454] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CTRE.txt [2025-10-16T00:24:36.909683] [INFO ] [sig ] [448/1803] Completed CTRE in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:36.909743] [INFO ] [sig ] [449/1803] Forecasting CTS... [2025-10-16T00:24:36.909775] [INFO ] [sig ] Generating forecast for: CTS [2025-10-16T00:24:36.909807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-10-16T00:24:36.917879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTS'. [2025-10-16T00:24:36.918132] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-10-16T00:24:36.942896] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:36.943553] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-10-16T00:24:36.943606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:36.943665] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:36.943729] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:36.943797] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:36.961270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:36.961853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:36.961932] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:36.961967] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:36.996295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:36.996371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:36.996405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:36.996435] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:36.999455] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=85.61%) [2025-10-16T00:24:36.999744] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-10-16T00:24:36.999879] [INFO ] [sig ] CTS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:37.141045] [INFO ] [LOCAL ] Saved forecast: CTS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CTS.txt [2025-10-16T00:24:37.141223] [INFO ] [sig ] [449/1803] Completed CTS in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:37.141263] [INFO ] [sig ] [450/1803] Forecasting CTVA... [2025-10-16T00:24:37.141293] [INFO ] [sig ] Generating forecast for: CTVA [2025-10-16T00:24:37.141324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-10-16T00:24:37.150929] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CTVA'. [2025-10-16T00:24:37.151286] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-10-16T00:24:37.177128] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:37.177915] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-10-16T00:24:37.178009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:37.178051] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:37.178080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:37.178139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:37.196202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:37.196880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:37.196964] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:37.197002] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:37.226807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:37.226934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:37.226973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:37.227003] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:37.230225] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=25.81%) [2025-10-16T00:24:37.230493] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-10-16T00:24:37.230624] [INFO ] [sig ] CTVA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:37.374907] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CTVA.txt [2025-10-16T00:24:37.375113] [INFO ] [sig ] [450/1803] Completed CTVA in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:37.375155] [INFO ] [sig ] [451/1803] Forecasting CUBE... [2025-10-16T00:24:37.375185] [INFO ] [sig ] Generating forecast for: CUBE [2025-10-16T00:24:37.375216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-10-16T00:24:37.383520] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CUBE'. [2025-10-16T00:24:37.383817] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-10-16T00:24:37.410022] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:37.410888] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-10-16T00:24:37.410944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:37.410979] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:37.411008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:37.411067] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:37.427914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:37.428449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:37.428529] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:37.428599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:37.464713] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:37.464788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:37.464823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:37.464852] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:37.467864] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-10-16T00:24:37.468111] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-10-16T00:24:37.468243] [INFO ] [sig ] CUBE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:37.606126] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CUBE.txt [2025-10-16T00:24:37.606335] [INFO ] [sig ] [451/1803] Completed CUBE in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:37.606376] [INFO ] [sig ] [452/1803] Forecasting CUBI... [2025-10-16T00:24:37.606407] [INFO ] [sig ] Generating forecast for: CUBI [2025-10-16T00:24:37.606438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-10-16T00:24:37.615220] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CUBI'. [2025-10-16T00:24:37.615474] [INFO ] [FORECASTER] Starting predict_future for CUBI [2025-10-16T00:24:37.639757] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:37.640401] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-10-16T00:24:37.640455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:37.640500] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:37.640528] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:37.640584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:37.657269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:37.657820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:37.657900] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:37.657933] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:37.691301] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:37.691371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:37.691406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:37.691434] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:37.694392] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=93.86%) [2025-10-16T00:24:37.694639] [INFO ] [FORECASTER] Completed predict_future for CUBI [2025-10-16T00:24:37.694811] [INFO ] [sig ] CUBI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:37.833036] [INFO ] [LOCAL ] Saved forecast: CUBI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CUBI.txt [2025-10-16T00:24:37.833251] [INFO ] [sig ] [452/1803] Completed CUBI in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:37.833292] [INFO ] [sig ] [453/1803] Forecasting CUK... [2025-10-16T00:24:37.833321] [INFO ] [sig ] Generating forecast for: CUK [2025-10-16T00:24:37.833351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-10-16T00:24:37.841626] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CUK'. [2025-10-16T00:24:37.841902] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-10-16T00:24:37.866070] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:37.866752] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-10-16T00:24:37.866806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:37.866839] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:37.866866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:37.866923] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:37.883814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:37.884368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:37.884479] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:37.884518] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:37.920191] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:37.920267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:37.920303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:37.920331] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:37.923277] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=96.11%) [2025-10-16T00:24:37.923523] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-10-16T00:24:37.923677] [INFO ] [sig ] CUK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:38.065261] [INFO ] [LOCAL ] Saved forecast: CUK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CUK.txt [2025-10-16T00:24:38.065509] [INFO ] [sig ] [453/1803] Completed CUK in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:38.065552] [INFO ] [sig ] [454/1803] Forecasting CURB... [2025-10-16T00:24:38.065582] [INFO ] [sig ] Generating forecast for: CURB [2025-10-16T00:24:38.065613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'. [2025-10-16T00:24:38.074024] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CURB'. [2025-10-16T00:24:38.074298] [INFO ] [FORECASTER] Starting predict_future for CURB [2025-10-16T00:24:38.106344] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:38.107163] [DEBUG] [LOCAL ] No optimal features file found for CURB: ./output/feature-sets/CURB.txt [2025-10-16T00:24:38.107219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:38.107256] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:38.107286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:38.107344] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:38.124175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:38.124789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:38.124872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:38.124905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:38.159582] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:38.159781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:38.159832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:38.159864] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:38.163263] [DEBUG] [FORECASTER] CURB: Forecast T+1@11:T+2@11: DOWN (p=26.07%) [2025-10-16T00:24:38.163540] [INFO ] [FORECASTER] Completed predict_future for CURB [2025-10-16T00:24:38.163704] [INFO ] [sig ] CURB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:38.303364] [INFO ] [LOCAL ] Saved forecast: CURB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CURB.txt [2025-10-16T00:24:38.303569] [INFO ] [sig ] [454/1803] Completed CURB in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:38.303610] [INFO ] [sig ] [455/1803] Forecasting CURV... [2025-10-16T00:24:38.303661] [INFO ] [sig ] Generating forecast for: CURV [2025-10-16T00:24:38.303719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'. [2025-10-16T00:24:38.311913] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CURV'. [2025-10-16T00:24:38.312160] [INFO ] [FORECASTER] Starting predict_future for CURV [2025-10-16T00:24:38.338180] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:38.339075] [DEBUG] [LOCAL ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt [2025-10-16T00:24:38.339133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:38.339168] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:38.339195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:38.339252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:38.357104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:38.357717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:38.357799] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:38.357833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:38.394341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:38.394431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:38.394467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:38.394495] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:38.397544] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-10-16T00:24:38.397828] [INFO ] [FORECASTER] Completed predict_future for CURV [2025-10-16T00:24:38.397985] [INFO ] [sig ] CURV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:38.543523] [INFO ] [LOCAL ] Saved forecast: CURV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CURV.txt [2025-10-16T00:24:38.543766] [INFO ] [sig ] [455/1803] Completed CURV in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:38.543835] [INFO ] [sig ] [456/1803] Forecasting CUZ... [2025-10-16T00:24:38.543869] [INFO ] [sig ] Generating forecast for: CUZ [2025-10-16T00:24:38.543901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-10-16T00:24:38.552795] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CUZ'. [2025-10-16T00:24:38.553092] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-10-16T00:24:38.577723] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:38.578368] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-10-16T00:24:38.578421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:38.578453] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:38.578481] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:38.578536] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:38.595629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:38.596170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:38.596247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:38.596281] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:38.639156] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:38.639325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:38.639367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:38.639396] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:38.644666] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=34.37%) [2025-10-16T00:24:38.644938] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-10-16T00:24:38.645072] [INFO ] [sig ] CUZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:38.792164] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CUZ.txt [2025-10-16T00:24:38.792373] [INFO ] [sig ] [456/1803] Completed CUZ in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:38.792414] [INFO ] [sig ] [457/1803] Forecasting CVEO... [2025-10-16T00:24:38.792445] [INFO ] [sig ] Generating forecast for: CVEO [2025-10-16T00:24:38.792475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-10-16T00:24:38.800984] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CVEO'. [2025-10-16T00:24:38.801263] [INFO ] [FORECASTER] Starting predict_future for CVEO [2025-10-16T00:24:38.826609] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:38.827326] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-10-16T00:24:38.827382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:38.827415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:38.827444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:38.827502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:38.844385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:38.844927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:38.845004] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:38.845038] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:38.878469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:38.878556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:38.878615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:38.878678] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:38.881742] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=36.16%) [2025-10-16T00:24:38.882020] [INFO ] [FORECASTER] Completed predict_future for CVEO [2025-10-16T00:24:38.882151] [INFO ] [sig ] CVEO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:39.021200] [INFO ] [LOCAL ] Saved forecast: CVEO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CVEO.txt [2025-10-16T00:24:39.021481] [INFO ] [sig ] [457/1803] Completed CVEO in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:39.021532] [INFO ] [sig ] [458/1803] Forecasting CVI... [2025-10-16T00:24:39.021566] [INFO ] [sig ] Generating forecast for: CVI [2025-10-16T00:24:39.021602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-10-16T00:24:39.031712] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CVI'. [2025-10-16T00:24:39.032095] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-10-16T00:24:39.061586] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:39.062421] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-10-16T00:24:39.062477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:39.062511] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:39.062541] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:39.062597] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:39.080472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:39.081056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:39.081138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:39.081173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:39.117016] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:39.117125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:39.117165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:39.117195] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:39.120503] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=10.86%) [2025-10-16T00:24:39.120809] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-10-16T00:24:39.120950] [INFO ] [sig ] CVI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:39.266174] [INFO ] [LOCAL ] Saved forecast: CVI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CVI.txt [2025-10-16T00:24:39.266393] [INFO ] [sig ] [458/1803] Completed CVI in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:39.266435] [INFO ] [sig ] [459/1803] Forecasting CVS... [2025-10-16T00:24:39.266466] [INFO ] [sig ] Generating forecast for: CVS [2025-10-16T00:24:39.266498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-10-16T00:24:39.274695] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CVS'. [2025-10-16T00:24:39.274961] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-10-16T00:24:39.299289] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:39.300019] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-10-16T00:24:39.300074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:39.300122] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:39.300152] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:39.300209] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:39.318070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:39.318786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:39.318871] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:39.318907] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:39.356928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:39.357017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:39.357055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:39.357084] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:39.360291] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=17.58%) [2025-10-16T00:24:39.360549] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-10-16T00:24:39.360713] [INFO ] [sig ] CVS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:39.507365] [INFO ] [LOCAL ] Saved forecast: CVS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CVS.txt [2025-10-16T00:24:39.507622] [INFO ] [sig ] [459/1803] Completed CVS in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:39.507736] [INFO ] [sig ] [460/1803] Forecasting CVX... [2025-10-16T00:24:39.507776] [INFO ] [sig ] Generating forecast for: CVX [2025-10-16T00:24:39.507810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-10-16T00:24:39.516359] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CVX'. [2025-10-16T00:24:39.516634] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-10-16T00:24:39.542228] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:39.542981] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-10-16T00:24:39.543037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:39.543073] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:39.543100] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:39.543156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:39.561012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:39.561578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:39.561681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:39.561735] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:39.598750] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:39.598838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:39.598874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:39.598903] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:39.602035] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=95.52%) [2025-10-16T00:24:39.602291] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-10-16T00:24:39.602421] [INFO ] [sig ] CVX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:39.749420] [INFO ] [LOCAL ] Saved forecast: CVX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CVX.txt [2025-10-16T00:24:39.749668] [INFO ] [sig ] [460/1803] Completed CVX in 0.2s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:39.749731] [INFO ] [sig ] [461/1803] Forecasting CW... [2025-10-16T00:24:39.749766] [INFO ] [sig ] Generating forecast for: CW [2025-10-16T00:24:39.749799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'. [2025-10-16T00:24:39.758954] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CW'. [2025-10-16T00:24:39.759223] [INFO ] [FORECASTER] Starting predict_future for CW [2025-10-16T00:24:39.783685] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:39.784330] [DEBUG] [LOCAL ] No optimal features file found for CW: ./output/feature-sets/CW.txt [2025-10-16T00:24:39.784383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:39.784416] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:39.784442] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:39.784497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:39.802539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:39.803132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:39.803217] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:39.803253] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:39.840110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:39.840255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:39.840299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:39.840331] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:39.843827] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: UP (p=83.45%) [2025-10-16T00:24:39.844093] [INFO ] [FORECASTER] Completed predict_future for CW [2025-10-16T00:24:39.844226] [INFO ] [sig ] CW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:40.007201] [INFO ] [LOCAL ] Saved forecast: CW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CW.txt [2025-10-16T00:24:40.007516] [INFO ] [sig ] [461/1803] Completed CW in 0.3s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:40.007581] [INFO ] [sig ] [462/1803] Forecasting CWAN... [2025-10-16T00:24:40.007615] [INFO ] [sig ] Generating forecast for: CWAN [2025-10-16T00:24:40.007675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-10-16T00:24:40.016741] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CWAN'. [2025-10-16T00:24:40.017052] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-10-16T00:24:40.043974] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:40.044825] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-10-16T00:24:40.044880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:40.044914] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:40.044941] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:40.044998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:40.065200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:40.065898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:40.065987] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:40.066036] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:40.106098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:40.106243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:40.106284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:40.106314] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:40.110390] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-10-16T00:24:40.110709] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-10-16T00:24:40.110872] [INFO ] [sig ] CWAN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:40.268450] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CWAN.txt [2025-10-16T00:24:40.268732] [INFO ] [sig ] [462/1803] Completed CWAN in 0.3s | 4.18 sym/s | Total: 1.8m | ETA: 5.4m [2025-10-16T00:24:40.268793] [INFO ] [sig ] [463/1803] Forecasting CWEN... [2025-10-16T00:24:40.268827] [INFO ] [sig ] Generating forecast for: CWEN [2025-10-16T00:24:40.268861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-10-16T00:24:40.278151] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CWEN'. [2025-10-16T00:24:40.278503] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-10-16T00:24:40.306012] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:40.306888] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-10-16T00:24:40.306945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:40.306989] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:40.307059] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:40.307141] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:40.326406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:40.327045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:40.327127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:40.327163] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:40.369157] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:40.369266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:40.369305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:40.369334] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:40.372666] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=55.07%) [2025-10-16T00:24:40.372969] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-10-16T00:24:40.373112] [INFO ] [sig ] CWEN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:40.530773] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CWEN.txt [2025-10-16T00:24:40.531021] [INFO ] [sig ] [463/1803] Completed CWEN in 0.3s | 4.17 sym/s | Total: 1.8m | ETA: 5.3m [2025-10-16T00:24:40.531064] [INFO ] [sig ] [464/1803] Forecasting CWH... [2025-10-16T00:24:40.531096] [INFO ] [sig ] Generating forecast for: CWH [2025-10-16T00:24:40.531127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-10-16T00:24:40.539879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CWH'. [2025-10-16T00:24:40.540233] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-10-16T00:24:40.564738] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:40.565478] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-10-16T00:24:40.565533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:40.565566] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:40.565594] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:40.565670] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:40.583820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:40.584604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:40.584734] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:40.584806] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:40.622066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:40.622236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:40.622280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:40.622310] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:40.625944] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=14.29%) [2025-10-16T00:24:40.626218] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-10-16T00:24:40.626346] [INFO ] [sig ] CWH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:40.766993] [INFO ] [LOCAL ] Saved forecast: CWH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CWH.txt [2025-10-16T00:24:40.767193] [INFO ] [sig ] [464/1803] Completed CWH in 0.2s | 4.17 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:40.767234] [INFO ] [sig ] [465/1803] Forecasting CWK... [2025-10-16T00:24:40.767265] [INFO ] [sig ] Generating forecast for: CWK [2025-10-16T00:24:40.767296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-10-16T00:24:40.776340] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CWK'. [2025-10-16T00:24:40.776694] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-10-16T00:24:40.801209] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:40.801945] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-10-16T00:24:40.801999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:40.802032] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:40.802060] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:40.802117] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:40.818800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:40.819318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:40.819396] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:40.819429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:40.854536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:40.854619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:40.854685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:40.854731] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:40.857852] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=51.95%) [2025-10-16T00:24:40.858103] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-10-16T00:24:40.858232] [INFO ] [sig ] CWK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:40.995758] [INFO ] [LOCAL ] Saved forecast: CWK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CWK.txt [2025-10-16T00:24:40.996023] [INFO ] [sig ] [465/1803] Completed CWK in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:40.996066] [INFO ] [sig ] [466/1803] Forecasting CWT... [2025-10-16T00:24:40.996097] [INFO ] [sig ] Generating forecast for: CWT [2025-10-16T00:24:40.996128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-10-16T00:24:41.004601] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CWT'. [2025-10-16T00:24:41.004892] [INFO ] [FORECASTER] Starting predict_future for CWT [2025-10-16T00:24:41.029568] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:41.030262] [DEBUG] [LOCAL ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt [2025-10-16T00:24:41.030317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:41.030364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:41.030392] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:41.030497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:41.047625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:41.048253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:41.048337] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:41.048371] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:41.081663] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:41.081790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:41.081844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:41.081876] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:41.084926] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=8.78%) [2025-10-16T00:24:41.085178] [INFO ] [FORECASTER] Completed predict_future for CWT [2025-10-16T00:24:41.085302] [INFO ] [sig ] CWT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:41.226512] [INFO ] [LOCAL ] Saved forecast: CWT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CWT.txt [2025-10-16T00:24:41.226752] [INFO ] [sig ] [466/1803] Completed CWT in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:41.226812] [INFO ] [sig ] [467/1803] Forecasting CXE... [2025-10-16T00:24:41.226846] [INFO ] [sig ] Generating forecast for: CXE [2025-10-16T00:24:41.226878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-10-16T00:24:41.236202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CXE'. [2025-10-16T00:24:41.236475] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-10-16T00:24:41.261381] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:41.262096] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-10-16T00:24:41.262151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:41.262185] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:41.262212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:41.262269] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:41.279853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:41.280385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:41.280465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:41.280499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:41.313909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:41.314020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:41.314058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:41.314087] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:41.317199] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=21.36%) [2025-10-16T00:24:41.317462] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-10-16T00:24:41.317589] [INFO ] [sig ] CXE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:41.462940] [INFO ] [LOCAL ] Saved forecast: CXE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CXE.txt [2025-10-16T00:24:41.463172] [INFO ] [sig ] [467/1803] Completed CXE in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:41.463218] [INFO ] [sig ] [468/1803] Forecasting CXH... [2025-10-16T00:24:41.463258] [INFO ] [sig ] Generating forecast for: CXH [2025-10-16T00:24:41.463343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'. [2025-10-16T00:24:41.471696] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CXH'. [2025-10-16T00:24:41.471966] [INFO ] [FORECASTER] Starting predict_future for CXH [2025-10-16T00:24:41.497958] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:41.498745] [DEBUG] [LOCAL ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt [2025-10-16T00:24:41.498801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:41.498837] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:41.498865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:41.498923] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:41.520885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:41.523005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:41.523091] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:41.523125] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:41.556411] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:41.556540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:41.556579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:41.556610] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:41.559885] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=83.67%) [2025-10-16T00:24:41.560153] [INFO ] [FORECASTER] Completed predict_future for CXH [2025-10-16T00:24:41.560279] [INFO ] [sig ] CXH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:41.699178] [INFO ] [LOCAL ] Saved forecast: CXH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CXH.txt [2025-10-16T00:24:41.699421] [INFO ] [sig ] [468/1803] Completed CXH in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:41.699465] [INFO ] [sig ] [469/1803] Forecasting CXM... [2025-10-16T00:24:41.699495] [INFO ] [sig ] Generating forecast for: CXM [2025-10-16T00:24:41.699528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'. [2025-10-16T00:24:41.709207] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CXM'. [2025-10-16T00:24:41.709554] [INFO ] [FORECASTER] Starting predict_future for CXM [2025-10-16T00:24:41.734998] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:41.735849] [DEBUG] [LOCAL ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt [2025-10-16T00:24:41.735906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:41.735941] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:41.735970] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:41.736027] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:41.753291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:41.753886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:41.753966] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:41.754000] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:41.794425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:41.794593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:41.794736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:41.794776] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:41.801248] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: DOWN (p=19.71%) [2025-10-16T00:24:41.801538] [INFO ] [FORECASTER] Completed predict_future for CXM [2025-10-16T00:24:41.801711] [INFO ] [sig ] CXM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:41.947200] [INFO ] [LOCAL ] Saved forecast: CXM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CXM.txt [2025-10-16T00:24:41.947475] [INFO ] [sig ] [469/1803] Completed CXM in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:41.947536] [INFO ] [sig ] [470/1803] Forecasting CXT... [2025-10-16T00:24:41.947571] [INFO ] [sig ] Generating forecast for: CXT [2025-10-16T00:24:41.947605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'. [2025-10-16T00:24:41.956018] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CXT'. [2025-10-16T00:24:41.956285] [INFO ] [FORECASTER] Starting predict_future for CXT [2025-10-16T00:24:41.981425] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:41.982133] [DEBUG] [LOCAL ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt [2025-10-16T00:24:41.982188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:41.982222] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:41.982251] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:41.982308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:42.000998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:42.001629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:42.001740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:42.001779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:42.036590] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:42.036701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:42.036750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:42.036781] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:42.039987] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=0.83%) [2025-10-16T00:24:42.040244] [INFO ] [FORECASTER] Completed predict_future for CXT [2025-10-16T00:24:42.040370] [INFO ] [sig ] CXT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:42.182821] [INFO ] [LOCAL ] Saved forecast: CXT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CXT.txt [2025-10-16T00:24:42.183035] [INFO ] [sig ] [470/1803] Completed CXT in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:42.183079] [INFO ] [sig ] [471/1803] Forecasting CXW... [2025-10-16T00:24:42.183111] [INFO ] [sig ] Generating forecast for: CXW [2025-10-16T00:24:42.183144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-10-16T00:24:42.191686] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CXW'. [2025-10-16T00:24:42.191979] [INFO ] [FORECASTER] Starting predict_future for CXW [2025-10-16T00:24:42.217417] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:42.218131] [DEBUG] [LOCAL ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt [2025-10-16T00:24:42.218187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:42.218221] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:42.218251] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:42.218308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:42.236362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:42.236985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:42.237066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:42.237102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:42.274520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:42.274614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:42.274695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:42.274746] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:42.277887] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=4.11%) [2025-10-16T00:24:42.278146] [INFO ] [FORECASTER] Completed predict_future for CXW [2025-10-16T00:24:42.278272] [INFO ] [sig ] CXW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:42.421629] [INFO ] [LOCAL ] Saved forecast: CXW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CXW.txt [2025-10-16T00:24:42.421874] [INFO ] [sig ] [471/1803] Completed CXW in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:42.421920] [INFO ] [sig ] [472/1803] Forecasting CYD... [2025-10-16T00:24:42.421951] [INFO ] [sig ] Generating forecast for: CYD [2025-10-16T00:24:42.421982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-10-16T00:24:42.431247] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CYD'. [2025-10-16T00:24:42.431556] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-10-16T00:24:42.456120] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:42.456876] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-10-16T00:24:42.456931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:42.456965] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:42.456993] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:42.457050] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:42.474778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:42.475346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:42.475428] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:42.475463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:42.512338] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:42.512479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:42.512519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:42.512548] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:42.515925] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-10-16T00:24:42.516248] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-10-16T00:24:42.516382] [INFO ] [sig ] CYD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:42.671682] [INFO ] [LOCAL ] Saved forecast: CYD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/CYD.txt [2025-10-16T00:24:42.671979] [INFO ] [sig ] [472/1803] Completed CYD in 0.3s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:42.672029] [INFO ] [sig ] [473/1803] Forecasting CYH... [2025-10-16T00:24:42.672061] [INFO ] [sig ] Generating forecast for: CYH [2025-10-16T00:24:42.672095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-10-16T00:24:42.680294] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'CYH'. [2025-10-16T00:24:42.680566] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-10-16T00:24:42.707011] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:42.707812] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-10-16T00:24:42.707867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:42.707903] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:42.707950] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:42.708010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:42.725801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:42.726330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:42.726410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:42.726444] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:42.762566] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:42.762688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:42.762740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:42.762773] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:42.766009] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=50.53%) [2025-10-16T00:24:42.766268] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-10-16T00:24:42.766395] [INFO ] [sig ] CYH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:42.908224] [INFO ] [LOCAL ] Saved forecast: CYH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/CYH.txt [2025-10-16T00:24:42.908428] [INFO ] [sig ] [473/1803] Completed CYH in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:42.908469] [INFO ] [sig ] [474/1803] Forecasting D... [2025-10-16T00:24:42.908501] [INFO ] [sig ] Generating forecast for: D [2025-10-16T00:24:42.908532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'. [2025-10-16T00:24:42.917066] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'D'. [2025-10-16T00:24:42.917343] [INFO ] [FORECASTER] Starting predict_future for D [2025-10-16T00:24:42.942051] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:42.942748] [DEBUG] [LOCAL ] No optimal features file found for D: ./output/feature-sets/D.txt [2025-10-16T00:24:42.942803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:42.942836] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:42.942864] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:42.942922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:42.961544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:42.962178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:42.962259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:42.962293] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:43.000714] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:43.000824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:43.000863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:43.000893] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:43.004151] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: UP (p=62.05%) [2025-10-16T00:24:43.004412] [INFO ] [FORECASTER] Completed predict_future for D [2025-10-16T00:24:43.004542] [INFO ] [sig ] D: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:43.148566] [INFO ] [LOCAL ] Saved forecast: D 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/D.txt [2025-10-16T00:24:43.148822] [INFO ] [sig ] [474/1803] Completed D in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:43.148879] [INFO ] [sig ] [475/1803] Forecasting DAC... [2025-10-16T00:24:43.148912] [INFO ] [sig ] Generating forecast for: DAC [2025-10-16T00:24:43.148954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'. [2025-10-16T00:24:43.157472] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DAC'. [2025-10-16T00:24:43.157779] [INFO ] [FORECASTER] Starting predict_future for DAC [2025-10-16T00:24:43.182028] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:43.182700] [DEBUG] [LOCAL ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt [2025-10-16T00:24:43.182754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:43.182787] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:43.182815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:43.182871] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:43.199632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:43.200198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:43.200276] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:43.200308] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:43.235428] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:43.235607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:43.235674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:43.235733] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:43.239284] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: UP (p=61.25%) [2025-10-16T00:24:43.239563] [INFO ] [FORECASTER] Completed predict_future for DAC [2025-10-16T00:24:43.239732] [INFO ] [sig ] DAC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:43.380129] [INFO ] [LOCAL ] Saved forecast: DAC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DAC.txt [2025-10-16T00:24:43.380336] [INFO ] [sig ] [475/1803] Completed DAC in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:43.380376] [INFO ] [sig ] [476/1803] Forecasting DAL... [2025-10-16T00:24:43.380407] [INFO ] [sig ] Generating forecast for: DAL [2025-10-16T00:24:43.380439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-10-16T00:24:43.388511] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DAL'. [2025-10-16T00:24:43.388863] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-10-16T00:24:43.413147] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:43.413868] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-10-16T00:24:43.413922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:43.413955] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:43.413982] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:43.414038] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:43.431269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:43.431823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:43.431901] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:43.431933] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:43.464915] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:43.464998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:43.465034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:43.465062] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:43.468017] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=90.18%) [2025-10-16T00:24:43.468263] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-10-16T00:24:43.468388] [INFO ] [sig ] DAL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:43.606718] [INFO ] [LOCAL ] Saved forecast: DAL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DAL.txt [2025-10-16T00:24:43.606939] [INFO ] [sig ] [476/1803] Completed DAL in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:43.606983] [INFO ] [sig ] [477/1803] Forecasting DAO... [2025-10-16T00:24:43.607013] [INFO ] [sig ] Generating forecast for: DAO [2025-10-16T00:24:43.607044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-10-16T00:24:43.616323] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DAO'. [2025-10-16T00:24:43.616587] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-10-16T00:24:43.640613] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:43.641298] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-10-16T00:24:43.641352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:43.641386] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:43.641413] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:43.641470] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:43.658344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:43.658931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:43.659010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:43.659044] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:43.692343] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:43.692421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:43.692460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:43.692489] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:43.695480] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=28.29%) [2025-10-16T00:24:43.695779] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-10-16T00:24:43.695911] [INFO ] [sig ] DAO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:43.835159] [INFO ] [LOCAL ] Saved forecast: DAO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DAO.txt [2025-10-16T00:24:43.835376] [INFO ] [sig ] [477/1803] Completed DAO in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:43.835417] [INFO ] [sig ] [478/1803] Forecasting DAR... [2025-10-16T00:24:43.835447] [INFO ] [sig ] Generating forecast for: DAR [2025-10-16T00:24:43.835478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'. [2025-10-16T00:24:43.843963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DAR'. [2025-10-16T00:24:43.844225] [INFO ] [FORECASTER] Starting predict_future for DAR [2025-10-16T00:24:43.868433] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:43.869170] [DEBUG] [LOCAL ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt [2025-10-16T00:24:43.869224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:43.869258] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:43.869286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:43.869349] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:43.886194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:43.886759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:43.886837] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:43.886870] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:43.921963] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:43.922052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:43.922087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:43.922134] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:43.925174] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-10-16T00:24:43.925425] [INFO ] [FORECASTER] Completed predict_future for DAR [2025-10-16T00:24:43.925545] [INFO ] [sig ] DAR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:44.063135] [INFO ] [LOCAL ] Saved forecast: DAR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DAR.txt [2025-10-16T00:24:44.063332] [INFO ] [sig ] [478/1803] Completed DAR in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:44.063376] [INFO ] [sig ] [479/1803] Forecasting DAVA... [2025-10-16T00:24:44.063408] [INFO ] [sig ] Generating forecast for: DAVA [2025-10-16T00:24:44.063439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-10-16T00:24:44.072084] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DAVA'. [2025-10-16T00:24:44.072395] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-10-16T00:24:44.096828] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:44.097588] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-10-16T00:24:44.097662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:44.097718] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:44.097801] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:44.097868] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:44.115043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:44.115791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:44.115873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:44.115907] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:44.150590] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:44.150763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:44.150813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:44.150844] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:44.154159] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=94.58%) [2025-10-16T00:24:44.154428] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-10-16T00:24:44.154554] [INFO ] [sig ] DAVA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:44.293963] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DAVA.txt [2025-10-16T00:24:44.294190] [INFO ] [sig ] [479/1803] Completed DAVA in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:44.294232] [INFO ] [sig ] [480/1803] Forecasting DB... [2025-10-16T00:24:44.294263] [INFO ] [sig ] Generating forecast for: DB [2025-10-16T00:24:44.294295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-10-16T00:24:44.302928] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DB'. [2025-10-16T00:24:44.303186] [INFO ] [FORECASTER] Starting predict_future for DB [2025-10-16T00:24:44.328054] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:44.328815] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-10-16T00:24:44.328870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:44.328903] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:44.328930] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:44.328985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:44.345701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:44.346245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:44.346322] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:44.346356] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:44.384090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:44.384227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:44.384267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:44.384296] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:44.387553] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=8.30%) [2025-10-16T00:24:44.387847] [INFO ] [FORECASTER] Completed predict_future for DB [2025-10-16T00:24:44.387983] [INFO ] [sig ] DB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:44.526476] [INFO ] [LOCAL ] Saved forecast: DB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DB.txt [2025-10-16T00:24:44.526711] [INFO ] [sig ] [480/1803] Completed DB in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:44.526772] [INFO ] [sig ] [481/1803] Forecasting DBI... [2025-10-16T00:24:44.526805] [INFO ] [sig ] Generating forecast for: DBI [2025-10-16T00:24:44.526836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-10-16T00:24:44.535389] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DBI'. [2025-10-16T00:24:44.535669] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-10-16T00:24:44.560323] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:44.561126] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-10-16T00:24:44.561183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:44.561217] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:44.561245] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:44.561303] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:44.578182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:44.578785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:44.578865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:44.578898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:44.614884] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:44.614975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:44.615010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:44.615038] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:44.618059] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=83.32%) [2025-10-16T00:24:44.618307] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-10-16T00:24:44.618435] [INFO ] [sig ] DBI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:44.755831] [INFO ] [LOCAL ] Saved forecast: DBI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DBI.txt [2025-10-16T00:24:44.756066] [INFO ] [sig ] [481/1803] Completed DBI in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:44.756109] [INFO ] [sig ] [482/1803] Forecasting DBRG... [2025-10-16T00:24:44.756142] [INFO ] [sig ] Generating forecast for: DBRG [2025-10-16T00:24:44.756174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-10-16T00:24:44.765115] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DBRG'. [2025-10-16T00:24:44.765373] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-10-16T00:24:44.789681] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:44.790356] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-10-16T00:24:44.790409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:44.790446] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:44.790474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:44.790532] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:44.807417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:44.808000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:44.808078] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:44.808111] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:44.843713] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:44.843843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:44.843881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:44.843910] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:44.849833] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=2.63%) [2025-10-16T00:24:44.850088] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-10-16T00:24:44.850215] [INFO ] [sig ] DBRG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:44.991103] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DBRG.txt [2025-10-16T00:24:44.991326] [INFO ] [sig ] [482/1803] Completed DBRG in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:44.991368] [INFO ] [sig ] [483/1803] Forecasting DCI... [2025-10-16T00:24:44.991399] [INFO ] [sig ] Generating forecast for: DCI [2025-10-16T00:24:44.991430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-10-16T00:24:44.999472] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DCI'. [2025-10-16T00:24:44.999769] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-10-16T00:24:45.024331] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:45.025031] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-10-16T00:24:45.025085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:45.025118] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:45.025146] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:45.025201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:45.042265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:45.042932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:45.043012] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:45.043046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:45.074857] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:45.074984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:45.075022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:45.075052] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:45.078276] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=80.70%) [2025-10-16T00:24:45.078558] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-10-16T00:24:45.078730] [INFO ] [sig ] DCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:45.216277] [INFO ] [LOCAL ] Saved forecast: DCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DCI.txt [2025-10-16T00:24:45.216479] [INFO ] [sig ] [483/1803] Completed DCI in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:45.216528] [INFO ] [sig ] [484/1803] Forecasting DCO... [2025-10-16T00:24:45.216560] [INFO ] [sig ] Generating forecast for: DCO [2025-10-16T00:24:45.216590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-10-16T00:24:45.225007] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DCO'. [2025-10-16T00:24:45.225270] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-10-16T00:24:45.249522] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:45.250272] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-10-16T00:24:45.250326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:45.250363] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:45.250389] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:45.250445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:45.267236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:45.267869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:45.267949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:45.267983] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:45.299734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:45.299909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:45.299950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:45.299979] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:45.303358] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=21.35%) [2025-10-16T00:24:45.303634] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-10-16T00:24:45.303808] [INFO ] [sig ] DCO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:45.444819] [INFO ] [LOCAL ] Saved forecast: DCO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DCO.txt [2025-10-16T00:24:45.445034] [INFO ] [sig ] [484/1803] Completed DCO in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:45.445075] [INFO ] [sig ] [485/1803] Forecasting DD... [2025-10-16T00:24:45.445105] [INFO ] [sig ] Generating forecast for: DD [2025-10-16T00:24:45.445136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-10-16T00:24:45.454099] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'DD'. [2025-10-16T00:24:45.454372] [INFO ] [FORECASTER] Starting predict_future for DD [2025-10-16T00:24:45.478716] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:45.479440] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-10-16T00:24:45.479494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:45.479528] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:45.479556] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:45.479613] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:45.496357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:45.496926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:45.497005] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:45.497038] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:45.532378] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:45.532548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:45.532588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:45.532637] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:45.536012] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=3.51%) [2025-10-16T00:24:45.536275] [INFO ] [FORECASTER] Completed predict_future for DD [2025-10-16T00:24:45.536405] [INFO ] [sig ] DD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:45.674992] [INFO ] [LOCAL ] Saved forecast: DD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DD.txt [2025-10-16T00:24:45.675198] [INFO ] [sig ] [485/1803] Completed DD in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:45.675239] [INFO ] [sig ] [486/1803] Forecasting DDD... [2025-10-16T00:24:45.675269] [INFO ] [sig ] Generating forecast for: DDD [2025-10-16T00:24:45.675301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-10-16T00:24:45.683666] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DDD'. [2025-10-16T00:24:45.683930] [INFO ] [FORECASTER] Starting predict_future for DDD [2025-10-16T00:24:45.708127] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:45.708892] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-10-16T00:24:45.708946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:45.708980] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:45.709008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:45.709064] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:45.725761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:45.726285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:45.726361] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:45.726395] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:45.758695] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:45.758816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:45.758853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:45.758882] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:45.762019] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=56.97%) [2025-10-16T00:24:45.762276] [INFO ] [FORECASTER] Completed predict_future for DDD [2025-10-16T00:24:45.762403] [INFO ] [sig ] DDD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:45.900472] [INFO ] [LOCAL ] Saved forecast: DDD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DDD.txt [2025-10-16T00:24:45.900697] [INFO ] [sig ] [486/1803] Completed DDD in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.3m [2025-10-16T00:24:45.900757] [INFO ] [sig ] [487/1803] Forecasting DDL... [2025-10-16T00:24:45.900791] [INFO ] [sig ] Generating forecast for: DDL [2025-10-16T00:24:45.900823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-10-16T00:24:45.909294] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DDL'. [2025-10-16T00:24:45.909604] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-10-16T00:24:45.933915] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:45.934594] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-10-16T00:24:45.934671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:45.934724] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:45.934755] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:45.934812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:45.951763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:45.952300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:45.952377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:45.952409] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:45.984506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:45.984599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:45.984636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:45.984708] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:45.987777] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=24.32%) [2025-10-16T00:24:45.988032] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-10-16T00:24:45.988158] [INFO ] [sig ] DDL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:46.127736] [INFO ] [LOCAL ] Saved forecast: DDL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DDL.txt [2025-10-16T00:24:46.127955] [INFO ] [sig ] [487/1803] Completed DDL in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.2m [2025-10-16T00:24:46.127997] [INFO ] [sig ] [488/1803] Forecasting DE... [2025-10-16T00:24:46.128028] [INFO ] [sig ] Generating forecast for: DE [2025-10-16T00:24:46.128059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-10-16T00:24:46.136512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DE'. [2025-10-16T00:24:46.136837] [INFO ] [FORECASTER] Starting predict_future for DE [2025-10-16T00:24:46.164860] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:46.165591] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-10-16T00:24:46.165667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:46.165720] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:46.165752] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:46.165808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:46.182981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:46.183488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:46.183613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:46.183690] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:46.216402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:46.216500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:46.216537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:46.216566] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:46.219809] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=7.32%) [2025-10-16T00:24:46.220062] [INFO ] [FORECASTER] Completed predict_future for DE [2025-10-16T00:24:46.220183] [INFO ] [sig ] DE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:46.360195] [INFO ] [LOCAL ] Saved forecast: DE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DE.txt [2025-10-16T00:24:46.360438] [INFO ] [sig ] [488/1803] Completed DE in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.2m [2025-10-16T00:24:46.360481] [INFO ] [sig ] [489/1803] Forecasting DEA... [2025-10-16T00:24:46.360512] [INFO ] [sig ] Generating forecast for: DEA [2025-10-16T00:24:46.360543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-10-16T00:24:46.368775] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DEA'. [2025-10-16T00:24:46.369044] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-10-16T00:24:46.393548] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:46.394279] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-10-16T00:24:46.394333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:46.394366] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:46.394395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:46.394452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:46.411409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:46.411999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:46.412079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:46.412113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:46.443841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:46.443940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:46.443976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:46.444005] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:46.447052] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=20.53%) [2025-10-16T00:24:46.447303] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-10-16T00:24:46.447422] [INFO ] [sig ] DEA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:46.585351] [INFO ] [LOCAL ] Saved forecast: DEA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DEA.txt [2025-10-16T00:24:46.585568] [INFO ] [sig ] [489/1803] Completed DEA in 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 5.2m [2025-10-16T00:24:46.585608] [INFO ] [sig ] [490/1803] Forecasting DEC... [2025-10-16T00:24:46.585638] [INFO ] [sig ] Generating forecast for: DEC [2025-10-16T00:24:46.585716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'. [2025-10-16T00:24:46.593769] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DEC'. [2025-10-16T00:24:46.594034] [INFO ] [FORECASTER] Starting predict_future for DEC [2025-10-16T00:24:46.618250] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:46.619014] [DEBUG] [LOCAL ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt [2025-10-16T00:24:46.619068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:46.619102] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:46.619129] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:46.619186] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:46.635851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:46.636462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:46.636540] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:46.636575] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:46.669342] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:46.669445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:46.669483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:46.669512] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:46.672610] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: DOWN (p=38.06%) [2025-10-16T00:24:46.672895] [INFO ] [FORECASTER] Completed predict_future for DEC [2025-10-16T00:24:46.673019] [INFO ] [sig ] DEC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:46.812061] [INFO ] [LOCAL ] Saved forecast: DEC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DEC.txt [2025-10-16T00:24:46.812269] [INFO ] [sig ] [490/1803] Completed DEC in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:46.812312] [INFO ] [sig ] [491/1803] Forecasting DECK... [2025-10-16T00:24:46.812349] [INFO ] [sig ] Generating forecast for: DECK [2025-10-16T00:24:46.812382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-10-16T00:24:46.820697] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DECK'. [2025-10-16T00:24:46.820966] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-10-16T00:24:46.845128] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:46.845868] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-10-16T00:24:46.845923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:46.845956] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:46.845985] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:46.846042] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:46.863107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:46.863663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:46.863746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:46.863780] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:46.889879] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:46.889966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:46.890002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:46.890032] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:46.893051] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=24.27%) [2025-10-16T00:24:46.893300] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-10-16T00:24:46.893416] [INFO ] [sig ] DECK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:47.051688] [INFO ] [LOCAL ] Saved forecast: DECK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DECK.txt [2025-10-16T00:24:47.051953] [INFO ] [sig ] [491/1803] Completed DECK in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:47.052000] [INFO ] [sig ] [492/1803] Forecasting DELL... [2025-10-16T00:24:47.052032] [INFO ] [sig ] Generating forecast for: DELL [2025-10-16T00:24:47.052064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-10-16T00:24:47.060498] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DELL'. [2025-10-16T00:24:47.060810] [INFO ] [FORECASTER] Starting predict_future for DELL [2025-10-16T00:24:47.085486] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:47.086205] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-10-16T00:24:47.086261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:47.086352] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:47.086418] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:47.086511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:47.104835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:47.105384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:47.105465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:47.105498] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:47.134185] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:47.134290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:47.134329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:47.134360] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:47.137991] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=51.32%) [2025-10-16T00:24:47.138275] [INFO ] [FORECASTER] Completed predict_future for DELL [2025-10-16T00:24:47.138404] [INFO ] [sig ] DELL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:47.281380] [INFO ] [LOCAL ] Saved forecast: DELL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DELL.txt [2025-10-16T00:24:47.281600] [INFO ] [sig ] [492/1803] Completed DELL in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:47.281662] [INFO ] [sig ] [493/1803] Forecasting DEO... [2025-10-16T00:24:47.281718] [INFO ] [sig ] Generating forecast for: DEO [2025-10-16T00:24:47.281753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-10-16T00:24:47.290103] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DEO'. [2025-10-16T00:24:47.290366] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-10-16T00:24:47.315544] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:47.316365] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-10-16T00:24:47.316420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:47.316455] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:47.316484] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:47.316540] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:47.334169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:47.334718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:47.334802] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:47.334836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:47.360104] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:47.360216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:47.360256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:47.360286] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:47.363455] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=12.69%) [2025-10-16T00:24:47.363754] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-10-16T00:24:47.363881] [INFO ] [sig ] DEO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:47.520718] [INFO ] [LOCAL ] Saved forecast: DEO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DEO.txt [2025-10-16T00:24:47.520972] [INFO ] [sig ] [493/1803] Completed DEO in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:47.521017] [INFO ] [sig ] [494/1803] Forecasting DFH... [2025-10-16T00:24:47.521049] [INFO ] [sig ] Generating forecast for: DFH [2025-10-16T00:24:47.521081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-10-16T00:24:47.529949] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DFH'. [2025-10-16T00:24:47.530350] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-10-16T00:24:47.557512] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:47.558335] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-10-16T00:24:47.558399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:47.558434] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:47.558464] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:47.558522] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:47.575715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:47.576524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:47.576612] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:47.576678] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:47.608210] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:47.608385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:47.608427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:47.608457] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:47.612058] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=30.66%) [2025-10-16T00:24:47.612370] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-10-16T00:24:47.612511] [INFO ] [sig ] DFH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:47.759732] [INFO ] [LOCAL ] Saved forecast: DFH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DFH.txt [2025-10-16T00:24:47.759995] [INFO ] [sig ] [494/1803] Completed DFH in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:47.760055] [INFO ] [sig ] [495/1803] Forecasting DFIN... [2025-10-16T00:24:47.760089] [INFO ] [sig ] Generating forecast for: DFIN [2025-10-16T00:24:47.760121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-10-16T00:24:47.768691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DFIN'. [2025-10-16T00:24:47.768964] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-10-16T00:24:47.793862] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:47.794530] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-10-16T00:24:47.794585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:47.794618] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:47.794673] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:47.794754] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:47.811927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:47.812516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:47.812599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:47.812635] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:47.843243] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:47.843359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:47.843417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:47.843450] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:47.846568] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=43.62%) [2025-10-16T00:24:47.846863] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-10-16T00:24:47.846996] [INFO ] [sig ] DFIN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:47.986950] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DFIN.txt [2025-10-16T00:24:47.987174] [INFO ] [sig ] [495/1803] Completed DFIN in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:47.987218] [INFO ] [sig ] [496/1803] Forecasting DFP... [2025-10-16T00:24:47.987249] [INFO ] [sig ] Generating forecast for: DFP [2025-10-16T00:24:47.987280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-10-16T00:24:47.995341] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DFP'. [2025-10-16T00:24:47.995615] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-10-16T00:24:48.020428] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:48.021151] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-10-16T00:24:48.021206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:48.021241] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:48.021270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:48.021327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:48.038452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:48.039045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:48.039122] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:48.039156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:48.069771] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:48.069928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:48.069999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:48.070062] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:48.073670] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=97.34%) [2025-10-16T00:24:48.073945] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-10-16T00:24:48.074079] [INFO ] [sig ] DFP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:48.217991] [INFO ] [LOCAL ] Saved forecast: DFP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DFP.txt [2025-10-16T00:24:48.218226] [INFO ] [sig ] [496/1803] Completed DFP in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:48.218268] [INFO ] [sig ] [497/1803] Forecasting DGX... [2025-10-16T00:24:48.218298] [INFO ] [sig ] Generating forecast for: DGX [2025-10-16T00:24:48.218329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-10-16T00:24:48.226733] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DGX'. [2025-10-16T00:24:48.227014] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-10-16T00:24:48.251628] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:48.252374] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-10-16T00:24:48.252429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:48.252462] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:48.252490] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:48.252548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:48.270077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:48.270599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:48.270706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:48.270754] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:48.304807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:48.304939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:48.304978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:48.305008] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:48.308228] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=67.59%) [2025-10-16T00:24:48.308490] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-10-16T00:24:48.308674] [INFO ] [sig ] DGX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:48.448780] [INFO ] [LOCAL ] Saved forecast: DGX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DGX.txt [2025-10-16T00:24:48.449024] [INFO ] [sig ] [497/1803] Completed DGX in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:48.449067] [INFO ] [sig ] [498/1803] Forecasting DHF... [2025-10-16T00:24:48.449104] [INFO ] [sig ] Generating forecast for: DHF [2025-10-16T00:24:48.449136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-10-16T00:24:48.457091] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DHF'. [2025-10-16T00:24:48.457355] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-10-16T00:24:48.481811] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:48.482456] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-10-16T00:24:48.482512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:48.482544] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:48.482571] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:48.482627] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:48.499599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:48.500280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:48.500362] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:48.500397] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:48.534809] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:48.534934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:48.534972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:48.535001] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:48.538236] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=52.39%) [2025-10-16T00:24:48.538496] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-10-16T00:24:48.539030] [INFO ] [sig ] DHF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:48.679468] [INFO ] [LOCAL ] Saved forecast: DHF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DHF.txt [2025-10-16T00:24:48.679710] [INFO ] [sig ] [498/1803] Completed DHF in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:48.679770] [INFO ] [sig ] [499/1803] Forecasting DHR... [2025-10-16T00:24:48.679804] [INFO ] [sig ] Generating forecast for: DHR [2025-10-16T00:24:48.679835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'. [2025-10-16T00:24:48.688315] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DHR'. [2025-10-16T00:24:48.688707] [INFO ] [FORECASTER] Starting predict_future for DHR [2025-10-16T00:24:48.713588] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:48.714392] [DEBUG] [LOCAL ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt [2025-10-16T00:24:48.714448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:48.714481] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:48.714508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:48.714564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:48.731689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:48.732246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:48.732326] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:48.732359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:48.768390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:48.768517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:48.768602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:48.768677] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:48.772069] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: UP (p=81.85%) [2025-10-16T00:24:48.772361] [INFO ] [FORECASTER] Completed predict_future for DHR [2025-10-16T00:24:48.772495] [INFO ] [sig ] DHR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:48.912484] [INFO ] [LOCAL ] Saved forecast: DHR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DHR.txt [2025-10-16T00:24:48.912709] [INFO ] [sig ] [499/1803] Completed DHR in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:48.912769] [INFO ] [sig ] [500/1803] Forecasting DHT... [2025-10-16T00:24:48.912805] [INFO ] [sig ] Generating forecast for: DHT [2025-10-16T00:24:48.912837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'. [2025-10-16T00:24:48.921264] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DHT'. [2025-10-16T00:24:48.921529] [INFO ] [FORECASTER] Starting predict_future for DHT [2025-10-16T00:24:48.945613] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:48.946292] [DEBUG] [LOCAL ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt [2025-10-16T00:24:48.946345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:48.946378] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:48.946405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:48.946461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:48.963204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:48.963886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:48.963970] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:48.964003] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:48.999696] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:48.999858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:48.999899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:48.999928] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:49.003270] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-10-16T00:24:49.003553] [INFO ] [FORECASTER] Completed predict_future for DHT [2025-10-16T00:24:49.003713] [INFO ] [sig ] DHT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:49.141987] [INFO ] [LOCAL ] Saved forecast: DHT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DHT.txt [2025-10-16T00:24:49.142227] [INFO ] [sig ] [500/1803] Completed DHT in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:49.142269] [INFO ] [sig ] [501/1803] Forecasting DHX... [2025-10-16T00:24:49.142300] [INFO ] [sig ] Generating forecast for: DHX [2025-10-16T00:24:49.142331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-10-16T00:24:49.150691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DHX'. [2025-10-16T00:24:49.150992] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-10-16T00:24:49.175358] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:49.176116] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-10-16T00:24:49.176170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:49.176204] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:49.176232] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:49.176289] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:49.193358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:49.194006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:49.194106] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:49.194140] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:49.229694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:49.229861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:49.229902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:49.229932] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:49.233376] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=98.53%) [2025-10-16T00:24:49.233669] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-10-16T00:24:49.233821] [INFO ] [sig ] DHX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:49.376868] [INFO ] [LOCAL ] Saved forecast: DHX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DHX.txt [2025-10-16T00:24:49.377117] [INFO ] [sig ] [501/1803] Completed DHX in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:49.377169] [INFO ] [sig ] [502/1803] Forecasting DIAX... [2025-10-16T00:24:49.377200] [INFO ] [sig ] Generating forecast for: DIAX [2025-10-16T00:24:49.377301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'. [2025-10-16T00:24:49.387183] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DIAX'. [2025-10-16T00:24:49.387502] [INFO ] [FORECASTER] Starting predict_future for DIAX [2025-10-16T00:24:49.412546] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:49.413280] [DEBUG] [LOCAL ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt [2025-10-16T00:24:49.413334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:49.413367] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:49.413395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:49.413452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:49.430550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:49.431131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:49.431209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:49.431244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:49.467329] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:49.467412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:49.467448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:49.467477] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:49.470552] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: UP (p=98.96%) [2025-10-16T00:24:49.470832] [INFO ] [FORECASTER] Completed predict_future for DIAX [2025-10-16T00:24:49.470965] [INFO ] [sig ] DIAX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:49.611441] [INFO ] [LOCAL ] Saved forecast: DIAX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DIAX.txt [2025-10-16T00:24:49.611675] [INFO ] [sig ] [502/1803] Completed DIAX in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:49.611734] [INFO ] [sig ] [503/1803] Forecasting DIN... [2025-10-16T00:24:49.611767] [INFO ] [sig ] Generating forecast for: DIN [2025-10-16T00:24:49.611798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-10-16T00:24:49.620366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DIN'. [2025-10-16T00:24:49.620622] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-10-16T00:24:49.644770] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:49.645446] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-10-16T00:24:49.645514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:49.645548] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:49.645575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:49.645632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:49.662492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:49.663046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:49.663127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:49.663159] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:49.699138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:49.699238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:49.699273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:49.699302] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:49.702416] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=4.84%) [2025-10-16T00:24:49.702689] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-10-16T00:24:49.702826] [INFO ] [sig ] DIN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:49.842717] [INFO ] [LOCAL ] Saved forecast: DIN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DIN.txt [2025-10-16T00:24:49.842937] [INFO ] [sig ] [503/1803] Completed DIN in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:49.842981] [INFO ] [sig ] [504/1803] Forecasting DINO... [2025-10-16T00:24:49.843011] [INFO ] [sig ] Generating forecast for: DINO [2025-10-16T00:24:49.843042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-10-16T00:24:49.851821] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DINO'. [2025-10-16T00:24:49.852074] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-10-16T00:24:49.876377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:49.877146] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-10-16T00:24:49.877200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:49.877234] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:49.877262] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:49.877319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:49.895165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:49.895759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:49.895841] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:49.895876] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:49.930684] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:49.930805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:49.930845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:49.930875] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:49.934098] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=26.14%) [2025-10-16T00:24:49.934374] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-10-16T00:24:49.934508] [INFO ] [sig ] DINO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:50.078388] [INFO ] [LOCAL ] Saved forecast: DINO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DINO.txt [2025-10-16T00:24:50.078684] [INFO ] [sig ] [504/1803] Completed DINO in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:50.078747] [INFO ] [sig ] [505/1803] Forecasting DIS... [2025-10-16T00:24:50.078780] [INFO ] [sig ] Generating forecast for: DIS [2025-10-16T00:24:50.078820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-10-16T00:24:50.087497] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DIS'. [2025-10-16T00:24:50.087898] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-10-16T00:24:50.113440] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:50.114237] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-10-16T00:24:50.114329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:50.114371] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:50.114401] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:50.114459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:50.132262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:50.133040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:50.133125] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:50.133161] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:50.169090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:50.169269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:50.169311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:50.169341] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:50.172832] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=47.25%) [2025-10-16T00:24:50.173112] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-10-16T00:24:50.173241] [INFO ] [sig ] DIS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:50.360722] [INFO ] [LOCAL ] Saved forecast: DIS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DIS.txt [2025-10-16T00:24:50.360984] [INFO ] [sig ] [505/1803] Completed DIS in 0.3s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:50.361043] [INFO ] [sig ] [506/1803] Forecasting DK... [2025-10-16T00:24:50.361075] [INFO ] [sig ] Generating forecast for: DK [2025-10-16T00:24:50.361107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-10-16T00:24:50.371865] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DK'. [2025-10-16T00:24:50.372247] [INFO ] [FORECASTER] Starting predict_future for DK [2025-10-16T00:24:50.398048] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:50.399008] [DEBUG] [LOCAL ] No optimal features file found for DK: ./output/feature-sets/DK.txt [2025-10-16T00:24:50.399063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:50.399097] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:50.399124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:50.399181] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:50.417597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:50.418153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:50.418233] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:50.418266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:50.450420] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:50.450496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:50.450531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:50.450559] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:50.453549] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=55.03%) [2025-10-16T00:24:50.453841] [INFO ] [FORECASTER] Completed predict_future for DK [2025-10-16T00:24:50.453977] [INFO ] [sig ] DK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:50.590724] [INFO ] [LOCAL ] Saved forecast: DK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DK.txt [2025-10-16T00:24:50.590930] [INFO ] [sig ] [506/1803] Completed DK in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:50.590971] [INFO ] [sig ] [507/1803] Forecasting DKL... [2025-10-16T00:24:50.591001] [INFO ] [sig ] Generating forecast for: DKL [2025-10-16T00:24:50.591031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-10-16T00:24:50.599286] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DKL'. [2025-10-16T00:24:50.599549] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-10-16T00:24:50.623733] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:50.624434] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-10-16T00:24:50.624488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:50.624522] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:50.624550] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:50.624606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:50.641672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:50.642208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:50.642287] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:50.642320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:50.675198] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:50.675317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:50.675354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:50.675383] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:50.678534] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=20.52%) [2025-10-16T00:24:50.678840] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-10-16T00:24:50.678972] [INFO ] [sig ] DKL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:50.821270] [INFO ] [LOCAL ] Saved forecast: DKL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DKL.txt [2025-10-16T00:24:50.821490] [INFO ] [sig ] [507/1803] Completed DKL in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:50.821531] [INFO ] [sig ] [508/1803] Forecasting DKS... [2025-10-16T00:24:50.821562] [INFO ] [sig ] Generating forecast for: DKS [2025-10-16T00:24:50.821593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-10-16T00:24:50.830535] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DKS'. [2025-10-16T00:24:50.830897] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-10-16T00:24:50.855171] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:50.855895] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-10-16T00:24:50.855950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:50.855983] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:50.856012] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:50.856068] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:50.877029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:50.878050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:50.878184] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:50.878253] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:50.913066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:50.913167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:50.913204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:50.913232] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:50.916367] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=5.15%) [2025-10-16T00:24:50.916620] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-10-16T00:24:50.916782] [INFO ] [sig ] DKS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:51.054329] [INFO ] [LOCAL ] Saved forecast: DKS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DKS.txt [2025-10-16T00:24:51.054540] [INFO ] [sig ] [508/1803] Completed DKS in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:51.054581] [INFO ] [sig ] [509/1803] Forecasting DLB... [2025-10-16T00:24:51.054611] [INFO ] [sig ] Generating forecast for: DLB [2025-10-16T00:24:51.054664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-10-16T00:24:51.063378] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DLB'. [2025-10-16T00:24:51.063670] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-10-16T00:24:51.088115] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:51.088932] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-10-16T00:24:51.088987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:51.089021] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:51.089049] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:51.089105] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:51.105876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:51.106398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:51.106478] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:51.106511] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:51.139874] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:51.139957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:51.139992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:51.140019] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:51.142980] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=5.28%) [2025-10-16T00:24:51.143225] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-10-16T00:24:51.143353] [INFO ] [sig ] DLB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:51.281264] [INFO ] [LOCAL ] Saved forecast: DLB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DLB.txt [2025-10-16T00:24:51.281504] [INFO ] [sig ] [509/1803] Completed DLB in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:51.281547] [INFO ] [sig ] [510/1803] Forecasting DLNG... [2025-10-16T00:24:51.281579] [INFO ] [sig ] Generating forecast for: DLNG [2025-10-16T00:24:51.281610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-10-16T00:24:51.290394] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DLNG'. [2025-10-16T00:24:51.290714] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-10-16T00:24:51.315035] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:51.315824] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-10-16T00:24:51.315896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:51.315930] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:51.315958] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:51.316015] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:51.332872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:51.333411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:51.333494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:51.333527] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:51.366269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:51.366362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:51.366398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:51.366427] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:51.369516] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=45.29%) [2025-10-16T00:24:51.369810] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-10-16T00:24:51.369942] [INFO ] [sig ] DLNG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:51.509710] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DLNG.txt [2025-10-16T00:24:51.509990] [INFO ] [sig ] [510/1803] Completed DLNG in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.2m [2025-10-16T00:24:51.510035] [INFO ] [sig ] [511/1803] Forecasting DLX... [2025-10-16T00:24:51.510065] [INFO ] [sig ] Generating forecast for: DLX [2025-10-16T00:24:51.510096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-10-16T00:24:51.519294] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DLX'. [2025-10-16T00:24:51.519550] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-10-16T00:24:51.543819] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:51.544462] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-10-16T00:24:51.544516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:51.544549] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:51.544576] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:51.544632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:51.561458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:51.562018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:51.562096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:51.562130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:51.598431] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:51.598530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:51.598631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:51.598707] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:51.604691] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-10-16T00:24:51.604949] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-10-16T00:24:51.605077] [INFO ] [sig ] DLX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:51.745545] [INFO ] [LOCAL ] Saved forecast: DLX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DLX.txt [2025-10-16T00:24:51.745790] [INFO ] [sig ] [511/1803] Completed DLX in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.1m [2025-10-16T00:24:51.745851] [INFO ] [sig ] [512/1803] Forecasting DMB... [2025-10-16T00:24:51.745885] [INFO ] [sig ] Generating forecast for: DMB [2025-10-16T00:24:51.745916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-10-16T00:24:51.754679] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DMB'. [2025-10-16T00:24:51.754950] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-10-16T00:24:51.779558] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:51.780280] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-10-16T00:24:51.780334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:51.780369] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:51.780397] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:51.780454] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:51.797528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:51.798094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:51.798174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:51.798209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:51.835016] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:51.835115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:51.835153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:51.835182] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:51.838255] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-10-16T00:24:51.838511] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-10-16T00:24:51.838713] [INFO ] [sig ] DMB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:51.980881] [INFO ] [LOCAL ] Saved forecast: DMB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DMB.txt [2025-10-16T00:24:51.981096] [INFO ] [sig ] [512/1803] Completed DMB in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.1m [2025-10-16T00:24:51.981139] [INFO ] [sig ] [513/1803] Forecasting DMO... [2025-10-16T00:24:51.981169] [INFO ] [sig ] Generating forecast for: DMO [2025-10-16T00:24:51.981200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-10-16T00:24:51.989888] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DMO'. [2025-10-16T00:24:51.990143] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-10-16T00:24:52.014799] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:52.015509] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-10-16T00:24:52.015565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:52.015600] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:52.015629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:52.015724] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:52.034529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:52.035479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:52.035565] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:52.035600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:52.080069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:52.080245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:52.080291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:52.080325] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:52.083954] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=39.72%) [2025-10-16T00:24:52.084246] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-10-16T00:24:52.084404] [INFO ] [sig ] DMO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:52.230464] [INFO ] [LOCAL ] Saved forecast: DMO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DMO.txt [2025-10-16T00:24:52.230722] [INFO ] [sig ] [513/1803] Completed DMO in 0.2s | 4.18 sym/s | Total: 2.0m | ETA: 5.1m [2025-10-16T00:24:52.230784] [INFO ] [sig ] [514/1803] Forecasting DNOW... [2025-10-16T00:24:52.230818] [INFO ] [sig ] Generating forecast for: DNOW [2025-10-16T00:24:52.230851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-10-16T00:24:52.240018] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DNOW'. [2025-10-16T00:24:52.240327] [INFO ] [FORECASTER] Starting predict_future for DNOW [2025-10-16T00:24:52.264579] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:52.265300] [DEBUG] [LOCAL ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt [2025-10-16T00:24:52.265355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:52.265389] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:52.265417] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:52.265474] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:52.282687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:52.283236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:52.283315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:52.283349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:52.319223] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:52.319334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:52.319371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:52.319400] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:52.322620] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=36.12%) [2025-10-16T00:24:52.322907] [INFO ] [FORECASTER] Completed predict_future for DNOW [2025-10-16T00:24:52.323044] [INFO ] [sig ] DNOW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:52.486823] [INFO ] [LOCAL ] Saved forecast: DNOW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DNOW.txt [2025-10-16T00:24:52.487050] [INFO ] [sig ] [514/1803] Completed DNOW in 0.3s | 4.18 sym/s | Total: 2.0m | ETA: 5.1m [2025-10-16T00:24:52.487138] [INFO ] [sig ] [515/1803] Forecasting DNP... [2025-10-16T00:24:52.487176] [INFO ] [sig ] Generating forecast for: DNP [2025-10-16T00:24:52.487210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-10-16T00:24:52.496286] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DNP'. [2025-10-16T00:24:52.496592] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-10-16T00:24:52.521162] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:52.521869] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-10-16T00:24:52.521923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:52.521956] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:52.521984] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:52.522045] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:52.538840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:52.539369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:52.539448] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:52.539498] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:52.572148] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:52.572267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:52.572304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:52.572333] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:52.575544] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=75.56%) [2025-10-16T00:24:52.575850] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-10-16T00:24:52.575990] [INFO ] [sig ] DNP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:52.716281] [INFO ] [LOCAL ] Saved forecast: DNP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DNP.txt [2025-10-16T00:24:52.716504] [INFO ] [sig ] [515/1803] Completed DNP in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:52.716546] [INFO ] [sig ] [516/1803] Forecasting DOC... [2025-10-16T00:24:52.716576] [INFO ] [sig ] Generating forecast for: DOC [2025-10-16T00:24:52.716607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'. [2025-10-16T00:24:52.725573] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DOC'. [2025-10-16T00:24:52.725901] [INFO ] [FORECASTER] Starting predict_future for DOC [2025-10-16T00:24:52.755273] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:52.756077] [DEBUG] [LOCAL ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt [2025-10-16T00:24:52.756132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:52.756167] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:52.756196] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:52.756252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:52.773473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:52.774155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:52.774262] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:52.774316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:52.810618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:52.810747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:52.810807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:52.810841] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:52.814047] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: DOWN (p=5.54%) [2025-10-16T00:24:52.814314] [INFO ] [FORECASTER] Completed predict_future for DOC [2025-10-16T00:24:52.814485] [INFO ] [sig ] DOC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:52.959922] [INFO ] [LOCAL ] Saved forecast: DOC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DOC.txt [2025-10-16T00:24:52.960153] [INFO ] [sig ] [516/1803] Completed DOC in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:52.960212] [INFO ] [sig ] [517/1803] Forecasting DOCS... [2025-10-16T00:24:52.960246] [INFO ] [sig ] Generating forecast for: DOCS [2025-10-16T00:24:52.960277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-10-16T00:24:52.969128] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DOCS'. [2025-10-16T00:24:52.969375] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-10-16T00:24:52.994538] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:52.995242] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-10-16T00:24:52.995298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:52.995360] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:52.995392] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:52.995450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:53.013586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:53.014220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:53.014303] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:53.014338] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:53.053362] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:53.053462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:53.053512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:53.053544] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:53.056760] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=92.88%) [2025-10-16T00:24:53.057015] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-10-16T00:24:53.057150] [INFO ] [sig ] DOCS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:53.211697] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DOCS.txt [2025-10-16T00:24:53.211922] [INFO ] [sig ] [517/1803] Completed DOCS in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:53.211965] [INFO ] [sig ] [518/1803] Forecasting DOLE... [2025-10-16T00:24:53.211995] [INFO ] [sig ] Generating forecast for: DOLE [2025-10-16T00:24:53.212035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-10-16T00:24:53.221179] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DOLE'. [2025-10-16T00:24:53.221479] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-10-16T00:24:53.246545] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:53.247255] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-10-16T00:24:53.247311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:53.247345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:53.247376] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:53.247434] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:53.267479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:53.268401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:53.268491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:53.268527] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:53.303235] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:53.303321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:53.303360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:53.303390] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:53.306662] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=1.18%) [2025-10-16T00:24:53.306931] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-10-16T00:24:53.307062] [INFO ] [sig ] DOLE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:53.448963] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DOLE.txt [2025-10-16T00:24:53.449228] [INFO ] [sig ] [518/1803] Completed DOLE in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:53.449289] [INFO ] [sig ] [519/1803] Forecasting DOUG... [2025-10-16T00:24:53.449323] [INFO ] [sig ] Generating forecast for: DOUG [2025-10-16T00:24:53.449355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-10-16T00:24:53.458612] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DOUG'. [2025-10-16T00:24:53.459066] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-10-16T00:24:53.485760] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:53.486637] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-10-16T00:24:53.486729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:53.486767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:53.486797] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:53.486857] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:53.505026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:53.505930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:53.506031] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:53.506100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:53.539877] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:53.540061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:53.540105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:53.540137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:53.543923] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-10-16T00:24:53.544285] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-10-16T00:24:53.544467] [INFO ] [sig ] DOUG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:53.684973] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DOUG.txt [2025-10-16T00:24:53.685183] [INFO ] [sig ] [519/1803] Completed DOUG in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:53.685225] [INFO ] [sig ] [520/1803] Forecasting DOV... [2025-10-16T00:24:53.685255] [INFO ] [sig ] Generating forecast for: DOV [2025-10-16T00:24:53.685285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'. [2025-10-16T00:24:53.694538] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DOV'. [2025-10-16T00:24:53.694887] [INFO ] [FORECASTER] Starting predict_future for DOV [2025-10-16T00:24:53.720696] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:53.721407] [DEBUG] [LOCAL ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt [2025-10-16T00:24:53.721462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:53.721498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:53.721526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:53.721584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:53.739034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:53.739572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:53.739682] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:53.739738] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:53.774833] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:53.774915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:53.774950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:53.774978] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:53.778033] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=6.12%) [2025-10-16T00:24:53.778285] [INFO ] [FORECASTER] Completed predict_future for DOV [2025-10-16T00:24:53.778428] [INFO ] [sig ] DOV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:53.918296] [INFO ] [LOCAL ] Saved forecast: DOV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DOV.txt [2025-10-16T00:24:53.918513] [INFO ] [sig ] [520/1803] Completed DOV in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:53.918581] [INFO ] [sig ] [521/1803] Forecasting DOW... [2025-10-16T00:24:53.918634] [INFO ] [sig ] Generating forecast for: DOW [2025-10-16T00:24:53.918708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'. [2025-10-16T00:24:53.927512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DOW'. [2025-10-16T00:24:53.927782] [INFO ] [FORECASTER] Starting predict_future for DOW [2025-10-16T00:24:53.952155] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:53.952853] [DEBUG] [LOCAL ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt [2025-10-16T00:24:53.952907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:53.952940] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:53.952967] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:53.953072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:53.970165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:53.970727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:53.970807] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:53.970842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:54.005405] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:54.005536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:54.005575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:54.005607] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:54.008947] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: UP (p=51.03%) [2025-10-16T00:24:54.009215] [INFO ] [FORECASTER] Completed predict_future for DOW [2025-10-16T00:24:54.009350] [INFO ] [sig ] DOW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:54.149260] [INFO ] [LOCAL ] Saved forecast: DOW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DOW.txt [2025-10-16T00:24:54.149488] [INFO ] [sig ] [521/1803] Completed DOW in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:54.149530] [INFO ] [sig ] [522/1803] Forecasting DPG... [2025-10-16T00:24:54.149560] [INFO ] [sig ] Generating forecast for: DPG [2025-10-16T00:24:54.149592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-10-16T00:24:54.157993] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DPG'. [2025-10-16T00:24:54.158259] [INFO ] [FORECASTER] Starting predict_future for DPG [2025-10-16T00:24:54.183248] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:54.184030] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-10-16T00:24:54.184085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:54.184121] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:54.184152] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:54.184211] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:54.202044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:54.202602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:54.202708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:54.202756] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:54.234516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:54.234665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:54.234725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:54.234758] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:54.237987] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=88.81%) [2025-10-16T00:24:54.238249] [INFO ] [FORECASTER] Completed predict_future for DPG [2025-10-16T00:24:54.238384] [INFO ] [sig ] DPG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:54.388610] [INFO ] [LOCAL ] Saved forecast: DPG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DPG.txt [2025-10-16T00:24:54.388904] [INFO ] [sig ] [522/1803] Completed DPG in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:54.388952] [INFO ] [sig ] [523/1803] Forecasting DQ... [2025-10-16T00:24:54.388983] [INFO ] [sig ] Generating forecast for: DQ [2025-10-16T00:24:54.389015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-10-16T00:24:54.398438] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DQ'. [2025-10-16T00:24:54.398844] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-10-16T00:24:54.424128] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:54.424949] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-10-16T00:24:54.425006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:54.425040] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:54.425069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:54.425125] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:54.443287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:54.444118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:54.444204] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:54.444239] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:54.482684] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:54.482904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:54.482967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:54.483022] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:54.486861] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=88.26%) [2025-10-16T00:24:54.487308] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-10-16T00:24:54.487471] [INFO ] [sig ] DQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:54.629232] [INFO ] [LOCAL ] Saved forecast: DQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DQ.txt [2025-10-16T00:24:54.629467] [INFO ] [sig ] [523/1803] Completed DQ in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:54.629508] [INFO ] [sig ] [524/1803] Forecasting DRD... [2025-10-16T00:24:54.629538] [INFO ] [sig ] Generating forecast for: DRD [2025-10-16T00:24:54.629571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-10-16T00:24:54.639262] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DRD'. [2025-10-16T00:24:54.639574] [INFO ] [FORECASTER] Starting predict_future for DRD [2025-10-16T00:24:54.664727] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:54.665400] [DEBUG] [LOCAL ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt [2025-10-16T00:24:54.665455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:54.665503] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:54.665534] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:54.665593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:54.683533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:54.684213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:54.684298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:54.684333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:54.720498] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:54.720609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:54.721057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:54.721097] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:54.725815] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=83.79%) [2025-10-16T00:24:54.726079] [INFO ] [FORECASTER] Completed predict_future for DRD [2025-10-16T00:24:54.726207] [INFO ] [sig ] DRD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:54.869167] [INFO ] [LOCAL ] Saved forecast: DRD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DRD.txt [2025-10-16T00:24:54.869383] [INFO ] [sig ] [524/1803] Completed DRD in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:54.869426] [INFO ] [sig ] [525/1803] Forecasting DRH... [2025-10-16T00:24:54.869458] [INFO ] [sig ] Generating forecast for: DRH [2025-10-16T00:24:54.869492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-10-16T00:24:54.877928] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DRH'. [2025-10-16T00:24:54.878173] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-10-16T00:24:54.903335] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:54.904062] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-10-16T00:24:54.904116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:54.904150] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:54.904180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:54.904238] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:54.922101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:54.922681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:54.922766] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:54.922803] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:54.957587] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:54.957700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:54.957748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:54.957779] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:54.960916] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=82.09%) [2025-10-16T00:24:54.961170] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-10-16T00:24:54.961300] [INFO ] [sig ] DRH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:55.104084] [INFO ] [LOCAL ] Saved forecast: DRH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DRH.txt [2025-10-16T00:24:55.104290] [INFO ] [sig ] [525/1803] Completed DRH in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:55.104331] [INFO ] [sig ] [526/1803] Forecasting DRI... [2025-10-16T00:24:55.104362] [INFO ] [sig ] Generating forecast for: DRI [2025-10-16T00:24:55.104393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-10-16T00:24:55.113493] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DRI'. [2025-10-16T00:24:55.113837] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-10-16T00:24:55.139282] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:55.140170] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-10-16T00:24:55.140229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:55.140271] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:55.140304] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:55.140368] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:55.158089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:55.158884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:55.158972] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:55.159008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:55.193841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:55.193984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:55.194024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:55.194053] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:55.197324] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=78.52%) [2025-10-16T00:24:55.197581] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-10-16T00:24:55.197743] [INFO ] [sig ] DRI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:55.337060] [INFO ] [LOCAL ] Saved forecast: DRI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DRI.txt [2025-10-16T00:24:55.337290] [INFO ] [sig ] [526/1803] Completed DRI in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:55.337331] [INFO ] [sig ] [527/1803] Forecasting DRLL... [2025-10-16T00:24:55.337362] [INFO ] [sig ] Generating forecast for: DRLL [2025-10-16T00:24:55.337393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-10-16T00:24:55.346519] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'DRLL'. [2025-10-16T00:24:55.346925] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-10-16T00:24:55.371977] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:55.372723] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-10-16T00:24:55.372778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:55.372812] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:55.372841] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:55.372898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:55.397609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:55.398763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:55.398873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:55.398922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:55.436750] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:55.436920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:55.436964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:55.436995] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:55.440549] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=85.14%) [2025-10-16T00:24:55.440874] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-10-16T00:24:55.441018] [INFO ] [sig ] DRLL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:55.585981] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DRLL.txt [2025-10-16T00:24:55.586255] [INFO ] [sig ] [527/1803] Completed DRLL in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:55.586305] [INFO ] [sig ] [528/1803] Forecasting DSL... [2025-10-16T00:24:55.586337] [INFO ] [sig ] Generating forecast for: DSL [2025-10-16T00:24:55.586369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-10-16T00:24:55.595320] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DSL'. [2025-10-16T00:24:55.595682] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-10-16T00:24:55.621005] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:55.621747] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-10-16T00:24:55.621804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:55.621840] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:55.621869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:55.621928] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:55.639198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:55.639817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:55.639904] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:55.639939] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:55.670888] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:55.670992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:55.671031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:55.671060] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:55.674246] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=30.39%) [2025-10-16T00:24:55.674505] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-10-16T00:24:55.674636] [INFO ] [sig ] DSL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:55.812990] [INFO ] [LOCAL ] Saved forecast: DSL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DSL.txt [2025-10-16T00:24:55.813223] [INFO ] [sig ] [528/1803] Completed DSL in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:55.813265] [INFO ] [sig ] [529/1803] Forecasting DSM... [2025-10-16T00:24:55.813296] [INFO ] [sig ] Generating forecast for: DSM [2025-10-16T00:24:55.813328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'. [2025-10-16T00:24:55.821528] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DSM'. [2025-10-16T00:24:55.821825] [INFO ] [FORECASTER] Starting predict_future for DSM [2025-10-16T00:24:55.846071] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:55.846764] [DEBUG] [LOCAL ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt [2025-10-16T00:24:55.846819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:55.846852] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:55.846879] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:55.846934] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:55.863699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:55.864232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:55.864315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:55.864348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:55.896006] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:55.896142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:55.896181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:55.896210] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:55.899433] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=37.03%) [2025-10-16T00:24:55.899726] [INFO ] [FORECASTER] Completed predict_future for DSM [2025-10-16T00:24:55.899866] [INFO ] [sig ] DSM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:56.058072] [INFO ] [LOCAL ] Saved forecast: DSM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DSM.txt [2025-10-16T00:24:56.058319] [INFO ] [sig ] [529/1803] Completed DSM in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:56.058363] [INFO ] [sig ] [530/1803] Forecasting DSMC... [2025-10-16T00:24:56.058397] [INFO ] [sig ] Generating forecast for: DSMC [2025-10-16T00:24:56.058431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'. [2025-10-16T00:24:56.067338] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'DSMC'. [2025-10-16T00:24:56.067687] [INFO ] [FORECASTER] Starting predict_future for DSMC [2025-10-16T00:24:56.096240] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:56.097065] [DEBUG] [LOCAL ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt [2025-10-16T00:24:56.097128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:56.097162] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:56.097190] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:56.097246] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:56.114043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:56.114615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:56.114721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:56.114764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:56.150116] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:56.150286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:56.150331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:56.150363] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:56.153959] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: DOWN (p=25.61%) [2025-10-16T00:24:56.154241] [INFO ] [FORECASTER] Completed predict_future for DSMC [2025-10-16T00:24:56.154380] [INFO ] [sig ] DSMC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:56.305192] [INFO ] [LOCAL ] Saved forecast: DSMC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DSMC.txt [2025-10-16T00:24:56.305428] [INFO ] [sig ] [530/1803] Completed DSMC in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:56.305472] [INFO ] [sig ] [531/1803] Forecasting DSU... [2025-10-16T00:24:56.305504] [INFO ] [sig ] Generating forecast for: DSU [2025-10-16T00:24:56.305537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'. [2025-10-16T00:24:56.314047] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DSU'. [2025-10-16T00:24:56.314406] [INFO ] [FORECASTER] Starting predict_future for DSU [2025-10-16T00:24:56.339785] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:56.340552] [DEBUG] [LOCAL ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt [2025-10-16T00:24:56.340609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:56.340690] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:56.340741] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:56.340803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:56.365023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:56.366064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:56.366181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:56.366250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:56.408682] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:56.408847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:56.408888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:56.408918] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:56.412274] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: DOWN (p=23.35%) [2025-10-16T00:24:56.412544] [INFO ] [FORECASTER] Completed predict_future for DSU [2025-10-16T00:24:56.412713] [INFO ] [sig ] DSU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:56.555559] [INFO ] [LOCAL ] Saved forecast: DSU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DSU.txt [2025-10-16T00:24:56.555817] [INFO ] [sig ] [531/1803] Completed DSU in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:56.555880] [INFO ] [sig ] [532/1803] Forecasting DSX... [2025-10-16T00:24:56.555914] [INFO ] [sig ] Generating forecast for: DSX [2025-10-16T00:24:56.555946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-10-16T00:24:56.564398] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DSX'. [2025-10-16T00:24:56.564700] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-10-16T00:24:56.589132] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:56.589871] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-10-16T00:24:56.589925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:56.589959] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:56.589986] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:56.590042] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:56.606834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:56.607480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:56.607559] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:56.607592] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:56.642629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:56.642757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:56.642797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:56.642827] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:56.645917] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=16.99%) [2025-10-16T00:24:56.646177] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-10-16T00:24:56.646314] [INFO ] [sig ] DSX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:56.786506] [INFO ] [LOCAL ] Saved forecast: DSX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DSX.txt [2025-10-16T00:24:56.786746] [INFO ] [sig ] [532/1803] Completed DSX in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:56.786806] [INFO ] [sig ] [533/1803] Forecasting DTB... [2025-10-16T00:24:56.786839] [INFO ] [sig ] Generating forecast for: DTB [2025-10-16T00:24:56.786872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-10-16T00:24:56.795477] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'DTB'. [2025-10-16T00:24:56.795807] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-10-16T00:24:56.822420] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:56.823419] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-10-16T00:24:56.823489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:56.823550] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:56.823586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:56.823670] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:56.842955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:56.843509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:56.843595] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:56.843630] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:56.879822] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:56.879956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:56.880003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:56.880036] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:56.883595] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=46.84%) [2025-10-16T00:24:56.883971] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-10-16T00:24:56.884184] [INFO ] [sig ] DTB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:57.040678] [INFO ] [LOCAL ] Saved forecast: DTB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DTB.txt [2025-10-16T00:24:57.040919] [INFO ] [sig ] [533/1803] Completed DTB in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:57.040964] [INFO ] [sig ] [534/1803] Forecasting DTG... [2025-10-16T00:24:57.040997] [INFO ] [sig ] Generating forecast for: DTG [2025-10-16T00:24:57.041030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-10-16T00:24:57.049879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DTG'. [2025-10-16T00:24:57.050169] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-10-16T00:24:57.076257] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:57.077060] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-10-16T00:24:57.077117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:57.077152] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:57.077230] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:57.077298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:57.096452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:57.097118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:57.097199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:57.097235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:57.135538] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:57.135705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:57.135760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:57.135794] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:57.139289] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=92.99%) [2025-10-16T00:24:57.139609] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-10-16T00:24:57.139792] [INFO ] [sig ] DTG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:57.363194] [INFO ] [LOCAL ] Saved forecast: DTG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DTG.txt [2025-10-16T00:24:57.363454] [INFO ] [sig ] [534/1803] Completed DTG in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:57.363500] [INFO ] [sig ] [535/1803] Forecasting DTM... [2025-10-16T00:24:57.363534] [INFO ] [sig ] Generating forecast for: DTM [2025-10-16T00:24:57.363568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-10-16T00:24:57.372589] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DTM'. [2025-10-16T00:24:57.372904] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-10-16T00:24:57.400061] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:57.401068] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-10-16T00:24:57.401130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:57.401167] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:57.401227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:57.401333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:57.420907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:57.421609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:57.421718] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:57.421764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:57.459365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:57.459511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:57.459568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:57.459634] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:57.463506] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=52.38%) [2025-10-16T00:24:57.463821] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-10-16T00:24:57.463964] [INFO ] [sig ] DTM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:57.623838] [INFO ] [LOCAL ] Saved forecast: DTM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DTM.txt [2025-10-16T00:24:57.624076] [INFO ] [sig ] [535/1803] Completed DTM in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:57.624121] [INFO ] [sig ] [536/1803] Forecasting DTW... [2025-10-16T00:24:57.624155] [INFO ] [sig ] Generating forecast for: DTW [2025-10-16T00:24:57.624188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'. [2025-10-16T00:24:57.633133] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'DTW'. [2025-10-16T00:24:57.633472] [INFO ] [FORECASTER] Starting predict_future for DTW [2025-10-16T00:24:57.660447] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:57.661237] [DEBUG] [LOCAL ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt [2025-10-16T00:24:57.661293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:57.661329] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:57.661359] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:57.661418] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:57.681149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:57.681812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:57.681894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:57.681930] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:57.718092] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:57.718235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:57.718295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:57.718329] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:57.721761] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-10-16T00:24:57.722025] [INFO ] [FORECASTER] Completed predict_future for DTW [2025-10-16T00:24:57.722158] [INFO ] [sig ] DTW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:57.859897] [INFO ] [LOCAL ] Saved forecast: DTW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DTW.txt [2025-10-16T00:24:57.860096] [INFO ] [sig ] [536/1803] Completed DTW in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.1m [2025-10-16T00:24:57.860137] [INFO ] [sig ] [537/1803] Forecasting DUK... [2025-10-16T00:24:57.860168] [INFO ] [sig ] Generating forecast for: DUK [2025-10-16T00:24:57.860199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-10-16T00:24:57.869165] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DUK'. [2025-10-16T00:24:57.869468] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-10-16T00:24:57.893805] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:57.894495] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-10-16T00:24:57.894549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:57.894582] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:57.894610] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:57.894689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:57.911478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:57.912104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:57.912185] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:57.912220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:57.950741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:57.950979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:57.951051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:57.951106] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:57.956705] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=42.78%) [2025-10-16T00:24:57.957021] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-10-16T00:24:57.957162] [INFO ] [sig ] DUK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:58.095833] [INFO ] [LOCAL ] Saved forecast: DUK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DUK.txt [2025-10-16T00:24:58.096039] [INFO ] [sig ] [537/1803] Completed DUK in 0.2s | 4.18 sym/s | Total: 2.1m | ETA: 5.0m [2025-10-16T00:24:58.096081] [INFO ] [sig ] [538/1803] Forecasting DV... [2025-10-16T00:24:58.096112] [INFO ] [sig ] Generating forecast for: DV [2025-10-16T00:24:58.096144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'. [2025-10-16T00:24:58.105087] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DV'. [2025-10-16T00:24:58.105381] [INFO ] [FORECASTER] Starting predict_future for DV [2025-10-16T00:24:58.130338] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:58.131089] [DEBUG] [LOCAL ] No optimal features file found for DV: ./output/feature-sets/DV.txt [2025-10-16T00:24:58.131143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:58.131177] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:58.131221] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:58.131280] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:58.147976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:58.148586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:58.148694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:58.148745] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:58.187407] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:58.187550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:58.187597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:58.187628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:58.192057] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-10-16T00:24:58.192328] [INFO ] [FORECASTER] Completed predict_future for DV [2025-10-16T00:24:58.192463] [INFO ] [sig ] DV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:58.351732] [INFO ] [LOCAL ] Saved forecast: DV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DV.txt [2025-10-16T00:24:58.351970] [INFO ] [sig ] [538/1803] Completed DV in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.0m [2025-10-16T00:24:58.352014] [INFO ] [sig ] [539/1803] Forecasting DVA... [2025-10-16T00:24:58.352045] [INFO ] [sig ] Generating forecast for: DVA [2025-10-16T00:24:58.352082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-10-16T00:24:58.361395] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DVA'. [2025-10-16T00:24:58.361754] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-10-16T00:24:58.390846] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:58.391630] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-10-16T00:24:58.391717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:58.391764] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:58.391836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:58.391924] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:58.412128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:58.412853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:58.412937] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:58.412973] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:58.453403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:58.453546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:58.453588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:58.453631] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:58.457345] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-10-16T00:24:58.457612] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-10-16T00:24:58.457786] [INFO ] [sig ] DVA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:58.620863] [INFO ] [LOCAL ] Saved forecast: DVA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DVA.txt [2025-10-16T00:24:58.621097] [INFO ] [sig ] [539/1803] Completed DVA in 0.3s | 4.18 sym/s | Total: 2.1m | ETA: 5.0m [2025-10-16T00:24:58.621140] [INFO ] [sig ] [540/1803] Forecasting DX... [2025-10-16T00:24:58.621172] [INFO ] [sig ] Generating forecast for: DX [2025-10-16T00:24:58.621204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-10-16T00:24:58.630338] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DX'. [2025-10-16T00:24:58.630760] [INFO ] [FORECASTER] Starting predict_future for DX [2025-10-16T00:24:58.658376] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:58.659229] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-10-16T00:24:58.659285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:58.659320] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:58.659348] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:58.659413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:58.679225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:58.679861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:58.679947] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:58.679982] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:58.717708] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:58.717851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:58.717917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:58.717955] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:58.721386] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=11.24%) [2025-10-16T00:24:58.721704] [INFO ] [FORECASTER] Completed predict_future for DX [2025-10-16T00:24:58.721848] [INFO ] [sig ] DX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:58.865420] [INFO ] [LOCAL ] Saved forecast: DX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DX.txt [2025-10-16T00:24:58.865665] [INFO ] [sig ] [540/1803] Completed DX in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:24:58.865736] [INFO ] [sig ] [541/1803] Forecasting DXC... [2025-10-16T00:24:58.865778] [INFO ] [sig ] Generating forecast for: DXC [2025-10-16T00:24:58.865818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-10-16T00:24:58.874405] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DXC'. [2025-10-16T00:24:58.874676] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-10-16T00:24:58.899382] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:58.900137] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-10-16T00:24:58.900191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:58.900225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:58.900252] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:58.900308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:58.917523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:58.918073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:58.918150] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:58.918184] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:58.952506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:58.952589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:58.952626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:58.952827] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:58.955840] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-10-16T00:24:58.956089] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-10-16T00:24:58.956214] [INFO ] [sig ] DXC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:59.098193] [INFO ] [LOCAL ] Saved forecast: DXC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/DXC.txt [2025-10-16T00:24:59.098416] [INFO ] [sig ] [541/1803] Completed DXC in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:24:59.098459] [INFO ] [sig ] [542/1803] Forecasting DXYZ... [2025-10-16T00:24:59.098490] [INFO ] [sig ] Generating forecast for: DXYZ [2025-10-16T00:24:59.098521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'. [2025-10-16T00:24:59.106965] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'DXYZ'. [2025-10-16T00:24:59.107269] [INFO ] [FORECASTER] Starting predict_future for DXYZ [2025-10-16T00:24:59.139674] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:59.140471] [DEBUG] [LOCAL ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt [2025-10-16T00:24:59.140527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:59.140562] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:59.140591] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:59.140671] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:59.157836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:59.158361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:59.158440] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:59.158473] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:59.195495] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:59.195626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:59.195704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:59.195747] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:59.199029] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: DOWN (p=36.61%) [2025-10-16T00:24:59.199296] [INFO ] [FORECASTER] Completed predict_future for DXYZ [2025-10-16T00:24:59.199427] [INFO ] [sig ] DXYZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:59.336972] [INFO ] [LOCAL ] Saved forecast: DXYZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DXYZ.txt [2025-10-16T00:24:59.337189] [INFO ] [sig ] [542/1803] Completed DXYZ in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:24:59.337231] [INFO ] [sig ] [543/1803] Forecasting DY... [2025-10-16T00:24:59.337261] [INFO ] [sig ] Generating forecast for: DY [2025-10-16T00:24:59.337292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-10-16T00:24:59.345744] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'DY'. [2025-10-16T00:24:59.345996] [INFO ] [FORECASTER] Starting predict_future for DY [2025-10-16T00:24:59.370294] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:59.370991] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-10-16T00:24:59.371045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:59.371078] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:59.371106] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:59.371161] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:59.387835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:59.388344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:59.388422] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:59.388456] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:59.423270] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:59.423375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:59.423413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:59.423460] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:59.426623] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=47.09%) [2025-10-16T00:24:59.426915] [INFO ] [FORECASTER] Completed predict_future for DY [2025-10-16T00:24:59.427054] [INFO ] [sig ] DY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:24:59.569963] [INFO ] [LOCAL ] Saved forecast: DY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/DY.txt [2025-10-16T00:24:59.570198] [INFO ] [sig ] [543/1803] Completed DY in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:24:59.570247] [INFO ] [sig ] [544/1803] Forecasting E... [2025-10-16T00:24:59.570279] [INFO ] [sig ] Generating forecast for: E [2025-10-16T00:24:59.570310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-10-16T00:24:59.579279] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'E'. [2025-10-16T00:24:59.579616] [INFO ] [FORECASTER] Starting predict_future for E [2025-10-16T00:24:59.604342] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:59.605138] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-10-16T00:24:59.605194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:59.605228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:59.605256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:59.605312] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:59.622021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:59.622689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:59.622773] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:59.622808] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:59.659034] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:59.659135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:59.659172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:59.659200] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:59.662333] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=98.76%) [2025-10-16T00:24:59.662584] [INFO ] [FORECASTER] Completed predict_future for E [2025-10-16T00:24:59.662746] [INFO ] [sig ] E: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:24:59.800516] [INFO ] [LOCAL ] Saved forecast: E 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/E.txt [2025-10-16T00:24:59.800771] [INFO ] [sig ] [544/1803] Completed E in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:24:59.800838] [INFO ] [sig ] [545/1803] Forecasting EAF... [2025-10-16T00:24:59.800871] [INFO ] [sig ] Generating forecast for: EAF [2025-10-16T00:24:59.800903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-10-16T00:24:59.809524] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EAF'. [2025-10-16T00:24:59.809785] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-10-16T00:24:59.833885] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:24:59.834544] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-10-16T00:24:59.834597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:24:59.834629] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:24:59.834694] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:24:59.834765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:24:59.851701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:24:59.852211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:24:59.852288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:24:59.852320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:24:59.888919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:24:59.889028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:24:59.889065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:24:59.889094] [INFO ] [FORECASTER] Training complete [2025-10-16T00:24:59.892214] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=49.41%) [2025-10-16T00:24:59.892464] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-10-16T00:24:59.892594] [INFO ] [sig ] EAF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:00.031119] [INFO ] [LOCAL ] Saved forecast: EAF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EAF.txt [2025-10-16T00:25:00.031325] [INFO ] [sig ] [545/1803] Completed EAF in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:00.031366] [INFO ] [sig ] [546/1803] Forecasting EARN... [2025-10-16T00:25:00.031397] [INFO ] [sig ] Generating forecast for: EARN [2025-10-16T00:25:00.031429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-10-16T00:25:00.039919] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EARN'. [2025-10-16T00:25:00.040175] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-10-16T00:25:00.064209] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:00.064935] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-10-16T00:25:00.064989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:00.065022] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:00.065050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:00.065106] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:00.082011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:00.082562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:00.082670] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:00.082725] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:00.117316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:00.117429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:00.117466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:00.117496] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:00.120867] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=31.78%) [2025-10-16T00:25:00.121155] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-10-16T00:25:00.121302] [INFO ] [sig ] EARN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:00.259474] [INFO ] [LOCAL ] Saved forecast: EARN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EARN.txt [2025-10-16T00:25:00.259737] [INFO ] [sig ] [546/1803] Completed EARN in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:00.259798] [INFO ] [sig ] [547/1803] Forecasting EB... [2025-10-16T00:25:00.259835] [INFO ] [sig ] Generating forecast for: EB [2025-10-16T00:25:00.259867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-10-16T00:25:00.268523] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EB'. [2025-10-16T00:25:00.268843] [INFO ] [FORECASTER] Starting predict_future for EB [2025-10-16T00:25:00.293047] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:00.293731] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-10-16T00:25:00.293786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:00.293861] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:00.293898] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:00.293956] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:00.310850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:00.311379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:00.311457] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:00.311490] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:00.347134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:00.347263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:00.347300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:00.347329] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:00.350511] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=82.65%) [2025-10-16T00:25:00.350831] [INFO ] [FORECASTER] Completed predict_future for EB [2025-10-16T00:25:00.350989] [INFO ] [sig ] EB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:00.488835] [INFO ] [LOCAL ] Saved forecast: EB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EB.txt [2025-10-16T00:25:00.489042] [INFO ] [sig ] [547/1803] Completed EB in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:00.489085] [INFO ] [sig ] [548/1803] Forecasting EBR... [2025-10-16T00:25:00.489115] [INFO ] [sig ] Generating forecast for: EBR [2025-10-16T00:25:00.489146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'. [2025-10-16T00:25:00.497532] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EBR'. [2025-10-16T00:25:00.497805] [INFO ] [FORECASTER] Starting predict_future for EBR [2025-10-16T00:25:00.521866] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:00.522540] [DEBUG] [LOCAL ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt [2025-10-16T00:25:00.522593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:00.522626] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:00.522690] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:00.522762] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:00.539382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:00.539936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:00.540013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:00.540046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:00.575444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:00.575548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:00.575584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:00.575614] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:00.578793] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=92.80%) [2025-10-16T00:25:00.579075] [INFO ] [FORECASTER] Completed predict_future for EBR [2025-10-16T00:25:00.579201] [INFO ] [sig ] EBR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:00.717170] [INFO ] [LOCAL ] Saved forecast: EBR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EBR.txt [2025-10-16T00:25:00.717386] [INFO ] [sig ] [548/1803] Completed EBR in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:00.717434] [INFO ] [sig ] [549/1803] Forecasting EBS... [2025-10-16T00:25:00.717466] [INFO ] [sig ] Generating forecast for: EBS [2025-10-16T00:25:00.717497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-10-16T00:25:00.725963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EBS'. [2025-10-16T00:25:00.726231] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-10-16T00:25:00.750272] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:00.750987] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-10-16T00:25:00.751040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:00.751074] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:00.751101] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:00.751157] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:00.767882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:00.768448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:00.768526] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:00.768605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:00.805919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:00.806023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:00.806059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:00.806088] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:00.809279] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=86.22%) [2025-10-16T00:25:00.809537] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-10-16T00:25:00.809708] [INFO ] [sig ] EBS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:00.948234] [INFO ] [LOCAL ] Saved forecast: EBS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EBS.txt [2025-10-16T00:25:00.948452] [INFO ] [sig ] [549/1803] Completed EBS in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:00.948495] [INFO ] [sig ] [550/1803] Forecasting EC... [2025-10-16T00:25:00.948526] [INFO ] [sig ] Generating forecast for: EC [2025-10-16T00:25:00.948587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-10-16T00:25:00.956873] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EC'. [2025-10-16T00:25:00.957125] [INFO ] [FORECASTER] Starting predict_future for EC [2025-10-16T00:25:00.981273] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:00.982023] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-10-16T00:25:00.982077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:00.982110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:00.982137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:00.982195] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:00.999075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:00.999594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:00.999699] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:00.999749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:01.036280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:01.036365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:01.036402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:01.036430] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:01.043285] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=49.58%) [2025-10-16T00:25:01.043665] [INFO ] [FORECASTER] Completed predict_future for EC [2025-10-16T00:25:01.043852] [INFO ] [sig ] EC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:01.184693] [INFO ] [LOCAL ] Saved forecast: EC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EC.txt [2025-10-16T00:25:01.184934] [INFO ] [sig ] [550/1803] Completed EC in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:01.184977] [INFO ] [sig ] [551/1803] Forecasting ECAT... [2025-10-16T00:25:01.185008] [INFO ] [sig ] Generating forecast for: ECAT [2025-10-16T00:25:01.185039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'. [2025-10-16T00:25:01.194050] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ECAT'. [2025-10-16T00:25:01.194344] [INFO ] [FORECASTER] Starting predict_future for ECAT [2025-10-16T00:25:01.218962] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:01.219709] [DEBUG] [LOCAL ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt [2025-10-16T00:25:01.219766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:01.219800] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:01.219828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:01.219890] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:01.237110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:01.237897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:01.238176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:01.238209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:01.275533] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:01.275679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:01.275735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:01.275768] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:01.278986] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-10-16T00:25:01.279251] [INFO ] [FORECASTER] Completed predict_future for ECAT [2025-10-16T00:25:01.279386] [INFO ] [sig ] ECAT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:01.421425] [INFO ] [LOCAL ] Saved forecast: ECAT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ECAT.txt [2025-10-16T00:25:01.421704] [INFO ] [sig ] [551/1803] Completed ECAT in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:01.421766] [INFO ] [sig ] [552/1803] Forecasting ECCU... [2025-10-16T00:25:01.421803] [INFO ] [sig ] Generating forecast for: ECCU [2025-10-16T00:25:01.421836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECCU' from 'https://tdm.silogroup.org/data/derivative_storage/ECCU.csv'. [2025-10-16T00:25:01.431024] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ECCU'. [2025-10-16T00:25:01.431272] [INFO ] [FORECASTER] Starting predict_future for ECCU [2025-10-16T00:25:01.457368] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:01.458060] [DEBUG] [LOCAL ] No optimal features file found for ECCU: ./output/feature-sets/ECCU.txt [2025-10-16T00:25:01.458114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:01.458148] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:01.458175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:01.458231] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:01.476198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:01.476767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:01.476845] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:01.476879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:01.513890] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:01.513969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:01.514004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:01.514033] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:01.517049] [DEBUG] [FORECASTER] ECCU: Forecast T+1@11:T+2@11: DOWN (p=33.83%) [2025-10-16T00:25:01.517295] [INFO ] [FORECASTER] Completed predict_future for ECCU [2025-10-16T00:25:01.517423] [INFO ] [sig ] ECCU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:01.657715] [INFO ] [LOCAL ] Saved forecast: ECCU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ECCU.txt [2025-10-16T00:25:01.657939] [INFO ] [sig ] [552/1803] Completed ECCU in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:01.657981] [INFO ] [sig ] [553/1803] Forecasting ECG... [2025-10-16T00:25:01.658013] [INFO ] [sig ] Generating forecast for: ECG [2025-10-16T00:25:01.658044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECG' from 'https://tdm.silogroup.org/data/derivative_storage/ECG.csv'. [2025-10-16T00:25:01.666576] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ECG'. [2025-10-16T00:25:01.666869] [INFO ] [FORECASTER] Starting predict_future for ECG [2025-10-16T00:25:01.694804] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:01.695545] [DEBUG] [LOCAL ] No optimal features file found for ECG: ./output/feature-sets/ECG.txt [2025-10-16T00:25:01.695600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:01.695636] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:01.695709] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:01.695776] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:01.716563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:01.717825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:01.717932] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:01.717967] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:01.760384] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:01.760554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:01.760599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:01.760629] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:01.764350] [DEBUG] [FORECASTER] ECG: Forecast T+1@11:T+2@11: UP (p=89.77%) [2025-10-16T00:25:01.764634] [INFO ] [FORECASTER] Completed predict_future for ECG [2025-10-16T00:25:01.764864] [INFO ] [sig ] ECG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:01.924891] [INFO ] [LOCAL ] Saved forecast: ECG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ECG.txt [2025-10-16T00:25:01.925154] [INFO ] [sig ] [553/1803] Completed ECG in 0.3s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:01.925197] [INFO ] [sig ] [554/1803] Forecasting ECL... [2025-10-16T00:25:01.925228] [INFO ] [sig ] Generating forecast for: ECL [2025-10-16T00:25:01.925259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-10-16T00:25:01.933667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ECL'. [2025-10-16T00:25:01.933958] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-10-16T00:25:01.960076] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:01.960989] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-10-16T00:25:01.961047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:01.961081] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:01.961109] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:01.961165] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:01.979073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:01.979922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:01.980010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:01.980045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:02.013618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:02.013813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:02.013861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:02.013891] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:02.017368] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=7.36%) [2025-10-16T00:25:02.017639] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-10-16T00:25:02.017823] [INFO ] [sig ] ECL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:02.158088] [INFO ] [LOCAL ] Saved forecast: ECL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ECL.txt [2025-10-16T00:25:02.158351] [INFO ] [sig ] [554/1803] Completed ECL in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:02.158395] [INFO ] [sig ] [555/1803] Forecasting ECVT... [2025-10-16T00:25:02.158425] [INFO ] [sig ] Generating forecast for: ECVT [2025-10-16T00:25:02.158456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-10-16T00:25:02.167851] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ECVT'. [2025-10-16T00:25:02.168360] [INFO ] [FORECASTER] Starting predict_future for ECVT [2025-10-16T00:25:02.195959] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:02.196852] [DEBUG] [LOCAL ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt [2025-10-16T00:25:02.196919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:02.196954] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:02.196983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:02.197042] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:02.214752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:02.215573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:02.215686] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:02.215742] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:02.253497] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:02.253701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:02.253760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:02.253794] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:02.257434] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: DOWN (p=48.49%) [2025-10-16T00:25:02.257819] [INFO ] [FORECASTER] Completed predict_future for ECVT [2025-10-16T00:25:02.257973] [INFO ] [sig ] ECVT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:02.404620] [INFO ] [LOCAL ] Saved forecast: ECVT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ECVT.txt [2025-10-16T00:25:02.404881] [INFO ] [sig ] [555/1803] Completed ECVT in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:02.404935] [INFO ] [sig ] [556/1803] Forecasting EDD... [2025-10-16T00:25:02.404968] [INFO ] [sig ] Generating forecast for: EDD [2025-10-16T00:25:02.404999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-10-16T00:25:02.414245] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EDD'. [2025-10-16T00:25:02.414567] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-10-16T00:25:02.439553] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:02.440295] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-10-16T00:25:02.440366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:02.440436] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:02.440479] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:02.440540] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:02.458333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:02.459254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:02.459340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:02.459377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:02.495593] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:02.495805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:02.495858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:02.495890] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:02.499479] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=1.81%) [2025-10-16T00:25:02.499811] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-10-16T00:25:02.499959] [INFO ] [sig ] EDD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:02.645597] [INFO ] [LOCAL ] Saved forecast: EDD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EDD.txt [2025-10-16T00:25:02.645872] [INFO ] [sig ] [556/1803] Completed EDD in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:02.645923] [INFO ] [sig ] [557/1803] Forecasting EDF... [2025-10-16T00:25:02.645954] [INFO ] [sig ] Generating forecast for: EDF [2025-10-16T00:25:02.646033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-10-16T00:25:02.654554] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EDF'. [2025-10-16T00:25:02.654861] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-10-16T00:25:02.679811] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:02.680523] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-10-16T00:25:02.680578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:02.680612] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:02.680659] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:02.680745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:02.698956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:02.699504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:02.699585] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:02.699620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:02.735639] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:02.735762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:02.735803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:02.735833] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:02.739175] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=67.70%) [2025-10-16T00:25:02.739457] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-10-16T00:25:02.739629] [INFO ] [sig ] EDF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:02.886914] [INFO ] [LOCAL ] Saved forecast: EDF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EDF.txt [2025-10-16T00:25:02.887138] [INFO ] [sig ] [557/1803] Completed EDF in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:02.887181] [INFO ] [sig ] [558/1803] Forecasting EDN... [2025-10-16T00:25:02.887211] [INFO ] [sig ] Generating forecast for: EDN [2025-10-16T00:25:02.887242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-10-16T00:25:02.896093] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EDN'. [2025-10-16T00:25:02.896360] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-10-16T00:25:02.920906] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:02.921568] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-10-16T00:25:02.921621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:02.921687] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:02.921731] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:02.921790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:02.938605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:02.939151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:02.939228] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:02.939261] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:02.972015] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:02.972098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:02.972134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:02.972163] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:02.975206] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=82.15%) [2025-10-16T00:25:02.975496] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-10-16T00:25:02.975670] [INFO ] [sig ] EDN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:03.114663] [INFO ] [LOCAL ] Saved forecast: EDN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EDN.txt [2025-10-16T00:25:03.114875] [INFO ] [sig ] [558/1803] Completed EDN in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:03.114918] [INFO ] [sig ] [559/1803] Forecasting EDU... [2025-10-16T00:25:03.114955] [INFO ] [sig ] Generating forecast for: EDU [2025-10-16T00:25:03.114986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-10-16T00:25:03.123450] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EDU'. [2025-10-16T00:25:03.123729] [INFO ] [FORECASTER] Starting predict_future for EDU [2025-10-16T00:25:03.148034] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:03.148815] [DEBUG] [LOCAL ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt [2025-10-16T00:25:03.148873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:03.148910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:03.148938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:03.148994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:03.165966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:03.166517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:03.166595] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:03.166628] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:03.201909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:03.202018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:03.202056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:03.202086] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:03.205189] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=1.79%) [2025-10-16T00:25:03.205450] [INFO ] [FORECASTER] Completed predict_future for EDU [2025-10-16T00:25:03.205570] [INFO ] [sig ] EDU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:03.345853] [INFO ] [LOCAL ] Saved forecast: EDU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EDU.txt [2025-10-16T00:25:03.346057] [INFO ] [sig ] [559/1803] Completed EDU in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:03.346099] [INFO ] [sig ] [560/1803] Forecasting EE... [2025-10-16T00:25:03.346129] [INFO ] [sig ] Generating forecast for: EE [2025-10-16T00:25:03.346160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-10-16T00:25:03.354118] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EE'. [2025-10-16T00:25:03.354397] [INFO ] [FORECASTER] Starting predict_future for EE [2025-10-16T00:25:03.378614] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:03.379317] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-10-16T00:25:03.379405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:03.379444] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:03.379472] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:03.379528] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:03.396422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:03.396993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:03.397072] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:03.397106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:03.422878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:03.422969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:03.423005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:03.423033] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:03.425999] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=41.01%) [2025-10-16T00:25:03.426248] [INFO ] [FORECASTER] Completed predict_future for EE [2025-10-16T00:25:03.426366] [INFO ] [sig ] EE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:03.566627] [INFO ] [LOCAL ] Saved forecast: EE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EE.txt [2025-10-16T00:25:03.566862] [INFO ] [sig ] [560/1803] Completed EE in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:03.566906] [INFO ] [sig ] [561/1803] Forecasting EEX... [2025-10-16T00:25:03.566937] [INFO ] [sig ] Generating forecast for: EEX [2025-10-16T00:25:03.566968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-10-16T00:25:03.574807] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EEX'. [2025-10-16T00:25:03.575073] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-10-16T00:25:03.599180] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:03.599889] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-10-16T00:25:03.599965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:03.599999] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:03.600027] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:03.600084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:03.616983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:03.617492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:03.617570] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:03.617603] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:03.643108] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:03.643199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:03.643236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:03.643264] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:03.646256] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-10-16T00:25:03.646506] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-10-16T00:25:03.646626] [INFO ] [sig ] EEX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:03.785709] [INFO ] [LOCAL ] Saved forecast: EEX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EEX.txt [2025-10-16T00:25:03.785910] [INFO ] [sig ] [561/1803] Completed EEX in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 5.0m [2025-10-16T00:25:03.785952] [INFO ] [sig ] [562/1803] Forecasting EFC... [2025-10-16T00:25:03.785982] [INFO ] [sig ] Generating forecast for: EFC [2025-10-16T00:25:03.786012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-10-16T00:25:03.794139] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EFC'. [2025-10-16T00:25:03.794397] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-10-16T00:25:03.818594] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:03.819287] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-10-16T00:25:03.819341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:03.819374] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:03.819402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:03.819459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:03.836347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:03.836897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:03.836975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:03.837009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:03.867457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:03.867539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:03.867574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:03.867603] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:03.870635] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=45.17%) [2025-10-16T00:25:03.870908] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-10-16T00:25:03.871030] [INFO ] [sig ] EFC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:04.009985] [INFO ] [LOCAL ] Saved forecast: EFC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EFC.txt [2025-10-16T00:25:04.010202] [INFO ] [sig ] [562/1803] Completed EFC in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 4.9m [2025-10-16T00:25:04.010244] [INFO ] [sig ] [563/1803] Forecasting EFR... [2025-10-16T00:25:04.010276] [INFO ] [sig ] Generating forecast for: EFR [2025-10-16T00:25:04.010314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'. [2025-10-16T00:25:04.018225] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EFR'. [2025-10-16T00:25:04.018485] [INFO ] [FORECASTER] Starting predict_future for EFR [2025-10-16T00:25:04.042708] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:04.043352] [DEBUG] [LOCAL ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt [2025-10-16T00:25:04.043405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:04.043436] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:04.043464] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:04.043520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:04.060261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:04.060810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:04.060920] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:04.060959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:04.094822] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:04.095004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:04.095048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:04.095077] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:04.098688] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-10-16T00:25:04.098976] [INFO ] [FORECASTER] Completed predict_future for EFR [2025-10-16T00:25:04.099119] [INFO ] [sig ] EFR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:04.238592] [INFO ] [LOCAL ] Saved forecast: EFR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EFR.txt [2025-10-16T00:25:04.238915] [INFO ] [sig ] [563/1803] Completed EFR in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 4.9m [2025-10-16T00:25:04.238968] [INFO ] [sig ] [564/1803] Forecasting EFT... [2025-10-16T00:25:04.239001] [INFO ] [sig ] Generating forecast for: EFT [2025-10-16T00:25:04.239032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'. [2025-10-16T00:25:04.248084] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EFT'. [2025-10-16T00:25:04.248394] [INFO ] [FORECASTER] Starting predict_future for EFT [2025-10-16T00:25:04.275317] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:04.276067] [DEBUG] [LOCAL ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt [2025-10-16T00:25:04.276122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:04.276156] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:04.276184] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:04.276241] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:04.293068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:04.293790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:04.293874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:04.293908] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:04.330449] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:04.330630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:04.330713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:04.330754] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:04.334204] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=66.06%) [2025-10-16T00:25:04.334488] [INFO ] [FORECASTER] Completed predict_future for EFT [2025-10-16T00:25:04.334624] [INFO ] [sig ] EFT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:04.475984] [INFO ] [LOCAL ] Saved forecast: EFT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EFT.txt [2025-10-16T00:25:04.476229] [INFO ] [sig ] [564/1803] Completed EFT in 0.2s | 4.18 sym/s | Total: 2.2m | ETA: 4.9m [2025-10-16T00:25:04.476291] [INFO ] [sig ] [565/1803] Forecasting EFX... [2025-10-16T00:25:04.476324] [INFO ] [sig ] Generating forecast for: EFX [2025-10-16T00:25:04.476356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-10-16T00:25:04.485512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EFX'. [2025-10-16T00:25:04.485784] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-10-16T00:25:04.509920] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:04.510584] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-10-16T00:25:04.510637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:04.510711] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:04.510745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:04.510801] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:04.527432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:04.527987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:04.528066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:04.528099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:04.563617] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:04.563714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:04.563758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:04.563788] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:04.566741] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=82.30%) [2025-10-16T00:25:04.566986] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-10-16T00:25:04.567116] [INFO ] [sig ] EFX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:04.706479] [INFO ] [LOCAL ] Saved forecast: EFX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EFX.txt [2025-10-16T00:25:04.706789] [INFO ] [sig ] [565/1803] Completed EFX in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:04.706865] [INFO ] [sig ] [566/1803] Forecasting EFXT... [2025-10-16T00:25:04.706926] [INFO ] [sig ] Generating forecast for: EFXT [2025-10-16T00:25:04.706964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'. [2025-10-16T00:25:04.715971] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EFXT'. [2025-10-16T00:25:04.716354] [INFO ] [FORECASTER] Starting predict_future for EFXT [2025-10-16T00:25:04.742458] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:04.743284] [DEBUG] [LOCAL ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt [2025-10-16T00:25:04.743340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:04.743374] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:04.743402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:04.743459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:04.761850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:04.762554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:04.762668] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:04.762751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:04.799195] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:04.799369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:04.799410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:04.799439] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:04.804778] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: UP (p=91.57%) [2025-10-16T00:25:04.805073] [INFO ] [FORECASTER] Completed predict_future for EFXT [2025-10-16T00:25:04.805214] [INFO ] [sig ] EFXT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:04.953712] [INFO ] [LOCAL ] Saved forecast: EFXT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EFXT.txt [2025-10-16T00:25:04.954004] [INFO ] [sig ] [566/1803] Completed EFXT in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:04.954048] [INFO ] [sig ] [567/1803] Forecasting EG... [2025-10-16T00:25:04.954078] [INFO ] [sig ] Generating forecast for: EG [2025-10-16T00:25:04.954109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-10-16T00:25:04.963391] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EG'. [2025-10-16T00:25:04.963779] [INFO ] [FORECASTER] Starting predict_future for EG [2025-10-16T00:25:04.990167] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:04.990928] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-10-16T00:25:04.990982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:04.991016] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:04.991044] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:04.991101] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:05.009681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:05.010313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:05.010400] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:05.010434] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:05.050261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:05.050436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:05.050477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:05.050507] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:05.053909] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=17.34%) [2025-10-16T00:25:05.054180] [INFO ] [FORECASTER] Completed predict_future for EG [2025-10-16T00:25:05.054314] [INFO ] [sig ] EG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:05.191841] [INFO ] [LOCAL ] Saved forecast: EG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EG.txt [2025-10-16T00:25:05.192076] [INFO ] [sig ] [567/1803] Completed EG in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:05.192118] [INFO ] [sig ] [568/1803] Forecasting EGO... [2025-10-16T00:25:05.192147] [INFO ] [sig ] Generating forecast for: EGO [2025-10-16T00:25:05.192177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'. [2025-10-16T00:25:05.200736] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EGO'. [2025-10-16T00:25:05.201009] [INFO ] [FORECASTER] Starting predict_future for EGO [2025-10-16T00:25:05.225226] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:05.225931] [DEBUG] [LOCAL ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt [2025-10-16T00:25:05.226000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:05.226034] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:05.226063] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:05.226119] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:05.242855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:05.243400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:05.243480] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:05.243513] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:05.282362] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:05.282443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:05.282480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:05.282508] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:05.285527] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=71.64%) [2025-10-16T00:25:05.285815] [INFO ] [FORECASTER] Completed predict_future for EGO [2025-10-16T00:25:05.285944] [INFO ] [sig ] EGO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:05.423016] [INFO ] [LOCAL ] Saved forecast: EGO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EGO.txt [2025-10-16T00:25:05.423212] [INFO ] [sig ] [568/1803] Completed EGO in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:05.423254] [INFO ] [sig ] [569/1803] Forecasting EGP... [2025-10-16T00:25:05.423285] [INFO ] [sig ] Generating forecast for: EGP [2025-10-16T00:25:05.423316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-10-16T00:25:05.431969] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EGP'. [2025-10-16T00:25:05.432228] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-10-16T00:25:05.456383] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:05.457102] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-10-16T00:25:05.457156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:05.457188] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:05.457216] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:05.457271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:05.473957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:05.474478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:05.474554] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:05.474588] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:05.508932] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:05.509028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:05.509064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:05.509092] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:05.512170] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=93.14%) [2025-10-16T00:25:05.512423] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-10-16T00:25:05.512555] [INFO ] [sig ] EGP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:05.650036] [INFO ] [LOCAL ] Saved forecast: EGP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EGP.txt [2025-10-16T00:25:05.650254] [INFO ] [sig ] [569/1803] Completed EGP in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:05.650335] [INFO ] [sig ] [570/1803] Forecasting EGY... [2025-10-16T00:25:05.650375] [INFO ] [sig ] Generating forecast for: EGY [2025-10-16T00:25:05.650407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-10-16T00:25:05.658693] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EGY'. [2025-10-16T00:25:05.658961] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-10-16T00:25:05.683075] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:05.683772] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-10-16T00:25:05.683829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:05.683861] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:05.683888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:05.683943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:05.700548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:05.701107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:05.701190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:05.701222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:05.736569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:05.736680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:05.736733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:05.736763] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:05.739960] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=19.44%) [2025-10-16T00:25:05.740214] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-10-16T00:25:05.740343] [INFO ] [sig ] EGY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:05.878286] [INFO ] [LOCAL ] Saved forecast: EGY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EGY.txt [2025-10-16T00:25:05.878481] [INFO ] [sig ] [570/1803] Completed EGY in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:05.878523] [INFO ] [sig ] [571/1803] Forecasting EHAB... [2025-10-16T00:25:05.878585] [INFO ] [sig ] Generating forecast for: EHAB [2025-10-16T00:25:05.878633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-10-16T00:25:05.887206] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EHAB'. [2025-10-16T00:25:05.887468] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-10-16T00:25:05.915531] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:05.916246] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-10-16T00:25:05.916300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:05.916334] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:05.916362] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:05.916420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:05.933189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:05.933782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:05.933861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:05.933899] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:05.970400] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:05.970494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:05.970531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:05.970560] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:05.973630] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=27.86%) [2025-10-16T00:25:05.973911] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-10-16T00:25:05.974059] [INFO ] [sig ] EHAB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:06.111828] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EHAB.txt [2025-10-16T00:25:06.112049] [INFO ] [sig ] [571/1803] Completed EHAB in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:06.112091] [INFO ] [sig ] [572/1803] Forecasting EHI... [2025-10-16T00:25:06.112122] [INFO ] [sig ] Generating forecast for: EHI [2025-10-16T00:25:06.112153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-10-16T00:25:06.120959] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EHI'. [2025-10-16T00:25:06.121215] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-10-16T00:25:06.145419] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:06.146099] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-10-16T00:25:06.146152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:06.146185] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:06.146212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:06.146268] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:06.162953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:06.163466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:06.163544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:06.163577] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:06.196333] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:06.196437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:06.196474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:06.196502] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:06.199661] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=59.40%) [2025-10-16T00:25:06.199923] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-10-16T00:25:06.200052] [INFO ] [sig ] EHI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:06.337852] [INFO ] [LOCAL ] Saved forecast: EHI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EHI.txt [2025-10-16T00:25:06.338058] [INFO ] [sig ] [572/1803] Completed EHI in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:06.338100] [INFO ] [sig ] [573/1803] Forecasting EIC... [2025-10-16T00:25:06.338130] [INFO ] [sig ] Generating forecast for: EIC [2025-10-16T00:25:06.338161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-10-16T00:25:06.346502] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EIC'. [2025-10-16T00:25:06.346773] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-10-16T00:25:06.370961] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:06.371600] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-10-16T00:25:06.371675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:06.371725] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:06.371755] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:06.371811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:06.388396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:06.388993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:06.389071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:06.389104] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:06.423419] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:06.423492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:06.423527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:06.423554] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:06.426518] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=37.24%) [2025-10-16T00:25:06.426809] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-10-16T00:25:06.426950] [INFO ] [sig ] EIC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:06.569193] [INFO ] [LOCAL ] Saved forecast: EIC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EIC.txt [2025-10-16T00:25:06.569432] [INFO ] [sig ] [573/1803] Completed EIC in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:06.569476] [INFO ] [sig ] [574/1803] Forecasting EIG... [2025-10-16T00:25:06.569507] [INFO ] [sig ] Generating forecast for: EIG [2025-10-16T00:25:06.569538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-10-16T00:25:06.579327] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EIG'. [2025-10-16T00:25:06.579684] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-10-16T00:25:06.605636] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:06.606411] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-10-16T00:25:06.606467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:06.606502] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:06.606531] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:06.606587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:06.624508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:06.625226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:06.625312] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:06.625348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:06.663003] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:06.663152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:06.663192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:06.663223] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:06.666665] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=4.55%) [2025-10-16T00:25:06.666941] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-10-16T00:25:06.667076] [INFO ] [sig ] EIG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:06.822369] [INFO ] [LOCAL ] Saved forecast: EIG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EIG.txt [2025-10-16T00:25:06.822623] [INFO ] [sig ] [574/1803] Completed EIG in 0.3s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:06.822699] [INFO ] [sig ] [575/1803] Forecasting EIX... [2025-10-16T00:25:06.822742] [INFO ] [sig ] Generating forecast for: EIX [2025-10-16T00:25:06.822774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-10-16T00:25:06.832216] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EIX'. [2025-10-16T00:25:06.832600] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-10-16T00:25:06.860197] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:06.860998] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-10-16T00:25:06.861057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:06.861110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:06.861140] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:06.861198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:06.878055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:06.878771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:06.878855] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:06.878889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:06.914795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:06.914965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:06.915006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:06.915037] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:06.918518] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=8.45%) [2025-10-16T00:25:06.918854] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-10-16T00:25:06.919005] [INFO ] [sig ] EIX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:07.058610] [INFO ] [LOCAL ] Saved forecast: EIX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EIX.txt [2025-10-16T00:25:07.058892] [INFO ] [sig ] [575/1803] Completed EIX in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:07.058939] [INFO ] [sig ] [576/1803] Forecasting EL... [2025-10-16T00:25:07.058971] [INFO ] [sig ] Generating forecast for: EL [2025-10-16T00:25:07.059004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-10-16T00:25:07.068164] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EL'. [2025-10-16T00:25:07.068537] [INFO ] [FORECASTER] Starting predict_future for EL [2025-10-16T00:25:07.095708] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:07.096454] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-10-16T00:25:07.096509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:07.096543] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:07.096572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:07.096711] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:07.113408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:07.114159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:07.114244] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:07.114278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:07.151583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:07.151791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:07.151842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:07.151875] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:07.155368] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=96.69%) [2025-10-16T00:25:07.155701] [INFO ] [FORECASTER] Completed predict_future for EL [2025-10-16T00:25:07.155850] [INFO ] [sig ] EL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:07.294578] [INFO ] [LOCAL ] Saved forecast: EL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EL.txt [2025-10-16T00:25:07.294878] [INFO ] [sig ] [576/1803] Completed EL in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:07.294935] [INFO ] [sig ] [577/1803] Forecasting ELAN... [2025-10-16T00:25:07.294967] [INFO ] [sig ] Generating forecast for: ELAN [2025-10-16T00:25:07.294999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-10-16T00:25:07.303695] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELAN'. [2025-10-16T00:25:07.304004] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-10-16T00:25:07.330302] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:07.331100] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-10-16T00:25:07.331156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:07.331191] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:07.331219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:07.331277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:07.348181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:07.349017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:07.349104] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:07.349138] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:07.386618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:07.386802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:07.386849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:07.386881] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:07.390864] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=62.57%) [2025-10-16T00:25:07.391154] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-10-16T00:25:07.391295] [INFO ] [sig ] ELAN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:07.535627] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ELAN.txt [2025-10-16T00:25:07.535867] [INFO ] [sig ] [577/1803] Completed ELAN in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:07.535914] [INFO ] [sig ] [578/1803] Forecasting ELC... [2025-10-16T00:25:07.535945] [INFO ] [sig ] Generating forecast for: ELC [2025-10-16T00:25:07.535976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-10-16T00:25:07.545326] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELC'. [2025-10-16T00:25:07.545730] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-10-16T00:25:07.571248] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:07.572087] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-10-16T00:25:07.572157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:07.572198] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:07.572228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:07.572285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:07.589708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:07.590391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:07.590478] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:07.590513] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:07.626664] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:07.626875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:07.626921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:07.626953] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:07.630663] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=19.49%) [2025-10-16T00:25:07.630962] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-10-16T00:25:07.631105] [INFO ] [sig ] ELC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:07.773935] [INFO ] [LOCAL ] Saved forecast: ELC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ELC.txt [2025-10-16T00:25:07.774164] [INFO ] [sig ] [578/1803] Completed ELC in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:07.774206] [INFO ] [sig ] [579/1803] Forecasting ELF... [2025-10-16T00:25:07.774237] [INFO ] [sig ] Generating forecast for: ELF [2025-10-16T00:25:07.774270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-10-16T00:25:07.782889] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELF'. [2025-10-16T00:25:07.783199] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-10-16T00:25:07.808480] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:07.809272] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-10-16T00:25:07.809328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:07.809362] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:07.809391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:07.809448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:07.826848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:07.827394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:07.827476] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:07.827510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:07.864457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:07.864617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:07.864732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:07.864772] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:07.870622] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=53.27%) [2025-10-16T00:25:07.870950] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-10-16T00:25:07.871096] [INFO ] [sig ] ELF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:08.010880] [INFO ] [LOCAL ] Saved forecast: ELF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ELF.txt [2025-10-16T00:25:08.011133] [INFO ] [sig ] [579/1803] Completed ELF in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:08.011175] [INFO ] [sig ] [580/1803] Forecasting ELME... [2025-10-16T00:25:08.011206] [INFO ] [sig ] Generating forecast for: ELME [2025-10-16T00:25:08.011237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-10-16T00:25:08.019871] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELME'. [2025-10-16T00:25:08.020179] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-10-16T00:25:08.044774] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:08.045541] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-10-16T00:25:08.045595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:08.045628] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:08.045693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:08.045764] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:08.062473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:08.063053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:08.063134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:08.063167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:08.103271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:08.103378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:08.103440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:08.103485] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:08.107094] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=85.99%) [2025-10-16T00:25:08.107393] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-10-16T00:25:08.107528] [INFO ] [sig ] ELME: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:08.249847] [INFO ] [LOCAL ] Saved forecast: ELME 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ELME.txt [2025-10-16T00:25:08.250089] [INFO ] [sig ] [580/1803] Completed ELME in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:08.250131] [INFO ] [sig ] [581/1803] Forecasting ELP... [2025-10-16T00:25:08.250163] [INFO ] [sig ] Generating forecast for: ELP [2025-10-16T00:25:08.250195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-10-16T00:25:08.258841] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELP'. [2025-10-16T00:25:08.259099] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-10-16T00:25:08.283480] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:08.284161] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-10-16T00:25:08.284215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:08.284248] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:08.284275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:08.284331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:08.301178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:08.301815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:08.301896] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:08.301929] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:08.338066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:08.338178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:08.338216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:08.338244] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:08.341433] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=59.55%) [2025-10-16T00:25:08.341719] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-10-16T00:25:08.341852] [INFO ] [sig ] ELP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:08.479926] [INFO ] [LOCAL ] Saved forecast: ELP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ELP.txt [2025-10-16T00:25:08.480204] [INFO ] [sig ] [581/1803] Completed ELP in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:08.480249] [INFO ] [sig ] [582/1803] Forecasting ELS... [2025-10-16T00:25:08.480280] [INFO ] [sig ] Generating forecast for: ELS [2025-10-16T00:25:08.480311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-10-16T00:25:08.489242] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELS'. [2025-10-16T00:25:08.489557] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-10-16T00:25:08.513880] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:08.514599] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-10-16T00:25:08.514678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:08.514747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:08.514780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:08.514837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:08.531674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:08.532245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:08.532328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:08.532362] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:08.569040] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:08.569209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:08.569251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:08.569281] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:08.572706] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=12.87%) [2025-10-16T00:25:08.572983] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-10-16T00:25:08.573125] [INFO ] [sig ] ELS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:08.735012] [INFO ] [LOCAL ] Saved forecast: ELS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ELS.txt [2025-10-16T00:25:08.735300] [INFO ] [sig ] [582/1803] Completed ELS in 0.3s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:08.735349] [INFO ] [sig ] [583/1803] Forecasting ELV... [2025-10-16T00:25:08.735380] [INFO ] [sig ] Generating forecast for: ELV [2025-10-16T00:25:08.735411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'. [2025-10-16T00:25:08.743808] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ELV'. [2025-10-16T00:25:08.744162] [INFO ] [FORECASTER] Starting predict_future for ELV [2025-10-16T00:25:08.771603] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:08.772568] [DEBUG] [LOCAL ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt [2025-10-16T00:25:08.772626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:08.772696] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:08.772738] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:08.772797] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:08.791612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:08.792345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:08.792462] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:08.792537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:08.833784] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:08.833912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:08.833952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:08.833982] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:08.837597] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=67.71%) [2025-10-16T00:25:08.837902] [INFO ] [FORECASTER] Completed predict_future for ELV [2025-10-16T00:25:08.838060] [INFO ] [sig ] ELV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:08.989331] [INFO ] [LOCAL ] Saved forecast: ELV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ELV.txt [2025-10-16T00:25:08.989598] [INFO ] [sig ] [583/1803] Completed ELV in 0.3s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:08.989706] [INFO ] [sig ] [584/1803] Forecasting EMD... [2025-10-16T00:25:08.989768] [INFO ] [sig ] Generating forecast for: EMD [2025-10-16T00:25:08.989805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-10-16T00:25:08.999015] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EMD'. [2025-10-16T00:25:08.999308] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-10-16T00:25:09.026439] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:09.027339] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-10-16T00:25:09.027396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:09.027431] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:09.027460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:09.027518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:09.045917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:09.046500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:09.046581] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:09.046615] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:09.084403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:09.084539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:09.084594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:09.084666] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:09.088636] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=50.22%) [2025-10-16T00:25:09.088942] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-10-16T00:25:09.089083] [INFO ] [sig ] EMD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:09.244839] [INFO ] [LOCAL ] Saved forecast: EMD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EMD.txt [2025-10-16T00:25:09.245077] [INFO ] [sig ] [584/1803] Completed EMD in 0.3s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:09.245122] [INFO ] [sig ] [585/1803] Forecasting EME... [2025-10-16T00:25:09.245161] [INFO ] [sig ] Generating forecast for: EME [2025-10-16T00:25:09.245231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'. [2025-10-16T00:25:09.254871] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EME'. [2025-10-16T00:25:09.255207] [INFO ] [FORECASTER] Starting predict_future for EME [2025-10-16T00:25:09.282985] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:09.283866] [DEBUG] [LOCAL ] No optimal features file found for EME: ./output/feature-sets/EME.txt [2025-10-16T00:25:09.283921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:09.283955] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:09.283983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:09.284041] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:09.302800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:09.303495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:09.303592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:09.303635] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:09.341527] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:09.341736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:09.341793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:09.341825] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:09.345352] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=23.43%) [2025-10-16T00:25:09.345627] [INFO ] [FORECASTER] Completed predict_future for EME [2025-10-16T00:25:09.345811] [INFO ] [sig ] EME: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:09.485237] [INFO ] [LOCAL ] Saved forecast: EME 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EME.txt [2025-10-16T00:25:09.485473] [INFO ] [sig ] [585/1803] Completed EME in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.9m [2025-10-16T00:25:09.485515] [INFO ] [sig ] [586/1803] Forecasting EMF... [2025-10-16T00:25:09.485547] [INFO ] [sig ] Generating forecast for: EMF [2025-10-16T00:25:09.485578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-10-16T00:25:09.494743] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EMF'. [2025-10-16T00:25:09.495144] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-10-16T00:25:09.519720] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:09.520400] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-10-16T00:25:09.520453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:09.520486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:09.520513] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:09.520569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:09.537184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:09.537737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:09.537817] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:09.537851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:09.573218] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:09.573316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:09.573354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:09.573383] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:09.576504] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=15.93%) [2025-10-16T00:25:09.576801] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-10-16T00:25:09.576939] [INFO ] [sig ] EMF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:09.715803] [INFO ] [LOCAL ] Saved forecast: EMF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EMF.txt [2025-10-16T00:25:09.716047] [INFO ] [sig ] [586/1803] Completed EMF in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.8m [2025-10-16T00:25:09.716091] [INFO ] [sig ] [587/1803] Forecasting EMN... [2025-10-16T00:25:09.716121] [INFO ] [sig ] Generating forecast for: EMN [2025-10-16T00:25:09.716153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-10-16T00:25:09.724365] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EMN'. [2025-10-16T00:25:09.724621] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-10-16T00:25:09.749411] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:09.750203] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-10-16T00:25:09.750259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:09.750293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:09.750322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:09.750378] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:09.767184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:09.767969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:09.768057] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:09.768090] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:09.804114] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:09.804266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:09.804306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:09.804336] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:09.807609] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=93.27%) [2025-10-16T00:25:09.807898] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-10-16T00:25:09.808033] [INFO ] [sig ] EMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:09.947003] [INFO ] [LOCAL ] Saved forecast: EMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EMN.txt [2025-10-16T00:25:09.947259] [INFO ] [sig ] [587/1803] Completed EMN in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.8m [2025-10-16T00:25:09.947301] [INFO ] [sig ] [588/1803] Forecasting EMO... [2025-10-16T00:25:09.947331] [INFO ] [sig ] Generating forecast for: EMO [2025-10-16T00:25:09.947364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-10-16T00:25:09.957006] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EMO'. [2025-10-16T00:25:09.957367] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-10-16T00:25:09.985236] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:09.986133] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-10-16T00:25:09.986191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:09.986225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:09.986252] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:09.986311] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:10.005977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:10.006922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:10.007011] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:10.007047] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:10.049950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:10.050077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:10.050123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:10.050155] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:10.054181] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=34.97%) [2025-10-16T00:25:10.054502] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-10-16T00:25:10.054696] [INFO ] [sig ] EMO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:10.201781] [INFO ] [LOCAL ] Saved forecast: EMO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EMO.txt [2025-10-16T00:25:10.202016] [INFO ] [sig ] [588/1803] Completed EMO in 0.3s | 4.18 sym/s | Total: 2.3m | ETA: 4.8m [2025-10-16T00:25:10.202058] [INFO ] [sig ] [589/1803] Forecasting EMP... [2025-10-16T00:25:10.202088] [INFO ] [sig ] Generating forecast for: EMP [2025-10-16T00:25:10.202119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'. [2025-10-16T00:25:10.210815] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EMP'. [2025-10-16T00:25:10.211081] [INFO ] [FORECASTER] Starting predict_future for EMP [2025-10-16T00:25:10.236331] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:10.237137] [DEBUG] [LOCAL ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt [2025-10-16T00:25:10.237193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:10.237228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:10.237320] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:10.237389] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:10.254517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:10.255075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:10.255151] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:10.255186] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:10.289436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:10.289599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:10.289662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:10.289719] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:10.293160] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=86.23%) [2025-10-16T00:25:10.293439] [INFO ] [FORECASTER] Completed predict_future for EMP [2025-10-16T00:25:10.293581] [INFO ] [sig ] EMP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:10.432482] [INFO ] [LOCAL ] Saved forecast: EMP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EMP.txt [2025-10-16T00:25:10.432731] [INFO ] [sig ] [589/1803] Completed EMP in 0.2s | 4.18 sym/s | Total: 2.3m | ETA: 4.8m [2025-10-16T00:25:10.432792] [INFO ] [sig ] [590/1803] Forecasting EMR... [2025-10-16T00:25:10.432826] [INFO ] [sig ] Generating forecast for: EMR [2025-10-16T00:25:10.432857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'. [2025-10-16T00:25:10.441521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EMR'. [2025-10-16T00:25:10.441893] [INFO ] [FORECASTER] Starting predict_future for EMR [2025-10-16T00:25:10.466185] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:10.466979] [DEBUG] [LOCAL ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt [2025-10-16T00:25:10.467034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:10.467068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:10.467095] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:10.467150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:10.484025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:10.484747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:10.484830] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:10.484864] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:10.519854] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:10.519973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:10.520010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:10.520039] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:10.523143] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=54.09%) [2025-10-16T00:25:10.523400] [INFO ] [FORECASTER] Completed predict_future for EMR [2025-10-16T00:25:10.523526] [INFO ] [sig ] EMR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:10.661559] [INFO ] [LOCAL ] Saved forecast: EMR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EMR.txt [2025-10-16T00:25:10.661830] [INFO ] [sig ] [590/1803] Completed EMR in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:10.661890] [INFO ] [sig ] [591/1803] Forecasting ENB... [2025-10-16T00:25:10.661924] [INFO ] [sig ] Generating forecast for: ENB [2025-10-16T00:25:10.661956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-10-16T00:25:10.670679] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENB'. [2025-10-16T00:25:10.671010] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-10-16T00:25:10.695287] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:10.696027] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-10-16T00:25:10.696085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:10.696119] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:10.696147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:10.696204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:10.712903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:10.713546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:10.713626] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:10.713703] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:10.750301] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:10.750463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:10.750503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:10.750533] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:10.753920] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=88.11%) [2025-10-16T00:25:10.754183] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-10-16T00:25:10.754318] [INFO ] [sig ] ENB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:10.892204] [INFO ] [LOCAL ] Saved forecast: ENB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ENB.txt [2025-10-16T00:25:10.892442] [INFO ] [sig ] [591/1803] Completed ENB in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:10.892484] [INFO ] [sig ] [592/1803] Forecasting ENIC... [2025-10-16T00:25:10.892515] [INFO ] [sig ] Generating forecast for: ENIC [2025-10-16T00:25:10.892546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-10-16T00:25:10.900963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENIC'. [2025-10-16T00:25:10.901212] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-10-16T00:25:10.925227] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:10.925933] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-10-16T00:25:10.925986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:10.926018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:10.926045] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:10.926100] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:10.942744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:10.943271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:10.943349] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:10.943381] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:10.978868] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:10.979055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:10.979096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:10.979125] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:10.984499] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=60.02%) [2025-10-16T00:25:10.984813] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-10-16T00:25:10.984954] [INFO ] [sig ] ENIC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:11.123252] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ENIC.txt [2025-10-16T00:25:11.123478] [INFO ] [sig ] [592/1803] Completed ENIC in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:11.123521] [INFO ] [sig ] [593/1803] Forecasting ENO... [2025-10-16T00:25:11.123552] [INFO ] [sig ] Generating forecast for: ENO [2025-10-16T00:25:11.123584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'. [2025-10-16T00:25:11.131758] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENO'. [2025-10-16T00:25:11.132064] [INFO ] [FORECASTER] Starting predict_future for ENO [2025-10-16T00:25:11.156726] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:11.157475] [DEBUG] [LOCAL ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt [2025-10-16T00:25:11.157530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:11.157565] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:11.157592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:11.157671] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:11.174685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:11.175393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:11.175475] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:11.175509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:11.211251] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:11.211392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:11.211432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:11.211462] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:11.214815] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=82.20%) [2025-10-16T00:25:11.215125] [INFO ] [FORECASTER] Completed predict_future for ENO [2025-10-16T00:25:11.215258] [INFO ] [sig ] ENO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:11.358888] [INFO ] [LOCAL ] Saved forecast: ENO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ENO.txt [2025-10-16T00:25:11.359131] [INFO ] [sig ] [593/1803] Completed ENO in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:11.359174] [INFO ] [sig ] [594/1803] Forecasting ENOV... [2025-10-16T00:25:11.359204] [INFO ] [sig ] Generating forecast for: ENOV [2025-10-16T00:25:11.359236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'. [2025-10-16T00:25:11.368133] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENOV'. [2025-10-16T00:25:11.368420] [INFO ] [FORECASTER] Starting predict_future for ENOV [2025-10-16T00:25:11.392973] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:11.393816] [DEBUG] [LOCAL ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt [2025-10-16T00:25:11.393873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:11.393909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:11.393939] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:11.393996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:11.411628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:11.412337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:11.412422] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:11.412459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:11.449731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:11.449884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:11.449942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:11.449975] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:11.453343] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=62.19%) [2025-10-16T00:25:11.453604] [INFO ] [FORECASTER] Completed predict_future for ENOV [2025-10-16T00:25:11.453768] [INFO ] [sig ] ENOV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:11.604189] [INFO ] [LOCAL ] Saved forecast: ENOV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ENOV.txt [2025-10-16T00:25:11.604435] [INFO ] [sig ] [594/1803] Completed ENOV in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:11.604504] [INFO ] [sig ] [595/1803] Forecasting ENR... [2025-10-16T00:25:11.604549] [INFO ] [sig ] Generating forecast for: ENR [2025-10-16T00:25:11.604583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'. [2025-10-16T00:25:11.617730] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENR'. [2025-10-16T00:25:11.618065] [INFO ] [FORECASTER] Starting predict_future for ENR [2025-10-16T00:25:11.644160] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:11.644955] [DEBUG] [LOCAL ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt [2025-10-16T00:25:11.645011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:11.645050] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:11.645082] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:11.645141] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:11.663546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:11.664322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:11.664405] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:11.664440] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:11.701118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:11.701271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:11.701312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:11.701343] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:11.704885] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-10-16T00:25:11.705219] [INFO ] [FORECASTER] Completed predict_future for ENR [2025-10-16T00:25:11.705401] [INFO ] [sig ] ENR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:11.874761] [INFO ] [LOCAL ] Saved forecast: ENR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ENR.txt [2025-10-16T00:25:11.875001] [INFO ] [sig ] [595/1803] Completed ENR in 0.3s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:11.875047] [INFO ] [sig ] [596/1803] Forecasting ENS... [2025-10-16T00:25:11.875081] [INFO ] [sig ] Generating forecast for: ENS [2025-10-16T00:25:11.875113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-10-16T00:25:11.885184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENS'. [2025-10-16T00:25:11.885527] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-10-16T00:25:11.913174] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:11.913997] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-10-16T00:25:11.914066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:11.914112] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:11.914143] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:11.914217] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:11.933585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:11.934233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:11.934317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:11.934352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:11.972741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:11.972848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:11.972886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:11.972916] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:11.976455] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=26.11%) [2025-10-16T00:25:11.976794] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-10-16T00:25:11.976938] [INFO ] [sig ] ENS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:12.133589] [INFO ] [LOCAL ] Saved forecast: ENS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ENS.txt [2025-10-16T00:25:12.133867] [INFO ] [sig ] [596/1803] Completed ENS in 0.3s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:12.133931] [INFO ] [sig ] [597/1803] Forecasting ENVA... [2025-10-16T00:25:12.133966] [INFO ] [sig ] Generating forecast for: ENVA [2025-10-16T00:25:12.133999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-10-16T00:25:12.143025] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ENVA'. [2025-10-16T00:25:12.143322] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-10-16T00:25:12.169036] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:12.169764] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-10-16T00:25:12.169819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:12.169854] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:12.169882] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:12.169938] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:12.188952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:12.189575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:12.189679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:12.189733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:12.227698] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:12.227862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:12.227917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:12.227951] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:12.231961] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=71.51%) [2025-10-16T00:25:12.232242] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-10-16T00:25:12.232406] [INFO ] [sig ] ENVA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:12.391557] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ENVA.txt [2025-10-16T00:25:12.391817] [INFO ] [sig ] [597/1803] Completed ENVA in 0.3s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:12.391879] [INFO ] [sig ] [598/1803] Forecasting EOD... [2025-10-16T00:25:12.391915] [INFO ] [sig ] Generating forecast for: EOD [2025-10-16T00:25:12.391948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-10-16T00:25:12.401123] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EOD'. [2025-10-16T00:25:12.401495] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-10-16T00:25:12.429347] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:12.430255] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-10-16T00:25:12.430330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:12.430403] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:12.430458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:12.430520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:12.449624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:12.450337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:12.450421] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:12.450457] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:12.489516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:12.489605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:12.489664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:12.489720] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:12.492915] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=13.80%) [2025-10-16T00:25:12.493175] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-10-16T00:25:12.493311] [INFO ] [sig ] EOD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:12.651387] [INFO ] [LOCAL ] Saved forecast: EOD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EOD.txt [2025-10-16T00:25:12.651665] [INFO ] [sig ] [598/1803] Completed EOD in 0.3s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:12.651730] [INFO ] [sig ] [599/1803] Forecasting EOG... [2025-10-16T00:25:12.651766] [INFO ] [sig ] Generating forecast for: EOG [2025-10-16T00:25:12.651799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-10-16T00:25:12.660624] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EOG'. [2025-10-16T00:25:12.660931] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-10-16T00:25:12.688714] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:12.689432] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-10-16T00:25:12.689488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:12.689524] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:12.689553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:12.689610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:12.707994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:12.708614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:12.708721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:12.708766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:12.747153] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:12.747248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:12.747285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:12.747315] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:12.750840] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=68.64%) [2025-10-16T00:25:12.751098] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-10-16T00:25:12.751232] [INFO ] [sig ] EOG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:12.905942] [INFO ] [LOCAL ] Saved forecast: EOG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EOG.txt [2025-10-16T00:25:12.906212] [INFO ] [sig ] [599/1803] Completed EOG in 0.3s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:12.906286] [INFO ] [sig ] [600/1803] Forecasting EOI... [2025-10-16T00:25:12.906328] [INFO ] [sig ] Generating forecast for: EOI [2025-10-16T00:25:12.906363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-10-16T00:25:12.915485] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EOI'. [2025-10-16T00:25:12.915778] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-10-16T00:25:12.942493] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:12.943250] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-10-16T00:25:12.943305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:12.943341] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:12.943371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:12.943428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:12.963744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:12.964504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:12.964591] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:12.964626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:13.002391] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:13.002505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:13.002545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:13.002574] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:13.005879] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=64.69%) [2025-10-16T00:25:13.006146] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-10-16T00:25:13.006278] [INFO ] [sig ] EOI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:13.145797] [INFO ] [LOCAL ] Saved forecast: EOI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EOI.txt [2025-10-16T00:25:13.146012] [INFO ] [sig ] [600/1803] Completed EOI in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:13.146054] [INFO ] [sig ] [601/1803] Forecasting EOS... [2025-10-16T00:25:13.146086] [INFO ] [sig ] Generating forecast for: EOS [2025-10-16T00:25:13.146116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-10-16T00:25:13.155294] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EOS'. [2025-10-16T00:25:13.155589] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-10-16T00:25:13.180612] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:13.181339] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-10-16T00:25:13.181394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:13.181429] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:13.181459] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:13.181516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:13.199827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:13.200720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:13.200809] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:13.200845] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:13.237062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:13.237197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:13.237239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:13.237288] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:13.240759] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=8.80%) [2025-10-16T00:25:13.241077] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-10-16T00:25:13.241227] [INFO ] [sig ] EOS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:13.384691] [INFO ] [LOCAL ] Saved forecast: EOS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EOS.txt [2025-10-16T00:25:13.384921] [INFO ] [sig ] [601/1803] Completed EOS in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:13.384964] [INFO ] [sig ] [602/1803] Forecasting EOT... [2025-10-16T00:25:13.384995] [INFO ] [sig ] Generating forecast for: EOT [2025-10-16T00:25:13.385027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'. [2025-10-16T00:25:13.393240] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EOT'. [2025-10-16T00:25:13.393506] [INFO ] [FORECASTER] Starting predict_future for EOT [2025-10-16T00:25:13.418383] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:13.419217] [DEBUG] [LOCAL ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt [2025-10-16T00:25:13.419273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:13.419361] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:13.419401] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:13.419461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:13.437422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:13.438219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:13.438308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:13.438344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:13.477600] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:13.477844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:13.477899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:13.477931] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:13.481472] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: UP (p=73.19%) [2025-10-16T00:25:13.481815] [INFO ] [FORECASTER] Completed predict_future for EOT [2025-10-16T00:25:13.481978] [INFO ] [sig ] EOT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:13.625198] [INFO ] [LOCAL ] Saved forecast: EOT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EOT.txt [2025-10-16T00:25:13.625433] [INFO ] [sig ] [602/1803] Completed EOT in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:13.625477] [INFO ] [sig ] [603/1803] Forecasting EPAC... [2025-10-16T00:25:13.625511] [INFO ] [sig ] Generating forecast for: EPAC [2025-10-16T00:25:13.625542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-10-16T00:25:13.634485] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EPAC'. [2025-10-16T00:25:13.634770] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-10-16T00:25:13.659772] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:13.660456] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-10-16T00:25:13.660510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:13.660544] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:13.660573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:13.660666] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:13.678045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:13.678712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:13.678796] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:13.678830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:13.716111] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:13.716247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:13.716288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:13.716318] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:13.720023] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=5.06%) [2025-10-16T00:25:13.720289] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-10-16T00:25:13.720417] [INFO ] [sig ] EPAC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:13.863809] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EPAC.txt [2025-10-16T00:25:13.864026] [INFO ] [sig ] [603/1803] Completed EPAC in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:13.864067] [INFO ] [sig ] [604/1803] Forecasting EPAM... [2025-10-16T00:25:13.864098] [INFO ] [sig ] Generating forecast for: EPAM [2025-10-16T00:25:13.864128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-10-16T00:25:13.872629] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EPAM'. [2025-10-16T00:25:13.872983] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-10-16T00:25:13.897189] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:13.897903] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-10-16T00:25:13.897957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:13.897991] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:13.898019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:13.898076] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:13.915547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:13.916136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:13.916218] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:13.916255] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:13.952146] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:13.952316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:13.952394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:13.952458] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:13.956298] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=3.69%) [2025-10-16T00:25:13.956579] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-10-16T00:25:13.956749] [INFO ] [sig ] EPAM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:14.098216] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EPAM.txt [2025-10-16T00:25:14.098446] [INFO ] [sig ] [604/1803] Completed EPAM in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:14.098489] [INFO ] [sig ] [605/1803] Forecasting EPC... [2025-10-16T00:25:14.098519] [INFO ] [sig ] Generating forecast for: EPC [2025-10-16T00:25:14.098585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-10-16T00:25:14.107159] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EPC'. [2025-10-16T00:25:14.107426] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-10-16T00:25:14.134619] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:14.135404] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-10-16T00:25:14.135460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:14.135495] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:14.135525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:14.135585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:14.152539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:14.153142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:14.153222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:14.153256] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:14.194004] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:14.194169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:14.194220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:14.194251] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:14.197695] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=79.45%) [2025-10-16T00:25:14.197959] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-10-16T00:25:14.198084] [INFO ] [sig ] EPC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:14.337614] [INFO ] [LOCAL ] Saved forecast: EPC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EPC.txt [2025-10-16T00:25:14.337870] [INFO ] [sig ] [605/1803] Completed EPC in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:14.337917] [INFO ] [sig ] [606/1803] Forecasting EPD... [2025-10-16T00:25:14.337949] [INFO ] [sig ] Generating forecast for: EPD [2025-10-16T00:25:14.337980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-10-16T00:25:14.347077] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EPD'. [2025-10-16T00:25:14.347383] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-10-16T00:25:14.371984] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:14.372766] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-10-16T00:25:14.372822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:14.372857] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:14.372885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:14.372942] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:14.389797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:14.390325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:14.390404] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:14.390437] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:14.424001] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:14.424123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:14.424161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:14.424191] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:14.427549] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=96.65%) [2025-10-16T00:25:14.427843] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-10-16T00:25:14.427981] [INFO ] [sig ] EPD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:14.571599] [INFO ] [LOCAL ] Saved forecast: EPD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EPD.txt [2025-10-16T00:25:14.571849] [INFO ] [sig ] [606/1803] Completed EPD in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:14.571909] [INFO ] [sig ] [607/1803] Forecasting EPR... [2025-10-16T00:25:14.571942] [INFO ] [sig ] Generating forecast for: EPR [2025-10-16T00:25:14.571973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'. [2025-10-16T00:25:14.580187] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EPR'. [2025-10-16T00:25:14.580460] [INFO ] [FORECASTER] Starting predict_future for EPR [2025-10-16T00:25:14.605022] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:14.605728] [DEBUG] [LOCAL ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt [2025-10-16T00:25:14.605783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:14.605817] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:14.605846] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:14.605903] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:14.623023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:14.623532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:14.623611] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:14.623671] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:14.662848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:14.662933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:14.662971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:14.663003] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:14.666536] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: DOWN (p=22.65%) [2025-10-16T00:25:14.666850] [INFO ] [FORECASTER] Completed predict_future for EPR [2025-10-16T00:25:14.667000] [INFO ] [sig ] EPR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:14.805842] [INFO ] [LOCAL ] Saved forecast: EPR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EPR.txt [2025-10-16T00:25:14.806030] [INFO ] [sig ] [607/1803] Completed EPR in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:14.806070] [INFO ] [sig ] [608/1803] Forecasting EQBK... [2025-10-16T00:25:14.806101] [INFO ] [sig ] Generating forecast for: EQBK [2025-10-16T00:25:14.806132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-10-16T00:25:14.813957] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EQBK'. [2025-10-16T00:25:14.814212] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-10-16T00:25:14.838356] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:14.839084] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-10-16T00:25:14.839143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:14.839177] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:14.839206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:14.839262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:14.856025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:14.856530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:14.856609] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:14.856666] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:14.887825] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:14.887899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:14.887934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:14.887980] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:14.890931] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=16.36%) [2025-10-16T00:25:14.891173] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-10-16T00:25:14.891664] [INFO ] [sig ] EQBK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:15.030128] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EQBK.txt [2025-10-16T00:25:15.030334] [INFO ] [sig ] [608/1803] Completed EQBK in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:15.030376] [INFO ] [sig ] [609/1803] Forecasting EQH... [2025-10-16T00:25:15.030406] [INFO ] [sig ] Generating forecast for: EQH [2025-10-16T00:25:15.030436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-10-16T00:25:15.038300] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EQH'. [2025-10-16T00:25:15.038577] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-10-16T00:25:15.062717] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:15.063358] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-10-16T00:25:15.063411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:15.063443] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:15.063470] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:15.063525] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:15.080193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:15.080737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:15.080816] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:15.080849] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:15.114740] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:15.114813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:15.114849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:15.114876] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:15.117813] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=52.68%) [2025-10-16T00:25:15.118056] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-10-16T00:25:15.118178] [INFO ] [sig ] EQH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:15.257115] [INFO ] [LOCAL ] Saved forecast: EQH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EQH.txt [2025-10-16T00:25:15.257301] [INFO ] [sig ] [609/1803] Completed EQH in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:15.257342] [INFO ] [sig ] [610/1803] Forecasting EQNR... [2025-10-16T00:25:15.257373] [INFO ] [sig ] Generating forecast for: EQNR [2025-10-16T00:25:15.257403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'. [2025-10-16T00:25:15.265270] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EQNR'. [2025-10-16T00:25:15.265523] [INFO ] [FORECASTER] Starting predict_future for EQNR [2025-10-16T00:25:15.289673] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:15.290327] [DEBUG] [LOCAL ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt [2025-10-16T00:25:15.290380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:15.290413] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:15.290441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:15.290497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:15.307491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:15.308032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:15.308110] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:15.308145] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:15.339559] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:15.339637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:15.339712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:15.339747] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:15.342731] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: DOWN (p=2.83%) [2025-10-16T00:25:15.342979] [INFO ] [FORECASTER] Completed predict_future for EQNR [2025-10-16T00:25:15.343101] [INFO ] [sig ] EQNR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:15.481848] [INFO ] [LOCAL ] Saved forecast: EQNR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EQNR.txt [2025-10-16T00:25:15.482035] [INFO ] [sig ] [610/1803] Completed EQNR in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.8m [2025-10-16T00:25:15.482075] [INFO ] [sig ] [611/1803] Forecasting EQR... [2025-10-16T00:25:15.482104] [INFO ] [sig ] Generating forecast for: EQR [2025-10-16T00:25:15.482135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'. [2025-10-16T00:25:15.490074] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EQR'. [2025-10-16T00:25:15.490323] [INFO ] [FORECASTER] Starting predict_future for EQR [2025-10-16T00:25:15.514438] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:15.515111] [DEBUG] [LOCAL ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt [2025-10-16T00:25:15.515168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:15.515200] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:15.515226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:15.515281] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:15.532321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:15.532868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:15.532946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:15.532979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:15.566173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:15.566244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:15.566278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:15.566306] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:15.569241] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: DOWN (p=14.75%) [2025-10-16T00:25:15.569482] [INFO ] [FORECASTER] Completed predict_future for EQR [2025-10-16T00:25:15.569612] [INFO ] [sig ] EQR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:15.707513] [INFO ] [LOCAL ] Saved forecast: EQR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EQR.txt [2025-10-16T00:25:15.707729] [INFO ] [sig ] [611/1803] Completed EQR in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.7m [2025-10-16T00:25:15.707788] [INFO ] [sig ] [612/1803] Forecasting EQT... [2025-10-16T00:25:15.707821] [INFO ] [sig ] Generating forecast for: EQT [2025-10-16T00:25:15.707896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'. [2025-10-16T00:25:15.716134] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EQT'. [2025-10-16T00:25:15.716379] [INFO ] [FORECASTER] Starting predict_future for EQT [2025-10-16T00:25:15.744345] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:15.745120] [DEBUG] [LOCAL ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt [2025-10-16T00:25:15.745181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:15.745215] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:15.745242] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:15.745298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:15.761988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:15.762499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:15.762575] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:15.762609] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:15.796506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:15.796638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:15.796719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:15.796753] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:15.800000] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: UP (p=98.98%) [2025-10-16T00:25:15.800259] [INFO ] [FORECASTER] Completed predict_future for EQT [2025-10-16T00:25:15.800384] [INFO ] [sig ] EQT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:15.940144] [INFO ] [LOCAL ] Saved forecast: EQT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EQT.txt [2025-10-16T00:25:15.940365] [INFO ] [sig ] [612/1803] Completed EQT in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.7m [2025-10-16T00:25:15.940404] [INFO ] [sig ] [613/1803] Forecasting EQV... [2025-10-16T00:25:15.940435] [INFO ] [sig ] Generating forecast for: EQV [2025-10-16T00:25:15.940465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'. [2025-10-16T00:25:15.949787] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EQV'. [2025-10-16T00:25:15.950046] [INFO ] [FORECASTER] Starting predict_future for EQV [2025-10-16T00:25:15.978151] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:15.978945] [DEBUG] [LOCAL ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt [2025-10-16T00:25:15.979003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:15.979036] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:15.979063] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:15.979118] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:15.995744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:15.996252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:15.996329] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:15.996361] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:16.025867] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:16.025966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:16.026002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:16.026031] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:16.029148] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: UP (p=78.82%) [2025-10-16T00:25:16.029404] [INFO ] [FORECASTER] Completed predict_future for EQV [2025-10-16T00:25:16.029529] [INFO ] [sig ] EQV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:16.169251] [INFO ] [LOCAL ] Saved forecast: EQV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EQV.txt [2025-10-16T00:25:16.169441] [INFO ] [sig ] [613/1803] Completed EQV in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.7m [2025-10-16T00:25:16.169488] [INFO ] [sig ] [614/1803] Forecasting ERJ... [2025-10-16T00:25:16.169520] [INFO ] [sig ] Generating forecast for: ERJ [2025-10-16T00:25:16.169552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'. [2025-10-16T00:25:16.178003] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ERJ'. [2025-10-16T00:25:16.178262] [INFO ] [FORECASTER] Starting predict_future for ERJ [2025-10-16T00:25:16.202436] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:16.203115] [DEBUG] [LOCAL ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt [2025-10-16T00:25:16.203168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:16.203201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:16.203230] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:16.203286] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:16.220441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:16.220986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:16.221066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:16.221099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:16.253421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:16.253509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:16.253544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:16.253574] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:16.256615] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: UP (p=53.96%) [2025-10-16T00:25:16.256893] [INFO ] [FORECASTER] Completed predict_future for ERJ [2025-10-16T00:25:16.257018] [INFO ] [sig ] ERJ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:16.398113] [INFO ] [LOCAL ] Saved forecast: ERJ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ERJ.txt [2025-10-16T00:25:16.398317] [INFO ] [sig ] [614/1803] Completed ERJ in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.7m [2025-10-16T00:25:16.398357] [INFO ] [sig ] [615/1803] Forecasting ERO... [2025-10-16T00:25:16.398387] [INFO ] [sig ] Generating forecast for: ERO [2025-10-16T00:25:16.398418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-10-16T00:25:16.406594] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ERO'. [2025-10-16T00:25:16.406869] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-10-16T00:25:16.431217] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:16.431919] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-10-16T00:25:16.432002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:16.432042] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:16.432071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:16.432127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:16.449122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:16.449695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:16.449776] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:16.449809] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:16.481870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:16.481944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:16.481979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:16.482021] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:16.485027] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=67.09%) [2025-10-16T00:25:16.485291] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-10-16T00:25:16.485418] [INFO ] [sig ] ERO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:16.624215] [INFO ] [LOCAL ] Saved forecast: ERO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ERO.txt [2025-10-16T00:25:16.624413] [INFO ] [sig ] [615/1803] Completed ERO in 0.2s | 4.18 sym/s | Total: 2.4m | ETA: 4.7m [2025-10-16T00:25:16.624454] [INFO ] [sig ] [616/1803] Forecasting ES... [2025-10-16T00:25:16.624484] [INFO ] [sig ] Generating forecast for: ES [2025-10-16T00:25:16.624515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-10-16T00:25:16.632491] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ES'. [2025-10-16T00:25:16.632771] [INFO ] [FORECASTER] Starting predict_future for ES [2025-10-16T00:25:16.656961] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:16.657595] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-10-16T00:25:16.657670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:16.657722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:16.657753] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:16.657808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:16.674801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:16.675315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:16.675390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:16.675424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:16.709461] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:16.709534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:16.709569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:16.709598] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:16.712568] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=13.23%) [2025-10-16T00:25:16.712842] [INFO ] [FORECASTER] Completed predict_future for ES [2025-10-16T00:25:16.712971] [INFO ] [sig ] ES: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:16.852110] [INFO ] [LOCAL ] Saved forecast: ES 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ES.txt [2025-10-16T00:25:16.852298] [INFO ] [sig ] [616/1803] Completed ES in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:16.852339] [INFO ] [sig ] [617/1803] Forecasting ESAB... [2025-10-16T00:25:16.852369] [INFO ] [sig ] Generating forecast for: ESAB [2025-10-16T00:25:16.852400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-10-16T00:25:16.860602] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESAB'. [2025-10-16T00:25:16.860871] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-10-16T00:25:16.885058] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:16.885753] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-10-16T00:25:16.885808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:16.885841] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:16.885869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:16.885925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:16.903070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:16.903637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:16.903741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:16.903776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:16.935992] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:16.936082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:16.936118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:16.936147] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:16.939240] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-10-16T00:25:16.939492] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-10-16T00:25:16.939620] [INFO ] [sig ] ESAB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:17.078975] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ESAB.txt [2025-10-16T00:25:17.079173] [INFO ] [sig ] [617/1803] Completed ESAB in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:17.079217] [INFO ] [sig ] [618/1803] Forecasting ESE... [2025-10-16T00:25:17.079247] [INFO ] [sig ] Generating forecast for: ESE [2025-10-16T00:25:17.079278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-10-16T00:25:17.087234] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESE'. [2025-10-16T00:25:17.087477] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-10-16T00:25:17.111623] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:17.112322] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-10-16T00:25:17.112376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:17.112409] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:17.112437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:17.112494] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:17.129605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:17.130276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:17.130419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:17.130462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:17.165513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:17.165596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:17.165631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:17.165698] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:17.168730] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=96.77%) [2025-10-16T00:25:17.168986] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-10-16T00:25:17.169122] [INFO ] [sig ] ESE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:17.310917] [INFO ] [LOCAL ] Saved forecast: ESE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ESE.txt [2025-10-16T00:25:17.311223] [INFO ] [sig ] [618/1803] Completed ESE in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:17.311282] [INFO ] [sig ] [619/1803] Forecasting ESI... [2025-10-16T00:25:17.311316] [INFO ] [sig ] Generating forecast for: ESI [2025-10-16T00:25:17.311348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-10-16T00:25:17.320691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESI'. [2025-10-16T00:25:17.320935] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-10-16T00:25:17.345169] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:17.345861] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-10-16T00:25:17.345914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:17.345947] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:17.345974] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:17.346031] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:17.362830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:17.363334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:17.363410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:17.363444] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:17.398921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:17.398997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:17.399032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:17.399059] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:17.402004] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=62.21%) [2025-10-16T00:25:17.402255] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-10-16T00:25:17.402382] [INFO ] [sig ] ESI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:17.540128] [INFO ] [LOCAL ] Saved forecast: ESI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ESI.txt [2025-10-16T00:25:17.540324] [INFO ] [sig ] [619/1803] Completed ESI in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:17.540365] [INFO ] [sig ] [620/1803] Forecasting ESNT... [2025-10-16T00:25:17.540396] [INFO ] [sig ] Generating forecast for: ESNT [2025-10-16T00:25:17.540427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'. [2025-10-16T00:25:17.549039] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESNT'. [2025-10-16T00:25:17.549283] [INFO ] [FORECASTER] Starting predict_future for ESNT [2025-10-16T00:25:17.573367] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:17.574041] [DEBUG] [LOCAL ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt [2025-10-16T00:25:17.574095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:17.574128] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:17.574156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:17.574216] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:17.590941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:17.591445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:17.591523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:17.591556] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:17.626964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:17.627034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:17.627069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:17.627096] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:17.630004] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=37.78%) [2025-10-16T00:25:17.630242] [INFO ] [FORECASTER] Completed predict_future for ESNT [2025-10-16T00:25:17.630372] [INFO ] [sig ] ESNT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:17.768766] [INFO ] [LOCAL ] Saved forecast: ESNT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ESNT.txt [2025-10-16T00:25:17.768950] [INFO ] [sig ] [620/1803] Completed ESNT in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:17.768990] [INFO ] [sig ] [621/1803] Forecasting ESRT... [2025-10-16T00:25:17.769026] [INFO ] [sig ] Generating forecast for: ESRT [2025-10-16T00:25:17.769058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'. [2025-10-16T00:25:17.777078] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESRT'. [2025-10-16T00:25:17.777317] [INFO ] [FORECASTER] Starting predict_future for ESRT [2025-10-16T00:25:17.801510] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:17.802193] [DEBUG] [LOCAL ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt [2025-10-16T00:25:17.802247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:17.802280] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:17.802309] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:17.802365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:17.819353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:17.819896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:17.819973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:17.820007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:17.854517] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:17.854586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:17.854620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:17.854677] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:17.861431] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: DOWN (p=17.83%) [2025-10-16T00:25:17.861699] [INFO ] [FORECASTER] Completed predict_future for ESRT [2025-10-16T00:25:17.861838] [INFO ] [sig ] ESRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:17.999883] [INFO ] [LOCAL ] Saved forecast: ESRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ESRT.txt [2025-10-16T00:25:18.000065] [INFO ] [sig ] [621/1803] Completed ESRT in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:18.000105] [INFO ] [sig ] [622/1803] Forecasting ESS... [2025-10-16T00:25:18.000135] [INFO ] [sig ] Generating forecast for: ESS [2025-10-16T00:25:18.000166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'. [2025-10-16T00:25:18.008593] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESS'. [2025-10-16T00:25:18.008861] [INFO ] [FORECASTER] Starting predict_future for ESS [2025-10-16T00:25:18.032933] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:18.033625] [DEBUG] [LOCAL ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt [2025-10-16T00:25:18.033704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:18.033746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:18.033775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:18.033831] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:18.050815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:18.051316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:18.051392] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:18.051426] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:18.089848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:18.089922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:18.089958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:18.089986] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:18.092967] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: UP (p=93.44%) [2025-10-16T00:25:18.093209] [INFO ] [FORECASTER] Completed predict_future for ESS [2025-10-16T00:25:18.093334] [INFO ] [sig ] ESS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:18.231892] [INFO ] [LOCAL ] Saved forecast: ESS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ESS.txt [2025-10-16T00:25:18.232092] [INFO ] [sig ] [622/1803] Completed ESS in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:18.232134] [INFO ] [sig ] [623/1803] Forecasting ESTC... [2025-10-16T00:25:18.232166] [INFO ] [sig ] Generating forecast for: ESTC [2025-10-16T00:25:18.232202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-10-16T00:25:18.240321] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ESTC'. [2025-10-16T00:25:18.240561] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-10-16T00:25:18.264735] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:18.265460] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-10-16T00:25:18.265515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:18.265549] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:18.265579] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:18.265637] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:18.282756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:18.283264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:18.283343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:18.283378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:18.319987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:18.320060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:18.320097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:18.320127] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:18.323038] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=47.88%) [2025-10-16T00:25:18.323283] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-10-16T00:25:18.323412] [INFO ] [sig ] ESTC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:18.461938] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ESTC.txt [2025-10-16T00:25:18.462121] [INFO ] [sig ] [623/1803] Completed ESTC in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:18.462162] [INFO ] [sig ] [624/1803] Forecasting ET... [2025-10-16T00:25:18.462194] [INFO ] [sig ] Generating forecast for: ET [2025-10-16T00:25:18.462227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-10-16T00:25:18.473851] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ET'. [2025-10-16T00:25:18.474278] [INFO ] [FORECASTER] Starting predict_future for ET [2025-10-16T00:25:18.502599] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:18.503351] [DEBUG] [LOCAL ] No optimal features file found for ET: ./output/feature-sets/ET.txt [2025-10-16T00:25:18.503408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:18.503443] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:18.503473] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:18.503532] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:18.520637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:18.521233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:18.521324] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:18.521357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:18.555795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:18.555902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:18.555939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:18.555968] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:18.559110] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-10-16T00:25:18.559376] [INFO ] [FORECASTER] Completed predict_future for ET [2025-10-16T00:25:18.559512] [INFO ] [sig ] ET: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:18.699050] [INFO ] [LOCAL ] Saved forecast: ET 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ET.txt [2025-10-16T00:25:18.699281] [INFO ] [sig ] [624/1803] Completed ET in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:18.699362] [INFO ] [sig ] [625/1803] Forecasting ETB... [2025-10-16T00:25:18.699401] [INFO ] [sig ] Generating forecast for: ETB [2025-10-16T00:25:18.699434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-10-16T00:25:18.708252] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETB'. [2025-10-16T00:25:18.708517] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-10-16T00:25:18.733610] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:18.734317] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-10-16T00:25:18.734371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:18.734404] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:18.734432] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:18.734489] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:18.751733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:18.752267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:18.752348] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:18.752382] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:18.785147] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:18.785228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:18.785263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:18.785291] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:18.788247] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=86.19%) [2025-10-16T00:25:18.788497] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-10-16T00:25:18.788684] [INFO ] [sig ] ETB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:18.930561] [INFO ] [LOCAL ] Saved forecast: ETB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETB.txt [2025-10-16T00:25:18.930883] [INFO ] [sig ] [625/1803] Completed ETB in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:18.930942] [INFO ] [sig ] [626/1803] Forecasting ETD... [2025-10-16T00:25:18.930976] [INFO ] [sig ] Generating forecast for: ETD [2025-10-16T00:25:18.931009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-10-16T00:25:18.939871] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETD'. [2025-10-16T00:25:18.940275] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-10-16T00:25:18.965578] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:18.966351] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-10-16T00:25:18.966406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:18.966439] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:18.966467] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:18.966524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:18.983388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:18.983943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:18.984026] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:18.984060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:19.014129] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:19.014200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:19.014235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:19.014263] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:19.017440] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=87.40%) [2025-10-16T00:25:19.017717] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-10-16T00:25:19.017856] [INFO ] [sig ] ETD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:19.156237] [INFO ] [LOCAL ] Saved forecast: ETD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETD.txt [2025-10-16T00:25:19.156459] [INFO ] [sig ] [626/1803] Completed ETD in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:19.156501] [INFO ] [sig ] [627/1803] Forecasting ETG... [2025-10-16T00:25:19.156531] [INFO ] [sig ] Generating forecast for: ETG [2025-10-16T00:25:19.156561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-10-16T00:25:19.164636] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETG'. [2025-10-16T00:25:19.164904] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-10-16T00:25:19.189182] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:19.189874] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-10-16T00:25:19.189927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:19.189961] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:19.189988] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:19.190044] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:19.206859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:19.207384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:19.207463] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:19.207495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:19.239926] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:19.240109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:19.240150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:19.240180] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:19.243703] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=75.06%) [2025-10-16T00:25:19.244007] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-10-16T00:25:19.244147] [INFO ] [sig ] ETG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:19.386751] [INFO ] [LOCAL ] Saved forecast: ETG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETG.txt [2025-10-16T00:25:19.386995] [INFO ] [sig ] [627/1803] Completed ETG in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:19.387037] [INFO ] [sig ] [628/1803] Forecasting ETJ... [2025-10-16T00:25:19.387075] [INFO ] [sig ] Generating forecast for: ETJ [2025-10-16T00:25:19.387109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-10-16T00:25:19.395448] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETJ'. [2025-10-16T00:25:19.395772] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-10-16T00:25:19.420554] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:19.421322] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-10-16T00:25:19.421377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:19.421410] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:19.421437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:19.421493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:19.438351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:19.439022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:19.439103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:19.439137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:19.470108] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:19.470266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:19.470308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:19.470338] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:19.473702] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=61.19%) [2025-10-16T00:25:19.473973] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-10-16T00:25:19.474099] [INFO ] [sig ] ETJ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:19.625873] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETJ.txt [2025-10-16T00:25:19.626119] [INFO ] [sig ] [628/1803] Completed ETJ in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:19.626162] [INFO ] [sig ] [629/1803] Forecasting ETN... [2025-10-16T00:25:19.626193] [INFO ] [sig ] Generating forecast for: ETN [2025-10-16T00:25:19.626224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-10-16T00:25:19.634370] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETN'. [2025-10-16T00:25:19.634690] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-10-16T00:25:19.659165] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:19.659952] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-10-16T00:25:19.660008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:19.660043] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:19.660072] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:19.660129] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:19.677850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:19.678814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:19.678899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:19.678934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:19.716263] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:19.716401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:19.716443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:19.716472] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:19.719949] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=41.74%) [2025-10-16T00:25:19.720236] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-10-16T00:25:19.720369] [INFO ] [sig ] ETN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:19.859525] [INFO ] [LOCAL ] Saved forecast: ETN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ETN.txt [2025-10-16T00:25:19.859749] [INFO ] [sig ] [629/1803] Completed ETN in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:19.859810] [INFO ] [sig ] [630/1803] Forecasting ETO... [2025-10-16T00:25:19.859843] [INFO ] [sig ] Generating forecast for: ETO [2025-10-16T00:25:19.859875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-10-16T00:25:19.867962] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETO'. [2025-10-16T00:25:19.868209] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-10-16T00:25:19.892326] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:19.893005] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-10-16T00:25:19.893058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:19.893091] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:19.893118] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:19.893174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:19.911361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:19.912037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:19.912127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:19.912167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:19.947065] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:19.947140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:19.947175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:19.947203] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:19.950152] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=70.16%) [2025-10-16T00:25:19.950397] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-10-16T00:25:19.950524] [INFO ] [sig ] ETO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:20.103084] [INFO ] [LOCAL ] Saved forecast: ETO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETO.txt [2025-10-16T00:25:20.103444] [INFO ] [sig ] [630/1803] Completed ETO in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:20.103522] [INFO ] [sig ] [631/1803] Forecasting ETR... [2025-10-16T00:25:20.103577] [INFO ] [sig ] Generating forecast for: ETR [2025-10-16T00:25:20.103616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'. [2025-10-16T00:25:20.113399] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETR'. [2025-10-16T00:25:20.113766] [INFO ] [FORECASTER] Starting predict_future for ETR [2025-10-16T00:25:20.140727] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:20.141457] [DEBUG] [LOCAL ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt [2025-10-16T00:25:20.141513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:20.141547] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:20.141575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:20.141715] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:20.161515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:20.162208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:20.162315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:20.162352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:20.201855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:20.201992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:20.202054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:20.202105] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:20.205936] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: UP (p=71.56%) [2025-10-16T00:25:20.206303] [INFO ] [FORECASTER] Completed predict_future for ETR [2025-10-16T00:25:20.206460] [INFO ] [sig ] ETR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:20.366582] [INFO ] [LOCAL ] Saved forecast: ETR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETR.txt [2025-10-16T00:25:20.366891] [INFO ] [sig ] [631/1803] Completed ETR in 0.3s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:20.366948] [INFO ] [sig ] [632/1803] Forecasting ETSY... [2025-10-16T00:25:20.366981] [INFO ] [sig ] Generating forecast for: ETSY [2025-10-16T00:25:20.367013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-10-16T00:25:20.375854] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETSY'. [2025-10-16T00:25:20.376137] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-10-16T00:25:20.403073] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:20.403906] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-10-16T00:25:20.403963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:20.403998] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:20.404026] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:20.404083] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:20.423001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:20.423573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:20.423678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:20.423733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:20.462980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:20.463069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:20.463107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:20.463136] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:20.466442] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=93.39%) [2025-10-16T00:25:20.466750] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-10-16T00:25:20.466894] [INFO ] [sig ] ETSY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:20.625672] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETSY.txt [2025-10-16T00:25:20.625947] [INFO ] [sig ] [632/1803] Completed ETSY in 0.3s | 4.19 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:20.625993] [INFO ] [sig ] [633/1803] Forecasting ETV... [2025-10-16T00:25:20.626036] [INFO ] [sig ] Generating forecast for: ETV [2025-10-16T00:25:20.626094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'. [2025-10-16T00:25:20.634732] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETV'. [2025-10-16T00:25:20.635006] [INFO ] [FORECASTER] Starting predict_future for ETV [2025-10-16T00:25:20.662622] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:20.663347] [DEBUG] [LOCAL ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt [2025-10-16T00:25:20.663418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:20.663454] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:20.663482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:20.663539] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:20.682770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:20.683361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:20.683447] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:20.683486] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:20.722611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:20.722725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:20.722769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:20.722799] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:20.726120] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: DOWN (p=38.99%) [2025-10-16T00:25:20.726386] [INFO ] [FORECASTER] Completed predict_future for ETV [2025-10-16T00:25:20.726527] [INFO ] [sig ] ETV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:20.886698] [INFO ] [LOCAL ] Saved forecast: ETV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ETV.txt [2025-10-16T00:25:20.887004] [INFO ] [sig ] [633/1803] Completed ETV in 0.3s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:20.887075] [INFO ] [sig ] [634/1803] Forecasting ETW... [2025-10-16T00:25:20.887144] [INFO ] [sig ] Generating forecast for: ETW [2025-10-16T00:25:20.887194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-10-16T00:25:20.896032] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETW'. [2025-10-16T00:25:20.896409] [INFO ] [FORECASTER] Starting predict_future for ETW [2025-10-16T00:25:20.924558] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:20.925422] [DEBUG] [LOCAL ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt [2025-10-16T00:25:20.925481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:20.925515] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:20.925544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:20.925603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:20.944398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:20.945348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:20.945506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:20.945548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:20.993023] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:20.993200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:20.993281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:20.993313] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:20.998874] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=78.39%) [2025-10-16T00:25:20.999212] [INFO ] [FORECASTER] Completed predict_future for ETW [2025-10-16T00:25:20.999363] [INFO ] [sig ] ETW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:21.150286] [INFO ] [LOCAL ] Saved forecast: ETW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETW.txt [2025-10-16T00:25:21.150506] [INFO ] [sig ] [634/1803] Completed ETW in 0.3s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:21.150548] [INFO ] [sig ] [635/1803] Forecasting ETX... [2025-10-16T00:25:21.150579] [INFO ] [sig ] Generating forecast for: ETX [2025-10-16T00:25:21.150619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'. [2025-10-16T00:25:21.158734] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETX'. [2025-10-16T00:25:21.158987] [INFO ] [FORECASTER] Starting predict_future for ETX [2025-10-16T00:25:21.183189] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:21.183898] [DEBUG] [LOCAL ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt [2025-10-16T00:25:21.183952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:21.183986] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:21.184015] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:21.184071] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:21.201006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:21.201742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:21.201826] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:21.201859] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:21.237088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:21.237168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:21.237203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:21.237231] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:21.240211] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=91.09%) [2025-10-16T00:25:21.240459] [INFO ] [FORECASTER] Completed predict_future for ETX [2025-10-16T00:25:21.240580] [INFO ] [sig ] ETX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:21.379130] [INFO ] [LOCAL ] Saved forecast: ETX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETX.txt [2025-10-16T00:25:21.379342] [INFO ] [sig ] [635/1803] Completed ETX in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.7m [2025-10-16T00:25:21.379384] [INFO ] [sig ] [636/1803] Forecasting ETY... [2025-10-16T00:25:21.379417] [INFO ] [sig ] Generating forecast for: ETY [2025-10-16T00:25:21.379449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-10-16T00:25:21.388215] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ETY'. [2025-10-16T00:25:21.388618] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-10-16T00:25:21.412842] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:21.413507] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-10-16T00:25:21.413561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:21.413594] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:21.413622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:21.413707] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:21.430602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:21.431154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:21.431234] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:21.431266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:21.464858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:21.464954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:21.464991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:21.465020] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:21.468222] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=63.07%) [2025-10-16T00:25:21.468483] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-10-16T00:25:21.468691] [INFO ] [sig ] ETY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:21.607719] [INFO ] [LOCAL ] Saved forecast: ETY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ETY.txt [2025-10-16T00:25:21.607949] [INFO ] [sig ] [636/1803] Completed ETY in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.6m [2025-10-16T00:25:21.607992] [INFO ] [sig ] [637/1803] Forecasting EVC... [2025-10-16T00:25:21.608022] [INFO ] [sig ] Generating forecast for: EVC [2025-10-16T00:25:21.608054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-10-16T00:25:21.616403] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVC'. [2025-10-16T00:25:21.616688] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-10-16T00:25:21.641044] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:21.641742] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-10-16T00:25:21.641799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:21.641832] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:21.641862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:21.641919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:21.658900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:21.659418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:21.659498] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:21.659531] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:21.695040] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:21.695151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:21.695188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:21.695217] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:21.698384] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=36.34%) [2025-10-16T00:25:21.698715] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-10-16T00:25:21.698853] [INFO ] [sig ] EVC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:21.838989] [INFO ] [LOCAL ] Saved forecast: EVC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVC.txt [2025-10-16T00:25:21.839274] [INFO ] [sig ] [637/1803] Completed EVC in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.6m [2025-10-16T00:25:21.839324] [INFO ] [sig ] [638/1803] Forecasting EVEX... [2025-10-16T00:25:21.839354] [INFO ] [sig ] Generating forecast for: EVEX [2025-10-16T00:25:21.839386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-10-16T00:25:21.848806] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVEX'. [2025-10-16T00:25:21.849146] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-10-16T00:25:21.874296] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:21.875099] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-10-16T00:25:21.875158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:21.875191] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:21.875219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:21.875277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:21.892559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:21.893461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:21.893550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:21.893603] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:21.937716] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:21.937897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:21.937938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:21.937968] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:21.941355] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=45.54%) [2025-10-16T00:25:21.941615] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-10-16T00:25:21.941782] [INFO ] [sig ] EVEX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:22.083614] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVEX.txt [2025-10-16T00:25:22.083873] [INFO ] [sig ] [638/1803] Completed EVEX in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.6m [2025-10-16T00:25:22.083921] [INFO ] [sig ] [639/1803] Forecasting EVF... [2025-10-16T00:25:22.083954] [INFO ] [sig ] Generating forecast for: EVF [2025-10-16T00:25:22.083987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-10-16T00:25:22.092697] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVF'. [2025-10-16T00:25:22.092956] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-10-16T00:25:22.117704] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:22.118392] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-10-16T00:25:22.118447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:22.118482] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:22.118510] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:22.118593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:22.135924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:22.136447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:22.136527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:22.136561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:22.174527] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:22.174626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:22.174696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:22.174739] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:22.177793] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=66.36%) [2025-10-16T00:25:22.178044] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-10-16T00:25:22.178178] [INFO ] [sig ] EVF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:22.317546] [INFO ] [LOCAL ] Saved forecast: EVF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EVF.txt [2025-10-16T00:25:22.317775] [INFO ] [sig ] [639/1803] Completed EVF in 0.2s | 4.18 sym/s | Total: 2.5m | ETA: 4.6m [2025-10-16T00:25:22.317834] [INFO ] [sig ] [640/1803] Forecasting EVG... [2025-10-16T00:25:22.317867] [INFO ] [sig ] Generating forecast for: EVG [2025-10-16T00:25:22.317898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-10-16T00:25:22.325914] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVG'. [2025-10-16T00:25:22.326175] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-10-16T00:25:22.350514] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:22.351203] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-10-16T00:25:22.351257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:22.351307] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:22.351337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:22.351393] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:22.368346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:22.368942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:22.369020] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:22.369053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:22.408173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:22.408299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:22.408338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:22.408366] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:22.411637] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=50.94%) [2025-10-16T00:25:22.411925] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-10-16T00:25:22.412058] [INFO ] [sig ] EVG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:22.549408] [INFO ] [LOCAL ] Saved forecast: EVG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EVG.txt [2025-10-16T00:25:22.549614] [INFO ] [sig ] [640/1803] Completed EVG in 0.2s | 4.19 sym/s | Total: 2.5m | ETA: 4.6m [2025-10-16T00:25:22.549689] [INFO ] [sig ] [641/1803] Forecasting EVH... [2025-10-16T00:25:22.549735] [INFO ] [sig ] Generating forecast for: EVH [2025-10-16T00:25:22.549767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-10-16T00:25:22.558833] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVH'. [2025-10-16T00:25:22.559287] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-10-16T00:25:22.584772] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:22.585547] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-10-16T00:25:22.585603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:22.585637] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:22.585710] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:22.585775] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:22.602820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:22.603537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:22.603627] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:22.603701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:22.646780] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:22.646962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:22.647005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:22.647035] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:22.650593] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=41.90%) [2025-10-16T00:25:22.650916] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-10-16T00:25:22.651066] [INFO ] [sig ] EVH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:22.793899] [INFO ] [LOCAL ] Saved forecast: EVH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVH.txt [2025-10-16T00:25:22.794120] [INFO ] [sig ] [641/1803] Completed EVH in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:22.794162] [INFO ] [sig ] [642/1803] Forecasting EVN... [2025-10-16T00:25:22.794193] [INFO ] [sig ] Generating forecast for: EVN [2025-10-16T00:25:22.794224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-10-16T00:25:22.803003] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVN'. [2025-10-16T00:25:22.803297] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-10-16T00:25:22.827857] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:22.828798] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-10-16T00:25:22.828857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:22.828891] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:22.828918] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:22.828974] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:22.846366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:22.847166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:22.847253] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:22.847287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:22.888568] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:22.888769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:22.888820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:22.888852] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:22.892320] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=12.99%) [2025-10-16T00:25:22.892600] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-10-16T00:25:22.892780] [INFO ] [sig ] EVN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:23.046837] [INFO ] [LOCAL ] Saved forecast: EVN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVN.txt [2025-10-16T00:25:23.047051] [INFO ] [sig ] [642/1803] Completed EVN in 0.3s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:23.047094] [INFO ] [sig ] [643/1803] Forecasting EVR... [2025-10-16T00:25:23.047124] [INFO ] [sig ] Generating forecast for: EVR [2025-10-16T00:25:23.047156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'. [2025-10-16T00:25:23.055904] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVR'. [2025-10-16T00:25:23.056172] [INFO ] [FORECASTER] Starting predict_future for EVR [2025-10-16T00:25:23.080638] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:23.081462] [DEBUG] [LOCAL ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt [2025-10-16T00:25:23.081516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:23.081549] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:23.081577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:23.081635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:23.099214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:23.099839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:23.099940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:23.099989] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:23.143937] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:23.144047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:23.144086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:23.144117] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:23.147357] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: UP (p=61.16%) [2025-10-16T00:25:23.147618] [INFO ] [FORECASTER] Completed predict_future for EVR [2025-10-16T00:25:23.147809] [INFO ] [sig ] EVR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:23.288821] [INFO ] [LOCAL ] Saved forecast: EVR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EVR.txt [2025-10-16T00:25:23.289041] [INFO ] [sig ] [643/1803] Completed EVR in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:23.289083] [INFO ] [sig ] [644/1803] Forecasting EVT... [2025-10-16T00:25:23.289112] [INFO ] [sig ] Generating forecast for: EVT [2025-10-16T00:25:23.289143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'. [2025-10-16T00:25:23.297384] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVT'. [2025-10-16T00:25:23.297636] [INFO ] [FORECASTER] Starting predict_future for EVT [2025-10-16T00:25:23.322922] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:23.323607] [DEBUG] [LOCAL ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt [2025-10-16T00:25:23.323686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:23.323734] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:23.323811] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:23.323879] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:23.341570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:23.342354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:23.342443] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:23.342479] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:23.375623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:23.375727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:23.375770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:23.375798] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:23.378773] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: DOWN (p=29.74%) [2025-10-16T00:25:23.379020] [INFO ] [FORECASTER] Completed predict_future for EVT [2025-10-16T00:25:23.379146] [INFO ] [sig ] EVT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:23.518710] [INFO ] [LOCAL ] Saved forecast: EVT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVT.txt [2025-10-16T00:25:23.518986] [INFO ] [sig ] [644/1803] Completed EVT in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:23.519031] [INFO ] [sig ] [645/1803] Forecasting EVTC... [2025-10-16T00:25:23.519062] [INFO ] [sig ] Generating forecast for: EVTC [2025-10-16T00:25:23.519094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-10-16T00:25:23.527587] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVTC'. [2025-10-16T00:25:23.527954] [INFO ] [FORECASTER] Starting predict_future for EVTC [2025-10-16T00:25:23.553745] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:23.554585] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-10-16T00:25:23.554661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:23.554721] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:23.554753] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:23.554812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:23.572136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:23.572849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:23.572935] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:23.572971] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:23.606918] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:23.607060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:23.607100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:23.607130] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:23.610583] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=24.66%) [2025-10-16T00:25:23.610911] [INFO ] [FORECASTER] Completed predict_future for EVTC [2025-10-16T00:25:23.611055] [INFO ] [sig ] EVTC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:23.753413] [INFO ] [LOCAL ] Saved forecast: EVTC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVTC.txt [2025-10-16T00:25:23.753669] [INFO ] [sig ] [645/1803] Completed EVTC in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:23.753730] [INFO ] [sig ] [646/1803] Forecasting EVTL... [2025-10-16T00:25:23.753763] [INFO ] [sig ] Generating forecast for: EVTL [2025-10-16T00:25:23.753794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-10-16T00:25:23.761690] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EVTL'. [2025-10-16T00:25:23.761948] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-10-16T00:25:23.786596] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:23.787300] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-10-16T00:25:23.787356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:23.787390] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:23.787419] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:23.787476] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:23.805096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:23.805624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:23.805730] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:23.805771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:23.841634] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:23.841775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:23.841827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:23.841860] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:23.845038] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=12.04%) [2025-10-16T00:25:23.845302] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-10-16T00:25:23.845429] [INFO ] [sig ] EVTL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:23.987271] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EVTL.txt [2025-10-16T00:25:23.987473] [INFO ] [sig ] [646/1803] Completed EVTL in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:23.987514] [INFO ] [sig ] [647/1803] Forecasting EW... [2025-10-16T00:25:23.987545] [INFO ] [sig ] Generating forecast for: EW [2025-10-16T00:25:23.987576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'. [2025-10-16T00:25:23.995788] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EW'. [2025-10-16T00:25:23.996038] [INFO ] [FORECASTER] Starting predict_future for EW [2025-10-16T00:25:24.020452] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:24.021232] [DEBUG] [LOCAL ] No optimal features file found for EW: ./output/feature-sets/EW.txt [2025-10-16T00:25:24.021303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:24.021391] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:24.021460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:24.021535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:24.040529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:24.041249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:24.041330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:24.041366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:24.074596] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:24.075099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:24.075142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:24.075173] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:24.079392] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: UP (p=69.11%) [2025-10-16T00:25:24.079675] [INFO ] [FORECASTER] Completed predict_future for EW [2025-10-16T00:25:24.079814] [INFO ] [sig ] EW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:24.220940] [INFO ] [LOCAL ] Saved forecast: EW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EW.txt [2025-10-16T00:25:24.221216] [INFO ] [sig ] [647/1803] Completed EW in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:24.221262] [INFO ] [sig ] [648/1803] Forecasting EXG... [2025-10-16T00:25:24.221295] [INFO ] [sig ] Generating forecast for: EXG [2025-10-16T00:25:24.221326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-10-16T00:25:24.230102] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EXG'. [2025-10-16T00:25:24.230472] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-10-16T00:25:24.255799] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:24.256480] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-10-16T00:25:24.256536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:24.256571] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:24.256600] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:24.256677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:24.274622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:24.275278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:24.275367] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:24.275402] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:24.307548] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:24.307624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:24.307693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:24.307737] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:24.310777] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=48.63%) [2025-10-16T00:25:24.311024] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-10-16T00:25:24.311146] [INFO ] [sig ] EXG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:24.451147] [INFO ] [LOCAL ] Saved forecast: EXG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EXG.txt [2025-10-16T00:25:24.451383] [INFO ] [sig ] [648/1803] Completed EXG in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:24.451426] [INFO ] [sig ] [649/1803] Forecasting EXK... [2025-10-16T00:25:24.451459] [INFO ] [sig ] Generating forecast for: EXK [2025-10-16T00:25:24.451493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-10-16T00:25:24.460082] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EXK'. [2025-10-16T00:25:24.460346] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-10-16T00:25:24.485416] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:24.486211] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-10-16T00:25:24.486266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:24.486302] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:24.486335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:24.486396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:24.504139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:24.504733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:24.504816] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:24.504852] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:24.537224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:24.537310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:24.537346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:24.537374] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:24.540680] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-10-16T00:25:24.540950] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-10-16T00:25:24.541080] [INFO ] [sig ] EXK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:24.684343] [INFO ] [LOCAL ] Saved forecast: EXK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EXK.txt [2025-10-16T00:25:24.684554] [INFO ] [sig ] [649/1803] Completed EXK in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:24.684595] [INFO ] [sig ] [650/1803] Forecasting EXP... [2025-10-16T00:25:24.684624] [INFO ] [sig ] Generating forecast for: EXP [2025-10-16T00:25:24.684688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-10-16T00:25:24.692939] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EXP'. [2025-10-16T00:25:24.693200] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-10-16T00:25:24.717785] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:24.718488] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-10-16T00:25:24.718564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:24.718626] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:24.718693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:24.718764] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:24.735873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:24.736406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:24.736483] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:24.736516] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:24.769320] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:24.769443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:24.769483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:24.769514] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:24.772850] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=71.01%) [2025-10-16T00:25:24.773105] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-10-16T00:25:24.773229] [INFO ] [sig ] EXP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:24.917204] [INFO ] [LOCAL ] Saved forecast: EXP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EXP.txt [2025-10-16T00:25:24.917426] [INFO ] [sig ] [650/1803] Completed EXP in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:24.917467] [INFO ] [sig ] [651/1803] Forecasting EXPD... [2025-10-16T00:25:24.917497] [INFO ] [sig ] Generating forecast for: EXPD [2025-10-16T00:25:24.917528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-10-16T00:25:24.926020] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EXPD'. [2025-10-16T00:25:24.926273] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-10-16T00:25:24.951736] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:24.952574] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-10-16T00:25:24.952636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:24.952869] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:24.952909] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:24.952987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:24.972555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:24.973161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:24.973242] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:24.973278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:25.006383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:25.006485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:25.006523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:25.006554] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:25.009888] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=21.40%) [2025-10-16T00:25:25.010179] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-10-16T00:25:25.010321] [INFO ] [sig ] EXPD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:25.154735] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/EXPD.txt [2025-10-16T00:25:25.154974] [INFO ] [sig ] [651/1803] Completed EXPD in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:25.155020] [INFO ] [sig ] [652/1803] Forecasting EXR... [2025-10-16T00:25:25.155052] [INFO ] [sig ] Generating forecast for: EXR [2025-10-16T00:25:25.155085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'. [2025-10-16T00:25:25.163620] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'EXR'. [2025-10-16T00:25:25.163906] [INFO ] [FORECASTER] Starting predict_future for EXR [2025-10-16T00:25:25.188972] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:25.189895] [DEBUG] [LOCAL ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt [2025-10-16T00:25:25.189952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:25.189987] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:25.190015] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:25.190072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:25.207523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:25.208106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:25.208188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:25.208224] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:25.241862] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:25.241960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:25.241998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:25.242027] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:25.245102] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=71.53%) [2025-10-16T00:25:25.245361] [INFO ] [FORECASTER] Completed predict_future for EXR [2025-10-16T00:25:25.245495] [INFO ] [sig ] EXR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:25.400788] [INFO ] [LOCAL ] Saved forecast: EXR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/EXR.txt [2025-10-16T00:25:25.401030] [INFO ] [sig ] [652/1803] Completed EXR in 0.2s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:25.401076] [INFO ] [sig ] [653/1803] Forecasting F... [2025-10-16T00:25:25.401108] [INFO ] [sig ] Generating forecast for: F [2025-10-16T00:25:25.401140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-10-16T00:25:25.409812] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'F'. [2025-10-16T00:25:25.410103] [INFO ] [FORECASTER] Starting predict_future for F [2025-10-16T00:25:25.437575] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:25.438619] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-10-16T00:25:25.438700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:25.438745] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:25.438776] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:25.438841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:25.458134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:25.458798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:25.458883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:25.458918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:25.497246] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:25.497351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:25.497392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:25.497423] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:25.500882] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=38.12%) [2025-10-16T00:25:25.501146] [INFO ] [FORECASTER] Completed predict_future for F [2025-10-16T00:25:25.501283] [INFO ] [sig ] F: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:25.657823] [INFO ] [LOCAL ] Saved forecast: F 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/F.txt [2025-10-16T00:25:25.658074] [INFO ] [sig ] [653/1803] Completed F in 0.3s | 4.19 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:25.658137] [INFO ] [sig ] [654/1803] Forecasting FAF... [2025-10-16T00:25:25.658171] [INFO ] [sig ] Generating forecast for: FAF [2025-10-16T00:25:25.658204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-10-16T00:25:25.666883] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FAF'. [2025-10-16T00:25:25.667160] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-10-16T00:25:25.693865] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:25.694597] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-10-16T00:25:25.694676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:25.694744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:25.694777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:25.694835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:25.713971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:25.714559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:25.714664] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:25.714720] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:25.754848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:25.754970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:25.755010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:25.755040] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:25.759450] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=48.83%) [2025-10-16T00:25:25.759769] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-10-16T00:25:25.759921] [INFO ] [sig ] FAF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:25.917672] [INFO ] [LOCAL ] Saved forecast: FAF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FAF.txt [2025-10-16T00:25:25.917921] [INFO ] [sig ] [654/1803] Completed FAF in 0.3s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:25.917965] [INFO ] [sig ] [655/1803] Forecasting FBIN... [2025-10-16T00:25:25.917995] [INFO ] [sig ] Generating forecast for: FBIN [2025-10-16T00:25:25.918024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-10-16T00:25:25.926882] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FBIN'. [2025-10-16T00:25:25.927195] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-10-16T00:25:25.954941] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:25.955822] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-10-16T00:25:25.955880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:25.955915] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:25.955944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:25.956002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:25.975861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:25.976802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:25.976920] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:25.976978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:26.017249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:26.017393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:26.017435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:26.017467] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:26.021189] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-10-16T00:25:26.021499] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-10-16T00:25:26.021672] [INFO ] [sig ] FBIN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:26.185377] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FBIN.txt [2025-10-16T00:25:26.185727] [INFO ] [sig ] [655/1803] Completed FBIN in 0.3s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:26.185805] [INFO ] [sig ] [656/1803] Forecasting FBK... [2025-10-16T00:25:26.185875] [INFO ] [sig ] Generating forecast for: FBK [2025-10-16T00:25:26.185946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-10-16T00:25:26.196522] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FBK'. [2025-10-16T00:25:26.196869] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-10-16T00:25:26.228637] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:26.229822] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-10-16T00:25:26.229901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:26.229966] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:26.230041] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:26.230154] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:26.253206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:26.254277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:26.254394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:26.254463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:26.304215] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:26.304314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:26.304352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:26.304382] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:26.308007] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=72.91%) [2025-10-16T00:25:26.308270] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-10-16T00:25:26.308398] [INFO ] [sig ] FBK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:26.509847] [INFO ] [LOCAL ] Saved forecast: FBK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FBK.txt [2025-10-16T00:25:26.510117] [INFO ] [sig ] [656/1803] Completed FBK in 0.3s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:26.510179] [INFO ] [sig ] [657/1803] Forecasting FBP... [2025-10-16T00:25:26.510213] [INFO ] [sig ] Generating forecast for: FBP [2025-10-16T00:25:26.510244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-10-16T00:25:26.519065] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FBP'. [2025-10-16T00:25:26.519344] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-10-16T00:25:26.545105] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:26.545859] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-10-16T00:25:26.545929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:26.546016] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:26.546054] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:26.546112] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:26.565280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:26.566278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:26.566372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:26.566410] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:26.604376] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:26.604554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:26.604596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:26.604626] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:26.608168] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=25.96%) [2025-10-16T00:25:26.608482] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-10-16T00:25:26.608677] [INFO ] [sig ] FBP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:26.750113] [INFO ] [LOCAL ] Saved forecast: FBP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FBP.txt [2025-10-16T00:25:26.750343] [INFO ] [sig ] [657/1803] Completed FBP in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:26.750385] [INFO ] [sig ] [658/1803] Forecasting FBRT... [2025-10-16T00:25:26.750415] [INFO ] [sig ] Generating forecast for: FBRT [2025-10-16T00:25:26.750446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-10-16T00:25:26.759357] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FBRT'. [2025-10-16T00:25:26.759687] [INFO ] [FORECASTER] Starting predict_future for FBRT [2025-10-16T00:25:26.784509] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:26.785264] [DEBUG] [LOCAL ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt [2025-10-16T00:25:26.785318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:26.785353] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:26.785385] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:26.785442] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:26.802167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:26.802752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:26.802831] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:26.802864] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:26.837494] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:26.837614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:26.837681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:26.837730] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:26.841109] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=2.36%) [2025-10-16T00:25:26.841377] [INFO ] [FORECASTER] Completed predict_future for FBRT [2025-10-16T00:25:26.841505] [INFO ] [sig ] FBRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:26.984218] [INFO ] [LOCAL ] Saved forecast: FBRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FBRT.txt [2025-10-16T00:25:26.984441] [INFO ] [sig ] [658/1803] Completed FBRT in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:26.984483] [INFO ] [sig ] [659/1803] Forecasting FC... [2025-10-16T00:25:26.984513] [INFO ] [sig ] Generating forecast for: FC [2025-10-16T00:25:26.984543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-10-16T00:25:26.993479] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FC'. [2025-10-16T00:25:26.993817] [INFO ] [FORECASTER] Starting predict_future for FC [2025-10-16T00:25:27.021382] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:27.022211] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-10-16T00:25:27.022267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:27.022302] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:27.022332] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:27.022389] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:27.040071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:27.040726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:27.040811] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:27.040847] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:27.076332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:27.076456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:27.076510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:27.076541] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:27.079775] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=88.54%) [2025-10-16T00:25:27.080033] [INFO ] [FORECASTER] Completed predict_future for FC [2025-10-16T00:25:27.080159] [INFO ] [sig ] FC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:27.242368] [INFO ] [LOCAL ] Saved forecast: FC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FC.txt [2025-10-16T00:25:27.242633] [INFO ] [sig ] [659/1803] Completed FC in 0.3s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:27.242713] [INFO ] [sig ] [660/1803] Forecasting FCN... [2025-10-16T00:25:27.242751] [INFO ] [sig ] Generating forecast for: FCN [2025-10-16T00:25:27.242784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-10-16T00:25:27.251415] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FCN'. [2025-10-16T00:25:27.251698] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-10-16T00:25:27.275992] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:27.276625] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-10-16T00:25:27.276703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:27.276744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:27.276773] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:27.276830] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:27.293557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:27.294123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:27.294201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:27.294235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:27.329884] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:27.329955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:27.329990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:27.330017] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:27.332952] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=67.01%) [2025-10-16T00:25:27.333192] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-10-16T00:25:27.333326] [INFO ] [sig ] FCN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:27.471206] [INFO ] [LOCAL ] Saved forecast: FCN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FCN.txt [2025-10-16T00:25:27.471411] [INFO ] [sig ] [660/1803] Completed FCN in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:27.471451] [INFO ] [sig ] [661/1803] Forecasting FCPT... [2025-10-16T00:25:27.471481] [INFO ] [sig ] Generating forecast for: FCPT [2025-10-16T00:25:27.471512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-10-16T00:25:27.479724] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FCPT'. [2025-10-16T00:25:27.479969] [INFO ] [FORECASTER] Starting predict_future for FCPT [2025-10-16T00:25:27.504098] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:27.504800] [DEBUG] [LOCAL ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt [2025-10-16T00:25:27.504854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:27.504887] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:27.504926] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:27.504983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:27.521558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:27.522098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:27.522176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:27.522209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:27.559233] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:27.559303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:27.559338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:27.559366] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:27.562291] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=35.99%) [2025-10-16T00:25:27.562533] [INFO ] [FORECASTER] Completed predict_future for FCPT [2025-10-16T00:25:27.562684] [INFO ] [sig ] FCPT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:27.701148] [INFO ] [LOCAL ] Saved forecast: FCPT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FCPT.txt [2025-10-16T00:25:27.701335] [INFO ] [sig ] [661/1803] Completed FCPT in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.6m [2025-10-16T00:25:27.701375] [INFO ] [sig ] [662/1803] Forecasting FCT... [2025-10-16T00:25:27.701408] [INFO ] [sig ] Generating forecast for: FCT [2025-10-16T00:25:27.701441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'. [2025-10-16T00:25:27.709908] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FCT'. [2025-10-16T00:25:27.710151] [INFO ] [FORECASTER] Starting predict_future for FCT [2025-10-16T00:25:27.734193] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:27.734867] [DEBUG] [LOCAL ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt [2025-10-16T00:25:27.734920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:27.734953] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:27.734981] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:27.735037] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:27.751856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:27.752361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:27.752453] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:27.752493] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:27.791351] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:27.791431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:27.791466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:27.791494] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:27.794503] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=91.27%) [2025-10-16T00:25:27.794790] [INFO ] [FORECASTER] Completed predict_future for FCT [2025-10-16T00:25:27.794925] [INFO ] [sig ] FCT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:27.934155] [INFO ] [LOCAL ] Saved forecast: FCT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FCT.txt [2025-10-16T00:25:27.934383] [INFO ] [sig ] [662/1803] Completed FCT in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.5m [2025-10-16T00:25:27.934426] [INFO ] [sig ] [663/1803] Forecasting FCX... [2025-10-16T00:25:27.934456] [INFO ] [sig ] Generating forecast for: FCX [2025-10-16T00:25:27.934488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-10-16T00:25:27.943030] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FCX'. [2025-10-16T00:25:27.943278] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-10-16T00:25:27.967595] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:27.968274] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-10-16T00:25:27.968328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:27.968360] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:27.968387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:27.968445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:27.985124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:27.985638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:27.985740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:27.985776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:28.023457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:28.023526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:28.023561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:28.023588] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:28.026520] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=73.66%) [2025-10-16T00:25:28.026803] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-10-16T00:25:28.026967] [INFO ] [sig ] FCX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:28.167037] [INFO ] [LOCAL ] Saved forecast: FCX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FCX.txt [2025-10-16T00:25:28.167245] [INFO ] [sig ] [663/1803] Completed FCX in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.5m [2025-10-16T00:25:28.167288] [INFO ] [sig ] [664/1803] Forecasting FDP... [2025-10-16T00:25:28.167320] [INFO ] [sig ] Generating forecast for: FDP [2025-10-16T00:25:28.167351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-10-16T00:25:28.175993] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FDP'. [2025-10-16T00:25:28.176236] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-10-16T00:25:28.200338] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:28.201016] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-10-16T00:25:28.201069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:28.201103] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:28.201131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:28.201186] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:28.218136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:28.218715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:28.218795] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:28.218829] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:28.254375] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:28.254458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:28.254500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:28.254535] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:28.257500] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=23.51%) [2025-10-16T00:25:28.257789] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-10-16T00:25:28.257924] [INFO ] [sig ] FDP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:28.396691] [INFO ] [LOCAL ] Saved forecast: FDP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FDP.txt [2025-10-16T00:25:28.396914] [INFO ] [sig ] [664/1803] Completed FDP in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.5m [2025-10-16T00:25:28.396957] [INFO ] [sig ] [665/1803] Forecasting FDS... [2025-10-16T00:25:28.396986] [INFO ] [sig ] Generating forecast for: FDS [2025-10-16T00:25:28.397017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-10-16T00:25:28.405200] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FDS'. [2025-10-16T00:25:28.405440] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-10-16T00:25:28.429633] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:28.430299] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-10-16T00:25:28.430352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:28.430389] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:28.430422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:28.430490] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:28.447384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:28.447955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:28.448032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:28.448065] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:28.485892] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:28.485963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:28.485997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:28.486025] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:28.489093] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=0.82%) [2025-10-16T00:25:28.489333] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-10-16T00:25:28.489474] [INFO ] [sig ] FDS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:28.628045] [INFO ] [LOCAL ] Saved forecast: FDS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FDS.txt [2025-10-16T00:25:28.628232] [INFO ] [sig ] [665/1803] Completed FDS in 0.2s | 4.18 sym/s | Total: 2.6m | ETA: 4.5m [2025-10-16T00:25:28.628273] [INFO ] [sig ] [666/1803] Forecasting FDX... [2025-10-16T00:25:28.628304] [INFO ] [sig ] Generating forecast for: FDX [2025-10-16T00:25:28.628334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-10-16T00:25:28.636320] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FDX'. [2025-10-16T00:25:28.636554] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-10-16T00:25:28.660748] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:28.661407] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-10-16T00:25:28.661460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:28.661493] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:28.661520] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:28.661575] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:28.678989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:28.679499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:28.679574] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:28.679608] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:28.716054] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:28.716124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:28.716175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:28.716204] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:28.719148] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=65.83%) [2025-10-16T00:25:28.719388] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-10-16T00:25:28.719519] [INFO ] [sig ] FDX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:28.857481] [INFO ] [LOCAL ] Saved forecast: FDX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FDX.txt [2025-10-16T00:25:28.857689] [INFO ] [sig ] [666/1803] Completed FDX in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:28.857749] [INFO ] [sig ] [667/1803] Forecasting FE... [2025-10-16T00:25:28.857781] [INFO ] [sig ] Generating forecast for: FE [2025-10-16T00:25:28.857856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-10-16T00:25:28.865873] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FE'. [2025-10-16T00:25:28.866117] [INFO ] [FORECASTER] Starting predict_future for FE [2025-10-16T00:25:28.890150] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:28.890826] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-10-16T00:25:28.890880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:28.890912] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:28.890939] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:28.890995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:28.907900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:28.908406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:28.908482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:28.908516] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:28.942269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:28.942338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:28.942372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:28.942400] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:28.945282] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=33.51%) [2025-10-16T00:25:28.945520] [INFO ] [FORECASTER] Completed predict_future for FE [2025-10-16T00:25:28.945674] [INFO ] [sig ] FE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:29.131055] [INFO ] [LOCAL ] Saved forecast: FE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FE.txt [2025-10-16T00:25:29.131240] [INFO ] [sig ] [667/1803] Completed FE in 0.3s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:29.131282] [INFO ] [sig ] [668/1803] Forecasting FERG... [2025-10-16T00:25:29.131313] [INFO ] [sig ] Generating forecast for: FERG [2025-10-16T00:25:29.131343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-10-16T00:25:29.139683] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FERG'. [2025-10-16T00:25:29.139925] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-10-16T00:25:29.165160] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:29.165940] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-10-16T00:25:29.165996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:29.166030] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:29.166058] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:29.166157] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:29.183527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:29.184084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:29.184163] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:29.184197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:29.222298] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:29.222370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:29.222406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:29.222435] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:29.225409] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=96.45%) [2025-10-16T00:25:29.225677] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-10-16T00:25:29.225822] [INFO ] [sig ] FERG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:29.365311] [INFO ] [LOCAL ] Saved forecast: FERG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FERG.txt [2025-10-16T00:25:29.365481] [INFO ] [sig ] [668/1803] Completed FERG in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:29.365522] [INFO ] [sig ] [669/1803] Forecasting FET... [2025-10-16T00:25:29.365553] [INFO ] [sig ] Generating forecast for: FET [2025-10-16T00:25:29.365585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'. [2025-10-16T00:25:29.373807] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FET'. [2025-10-16T00:25:29.374043] [INFO ] [FORECASTER] Starting predict_future for FET [2025-10-16T00:25:29.398205] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:29.398915] [DEBUG] [LOCAL ] No optimal features file found for FET: ./output/feature-sets/FET.txt [2025-10-16T00:25:29.398970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:29.399003] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:29.399031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:29.399087] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:29.416527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:29.417069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:29.417148] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:29.417182] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:29.451509] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:29.451597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:29.451636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:29.451708] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:29.454698] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: DOWN (p=15.46%) [2025-10-16T00:25:29.454956] [INFO ] [FORECASTER] Completed predict_future for FET [2025-10-16T00:25:29.455085] [INFO ] [sig ] FET: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:29.597508] [INFO ] [LOCAL ] Saved forecast: FET 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FET.txt [2025-10-16T00:25:29.597712] [INFO ] [sig ] [669/1803] Completed FET in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:29.597773] [INFO ] [sig ] [670/1803] Forecasting FF... [2025-10-16T00:25:29.597808] [INFO ] [sig ] Generating forecast for: FF [2025-10-16T00:25:29.597840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-10-16T00:25:29.606189] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FF'. [2025-10-16T00:25:29.606431] [INFO ] [FORECASTER] Starting predict_future for FF [2025-10-16T00:25:29.630575] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:29.631249] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-10-16T00:25:29.631332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:29.631372] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:29.631401] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:29.631458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:29.648471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:29.649041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:29.649117] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:29.649151] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:29.683257] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:29.683330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:29.683364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:29.683391] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:29.686312] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=26.92%) [2025-10-16T00:25:29.686550] [INFO ] [FORECASTER] Completed predict_future for FF [2025-10-16T00:25:29.686709] [INFO ] [sig ] FF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:29.829469] [INFO ] [LOCAL ] Saved forecast: FF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FF.txt [2025-10-16T00:25:29.829717] [INFO ] [sig ] [670/1803] Completed FF in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:29.829777] [INFO ] [sig ] [671/1803] Forecasting FFA... [2025-10-16T00:25:29.829810] [INFO ] [sig ] Generating forecast for: FFA [2025-10-16T00:25:29.829842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-10-16T00:25:29.837532] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FFA'. [2025-10-16T00:25:29.837805] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-10-16T00:25:29.862072] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:29.862748] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-10-16T00:25:29.862803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:29.862837] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:29.862865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:29.862922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:29.880017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:29.880548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:29.880635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:29.880712] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:29.913665] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:29.913738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:29.913773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:29.913802] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:29.916705] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=48.27%) [2025-10-16T00:25:29.916949] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-10-16T00:25:29.917084] [INFO ] [sig ] FFA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:30.056251] [INFO ] [LOCAL ] Saved forecast: FFA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FFA.txt [2025-10-16T00:25:30.056433] [INFO ] [sig ] [671/1803] Completed FFA in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:30.056491] [INFO ] [sig ] [672/1803] Forecasting FFC... [2025-10-16T00:25:30.056530] [INFO ] [sig ] Generating forecast for: FFC [2025-10-16T00:25:30.056567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-10-16T00:25:30.065060] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FFC'. [2025-10-16T00:25:30.065297] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-10-16T00:25:30.089509] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:30.090204] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-10-16T00:25:30.090258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:30.090291] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:30.090319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:30.090375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:30.107430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:30.108010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:30.108087] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:30.108121] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:30.143375] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:30.143444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:30.143478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:30.143506] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:30.146440] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=52.65%) [2025-10-16T00:25:30.146711] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-10-16T00:25:30.146847] [INFO ] [sig ] FFC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:30.285278] [INFO ] [LOCAL ] Saved forecast: FFC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FFC.txt [2025-10-16T00:25:30.285489] [INFO ] [sig ] [672/1803] Completed FFC in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:30.285535] [INFO ] [sig ] [673/1803] Forecasting FFWM... [2025-10-16T00:25:30.285566] [INFO ] [sig ] Generating forecast for: FFWM [2025-10-16T00:25:30.285597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-10-16T00:25:30.293879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FFWM'. [2025-10-16T00:25:30.294120] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-10-16T00:25:30.318400] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:30.319127] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-10-16T00:25:30.319181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:30.319214] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:30.319242] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:30.319299] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:30.336127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:30.336632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:30.336759] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:30.336798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:30.371892] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:30.371980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:30.372016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:30.372059] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:30.375028] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=5.62%) [2025-10-16T00:25:30.375273] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-10-16T00:25:30.375393] [INFO ] [sig ] FFWM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:30.514494] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FFWM.txt [2025-10-16T00:25:30.514685] [INFO ] [sig ] [673/1803] Completed FFWM in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:30.514745] [INFO ] [sig ] [674/1803] Forecasting FG... [2025-10-16T00:25:30.514778] [INFO ] [sig ] Generating forecast for: FG [2025-10-16T00:25:30.514810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-10-16T00:25:30.522993] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FG'. [2025-10-16T00:25:30.523243] [INFO ] [FORECASTER] Starting predict_future for FG [2025-10-16T00:25:30.547490] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:30.548172] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-10-16T00:25:30.548226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:30.548259] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:30.548288] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:30.548345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:30.565395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:30.565988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:30.566066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:30.566101] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:30.599202] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:30.599275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:30.599310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:30.599338] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:30.602232] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=22.96%) [2025-10-16T00:25:30.602478] [INFO ] [FORECASTER] Completed predict_future for FG [2025-10-16T00:25:30.602606] [INFO ] [sig ] FG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:30.741203] [INFO ] [LOCAL ] Saved forecast: FG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FG.txt [2025-10-16T00:25:30.741378] [INFO ] [sig ] [674/1803] Completed FG in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:30.741419] [INFO ] [sig ] [675/1803] Forecasting FGN... [2025-10-16T00:25:30.741449] [INFO ] [sig ] Generating forecast for: FGN [2025-10-16T00:25:30.741480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'. [2025-10-16T00:25:30.749307] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FGN'. [2025-10-16T00:25:30.749575] [INFO ] [FORECASTER] Starting predict_future for FGN [2025-10-16T00:25:30.773953] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:30.774600] [DEBUG] [LOCAL ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt [2025-10-16T00:25:30.774676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:30.774726] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:30.774757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:30.774812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:30.792114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:30.792623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:30.792723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:30.792763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:30.822142] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:30.822209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:30.822244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:30.822272] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:30.825178] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: UP (p=50.17%) [2025-10-16T00:25:30.825419] [INFO ] [FORECASTER] Completed predict_future for FGN [2025-10-16T00:25:30.825541] [INFO ] [sig ] FGN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:30.965181] [INFO ] [LOCAL ] Saved forecast: FGN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FGN.txt [2025-10-16T00:25:30.965412] [INFO ] [sig ] [675/1803] Completed FGN in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:30.965455] [INFO ] [sig ] [676/1803] Forecasting FHI... [2025-10-16T00:25:30.965491] [INFO ] [sig ] Generating forecast for: FHI [2025-10-16T00:25:30.965523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-10-16T00:25:30.974231] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FHI'. [2025-10-16T00:25:30.974487] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-10-16T00:25:30.999166] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:30.999876] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-10-16T00:25:30.999930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:30.999964] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:30.999991] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:31.000046] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:31.017232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:31.017826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:31.017906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:31.017941] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:31.052184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:31.052256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:31.052291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:31.052320] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:31.057235] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=36.78%) [2025-10-16T00:25:31.057479] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-10-16T00:25:31.057610] [INFO ] [sig ] FHI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:31.195355] [INFO ] [LOCAL ] Saved forecast: FHI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FHI.txt [2025-10-16T00:25:31.195546] [INFO ] [sig ] [676/1803] Completed FHI in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:31.195588] [INFO ] [sig ] [677/1803] Forecasting FHN... [2025-10-16T00:25:31.195619] [INFO ] [sig ] Generating forecast for: FHN [2025-10-16T00:25:31.195678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-10-16T00:25:31.203607] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FHN'. [2025-10-16T00:25:31.203889] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-10-16T00:25:31.228159] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:31.228905] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-10-16T00:25:31.228960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:31.228994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:31.229023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:31.229079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:31.246025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:31.246569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:31.246674] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:31.246728] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:31.281803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:31.281940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:31.281979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:31.282010] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:31.285260] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=12.16%) [2025-10-16T00:25:31.285520] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-10-16T00:25:31.285681] [INFO ] [sig ] FHN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:31.425439] [INFO ] [LOCAL ] Saved forecast: FHN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FHN.txt [2025-10-16T00:25:31.425669] [INFO ] [sig ] [677/1803] Completed FHN in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:31.425730] [INFO ] [sig ] [678/1803] Forecasting FI... [2025-10-16T00:25:31.425764] [INFO ] [sig ] Generating forecast for: FI [2025-10-16T00:25:31.425796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'. [2025-10-16T00:25:31.433713] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FI'. [2025-10-16T00:25:31.433963] [INFO ] [FORECASTER] Starting predict_future for FI [2025-10-16T00:25:31.458197] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:31.458972] [DEBUG] [LOCAL ] No optimal features file found for FI: ./output/feature-sets/FI.txt [2025-10-16T00:25:31.459027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:31.459062] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:31.459091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:31.459149] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:31.476281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:31.476867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:31.476946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:31.476981] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:31.508976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:31.509050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:31.509087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:31.509116] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:31.512063] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=3.18%) [2025-10-16T00:25:31.512312] [INFO ] [FORECASTER] Completed predict_future for FI [2025-10-16T00:25:31.512436] [INFO ] [sig ] FI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:31.651418] [INFO ] [LOCAL ] Saved forecast: FI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FI.txt [2025-10-16T00:25:31.651619] [INFO ] [sig ] [678/1803] Completed FI in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:31.651697] [INFO ] [sig ] [679/1803] Forecasting FICO... [2025-10-16T00:25:31.651743] [INFO ] [sig ] Generating forecast for: FICO [2025-10-16T00:25:31.651776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-10-16T00:25:31.660308] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'FICO'. [2025-10-16T00:25:31.660560] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-10-16T00:25:31.684963] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:31.685596] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-10-16T00:25:31.685672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:31.685724] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:31.685754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:31.685811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:31.702696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:31.703205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:31.703282] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:31.703315] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:31.738498] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:31.738605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:31.738679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:31.738728] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:31.741765] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=4.26%) [2025-10-16T00:25:31.742015] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-10-16T00:25:31.742139] [INFO ] [sig ] FICO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:31.883112] [INFO ] [LOCAL ] Saved forecast: FICO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FICO.txt [2025-10-16T00:25:31.883419] [INFO ] [sig ] [679/1803] Completed FICO in 0.2s | 4.18 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:31.883513] [INFO ] [sig ] [680/1803] Forecasting FIGS... [2025-10-16T00:25:31.883552] [INFO ] [sig ] Generating forecast for: FIGS [2025-10-16T00:25:31.883585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-10-16T00:25:31.892380] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FIGS'. [2025-10-16T00:25:31.892686] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-10-16T00:25:31.917475] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:31.918232] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-10-16T00:25:31.918287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:31.918321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:31.918349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:31.918407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:31.935127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:31.935700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:31.935785] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:31.935819] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:31.969843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:31.969960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:31.969997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:31.970045] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:31.973079] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=19.98%) [2025-10-16T00:25:31.973333] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-10-16T00:25:31.973466] [INFO ] [sig ] FIGS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:32.111407] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FIGS.txt [2025-10-16T00:25:32.111629] [INFO ] [sig ] [680/1803] Completed FIGS in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:32.111707] [INFO ] [sig ] [681/1803] Forecasting FIHL... [2025-10-16T00:25:32.111747] [INFO ] [sig ] Generating forecast for: FIHL [2025-10-16T00:25:32.111779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-10-16T00:25:32.120416] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FIHL'. [2025-10-16T00:25:32.120720] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-10-16T00:25:32.144801] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:32.145465] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-10-16T00:25:32.145518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:32.145551] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:32.145578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:32.145633] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:32.162329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:32.162944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:32.163024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:32.163058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:32.198219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:32.198386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:32.198428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:32.198458] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:32.201947] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=74.23%) [2025-10-16T00:25:32.202232] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-10-16T00:25:32.202369] [INFO ] [sig ] FIHL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:32.339779] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FIHL.txt [2025-10-16T00:25:32.339995] [INFO ] [sig ] [681/1803] Completed FIHL in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:32.340036] [INFO ] [sig ] [682/1803] Forecasting FINS... [2025-10-16T00:25:32.340066] [INFO ] [sig ] Generating forecast for: FINS [2025-10-16T00:25:32.340097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-10-16T00:25:32.348514] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FINS'. [2025-10-16T00:25:32.348961] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-10-16T00:25:32.374359] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:32.375198] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-10-16T00:25:32.375258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:32.375293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:32.375322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:32.375381] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:32.392610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:32.393356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:32.393438] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:32.393471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:32.427694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:32.427802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:32.427839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:32.427867] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:32.430978] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=97.22%) [2025-10-16T00:25:32.431234] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-10-16T00:25:32.431359] [INFO ] [sig ] FINS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:32.569419] [INFO ] [LOCAL ] Saved forecast: FINS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FINS.txt [2025-10-16T00:25:32.569632] [INFO ] [sig ] [682/1803] Completed FINS in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:32.569713] [INFO ] [sig ] [683/1803] Forecasting FINV... [2025-10-16T00:25:32.569751] [INFO ] [sig ] Generating forecast for: FINV [2025-10-16T00:25:32.569784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'. [2025-10-16T00:25:32.578257] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FINV'. [2025-10-16T00:25:32.578532] [INFO ] [FORECASTER] Starting predict_future for FINV [2025-10-16T00:25:32.603526] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:32.604307] [DEBUG] [LOCAL ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt [2025-10-16T00:25:32.604362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:32.604396] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:32.604424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:32.604481] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:32.621711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:32.622258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:32.622337] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:32.622370] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:32.657303] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:32.657428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:32.657467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:32.657496] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:32.660855] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=48.20%) [2025-10-16T00:25:32.661151] [INFO ] [FORECASTER] Completed predict_future for FINV [2025-10-16T00:25:32.661288] [INFO ] [sig ] FINV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:32.799315] [INFO ] [LOCAL ] Saved forecast: FINV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FINV.txt [2025-10-16T00:25:32.799530] [INFO ] [sig ] [683/1803] Completed FINV in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:32.799572] [INFO ] [sig ] [684/1803] Forecasting FIS... [2025-10-16T00:25:32.799602] [INFO ] [sig ] Generating forecast for: FIS [2025-10-16T00:25:32.799633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-10-16T00:25:32.808223] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FIS'. [2025-10-16T00:25:32.808509] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-10-16T00:25:32.832661] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:32.833371] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-10-16T00:25:32.833424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:32.833458] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:32.833485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:32.833541] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:32.850418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:32.851008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:32.851088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:32.851121] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:32.889356] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:32.889512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:32.889559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:32.889590] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:32.892889] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=0.19%) [2025-10-16T00:25:32.893150] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-10-16T00:25:32.893279] [INFO ] [sig ] FIS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:33.030675] [INFO ] [LOCAL ] Saved forecast: FIS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FIS.txt [2025-10-16T00:25:33.030905] [INFO ] [sig ] [684/1803] Completed FIS in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:33.030948] [INFO ] [sig ] [685/1803] Forecasting FIX... [2025-10-16T00:25:33.030978] [INFO ] [sig ] Generating forecast for: FIX [2025-10-16T00:25:33.031009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-10-16T00:25:33.039141] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FIX'. [2025-10-16T00:25:33.039413] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-10-16T00:25:33.063577] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:33.064326] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-10-16T00:25:33.064381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:33.064415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:33.064443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:33.064500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:33.081473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:33.082036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:33.082117] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:33.082150] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:33.116194] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:33.116306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:33.116342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:33.116371] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:33.119532] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=41.82%) [2025-10-16T00:25:33.119822] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-10-16T00:25:33.119962] [INFO ] [sig ] FIX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:33.258129] [INFO ] [LOCAL ] Saved forecast: FIX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FIX.txt [2025-10-16T00:25:33.258343] [INFO ] [sig ] [685/1803] Completed FIX in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.5m [2025-10-16T00:25:33.258391] [INFO ] [sig ] [686/1803] Forecasting FLC... [2025-10-16T00:25:33.258422] [INFO ] [sig ] Generating forecast for: FLC [2025-10-16T00:25:33.258453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-10-16T00:25:33.267484] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLC'. [2025-10-16T00:25:33.267843] [INFO ] [FORECASTER] Starting predict_future for FLC [2025-10-16T00:25:33.292171] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:33.292904] [DEBUG] [LOCAL ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt [2025-10-16T00:25:33.292960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:33.292994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:33.293022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:33.293133] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:33.310047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:33.310662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:33.310750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:33.310787] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:33.345360] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:33.345473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:33.345511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:33.345541] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:33.348896] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: DOWN (p=23.12%) [2025-10-16T00:25:33.349175] [INFO ] [FORECASTER] Completed predict_future for FLC [2025-10-16T00:25:33.349308] [INFO ] [sig ] FLC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:33.490089] [INFO ] [LOCAL ] Saved forecast: FLC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FLC.txt [2025-10-16T00:25:33.490328] [INFO ] [sig ] [686/1803] Completed FLC in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.4m [2025-10-16T00:25:33.490372] [INFO ] [sig ] [687/1803] Forecasting FLG... [2025-10-16T00:25:33.490404] [INFO ] [sig ] Generating forecast for: FLG [2025-10-16T00:25:33.490437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'. [2025-10-16T00:25:33.499045] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLG'. [2025-10-16T00:25:33.499354] [INFO ] [FORECASTER] Starting predict_future for FLG [2025-10-16T00:25:33.524544] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:33.525328] [DEBUG] [LOCAL ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt [2025-10-16T00:25:33.525385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:33.525422] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:33.525452] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:33.525511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:33.542846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:33.543507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:33.543592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:33.543626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:33.578473] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:33.578583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:33.578634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:33.578706] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:33.581734] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-10-16T00:25:33.581987] [INFO ] [FORECASTER] Completed predict_future for FLG [2025-10-16T00:25:33.582111] [INFO ] [sig ] FLG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:33.720942] [INFO ] [LOCAL ] Saved forecast: FLG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FLG.txt [2025-10-16T00:25:33.721190] [INFO ] [sig ] [687/1803] Completed FLG in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.4m [2025-10-16T00:25:33.721236] [INFO ] [sig ] [688/1803] Forecasting FLNG... [2025-10-16T00:25:33.721269] [INFO ] [sig ] Generating forecast for: FLNG [2025-10-16T00:25:33.721303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-10-16T00:25:33.731168] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLNG'. [2025-10-16T00:25:33.731583] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-10-16T00:25:33.761304] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:33.762127] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-10-16T00:25:33.762183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:33.762219] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:33.762248] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:33.762305] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:33.780193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:33.780831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:33.780913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:33.780946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:33.817860] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:33.817986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:33.818024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:33.818054] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:33.821270] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=73.73%) [2025-10-16T00:25:33.821528] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-10-16T00:25:33.821675] [INFO ] [sig ] FLNG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:33.959541] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FLNG.txt [2025-10-16T00:25:33.959775] [INFO ] [sig ] [688/1803] Completed FLNG in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.4m [2025-10-16T00:25:33.959834] [INFO ] [sig ] [689/1803] Forecasting FLO... [2025-10-16T00:25:33.959868] [INFO ] [sig ] Generating forecast for: FLO [2025-10-16T00:25:33.959901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-10-16T00:25:33.968256] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLO'. [2025-10-16T00:25:33.968515] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-10-16T00:25:33.992551] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:33.993272] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-10-16T00:25:33.993326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:33.993360] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:33.993388] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:33.993444] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:34.010317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:34.010890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:34.010971] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:34.011004] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:34.045224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:34.045321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:34.045757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:34.045796] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:34.049456] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=37.14%) [2025-10-16T00:25:34.049784] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-10-16T00:25:34.049944] [INFO ] [sig ] FLO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:34.187820] [INFO ] [LOCAL ] Saved forecast: FLO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FLO.txt [2025-10-16T00:25:34.188028] [INFO ] [sig ] [689/1803] Completed FLO in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.4m [2025-10-16T00:25:34.188069] [INFO ] [sig ] [690/1803] Forecasting FLR... [2025-10-16T00:25:34.188099] [INFO ] [sig ] Generating forecast for: FLR [2025-10-16T00:25:34.188129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-10-16T00:25:34.196259] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLR'. [2025-10-16T00:25:34.196507] [INFO ] [FORECASTER] Starting predict_future for FLR [2025-10-16T00:25:34.220577] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:34.221268] [DEBUG] [LOCAL ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt [2025-10-16T00:25:34.221322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:34.221354] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:34.221382] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:34.221439] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:34.238072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:34.238623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:34.238731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:34.238771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:34.273307] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:34.273442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:34.273480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:34.273509] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:34.276833] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-10-16T00:25:34.277094] [INFO ] [FORECASTER] Completed predict_future for FLR [2025-10-16T00:25:34.277222] [INFO ] [sig ] FLR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:34.415315] [INFO ] [LOCAL ] Saved forecast: FLR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FLR.txt [2025-10-16T00:25:34.415530] [INFO ] [sig ] [690/1803] Completed FLR in 0.2s | 4.19 sym/s | Total: 2.7m | ETA: 4.4m [2025-10-16T00:25:34.415575] [INFO ] [sig ] [691/1803] Forecasting FLS... [2025-10-16T00:25:34.415608] [INFO ] [sig ] Generating forecast for: FLS [2025-10-16T00:25:34.415662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-10-16T00:25:34.424317] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLS'. [2025-10-16T00:25:34.424565] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-10-16T00:25:34.448808] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:34.449464] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-10-16T00:25:34.449523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:34.449563] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:34.449598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:34.449694] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:34.466867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:34.467401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:34.467479] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:34.467512] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:34.501048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:34.501126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:34.501161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:34.501189] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:34.504127] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-10-16T00:25:34.504371] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-10-16T00:25:34.504492] [INFO ] [sig ] FLS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:34.643552] [INFO ] [LOCAL ] Saved forecast: FLS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FLS.txt [2025-10-16T00:25:34.643752] [INFO ] [sig ] [691/1803] Completed FLS in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:34.643811] [INFO ] [sig ] [692/1803] Forecasting FLUT... [2025-10-16T00:25:34.643845] [INFO ] [sig ] Generating forecast for: FLUT [2025-10-16T00:25:34.643876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'. [2025-10-16T00:25:34.652048] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLUT'. [2025-10-16T00:25:34.652291] [INFO ] [FORECASTER] Starting predict_future for FLUT [2025-10-16T00:25:34.676329] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:34.677045] [DEBUG] [LOCAL ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt [2025-10-16T00:25:34.677099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:34.677132] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:34.677161] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:34.677218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:34.694379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:34.694926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:34.695003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:34.695036] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:34.731179] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:34.731348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:34.731392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:34.731423] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:34.734944] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: UP (p=97.69%) [2025-10-16T00:25:34.735216] [INFO ] [FORECASTER] Completed predict_future for FLUT [2025-10-16T00:25:34.735350] [INFO ] [sig ] FLUT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:34.873770] [INFO ] [LOCAL ] Saved forecast: FLUT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FLUT.txt [2025-10-16T00:25:34.874033] [INFO ] [sig ] [692/1803] Completed FLUT in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:34.874081] [INFO ] [sig ] [693/1803] Forecasting FLXR... [2025-10-16T00:25:34.874120] [INFO ] [sig ] Generating forecast for: FLXR [2025-10-16T00:25:34.874153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'. [2025-10-16T00:25:34.883165] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FLXR'. [2025-10-16T00:25:34.883413] [INFO ] [FORECASTER] Starting predict_future for FLXR [2025-10-16T00:25:34.907624] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:34.908293] [DEBUG] [LOCAL ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt [2025-10-16T00:25:34.908347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:34.908378] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:34.908405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:34.908461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:34.925420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:34.925980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:34.926059] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:34.926092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:34.960806] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:34.960878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:34.960912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:34.960940] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:34.963869] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=77.28%) [2025-10-16T00:25:34.964113] [INFO ] [FORECASTER] Completed predict_future for FLXR [2025-10-16T00:25:34.964246] [INFO ] [sig ] FLXR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:35.102692] [INFO ] [LOCAL ] Saved forecast: FLXR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FLXR.txt [2025-10-16T00:25:35.102887] [INFO ] [sig ] [693/1803] Completed FLXR in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:35.102930] [INFO ] [sig ] [694/1803] Forecasting FMC... [2025-10-16T00:25:35.102960] [INFO ] [sig ] Generating forecast for: FMC [2025-10-16T00:25:35.102991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-10-16T00:25:35.111394] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FMC'. [2025-10-16T00:25:35.111631] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-10-16T00:25:35.136442] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:35.137184] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-10-16T00:25:35.137238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:35.137271] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:35.137298] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:35.137353] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:35.154318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:35.154870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:35.154948] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:35.154981] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:35.195005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:35.195098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:35.195151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:35.195182] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:35.198139] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=25.63%) [2025-10-16T00:25:35.198384] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-10-16T00:25:35.198509] [INFO ] [sig ] FMC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:35.338322] [INFO ] [LOCAL ] Saved forecast: FMC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FMC.txt [2025-10-16T00:25:35.338533] [INFO ] [sig ] [694/1803] Completed FMC in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:35.338605] [INFO ] [sig ] [695/1803] Forecasting FMN... [2025-10-16T00:25:35.338665] [INFO ] [sig ] Generating forecast for: FMN [2025-10-16T00:25:35.338721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-10-16T00:25:35.347499] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FMN'. [2025-10-16T00:25:35.347833] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-10-16T00:25:35.372934] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:35.373679] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-10-16T00:25:35.373739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:35.373774] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:35.373805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:35.373863] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:35.391564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:35.392255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:35.392344] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:35.392378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:35.425664] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:35.425798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:35.425838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:35.425866] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:35.429101] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=1.84%) [2025-10-16T00:25:35.429366] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-10-16T00:25:35.429497] [INFO ] [sig ] FMN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:35.570968] [INFO ] [LOCAL ] Saved forecast: FMN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FMN.txt [2025-10-16T00:25:35.571198] [INFO ] [sig ] [695/1803] Completed FMN in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:35.571240] [INFO ] [sig ] [696/1803] Forecasting FMS... [2025-10-16T00:25:35.571271] [INFO ] [sig ] Generating forecast for: FMS [2025-10-16T00:25:35.571302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-10-16T00:25:35.579603] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FMS'. [2025-10-16T00:25:35.579954] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-10-16T00:25:35.605242] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:35.605961] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-10-16T00:25:35.606016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:35.606050] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:35.606076] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:35.606133] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:35.623671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:35.624239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:35.624337] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:35.624372] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:35.658201] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:35.658314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:35.658353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:35.658382] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:35.661745] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=78.12%) [2025-10-16T00:25:35.662012] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-10-16T00:25:35.662146] [INFO ] [sig ] FMS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:35.804262] [INFO ] [LOCAL ] Saved forecast: FMS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FMS.txt [2025-10-16T00:25:35.804483] [INFO ] [sig ] [696/1803] Completed FMS in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:35.804527] [INFO ] [sig ] [697/1803] Forecasting FMX... [2025-10-16T00:25:35.804559] [INFO ] [sig ] Generating forecast for: FMX [2025-10-16T00:25:35.804592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-10-16T00:25:35.812900] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FMX'. [2025-10-16T00:25:35.813173] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-10-16T00:25:35.838487] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:35.839260] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-10-16T00:25:35.839316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:35.839350] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:35.839377] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:35.839435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:35.857368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:35.857938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:35.858019] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:35.858053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:35.890966] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:35.891066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:35.891103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:35.891134] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:35.894262] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=3.56%) [2025-10-16T00:25:35.894524] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-10-16T00:25:35.894687] [INFO ] [sig ] FMX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:36.038601] [INFO ] [LOCAL ] Saved forecast: FMX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FMX.txt [2025-10-16T00:25:36.038893] [INFO ] [sig ] [697/1803] Completed FMX in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:36.038945] [INFO ] [sig ] [698/1803] Forecasting FMY... [2025-10-16T00:25:36.038977] [INFO ] [sig ] Generating forecast for: FMY [2025-10-16T00:25:36.039008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'. [2025-10-16T00:25:36.047692] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FMY'. [2025-10-16T00:25:36.048014] [INFO ] [FORECASTER] Starting predict_future for FMY [2025-10-16T00:25:36.072381] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:36.073077] [DEBUG] [LOCAL ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt [2025-10-16T00:25:36.073145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:36.073179] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:36.073206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:36.073263] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:36.090040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:36.090556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:36.090635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:36.090708] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:36.125244] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:36.125332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:36.125369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:36.125398] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:36.128467] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: DOWN (p=26.87%) [2025-10-16T00:25:36.128796] [INFO ] [FORECASTER] Completed predict_future for FMY [2025-10-16T00:25:36.128961] [INFO ] [sig ] FMY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:36.267709] [INFO ] [LOCAL ] Saved forecast: FMY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FMY.txt [2025-10-16T00:25:36.267959] [INFO ] [sig ] [698/1803] Completed FMY in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:36.268001] [INFO ] [sig ] [699/1803] Forecasting FN... [2025-10-16T00:25:36.268031] [INFO ] [sig ] Generating forecast for: FN [2025-10-16T00:25:36.268062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-10-16T00:25:36.277014] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FN'. [2025-10-16T00:25:36.277352] [INFO ] [FORECASTER] Starting predict_future for FN [2025-10-16T00:25:36.302854] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:36.303584] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-10-16T00:25:36.303667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:36.303723] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:36.303804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:36.303874] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:36.321661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:36.322348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:36.322433] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:36.322469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:36.356595] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:36.356791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:36.356843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:36.356873] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:36.360321] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=75.84%) [2025-10-16T00:25:36.360596] [INFO ] [FORECASTER] Completed predict_future for FN [2025-10-16T00:25:36.360777] [INFO ] [sig ] FN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:36.516401] [INFO ] [LOCAL ] Saved forecast: FN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FN.txt [2025-10-16T00:25:36.516670] [INFO ] [sig ] [699/1803] Completed FN in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:36.516731] [INFO ] [sig ] [700/1803] Forecasting FNB... [2025-10-16T00:25:36.516765] [INFO ] [sig ] Generating forecast for: FNB [2025-10-16T00:25:36.516804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-10-16T00:25:36.525263] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FNB'. [2025-10-16T00:25:36.525527] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-10-16T00:25:36.549746] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:36.550430] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-10-16T00:25:36.550484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:36.550516] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:36.550544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:36.550600] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:36.567496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:36.568045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:36.568125] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:36.568158] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:36.603501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:36.603584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:36.603623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:36.603687] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:36.606705] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=81.57%) [2025-10-16T00:25:36.606958] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-10-16T00:25:36.607081] [INFO ] [sig ] FNB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:36.746410] [INFO ] [LOCAL ] Saved forecast: FNB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FNB.txt [2025-10-16T00:25:36.746636] [INFO ] [sig ] [700/1803] Completed FNB in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:36.746716] [INFO ] [sig ] [701/1803] Forecasting FND... [2025-10-16T00:25:36.746752] [INFO ] [sig ] Generating forecast for: FND [2025-10-16T00:25:36.746784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-10-16T00:25:36.755049] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FND'. [2025-10-16T00:25:36.755308] [INFO ] [FORECASTER] Starting predict_future for FND [2025-10-16T00:25:36.779555] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:36.780256] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-10-16T00:25:36.780311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:36.780345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:36.780373] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:36.780430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:36.797326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:36.797883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:36.797959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:36.797992] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:36.830676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:36.830766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:36.830802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:36.830830] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:36.833843] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=59.95%) [2025-10-16T00:25:36.834118] [INFO ] [FORECASTER] Completed predict_future for FND [2025-10-16T00:25:36.834243] [INFO ] [sig ] FND: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:36.972684] [INFO ] [LOCAL ] Saved forecast: FND 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FND.txt [2025-10-16T00:25:36.972935] [INFO ] [sig ] [701/1803] Completed FND in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:36.972979] [INFO ] [sig ] [702/1803] Forecasting FNF... [2025-10-16T00:25:36.973010] [INFO ] [sig ] Generating forecast for: FNF [2025-10-16T00:25:36.973041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-10-16T00:25:36.981414] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FNF'. [2025-10-16T00:25:36.981710] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-10-16T00:25:37.005952] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:37.006598] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-10-16T00:25:37.006679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:37.006729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:37.006759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:37.006815] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:37.023609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:37.024153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:37.024231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:37.024264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:37.058882] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:37.059007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:37.059044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:37.059072] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:37.064164] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=43.95%) [2025-10-16T00:25:37.064420] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-10-16T00:25:37.064546] [INFO ] [sig ] FNF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:37.205462] [INFO ] [LOCAL ] Saved forecast: FNF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FNF.txt [2025-10-16T00:25:37.205703] [INFO ] [sig ] [702/1803] Completed FNF in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:37.205764] [INFO ] [sig ] [703/1803] Forecasting FOA... [2025-10-16T00:25:37.205797] [INFO ] [sig ] Generating forecast for: FOA [2025-10-16T00:25:37.205829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-10-16T00:25:37.213695] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FOA'. [2025-10-16T00:25:37.213963] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-10-16T00:25:37.238525] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:37.239275] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-10-16T00:25:37.239329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:37.239364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:37.239391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:37.239448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:37.256967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:37.257511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:37.257590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:37.257667] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:37.292751] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:37.292912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:37.292953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:37.292984] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:37.296307] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=7.32%) [2025-10-16T00:25:37.296565] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-10-16T00:25:37.296726] [INFO ] [sig ] FOA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:37.437010] [INFO ] [LOCAL ] Saved forecast: FOA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FOA.txt [2025-10-16T00:25:37.437213] [INFO ] [sig ] [703/1803] Completed FOA in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:37.437256] [INFO ] [sig ] [704/1803] Forecasting FOF... [2025-10-16T00:25:37.437287] [INFO ] [sig ] Generating forecast for: FOF [2025-10-16T00:25:37.437318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-10-16T00:25:37.445807] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FOF'. [2025-10-16T00:25:37.446087] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-10-16T00:25:37.470401] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:37.471152] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-10-16T00:25:37.471206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:37.471240] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:37.471269] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:37.471327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:37.488773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:37.489322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:37.489399] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:37.489433] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:37.519917] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:37.520037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:37.520074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:37.520103] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:37.523259] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=19.90%) [2025-10-16T00:25:37.523517] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-10-16T00:25:37.523665] [INFO ] [sig ] FOF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:37.663629] [INFO ] [LOCAL ] Saved forecast: FOF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FOF.txt [2025-10-16T00:25:37.663897] [INFO ] [sig ] [704/1803] Completed FOF in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:37.663941] [INFO ] [sig ] [705/1803] Forecasting FOR... [2025-10-16T00:25:37.663972] [INFO ] [sig ] Generating forecast for: FOR [2025-10-16T00:25:37.664004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'. [2025-10-16T00:25:37.672927] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FOR'. [2025-10-16T00:25:37.673269] [INFO ] [FORECASTER] Starting predict_future for FOR [2025-10-16T00:25:37.697881] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:37.698734] [DEBUG] [LOCAL ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt [2025-10-16T00:25:37.698808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:37.698843] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:37.698871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:37.698929] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:37.715793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:37.716312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:37.716391] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:37.716424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:37.751860] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:37.751963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:37.751999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:37.752028] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:37.755086] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=46.92%) [2025-10-16T00:25:37.755337] [INFO ] [FORECASTER] Completed predict_future for FOR [2025-10-16T00:25:37.755464] [INFO ] [sig ] FOR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:37.896957] [INFO ] [LOCAL ] Saved forecast: FOR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FOR.txt [2025-10-16T00:25:37.897227] [INFO ] [sig ] [705/1803] Completed FOR in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:37.897269] [INFO ] [sig ] [706/1803] Forecasting FOUR... [2025-10-16T00:25:37.897299] [INFO ] [sig ] Generating forecast for: FOUR [2025-10-16T00:25:37.897330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-10-16T00:25:37.905681] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FOUR'. [2025-10-16T00:25:37.905950] [INFO ] [FORECASTER] Starting predict_future for FOUR [2025-10-16T00:25:37.930340] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:37.931061] [DEBUG] [LOCAL ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt [2025-10-16T00:25:37.931116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:37.931149] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:37.931177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:37.931234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:37.948351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:37.949125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:37.949208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:37.949243] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:37.987383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:37.987525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:37.987565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:37.987596] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:37.991020] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=95.97%) [2025-10-16T00:25:37.991293] [INFO ] [FORECASTER] Completed predict_future for FOUR [2025-10-16T00:25:37.991433] [INFO ] [sig ] FOUR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:38.131999] [INFO ] [LOCAL ] Saved forecast: FOUR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FOUR.txt [2025-10-16T00:25:38.132240] [INFO ] [sig ] [706/1803] Completed FOUR in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:38.132286] [INFO ] [sig ] [707/1803] Forecasting FPF... [2025-10-16T00:25:38.132316] [INFO ] [sig ] Generating forecast for: FPF [2025-10-16T00:25:38.132347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-10-16T00:25:38.141483] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FPF'. [2025-10-16T00:25:38.141903] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-10-16T00:25:38.170784] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:38.171561] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-10-16T00:25:38.171627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:38.171716] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:38.171765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:38.171826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:38.189558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:38.190245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:38.190335] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:38.190374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:38.233285] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:38.233459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:38.233502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:38.233531] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:38.236970] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-10-16T00:25:38.237239] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-10-16T00:25:38.237370] [INFO ] [sig ] FPF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:38.376502] [INFO ] [LOCAL ] Saved forecast: FPF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FPF.txt [2025-10-16T00:25:38.376740] [INFO ] [sig ] [707/1803] Completed FPF in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:38.376800] [INFO ] [sig ] [708/1803] Forecasting FPH... [2025-10-16T00:25:38.376833] [INFO ] [sig ] Generating forecast for: FPH [2025-10-16T00:25:38.376865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-10-16T00:25:38.385752] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FPH'. [2025-10-16T00:25:38.386080] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-10-16T00:25:38.411343] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:38.412119] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-10-16T00:25:38.412173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:38.412208] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:38.412235] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:38.412291] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:38.429304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:38.429941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:38.430022] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:38.430057] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:38.466739] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:38.466905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:38.466946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:38.466975] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:38.470419] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-10-16T00:25:38.470720] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-10-16T00:25:38.470881] [INFO ] [sig ] FPH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:38.611838] [INFO ] [LOCAL ] Saved forecast: FPH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FPH.txt [2025-10-16T00:25:38.612051] [INFO ] [sig ] [708/1803] Completed FPH in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:38.612093] [INFO ] [sig ] [709/1803] Forecasting FPI... [2025-10-16T00:25:38.612123] [INFO ] [sig ] Generating forecast for: FPI [2025-10-16T00:25:38.612155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-10-16T00:25:38.620435] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FPI'. [2025-10-16T00:25:38.620702] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-10-16T00:25:38.645076] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:38.645777] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-10-16T00:25:38.645831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:38.645864] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:38.645891] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:38.645947] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:38.663639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:38.664193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:38.664270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:38.664304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:38.700203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:38.700281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:38.700316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:38.700344] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:38.703333] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=52.45%) [2025-10-16T00:25:38.703578] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-10-16T00:25:38.703733] [INFO ] [sig ] FPI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:38.843443] [INFO ] [LOCAL ] Saved forecast: FPI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FPI.txt [2025-10-16T00:25:38.843681] [INFO ] [sig ] [709/1803] Completed FPI in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.4m [2025-10-16T00:25:38.843741] [INFO ] [sig ] [710/1803] Forecasting FR... [2025-10-16T00:25:38.843775] [INFO ] [sig ] Generating forecast for: FR [2025-10-16T00:25:38.843808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-10-16T00:25:38.852388] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FR'. [2025-10-16T00:25:38.852667] [INFO ] [FORECASTER] Starting predict_future for FR [2025-10-16T00:25:38.876692] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:38.877354] [DEBUG] [LOCAL ] No optimal features file found for FR: ./output/feature-sets/FR.txt [2025-10-16T00:25:38.877408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:38.877441] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:38.877470] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:38.877526] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:38.894689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:38.895218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:38.895295] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:38.895327] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:38.932671] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:38.932759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:38.932796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:38.932825] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:38.935852] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: UP (p=79.12%) [2025-10-16T00:25:38.936100] [INFO ] [FORECASTER] Completed predict_future for FR [2025-10-16T00:25:38.936225] [INFO ] [sig ] FR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:39.075345] [INFO ] [LOCAL ] Saved forecast: FR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FR.txt [2025-10-16T00:25:39.075546] [INFO ] [sig ] [710/1803] Completed FR in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:39.075587] [INFO ] [sig ] [711/1803] Forecasting FRA... [2025-10-16T00:25:39.075618] [INFO ] [sig ] Generating forecast for: FRA [2025-10-16T00:25:39.075683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-10-16T00:25:39.084394] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FRA'. [2025-10-16T00:25:39.084630] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-10-16T00:25:39.108799] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:39.109440] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-10-16T00:25:39.109492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:39.109523] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:39.109551] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:39.109606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:39.126398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:39.127055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:39.127135] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:39.127168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:39.164033] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:39.164144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:39.164181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:39.164210] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:39.167307] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=94.23%) [2025-10-16T00:25:39.167574] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-10-16T00:25:39.167731] [INFO ] [sig ] FRA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:39.309582] [INFO ] [LOCAL ] Saved forecast: FRA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FRA.txt [2025-10-16T00:25:39.309833] [INFO ] [sig ] [711/1803] Completed FRA in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:39.309899] [INFO ] [sig ] [712/1803] Forecasting FRGE... [2025-10-16T00:25:39.309961] [INFO ] [sig ] Generating forecast for: FRGE [2025-10-16T00:25:39.309999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-10-16T00:25:39.318393] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FRGE'. [2025-10-16T00:25:39.318704] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-10-16T00:25:39.343088] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:39.343781] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-10-16T00:25:39.343835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:39.343925] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:39.343963] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:39.344021] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:39.361486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:39.362068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:39.362148] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:39.362181] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:39.400627] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:39.400728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:39.400769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:39.400798] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:39.403762] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=3.77%) [2025-10-16T00:25:39.404006] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-10-16T00:25:39.404134] [INFO ] [sig ] FRGE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:39.547066] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FRGE.txt [2025-10-16T00:25:39.547268] [INFO ] [sig ] [712/1803] Completed FRGE in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:39.547308] [INFO ] [sig ] [713/1803] Forecasting FRO... [2025-10-16T00:25:39.547338] [INFO ] [sig ] Generating forecast for: FRO [2025-10-16T00:25:39.547369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-10-16T00:25:39.556205] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FRO'. [2025-10-16T00:25:39.556456] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-10-16T00:25:39.581444] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:39.582187] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-10-16T00:25:39.582242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:39.582276] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:39.582305] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:39.582362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:39.600185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:39.600743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:39.600824] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:39.600859] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:39.637573] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:39.637670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:39.637725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:39.637757] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:39.640940] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=66.51%) [2025-10-16T00:25:39.641193] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-10-16T00:25:39.641323] [INFO ] [sig ] FRO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:39.790442] [INFO ] [LOCAL ] Saved forecast: FRO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FRO.txt [2025-10-16T00:25:39.790669] [INFO ] [sig ] [713/1803] Completed FRO in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:39.790742] [INFO ] [sig ] [714/1803] Forecasting FRT... [2025-10-16T00:25:39.790783] [INFO ] [sig ] Generating forecast for: FRT [2025-10-16T00:25:39.790821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'. [2025-10-16T00:25:39.799255] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FRT'. [2025-10-16T00:25:39.799513] [INFO ] [FORECASTER] Starting predict_future for FRT [2025-10-16T00:25:39.824378] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:39.825081] [DEBUG] [LOCAL ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt [2025-10-16T00:25:39.825136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:39.825170] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:39.825198] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:39.825256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:39.843479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:39.844069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:39.844150] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:39.844187] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:39.881470] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:39.881544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:39.881579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:39.881609] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:39.884737] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-10-16T00:25:39.884983] [INFO ] [FORECASTER] Completed predict_future for FRT [2025-10-16T00:25:39.885112] [INFO ] [sig ] FRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:40.029088] [INFO ] [LOCAL ] Saved forecast: FRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FRT.txt [2025-10-16T00:25:40.029283] [INFO ] [sig ] [714/1803] Completed FRT in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:40.029324] [INFO ] [sig ] [715/1803] Forecasting FSCO... [2025-10-16T00:25:40.029354] [INFO ] [sig ] Generating forecast for: FSCO [2025-10-16T00:25:40.029384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-10-16T00:25:40.037693] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FSCO'. [2025-10-16T00:25:40.037961] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-10-16T00:25:40.064055] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:40.064761] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-10-16T00:25:40.064816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:40.064848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:40.064876] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:40.064933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:40.083155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:40.083830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:40.083911] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:40.083946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:40.120259] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:40.120334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:40.120370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:40.120399] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:40.123503] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=93.11%) [2025-10-16T00:25:40.123803] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-10-16T00:25:40.123949] [INFO ] [sig ] FSCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:40.275167] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FSCO.txt [2025-10-16T00:25:40.275410] [INFO ] [sig ] [715/1803] Completed FSCO in 0.2s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:40.275452] [INFO ] [sig ] [716/1803] Forecasting FSK... [2025-10-16T00:25:40.275482] [INFO ] [sig ] Generating forecast for: FSK [2025-10-16T00:25:40.275512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-10-16T00:25:40.284167] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FSK'. [2025-10-16T00:25:40.284451] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-10-16T00:25:40.313133] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:40.313949] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-10-16T00:25:40.314015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:40.314077] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:40.314116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:40.314175] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:40.332464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:40.333057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:40.333146] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:40.333189] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:40.368761] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:40.368862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:40.368901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:40.368930] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:40.372915] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-10-16T00:25:40.373270] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-10-16T00:25:40.373443] [INFO ] [sig ] FSK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:40.530841] [INFO ] [LOCAL ] Saved forecast: FSK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FSK.txt [2025-10-16T00:25:40.531065] [INFO ] [sig ] [716/1803] Completed FSK in 0.3s | 4.19 sym/s | Total: 2.8m | ETA: 4.3m [2025-10-16T00:25:40.531108] [INFO ] [sig ] [717/1803] Forecasting FSLY... [2025-10-16T00:25:40.531163] [INFO ] [sig ] Generating forecast for: FSLY [2025-10-16T00:25:40.531251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-10-16T00:25:40.540186] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FSLY'. [2025-10-16T00:25:40.540497] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-10-16T00:25:40.567418] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:40.568212] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-10-16T00:25:40.568271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:40.568308] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:40.568337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:40.568396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:40.587819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:40.588530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:40.588690] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:40.588748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:40.625753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:40.625892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:40.625932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:40.625962] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:40.629562] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=31.84%) [2025-10-16T00:25:40.629868] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-10-16T00:25:40.630011] [INFO ] [sig ] FSLY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:40.785501] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FSLY.txt [2025-10-16T00:25:40.785782] [INFO ] [sig ] [717/1803] Completed FSLY in 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:40.785843] [INFO ] [sig ] [718/1803] Forecasting FSM... [2025-10-16T00:25:40.785877] [INFO ] [sig ] Generating forecast for: FSM [2025-10-16T00:25:40.785909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-10-16T00:25:40.795306] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FSM'. [2025-10-16T00:25:40.795616] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-10-16T00:25:40.821736] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:40.822605] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-10-16T00:25:40.822686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:40.822734] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:40.822765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:40.822822] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:40.841258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:40.841865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:40.841948] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:40.841982] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:40.877123] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:40.877244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:40.877286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:40.877315] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:40.881077] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=96.41%) [2025-10-16T00:25:40.881409] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-10-16T00:25:40.881623] [INFO ] [sig ] FSM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:41.038188] [INFO ] [LOCAL ] Saved forecast: FSM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FSM.txt [2025-10-16T00:25:41.038405] [INFO ] [sig ] [718/1803] Completed FSM in 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:41.038447] [INFO ] [sig ] [719/1803] Forecasting FSS... [2025-10-16T00:25:41.038478] [INFO ] [sig ] Generating forecast for: FSS [2025-10-16T00:25:41.038510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-10-16T00:25:41.046873] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FSS'. [2025-10-16T00:25:41.047162] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-10-16T00:25:41.072021] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:41.072754] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-10-16T00:25:41.072809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:41.072860] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:41.072891] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:41.072949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:41.089995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:41.090591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:41.090702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:41.090754] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:41.124138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:41.124238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:41.124273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:41.124302] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:41.127389] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=10.56%) [2025-10-16T00:25:41.127668] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-10-16T00:25:41.127813] [INFO ] [sig ] FSS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:41.266348] [INFO ] [LOCAL ] Saved forecast: FSS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FSS.txt [2025-10-16T00:25:41.266564] [INFO ] [sig ] [719/1803] Completed FSS in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:41.266607] [INFO ] [sig ] [720/1803] Forecasting FT... [2025-10-16T00:25:41.266639] [INFO ] [sig ] Generating forecast for: FT [2025-10-16T00:25:41.266718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'. [2025-10-16T00:25:41.275178] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FT'. [2025-10-16T00:25:41.275465] [INFO ] [FORECASTER] Starting predict_future for FT [2025-10-16T00:25:41.299934] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:41.300613] [DEBUG] [LOCAL ] No optimal features file found for FT: ./output/feature-sets/FT.txt [2025-10-16T00:25:41.300692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:41.300739] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:41.300771] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:41.300827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:41.317396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:41.317958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:41.318041] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:41.318074] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:41.350978] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:41.351080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:41.351117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:41.351147] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:41.354346] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=7.46%) [2025-10-16T00:25:41.354615] [INFO ] [FORECASTER] Completed predict_future for FT [2025-10-16T00:25:41.354785] [INFO ] [sig ] FT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:41.495804] [INFO ] [LOCAL ] Saved forecast: FT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FT.txt [2025-10-16T00:25:41.496107] [INFO ] [sig ] [720/1803] Completed FT in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:41.496153] [INFO ] [sig ] [721/1803] Forecasting FTHY... [2025-10-16T00:25:41.496183] [INFO ] [sig ] Generating forecast for: FTHY [2025-10-16T00:25:41.496215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-10-16T00:25:41.505491] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FTHY'. [2025-10-16T00:25:41.505855] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-10-16T00:25:41.530587] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:41.531339] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-10-16T00:25:41.531393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:41.531426] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:41.531455] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:41.531511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:41.548319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:41.548929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:41.549009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:41.549042] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:41.583346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:41.583422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:41.583457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:41.583485] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:41.586481] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=31.24%) [2025-10-16T00:25:41.586782] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-10-16T00:25:41.586918] [INFO ] [sig ] FTHY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:41.725068] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FTHY.txt [2025-10-16T00:25:41.725286] [INFO ] [sig ] [721/1803] Completed FTHY in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:41.725328] [INFO ] [sig ] [722/1803] Forecasting FTI... [2025-10-16T00:25:41.725359] [INFO ] [sig ] Generating forecast for: FTI [2025-10-16T00:25:41.725437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-10-16T00:25:41.733838] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FTI'. [2025-10-16T00:25:41.734096] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-10-16T00:25:41.758347] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:41.759167] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-10-16T00:25:41.759223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:41.759256] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:41.759284] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:41.759340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:41.776460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:41.777341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:41.777430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:41.777464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:41.812908] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:41.813079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:41.813120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:41.813150] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:41.816578] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=67.26%) [2025-10-16T00:25:41.816881] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-10-16T00:25:41.817023] [INFO ] [sig ] FTI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:41.958118] [INFO ] [LOCAL ] Saved forecast: FTI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FTI.txt [2025-10-16T00:25:41.958357] [INFO ] [sig ] [722/1803] Completed FTI in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:41.958399] [INFO ] [sig ] [723/1803] Forecasting FTK... [2025-10-16T00:25:41.958430] [INFO ] [sig ] Generating forecast for: FTK [2025-10-16T00:25:41.958462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-10-16T00:25:41.967369] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FTK'. [2025-10-16T00:25:41.967741] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-10-16T00:25:41.992419] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:41.993197] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-10-16T00:25:41.993252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:41.993286] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:41.993314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:41.993372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:42.010546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:42.011328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:42.011410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:42.011444] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:42.051012] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:42.051186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:42.051226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:42.051256] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:42.054734] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=29.60%) [2025-10-16T00:25:42.055034] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-10-16T00:25:42.055168] [INFO ] [sig ] FTK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:42.196119] [INFO ] [LOCAL ] Saved forecast: FTK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FTK.txt [2025-10-16T00:25:42.196376] [INFO ] [sig ] [723/1803] Completed FTK in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:42.196421] [INFO ] [sig ] [724/1803] Forecasting FTS... [2025-10-16T00:25:42.196457] [INFO ] [sig ] Generating forecast for: FTS [2025-10-16T00:25:42.196490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-10-16T00:25:42.205153] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FTS'. [2025-10-16T00:25:42.205519] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-10-16T00:25:42.230308] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:42.231088] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-10-16T00:25:42.231143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:42.231178] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:42.231206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:42.231264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:42.248109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:42.248793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:42.248876] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:42.248910] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:42.286515] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:42.286723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:42.286779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:42.286812] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:42.290203] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=30.75%) [2025-10-16T00:25:42.290469] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-10-16T00:25:42.290607] [INFO ] [sig ] FTS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:42.430214] [INFO ] [LOCAL ] Saved forecast: FTS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FTS.txt [2025-10-16T00:25:42.430430] [INFO ] [sig ] [724/1803] Completed FTS in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:42.430471] [INFO ] [sig ] [725/1803] Forecasting FTV... [2025-10-16T00:25:42.430502] [INFO ] [sig ] Generating forecast for: FTV [2025-10-16T00:25:42.430534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'. [2025-10-16T00:25:42.438828] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FTV'. [2025-10-16T00:25:42.439079] [INFO ] [FORECASTER] Starting predict_future for FTV [2025-10-16T00:25:42.463196] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:42.463880] [DEBUG] [LOCAL ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt [2025-10-16T00:25:42.463964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:42.464003] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:42.464031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:42.464087] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:42.480947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:42.481476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:42.481551] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:42.481584] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:42.517186] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:42.517266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:42.517301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:42.517329] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:42.520351] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: DOWN (p=26.93%) [2025-10-16T00:25:42.520595] [INFO ] [FORECASTER] Completed predict_future for FTV [2025-10-16T00:25:42.520753] [INFO ] [sig ] FTV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:42.660340] [INFO ] [LOCAL ] Saved forecast: FTV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FTV.txt [2025-10-16T00:25:42.660560] [INFO ] [sig ] [725/1803] Completed FTV in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:42.660601] [INFO ] [sig ] [726/1803] Forecasting FTWO... [2025-10-16T00:25:42.660631] [INFO ] [sig ] Generating forecast for: FTWO [2025-10-16T00:25:42.660701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'. [2025-10-16T00:25:42.669574] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'FTWO'. [2025-10-16T00:25:42.669838] [INFO ] [FORECASTER] Starting predict_future for FTWO [2025-10-16T00:25:42.695582] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:42.696312] [DEBUG] [LOCAL ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt [2025-10-16T00:25:42.696366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:42.696399] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:42.696441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:42.696499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:42.713326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:42.713918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:42.713998] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:42.714031] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:42.748839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:42.748995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:42.749036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:42.749066] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:42.752433] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: DOWN (p=42.73%) [2025-10-16T00:25:42.752755] [INFO ] [FORECASTER] Completed predict_future for FTWO [2025-10-16T00:25:42.752900] [INFO ] [sig ] FTWO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:42.928417] [INFO ] [LOCAL ] Saved forecast: FTWO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FTWO.txt [2025-10-16T00:25:42.928709] [INFO ] [sig ] [726/1803] Completed FTWO in 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:42.928771] [INFO ] [sig ] [727/1803] Forecasting FUBO... [2025-10-16T00:25:42.928804] [INFO ] [sig ] Generating forecast for: FUBO [2025-10-16T00:25:42.928836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-10-16T00:25:42.937285] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FUBO'. [2025-10-16T00:25:42.937612] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-10-16T00:25:42.965142] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:42.966047] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-10-16T00:25:42.966106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:42.966140] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:42.966172] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:42.966276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:42.985307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:42.986224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:42.986321] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:42.986357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:43.021067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:43.021267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:43.021320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:43.021353] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:43.025239] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=74.13%) [2025-10-16T00:25:43.025561] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-10-16T00:25:43.025732] [INFO ] [sig ] FUBO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:43.211995] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FUBO.txt [2025-10-16T00:25:43.212373] [INFO ] [sig ] [727/1803] Completed FUBO in 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:43.212429] [INFO ] [sig ] [728/1803] Forecasting FUL... [2025-10-16T00:25:43.212468] [INFO ] [sig ] Generating forecast for: FUL [2025-10-16T00:25:43.212510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-10-16T00:25:43.225984] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FUL'. [2025-10-16T00:25:43.226558] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-10-16T00:25:43.265474] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:43.266734] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-10-16T00:25:43.266821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:43.266874] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:43.266920] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:43.267013] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:43.293941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:43.295117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:43.295285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:43.295347] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:43.341573] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:43.341798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:43.341862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:43.341903] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:43.346951] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=72.23%) [2025-10-16T00:25:43.347422] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-10-16T00:25:43.347621] [INFO ] [sig ] FUL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:43.551916] [INFO ] [LOCAL ] Saved forecast: FUL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FUL.txt [2025-10-16T00:25:43.552206] [INFO ] [sig ] [728/1803] Completed FUL in 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:43.552252] [INFO ] [sig ] [729/1803] Forecasting FUN... [2025-10-16T00:25:43.552284] [INFO ] [sig ] Generating forecast for: FUN [2025-10-16T00:25:43.552318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-10-16T00:25:43.564113] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FUN'. [2025-10-16T00:25:43.564632] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-10-16T00:25:43.602782] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:43.603821] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-10-16T00:25:43.603890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:43.603935] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:43.603973] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:43.604055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:43.630309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:43.631406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:43.631518] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:43.631574] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:43.680123] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:43.680333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:43.680395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:43.680460] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:43.685784] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=74.07%) [2025-10-16T00:25:43.686252] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-10-16T00:25:43.686453] [INFO ] [sig ] FUN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:43.833515] [INFO ] [LOCAL ] Saved forecast: FUN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FUN.txt [2025-10-16T00:25:43.833813] [INFO ] [sig ] [729/1803] Completed FUN in 0.3s | 4.18 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:43.833876] [INFO ] [sig ] [730/1803] Forecasting FVR... [2025-10-16T00:25:43.833911] [INFO ] [sig ] Generating forecast for: FVR [2025-10-16T00:25:43.833943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'. [2025-10-16T00:25:43.842959] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FVR'. [2025-10-16T00:25:43.843401] [INFO ] [FORECASTER] Starting predict_future for FVR [2025-10-16T00:25:43.869505] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:43.870301] [DEBUG] [LOCAL ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt [2025-10-16T00:25:43.870358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:43.870395] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:43.870425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:43.870484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:43.888348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:43.889160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:43.889247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:43.889283] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:43.929489] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:43.929714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:43.929774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:43.929837] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:43.933352] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: UP (p=62.10%) [2025-10-16T00:25:43.933620] [INFO ] [FORECASTER] Completed predict_future for FVR [2025-10-16T00:25:43.933789] [INFO ] [sig ] FVR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:44.077854] [INFO ] [LOCAL ] Saved forecast: FVR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FVR.txt [2025-10-16T00:25:44.078132] [INFO ] [sig ] [730/1803] Completed FVR in 0.2s | 4.18 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:44.078204] [INFO ] [sig ] [731/1803] Forecasting FVRR... [2025-10-16T00:25:44.078251] [INFO ] [sig ] Generating forecast for: FVRR [2025-10-16T00:25:44.078319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'. [2025-10-16T00:25:44.086991] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FVRR'. [2025-10-16T00:25:44.087257] [INFO ] [FORECASTER] Starting predict_future for FVRR [2025-10-16T00:25:44.112698] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:44.113375] [DEBUG] [LOCAL ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt [2025-10-16T00:25:44.113430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:44.113464] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:44.113492] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:44.113550] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:44.131270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:44.131854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:44.131936] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:44.131972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:44.170753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:44.170876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:44.170942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:44.170975] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:44.176100] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-10-16T00:25:44.176364] [INFO ] [FORECASTER] Completed predict_future for FVRR [2025-10-16T00:25:44.176496] [INFO ] [sig ] FVRR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:44.318111] [INFO ] [LOCAL ] Saved forecast: FVRR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/FVRR.txt [2025-10-16T00:25:44.318321] [INFO ] [sig ] [731/1803] Completed FVRR in 0.2s | 4.18 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:44.318363] [INFO ] [sig ] [732/1803] Forecasting FXED... [2025-10-16T00:25:44.318394] [INFO ] [sig ] Generating forecast for: FXED [2025-10-16T00:25:44.318425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'. [2025-10-16T00:25:44.326869] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'FXED'. [2025-10-16T00:25:44.327111] [INFO ] [FORECASTER] Starting predict_future for FXED [2025-10-16T00:25:44.351727] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:44.352415] [DEBUG] [LOCAL ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt [2025-10-16T00:25:44.352468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:44.352500] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:44.352528] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:44.352583] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:44.369898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:44.370417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:44.370494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:44.370528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:44.407836] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:44.407972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:44.408012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:44.408041] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:44.411382] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: DOWN (p=15.02%) [2025-10-16T00:25:44.411637] [INFO ] [FORECASTER] Completed predict_future for FXED [2025-10-16T00:25:44.411804] [INFO ] [sig ] FXED: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:44.551435] [INFO ] [LOCAL ] Saved forecast: FXED 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/FXED.txt [2025-10-16T00:25:44.551632] [INFO ] [sig ] [732/1803] Completed FXED in 0.2s | 4.18 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:44.551708] [INFO ] [sig ] [733/1803] Forecasting G... [2025-10-16T00:25:44.551747] [INFO ] [sig ] Generating forecast for: G [2025-10-16T00:25:44.551779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-10-16T00:25:44.560684] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'G'. [2025-10-16T00:25:44.560967] [INFO ] [FORECASTER] Starting predict_future for G [2025-10-16T00:25:44.585613] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:44.586318] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-10-16T00:25:44.586371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:44.586404] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:44.586449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:44.586507] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:44.603616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:44.604170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:44.604250] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:44.604284] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:44.640684] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:44.640770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:44.640810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:44.640840] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:44.643915] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=65.11%) [2025-10-16T00:25:44.644175] [INFO ] [FORECASTER] Completed predict_future for G [2025-10-16T00:25:44.644309] [INFO ] [sig ] G: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:44.784531] [INFO ] [LOCAL ] Saved forecast: G 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/G.txt [2025-10-16T00:25:44.784789] [INFO ] [sig ] [733/1803] Completed G in 0.2s | 4.18 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:44.784850] [INFO ] [sig ] [734/1803] Forecasting GAB... [2025-10-16T00:25:44.784893] [INFO ] [sig ] Generating forecast for: GAB [2025-10-16T00:25:44.784925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-10-16T00:25:44.793584] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GAB'. [2025-10-16T00:25:44.793884] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-10-16T00:25:44.818791] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:44.819521] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-10-16T00:25:44.819576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:44.819610] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:44.819638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:44.819742] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:44.837034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:44.837551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:44.837631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:44.837700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:44.872887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:44.873019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:44.873057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:44.873087] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:44.876310] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=98.79%) [2025-10-16T00:25:44.876583] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-10-16T00:25:44.876748] [INFO ] [sig ] GAB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:45.016992] [INFO ] [LOCAL ] Saved forecast: GAB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GAB.txt [2025-10-16T00:25:45.017215] [INFO ] [sig ] [734/1803] Completed GAB in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:45.017302] [INFO ] [sig ] [735/1803] Forecasting GAM... [2025-10-16T00:25:45.017341] [INFO ] [sig ] Generating forecast for: GAM [2025-10-16T00:25:45.017374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-10-16T00:25:45.025428] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GAM'. [2025-10-16T00:25:45.025700] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-10-16T00:25:45.050127] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:45.050822] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-10-16T00:25:45.050876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:45.050909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:45.050937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:45.050993] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:45.068174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:45.068756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:45.068834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:45.068868] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:45.104106] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:45.104215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:45.104252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:45.104281] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:45.107529] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=6.51%) [2025-10-16T00:25:45.107841] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-10-16T00:25:45.107986] [INFO ] [sig ] GAM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:45.249401] [INFO ] [LOCAL ] Saved forecast: GAM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GAM.txt [2025-10-16T00:25:45.249673] [INFO ] [sig ] [735/1803] Completed GAM in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.3m [2025-10-16T00:25:45.249734] [INFO ] [sig ] [736/1803] Forecasting GAP... [2025-10-16T00:25:45.249772] [INFO ] [sig ] Generating forecast for: GAP [2025-10-16T00:25:45.249811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'. [2025-10-16T00:25:45.258870] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GAP'. [2025-10-16T00:25:45.259216] [INFO ] [FORECASTER] Starting predict_future for GAP [2025-10-16T00:25:45.283864] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:45.284602] [DEBUG] [LOCAL ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt [2025-10-16T00:25:45.284682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:45.284732] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:45.284763] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:45.284820] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:45.301924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:45.302586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:45.302697] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:45.302750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:45.340431] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:45.340599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:45.340662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:45.340718] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:45.344155] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: DOWN (p=29.02%) [2025-10-16T00:25:45.344435] [INFO ] [FORECASTER] Completed predict_future for GAP [2025-10-16T00:25:45.344571] [INFO ] [sig ] GAP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:45.485624] [INFO ] [LOCAL ] Saved forecast: GAP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GAP.txt [2025-10-16T00:25:45.485940] [INFO ] [sig ] [736/1803] Completed GAP in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.2m [2025-10-16T00:25:45.485987] [INFO ] [sig ] [737/1803] Forecasting GATX... [2025-10-16T00:25:45.486018] [INFO ] [sig ] Generating forecast for: GATX [2025-10-16T00:25:45.486049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-10-16T00:25:45.494569] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GATX'. [2025-10-16T00:25:45.494941] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-10-16T00:25:45.519669] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:45.520446] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-10-16T00:25:45.520502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:45.520536] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:45.520563] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:45.520619] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:45.537513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:45.538230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:45.538315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:45.538349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:45.580200] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:45.580369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:45.580410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:45.580440] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:45.583957] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=69.46%) [2025-10-16T00:25:45.584240] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-10-16T00:25:45.584378] [INFO ] [sig ] GATX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:45.728338] [INFO ] [LOCAL ] Saved forecast: GATX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GATX.txt [2025-10-16T00:25:45.728623] [INFO ] [sig ] [737/1803] Completed GATX in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.2m [2025-10-16T00:25:45.728755] [INFO ] [sig ] [738/1803] Forecasting GBAB... [2025-10-16T00:25:45.728797] [INFO ] [sig ] Generating forecast for: GBAB [2025-10-16T00:25:45.728838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-10-16T00:25:45.737784] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GBAB'. [2025-10-16T00:25:45.738143] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-10-16T00:25:45.764207] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:45.764998] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-10-16T00:25:45.765054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:45.765089] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:45.765118] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:45.765175] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:45.783034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:45.783852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:45.783939] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:45.783974] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:45.821918] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:45.822058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:45.822096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:45.822143] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:45.825391] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=46.93%) [2025-10-16T00:25:45.825676] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-10-16T00:25:45.825822] [INFO ] [sig ] GBAB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:45.972134] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GBAB.txt [2025-10-16T00:25:45.972368] [INFO ] [sig ] [738/1803] Completed GBAB in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.2m [2025-10-16T00:25:45.972413] [INFO ] [sig ] [739/1803] Forecasting GBCI... [2025-10-16T00:25:45.972444] [INFO ] [sig ] Generating forecast for: GBCI [2025-10-16T00:25:45.972475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-10-16T00:25:45.980703] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GBCI'. [2025-10-16T00:25:45.981012] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-10-16T00:25:46.006422] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:46.007226] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-10-16T00:25:46.007281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:46.007316] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:46.007344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:46.007401] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:46.025932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:46.026822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:46.026910] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:46.026947] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:46.064519] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:46.064703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:46.064759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:46.064792] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:46.068143] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=95.41%) [2025-10-16T00:25:46.068438] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-10-16T00:25:46.068616] [INFO ] [sig ] GBCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:46.210223] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GBCI.txt [2025-10-16T00:25:46.210429] [INFO ] [sig ] [739/1803] Completed GBCI in 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 4.2m [2025-10-16T00:25:46.210471] [INFO ] [sig ] [740/1803] Forecasting GBTG... [2025-10-16T00:25:46.210503] [INFO ] [sig ] Generating forecast for: GBTG [2025-10-16T00:25:46.210534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-10-16T00:25:46.219263] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GBTG'. [2025-10-16T00:25:46.219520] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-10-16T00:25:46.244281] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:46.245044] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-10-16T00:25:46.245100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:46.245133] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:46.245161] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:46.245234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:46.262150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:46.262715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:46.262796] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:46.262830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:46.297343] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:46.297493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:46.297533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:46.297562] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:46.301017] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=94.40%) [2025-10-16T00:25:46.301278] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-10-16T00:25:46.301403] [INFO ] [sig ] GBTG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:46.467478] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GBTG.txt [2025-10-16T00:25:46.467751] [INFO ] [sig ] [740/1803] Completed GBTG in 0.3s | 4.18 sym/s | Total: 2.9m | ETA: 4.2m [2025-10-16T00:25:46.467813] [INFO ] [sig ] [741/1803] Forecasting GBX... [2025-10-16T00:25:46.467847] [INFO ] [sig ] Generating forecast for: GBX [2025-10-16T00:25:46.467879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-10-16T00:25:46.476319] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GBX'. [2025-10-16T00:25:46.476691] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-10-16T00:25:46.502184] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:46.502995] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-10-16T00:25:46.503051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:46.503086] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:46.503114] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:46.503246] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:46.520331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:46.521068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:46.521152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:46.521187] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:46.555171] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:46.555332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:46.555373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:46.555403] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:46.558860] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=89.60%) [2025-10-16T00:25:46.559131] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-10-16T00:25:46.559265] [INFO ] [sig ] GBX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:46.699123] [INFO ] [LOCAL ] Saved forecast: GBX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GBX.txt [2025-10-16T00:25:46.699356] [INFO ] [sig ] [741/1803] Completed GBX in 0.2s | 4.18 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:46.699399] [INFO ] [sig ] [742/1803] Forecasting GCI... [2025-10-16T00:25:46.699432] [INFO ] [sig ] Generating forecast for: GCI [2025-10-16T00:25:46.699465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'. [2025-10-16T00:25:46.707455] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GCI'. [2025-10-16T00:25:46.707723] [INFO ] [FORECASTER] Starting predict_future for GCI [2025-10-16T00:25:46.732377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:46.733105] [DEBUG] [LOCAL ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt [2025-10-16T00:25:46.733160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:46.733193] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:46.733220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:46.733276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:46.750317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:46.750900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:46.750979] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:46.751012] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:46.783598] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:46.783779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:46.783826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:46.783858] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:46.787215] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: UP (p=67.60%) [2025-10-16T00:25:46.787509] [INFO ] [FORECASTER] Completed predict_future for GCI [2025-10-16T00:25:46.787663] [INFO ] [sig ] GCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:46.931430] [INFO ] [LOCAL ] Saved forecast: GCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GCI.txt [2025-10-16T00:25:46.931736] [INFO ] [sig ] [742/1803] Completed GCI in 0.2s | 4.18 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:46.931800] [INFO ] [sig ] [743/1803] Forecasting GCO... [2025-10-16T00:25:46.931834] [INFO ] [sig ] Generating forecast for: GCO [2025-10-16T00:25:46.931871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-10-16T00:25:46.940385] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GCO'. [2025-10-16T00:25:46.940806] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-10-16T00:25:46.966215] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:46.967033] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-10-16T00:25:46.967090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:46.967126] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:46.967155] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:46.967213] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:46.984382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:46.985079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:46.985161] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:46.985195] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:47.021637] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:47.021751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:47.021789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:47.021818] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:47.024832] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=92.62%) [2025-10-16T00:25:47.025085] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-10-16T00:25:47.025207] [INFO ] [sig ] GCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:47.164726] [INFO ] [LOCAL ] Saved forecast: GCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GCO.txt [2025-10-16T00:25:47.164926] [INFO ] [sig ] [743/1803] Completed GCO in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:47.164969] [INFO ] [sig ] [744/1803] Forecasting GCTS... [2025-10-16T00:25:47.164999] [INFO ] [sig ] Generating forecast for: GCTS [2025-10-16T00:25:47.165031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'. [2025-10-16T00:25:47.173962] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GCTS'. [2025-10-16T00:25:47.174210] [INFO ] [FORECASTER] Starting predict_future for GCTS [2025-10-16T00:25:47.198298] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:47.199021] [DEBUG] [LOCAL ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt [2025-10-16T00:25:47.199075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:47.199107] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:47.199135] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:47.199190] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:47.216244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:47.216826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:47.216912] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:47.216945] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:47.253358] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:47.253433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:47.253859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:47.253898] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:47.257484] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=1.14%) [2025-10-16T00:25:47.257772] [INFO ] [FORECASTER] Completed predict_future for GCTS [2025-10-16T00:25:47.257925] [INFO ] [sig ] GCTS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:47.398442] [INFO ] [LOCAL ] Saved forecast: GCTS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GCTS.txt [2025-10-16T00:25:47.398706] [INFO ] [sig ] [744/1803] Completed GCTS in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:47.398767] [INFO ] [sig ] [745/1803] Forecasting GCV... [2025-10-16T00:25:47.398802] [INFO ] [sig ] Generating forecast for: GCV [2025-10-16T00:25:47.398835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'. [2025-10-16T00:25:47.407282] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GCV'. [2025-10-16T00:25:47.407533] [INFO ] [FORECASTER] Starting predict_future for GCV [2025-10-16T00:25:47.432102] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:47.432805] [DEBUG] [LOCAL ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt [2025-10-16T00:25:47.432859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:47.432893] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:47.432921] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:47.432978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:47.450063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:47.450574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:47.450670] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:47.450724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:47.485824] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:47.485995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:47.486037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:47.486086] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:47.489524] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-10-16T00:25:47.489834] [INFO ] [FORECASTER] Completed predict_future for GCV [2025-10-16T00:25:47.489979] [INFO ] [sig ] GCV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:47.630469] [INFO ] [LOCAL ] Saved forecast: GCV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GCV.txt [2025-10-16T00:25:47.630696] [INFO ] [sig ] [745/1803] Completed GCV in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:47.630755] [INFO ] [sig ] [746/1803] Forecasting GD... [2025-10-16T00:25:47.630789] [INFO ] [sig ] Generating forecast for: GD [2025-10-16T00:25:47.630820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-10-16T00:25:47.639804] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GD'. [2025-10-16T00:25:47.640047] [INFO ] [FORECASTER] Starting predict_future for GD [2025-10-16T00:25:47.664142] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:47.664828] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-10-16T00:25:47.664882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:47.664916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:47.664945] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:47.665001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:47.682143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:47.682706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:47.682785] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:47.682819] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:47.719912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:47.720031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:47.720068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:47.720097] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:47.723260] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-10-16T00:25:47.723520] [INFO ] [FORECASTER] Completed predict_future for GD [2025-10-16T00:25:47.723669] [INFO ] [sig ] GD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:47.862479] [INFO ] [LOCAL ] Saved forecast: GD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GD.txt [2025-10-16T00:25:47.862752] [INFO ] [sig ] [746/1803] Completed GD in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:47.862813] [INFO ] [sig ] [747/1803] Forecasting GDDY... [2025-10-16T00:25:47.862846] [INFO ] [sig ] Generating forecast for: GDDY [2025-10-16T00:25:47.862880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-10-16T00:25:47.871537] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GDDY'. [2025-10-16T00:25:47.871853] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-10-16T00:25:47.896227] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:47.897017] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-10-16T00:25:47.897072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:47.897105] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:47.897134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:47.897191] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:47.914263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:47.914938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:47.915021] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:47.915055] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:47.952754] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:47.952914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:47.952956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:47.952985] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:47.956323] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-10-16T00:25:47.956588] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-10-16T00:25:47.956749] [INFO ] [sig ] GDDY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:48.096440] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GDDY.txt [2025-10-16T00:25:48.096753] [INFO ] [sig ] [747/1803] Completed GDDY in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:48.096816] [INFO ] [sig ] [748/1803] Forecasting GDIV... [2025-10-16T00:25:48.096850] [INFO ] [sig ] Generating forecast for: GDIV [2025-10-16T00:25:48.096884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'. [2025-10-16T00:25:48.105080] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'GDIV'. [2025-10-16T00:25:48.105381] [INFO ] [FORECASTER] Starting predict_future for GDIV [2025-10-16T00:25:48.129953] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:48.130740] [DEBUG] [LOCAL ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt [2025-10-16T00:25:48.130797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:48.130832] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:48.130861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:48.130916] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:48.147816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:48.148497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:48.148599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:48.148673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:48.184436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:48.184598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:48.184638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:48.184716] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:48.188076] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: DOWN (p=18.72%) [2025-10-16T00:25:48.188348] [INFO ] [FORECASTER] Completed predict_future for GDIV [2025-10-16T00:25:48.188478] [INFO ] [sig ] GDIV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:48.329720] [INFO ] [LOCAL ] Saved forecast: GDIV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GDIV.txt [2025-10-16T00:25:48.329985] [INFO ] [sig ] [748/1803] Completed GDIV in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:48.330030] [INFO ] [sig ] [749/1803] Forecasting GDL... [2025-10-16T00:25:48.330061] [INFO ] [sig ] Generating forecast for: GDL [2025-10-16T00:25:48.330093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'. [2025-10-16T00:25:48.338347] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GDL'. [2025-10-16T00:25:48.338621] [INFO ] [FORECASTER] Starting predict_future for GDL [2025-10-16T00:25:48.362856] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:48.363493] [DEBUG] [LOCAL ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt [2025-10-16T00:25:48.363547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:48.363579] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:48.363608] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:48.363690] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:48.380386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:48.380936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:48.381017] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:48.381050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:48.413834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:48.413913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:48.413948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:48.413976] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:48.416962] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: DOWN (p=2.85%) [2025-10-16T00:25:48.417208] [INFO ] [FORECASTER] Completed predict_future for GDL [2025-10-16T00:25:48.417331] [INFO ] [sig ] GDL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:48.555176] [INFO ] [LOCAL ] Saved forecast: GDL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GDL.txt [2025-10-16T00:25:48.555364] [INFO ] [sig ] [749/1803] Completed GDL in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:48.555404] [INFO ] [sig ] [750/1803] Forecasting GDO... [2025-10-16T00:25:48.555434] [INFO ] [sig ] Generating forecast for: GDO [2025-10-16T00:25:48.555464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'. [2025-10-16T00:25:48.563729] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GDO'. [2025-10-16T00:25:48.563982] [INFO ] [FORECASTER] Starting predict_future for GDO [2025-10-16T00:25:48.588103] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:48.588834] [DEBUG] [LOCAL ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt [2025-10-16T00:25:48.588891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:48.588927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:48.588954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:48.589010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:48.605840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:48.606357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:48.606434] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:48.606467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:48.640374] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:48.640451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:48.640486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:48.640514] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:48.643512] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: DOWN (p=20.81%) [2025-10-16T00:25:48.643808] [INFO ] [FORECASTER] Completed predict_future for GDO [2025-10-16T00:25:48.643952] [INFO ] [sig ] GDO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:48.786422] [INFO ] [LOCAL ] Saved forecast: GDO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GDO.txt [2025-10-16T00:25:48.786718] [INFO ] [sig ] [750/1803] Completed GDO in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:48.786788] [INFO ] [sig ] [751/1803] Forecasting GDOT... [2025-10-16T00:25:48.786822] [INFO ] [sig ] Generating forecast for: GDOT [2025-10-16T00:25:48.786854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'. [2025-10-16T00:25:48.795466] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GDOT'. [2025-10-16T00:25:48.795789] [INFO ] [FORECASTER] Starting predict_future for GDOT [2025-10-16T00:25:48.820188] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:48.820898] [DEBUG] [LOCAL ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt [2025-10-16T00:25:48.820951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:48.820984] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:48.821011] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:48.821067] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:48.837864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:48.838383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:48.838460] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:48.838494] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:48.874140] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:48.874229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:48.874265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:48.874294] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:48.877518] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=26.96%) [2025-10-16T00:25:48.877896] [INFO ] [FORECASTER] Completed predict_future for GDOT [2025-10-16T00:25:48.878050] [INFO ] [sig ] GDOT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:49.018022] [INFO ] [LOCAL ] Saved forecast: GDOT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GDOT.txt [2025-10-16T00:25:49.018260] [INFO ] [sig ] [751/1803] Completed GDOT in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:49.018304] [INFO ] [sig ] [752/1803] Forecasting GDV... [2025-10-16T00:25:49.018335] [INFO ] [sig ] Generating forecast for: GDV [2025-10-16T00:25:49.018367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-10-16T00:25:49.027284] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GDV'. [2025-10-16T00:25:49.027637] [INFO ] [FORECASTER] Starting predict_future for GDV [2025-10-16T00:25:49.052411] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:49.053174] [DEBUG] [LOCAL ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt [2025-10-16T00:25:49.053229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:49.053263] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:49.053290] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:49.053346] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:49.070264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:49.070945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:49.071039] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:49.071080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:49.106424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:49.106579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:49.106619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:49.106697] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:49.110148] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=82.02%) [2025-10-16T00:25:49.110416] [INFO ] [FORECASTER] Completed predict_future for GDV [2025-10-16T00:25:49.110555] [INFO ] [sig ] GDV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:49.250262] [INFO ] [LOCAL ] Saved forecast: GDV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GDV.txt [2025-10-16T00:25:49.250492] [INFO ] [sig ] [752/1803] Completed GDV in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:49.250535] [INFO ] [sig ] [753/1803] Forecasting GE... [2025-10-16T00:25:49.250565] [INFO ] [sig ] Generating forecast for: GE [2025-10-16T00:25:49.250598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-10-16T00:25:49.259360] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GE'. [2025-10-16T00:25:49.259613] [INFO ] [FORECASTER] Starting predict_future for GE [2025-10-16T00:25:49.284051] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:49.284818] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-10-16T00:25:49.284875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:49.284909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:49.284937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:49.284994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:49.301933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:49.302469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:49.302550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:49.302583] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:49.339478] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:49.339614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:49.339688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:49.339735] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:49.342995] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=30.84%) [2025-10-16T00:25:49.343273] [INFO ] [FORECASTER] Completed predict_future for GE [2025-10-16T00:25:49.343409] [INFO ] [sig ] GE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:49.481461] [INFO ] [LOCAL ] Saved forecast: GE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GE.txt [2025-10-16T00:25:49.481694] [INFO ] [sig ] [753/1803] Completed GE in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:49.481753] [INFO ] [sig ] [754/1803] Forecasting GEF... [2025-10-16T00:25:49.481787] [INFO ] [sig ] Generating forecast for: GEF [2025-10-16T00:25:49.481818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-10-16T00:25:49.490374] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GEF'. [2025-10-16T00:25:49.490630] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-10-16T00:25:49.515070] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:49.515752] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-10-16T00:25:49.515806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:49.515838] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:49.515910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:49.515978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:49.533094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:49.533685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:49.533770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:49.533804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:49.572187] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:49.572291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:49.572328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:49.572356] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:49.575483] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=85.48%) [2025-10-16T00:25:49.575780] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-10-16T00:25:49.575923] [INFO ] [sig ] GEF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:49.717736] [INFO ] [LOCAL ] Saved forecast: GEF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GEF.txt [2025-10-16T00:25:49.717972] [INFO ] [sig ] [754/1803] Completed GEF in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:49.718016] [INFO ] [sig ] [755/1803] Forecasting GEL... [2025-10-16T00:25:49.718048] [INFO ] [sig ] Generating forecast for: GEL [2025-10-16T00:25:49.718080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-10-16T00:25:49.726707] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GEL'. [2025-10-16T00:25:49.726951] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-10-16T00:25:49.751574] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:49.752251] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-10-16T00:25:49.752304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:49.752337] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:49.752364] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:49.752421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:49.769230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:49.769812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:49.769892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:49.769926] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:49.803990] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:49.804060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:49.804095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:49.804123] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:49.807033] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=64.42%) [2025-10-16T00:25:49.807274] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-10-16T00:25:49.807402] [INFO ] [sig ] GEL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:49.945035] [INFO ] [LOCAL ] Saved forecast: GEL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GEL.txt [2025-10-16T00:25:49.945239] [INFO ] [sig ] [755/1803] Completed GEL in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:49.945283] [INFO ] [sig ] [756/1803] Forecasting GENI... [2025-10-16T00:25:49.945313] [INFO ] [sig ] Generating forecast for: GENI [2025-10-16T00:25:49.945345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-10-16T00:25:49.953535] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GENI'. [2025-10-16T00:25:49.953797] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-10-16T00:25:49.978127] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:49.978896] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-10-16T00:25:49.978950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:49.978987] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:49.979016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:49.979072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:49.995877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:49.996412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:49.996492] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:49.996526] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:50.031103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:50.031185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:50.031221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:50.031249] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:50.034242] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=70.51%) [2025-10-16T00:25:50.034492] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-10-16T00:25:50.034623] [INFO ] [sig ] GENI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:50.172214] [INFO ] [LOCAL ] Saved forecast: GENI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GENI.txt [2025-10-16T00:25:50.172417] [INFO ] [sig ] [756/1803] Completed GENI in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:50.172458] [INFO ] [sig ] [757/1803] Forecasting GEO... [2025-10-16T00:25:50.172490] [INFO ] [sig ] Generating forecast for: GEO [2025-10-16T00:25:50.172521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'. [2025-10-16T00:25:50.181559] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GEO'. [2025-10-16T00:25:50.181860] [INFO ] [FORECASTER] Starting predict_future for GEO [2025-10-16T00:25:50.206238] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:50.206939] [DEBUG] [LOCAL ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt [2025-10-16T00:25:50.206994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:50.207027] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:50.207055] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:50.207110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:50.224323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:50.224880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:50.224974] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:50.225015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:50.261836] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:50.261956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:50.261994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:50.262027] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:50.267339] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=48.41%) [2025-10-16T00:25:50.267596] [INFO ] [FORECASTER] Completed predict_future for GEO [2025-10-16T00:25:50.267756] [INFO ] [sig ] GEO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:50.406231] [INFO ] [LOCAL ] Saved forecast: GEO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GEO.txt [2025-10-16T00:25:50.406437] [INFO ] [sig ] [757/1803] Completed GEO in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:50.406486] [INFO ] [sig ] [758/1803] Forecasting GES... [2025-10-16T00:25:50.406517] [INFO ] [sig ] Generating forecast for: GES [2025-10-16T00:25:50.406547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-10-16T00:25:50.415367] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GES'. [2025-10-16T00:25:50.415619] [INFO ] [FORECASTER] Starting predict_future for GES [2025-10-16T00:25:50.439860] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:50.440558] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-10-16T00:25:50.440611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:50.440684] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:50.440739] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:50.440800] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:50.457586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:50.458134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:50.458214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:50.458247] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:50.492266] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:50.492340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:50.492375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:50.492406] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:50.495438] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=26.21%) [2025-10-16T00:25:50.495716] [INFO ] [FORECASTER] Completed predict_future for GES [2025-10-16T00:25:50.495859] [INFO ] [sig ] GES: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:50.635116] [INFO ] [LOCAL ] Saved forecast: GES 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GES.txt [2025-10-16T00:25:50.635333] [INFO ] [sig ] [758/1803] Completed GES in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:50.635375] [INFO ] [sig ] [759/1803] Forecasting GETY... [2025-10-16T00:25:50.635405] [INFO ] [sig ] Generating forecast for: GETY [2025-10-16T00:25:50.635437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'. [2025-10-16T00:25:50.643620] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GETY'. [2025-10-16T00:25:50.643895] [INFO ] [FORECASTER] Starting predict_future for GETY [2025-10-16T00:25:50.668034] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:50.668757] [DEBUG] [LOCAL ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt [2025-10-16T00:25:50.668811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:50.668844] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:50.668871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:50.668926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:50.685859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:50.686614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:50.686729] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:50.686773] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:50.719756] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:50.719852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:50.719889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:50.719918] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:50.723037] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=7.81%) [2025-10-16T00:25:50.723294] [INFO ] [FORECASTER] Completed predict_future for GETY [2025-10-16T00:25:50.723426] [INFO ] [sig ] GETY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:50.863496] [INFO ] [LOCAL ] Saved forecast: GETY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GETY.txt [2025-10-16T00:25:50.863737] [INFO ] [sig ] [759/1803] Completed GETY in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:50.863797] [INFO ] [sig ] [760/1803] Forecasting GEV... [2025-10-16T00:25:50.863830] [INFO ] [sig ] Generating forecast for: GEV [2025-10-16T00:25:50.863862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'. [2025-10-16T00:25:50.872088] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GEV'. [2025-10-16T00:25:50.872332] [INFO ] [FORECASTER] Starting predict_future for GEV [2025-10-16T00:25:50.896476] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:50.897229] [DEBUG] [LOCAL ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt [2025-10-16T00:25:50.897284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:50.897319] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:50.897347] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:50.897404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:50.914269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:50.914827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:50.914907] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:50.914940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:50.948526] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:50.948699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:50.948753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:50.948786] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:50.952054] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: DOWN (p=12.42%) [2025-10-16T00:25:50.952319] [INFO ] [FORECASTER] Completed predict_future for GEV [2025-10-16T00:25:50.952456] [INFO ] [sig ] GEV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:51.093472] [INFO ] [LOCAL ] Saved forecast: GEV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GEV.txt [2025-10-16T00:25:51.093753] [INFO ] [sig ] [760/1803] Completed GEV in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.2m [2025-10-16T00:25:51.093815] [INFO ] [sig ] [761/1803] Forecasting GF... [2025-10-16T00:25:51.093848] [INFO ] [sig ] Generating forecast for: GF [2025-10-16T00:25:51.093882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'. [2025-10-16T00:25:51.101752] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GF'. [2025-10-16T00:25:51.102063] [INFO ] [FORECASTER] Starting predict_future for GF [2025-10-16T00:25:51.127738] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:51.128502] [DEBUG] [LOCAL ] No optimal features file found for GF: ./output/feature-sets/GF.txt [2025-10-16T00:25:51.128589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:51.128661] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:51.128715] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:51.128777] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:51.145677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:51.146229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:51.146310] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:51.146343] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:51.175719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:51.175793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:51.175828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:51.175857] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:51.178838] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: UP (p=63.99%) [2025-10-16T00:25:51.179090] [INFO ] [FORECASTER] Completed predict_future for GF [2025-10-16T00:25:51.179208] [INFO ] [sig ] GF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:51.319363] [INFO ] [LOCAL ] Saved forecast: GF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GF.txt [2025-10-16T00:25:51.319600] [INFO ] [sig ] [761/1803] Completed GF in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.1m [2025-10-16T00:25:51.319665] [INFO ] [sig ] [762/1803] Forecasting GFF... [2025-10-16T00:25:51.319721] [INFO ] [sig ] Generating forecast for: GFF [2025-10-16T00:25:51.319756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-10-16T00:25:51.327892] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GFF'. [2025-10-16T00:25:51.328222] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-10-16T00:25:51.352809] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:51.353549] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-10-16T00:25:51.353604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:51.353639] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:51.353728] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:51.353790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:51.371048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:51.371877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:51.371974] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:51.372009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:51.404138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:51.404305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:51.404346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:51.404376] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:51.407853] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=16.37%) [2025-10-16T00:25:51.408162] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-10-16T00:25:51.408301] [INFO ] [sig ] GFF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:51.547666] [INFO ] [LOCAL ] Saved forecast: GFF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GFF.txt [2025-10-16T00:25:51.547880] [INFO ] [sig ] [762/1803] Completed GFF in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.1m [2025-10-16T00:25:51.547923] [INFO ] [sig ] [763/1803] Forecasting GFI... [2025-10-16T00:25:51.547953] [INFO ] [sig ] Generating forecast for: GFI [2025-10-16T00:25:51.547983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-10-16T00:25:51.555779] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GFI'. [2025-10-16T00:25:51.556033] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-10-16T00:25:51.580730] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:51.581432] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-10-16T00:25:51.581485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:51.581519] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:51.581547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:51.581604] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:51.598447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:51.599030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:51.599108] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:51.599142] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:51.630090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:51.630179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:51.630214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:51.630244] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:51.633243] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=83.85%) [2025-10-16T00:25:51.633492] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-10-16T00:25:51.633613] [INFO ] [sig ] GFI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:51.772016] [INFO ] [LOCAL ] Saved forecast: GFI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GFI.txt [2025-10-16T00:25:51.772212] [INFO ] [sig ] [763/1803] Completed GFI in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.1m [2025-10-16T00:25:51.772254] [INFO ] [sig ] [764/1803] Forecasting GFL... [2025-10-16T00:25:51.772284] [INFO ] [sig ] Generating forecast for: GFL [2025-10-16T00:25:51.772316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-10-16T00:25:51.780589] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GFL'. [2025-10-16T00:25:51.780884] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-10-16T00:25:51.808451] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:51.809179] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-10-16T00:25:51.809233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:51.809266] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:51.809294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:51.809351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:51.826400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:51.826952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:51.827033] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:51.827067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:51.859185] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:51.859271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:51.859309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:51.859338] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:51.862497] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=14.72%) [2025-10-16T00:25:51.862796] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-10-16T00:25:51.862929] [INFO ] [sig ] GFL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:52.001745] [INFO ] [LOCAL ] Saved forecast: GFL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GFL.txt [2025-10-16T00:25:52.001953] [INFO ] [sig ] [764/1803] Completed GFL in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.1m [2025-10-16T00:25:52.001997] [INFO ] [sig ] [765/1803] Forecasting GGB... [2025-10-16T00:25:52.002037] [INFO ] [sig ] Generating forecast for: GGB [2025-10-16T00:25:52.002070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-10-16T00:25:52.010840] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GGB'. [2025-10-16T00:25:52.011121] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-10-16T00:25:52.035215] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:52.035906] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-10-16T00:25:52.035960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:52.035994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:52.036022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:52.036078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:52.052838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:52.053373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:52.053450] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:52.053484] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:52.085679] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:52.085766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:52.085803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:52.085832] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:52.088842] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=81.90%) [2025-10-16T00:25:52.089089] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-10-16T00:25:52.089209] [INFO ] [sig ] GGB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:52.236089] [INFO ] [LOCAL ] Saved forecast: GGB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GGB.txt [2025-10-16T00:25:52.236343] [INFO ] [sig ] [765/1803] Completed GGB in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.1m [2025-10-16T00:25:52.236387] [INFO ] [sig ] [766/1803] Forecasting GGG... [2025-10-16T00:25:52.236421] [INFO ] [sig ] Generating forecast for: GGG [2025-10-16T00:25:52.236454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-10-16T00:25:52.244835] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GGG'. [2025-10-16T00:25:52.245105] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-10-16T00:25:52.270188] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:52.270925] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-10-16T00:25:52.270984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:52.271020] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:52.271050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:52.271109] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:52.288722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:52.289286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:52.289367] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:52.289400] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:52.320728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:52.320812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:52.320848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:52.320877] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:52.323849] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=35.87%) [2025-10-16T00:25:52.324119] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-10-16T00:25:52.324239] [INFO ] [sig ] GGG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:52.467176] [INFO ] [LOCAL ] Saved forecast: GGG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GGG.txt [2025-10-16T00:25:52.467479] [INFO ] [sig ] [766/1803] Completed GGG in 0.2s | 4.19 sym/s | Total: 3.0m | ETA: 4.1m [2025-10-16T00:25:52.467523] [INFO ] [sig ] [767/1803] Forecasting GGT... [2025-10-16T00:25:52.467552] [INFO ] [sig ] Generating forecast for: GGT [2025-10-16T00:25:52.467584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'. [2025-10-16T00:25:52.476193] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GGT'. [2025-10-16T00:25:52.476438] [INFO ] [FORECASTER] Starting predict_future for GGT [2025-10-16T00:25:52.501281] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:52.502020] [DEBUG] [LOCAL ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt [2025-10-16T00:25:52.502075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:52.502157] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:52.502195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:52.502255] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:52.519173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:52.519758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:52.519843] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:52.519876] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:52.552312] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:52.552435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:52.552472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:52.552501] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:52.555689] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-10-16T00:25:52.555956] [INFO ] [FORECASTER] Completed predict_future for GGT [2025-10-16T00:25:52.556112] [INFO ] [sig ] GGT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:52.694896] [INFO ] [LOCAL ] Saved forecast: GGT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GGT.txt [2025-10-16T00:25:52.695119] [INFO ] [sig ] [767/1803] Completed GGT in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:52.695161] [INFO ] [sig ] [768/1803] Forecasting GGZ... [2025-10-16T00:25:52.695190] [INFO ] [sig ] Generating forecast for: GGZ [2025-10-16T00:25:52.695221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'. [2025-10-16T00:25:52.703313] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GGZ'. [2025-10-16T00:25:52.703550] [INFO ] [FORECASTER] Starting predict_future for GGZ [2025-10-16T00:25:52.727905] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:52.728748] [DEBUG] [LOCAL ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt [2025-10-16T00:25:52.728804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:52.728838] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:52.728866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:52.728921] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:52.745855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:52.746585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:52.746716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:52.746765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:52.782299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:52.782478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:52.782521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:52.782550] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:52.785995] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=88.12%) [2025-10-16T00:25:52.786256] [INFO ] [FORECASTER] Completed predict_future for GGZ [2025-10-16T00:25:52.786389] [INFO ] [sig ] GGZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:52.925106] [INFO ] [LOCAL ] Saved forecast: GGZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GGZ.txt [2025-10-16T00:25:52.925292] [INFO ] [sig ] [768/1803] Completed GGZ in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:52.925333] [INFO ] [sig ] [769/1803] Forecasting GHC... [2025-10-16T00:25:52.925363] [INFO ] [sig ] Generating forecast for: GHC [2025-10-16T00:25:52.925394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'. [2025-10-16T00:25:52.933579] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'GHC'. [2025-10-16T00:25:52.933861] [INFO ] [FORECASTER] Starting predict_future for GHC [2025-10-16T00:25:52.958262] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:52.958972] [DEBUG] [LOCAL ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt [2025-10-16T00:25:52.959026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:52.959059] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:52.959086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:52.959142] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:52.975983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:52.976492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:52.976569] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:52.976610] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:53.011930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:53.012007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:53.012042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:53.012070] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:53.015011] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=41.40%) [2025-10-16T00:25:53.015253] [INFO ] [FORECASTER] Completed predict_future for GHC [2025-10-16T00:25:53.015378] [INFO ] [sig ] GHC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:53.155015] [INFO ] [LOCAL ] Saved forecast: GHC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GHC.txt [2025-10-16T00:25:53.155207] [INFO ] [sig ] [769/1803] Completed GHC in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:53.155248] [INFO ] [sig ] [770/1803] Forecasting GHG... [2025-10-16T00:25:53.155278] [INFO ] [sig ] Generating forecast for: GHG [2025-10-16T00:25:53.155310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'. [2025-10-16T00:25:53.163318] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GHG'. [2025-10-16T00:25:53.163561] [INFO ] [FORECASTER] Starting predict_future for GHG [2025-10-16T00:25:53.187926] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:53.188636] [DEBUG] [LOCAL ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt [2025-10-16T00:25:53.188729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:53.188764] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:53.188793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:53.188850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:53.205984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:53.206490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:53.206566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:53.206600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:53.240240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:53.240320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:53.240356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:53.240384] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:53.243533] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: DOWN (p=14.27%) [2025-10-16T00:25:53.243821] [INFO ] [FORECASTER] Completed predict_future for GHG [2025-10-16T00:25:53.243949] [INFO ] [sig ] GHG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:53.383182] [INFO ] [LOCAL ] Saved forecast: GHG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GHG.txt [2025-10-16T00:25:53.383389] [INFO ] [sig ] [770/1803] Completed GHG in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:53.383430] [INFO ] [sig ] [771/1803] Forecasting GHI... [2025-10-16T00:25:53.383460] [INFO ] [sig ] Generating forecast for: GHI [2025-10-16T00:25:53.383491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-10-16T00:25:53.392143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GHI'. [2025-10-16T00:25:53.392392] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-10-16T00:25:53.416880] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:53.417687] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-10-16T00:25:53.417745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:53.417780] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:53.417808] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:53.417865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:53.435023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:53.435839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:53.435925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:53.435959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:53.472396] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:53.472567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:53.472609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:53.472639] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:53.476630] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=59.80%) [2025-10-16T00:25:53.476947] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-10-16T00:25:53.477086] [INFO ] [sig ] GHI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:53.616037] [INFO ] [LOCAL ] Saved forecast: GHI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GHI.txt [2025-10-16T00:25:53.616242] [INFO ] [sig ] [771/1803] Completed GHI in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:53.616284] [INFO ] [sig ] [772/1803] Forecasting GHLD... [2025-10-16T00:25:53.616315] [INFO ] [sig ] Generating forecast for: GHLD [2025-10-16T00:25:53.616352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'. [2025-10-16T00:25:53.624338] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GHLD'. [2025-10-16T00:25:53.624571] [INFO ] [FORECASTER] Starting predict_future for GHLD [2025-10-16T00:25:53.648969] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:53.649694] [DEBUG] [LOCAL ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt [2025-10-16T00:25:53.649749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:53.649783] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:53.649810] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:53.649865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:53.667099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:53.667617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:53.667722] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:53.667764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:53.701675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:53.701755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:53.701791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:53.701819] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:53.704783] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: DOWN (p=14.54%) [2025-10-16T00:25:53.705034] [INFO ] [FORECASTER] Completed predict_future for GHLD [2025-10-16T00:25:53.705159] [INFO ] [sig ] GHLD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:53.844535] [INFO ] [LOCAL ] Saved forecast: GHLD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GHLD.txt [2025-10-16T00:25:53.844788] [INFO ] [sig ] [772/1803] Completed GHLD in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:53.844849] [INFO ] [sig ] [773/1803] Forecasting GHM... [2025-10-16T00:25:53.844882] [INFO ] [sig ] Generating forecast for: GHM [2025-10-16T00:25:53.844914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-10-16T00:25:53.852983] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GHM'. [2025-10-16T00:25:53.853223] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-10-16T00:25:53.877593] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:53.878283] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-10-16T00:25:53.878338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:53.878371] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:53.878399] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:53.878455] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:53.895533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:53.896093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:53.896173] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:53.896206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:53.932002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:53.932073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:53.932109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:53.932137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:53.935086] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=86.51%) [2025-10-16T00:25:53.935350] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-10-16T00:25:53.935498] [INFO ] [sig ] GHM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:54.075667] [INFO ] [LOCAL ] Saved forecast: GHM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GHM.txt [2025-10-16T00:25:54.075869] [INFO ] [sig ] [773/1803] Completed GHM in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:54.075911] [INFO ] [sig ] [774/1803] Forecasting GHY... [2025-10-16T00:25:54.075941] [INFO ] [sig ] Generating forecast for: GHY [2025-10-16T00:25:54.075972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-10-16T00:25:54.083769] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GHY'. [2025-10-16T00:25:54.084027] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-10-16T00:25:54.108239] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:54.108960] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-10-16T00:25:54.109013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:54.109047] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:54.109075] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:54.109132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:54.126145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:54.126714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:54.126795] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:54.126829] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:54.161091] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:54.161211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:54.161251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:54.161279] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:54.164401] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=91.88%) [2025-10-16T00:25:54.164683] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-10-16T00:25:54.164825] [INFO ] [sig ] GHY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:54.305186] [INFO ] [LOCAL ] Saved forecast: GHY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GHY.txt [2025-10-16T00:25:54.305404] [INFO ] [sig ] [774/1803] Completed GHY in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:54.305447] [INFO ] [sig ] [775/1803] Forecasting GIB... [2025-10-16T00:25:54.305709] [INFO ] [sig ] Generating forecast for: GIB [2025-10-16T00:25:54.305756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-10-16T00:25:54.313745] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GIB'. [2025-10-16T00:25:54.313990] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-10-16T00:25:54.338803] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:54.339520] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-10-16T00:25:54.339574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:54.339607] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:54.339636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:54.339736] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:54.361995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:54.362863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:54.362964] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:54.363048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:54.399764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:54.399934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:54.399976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:54.400006] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:54.403450] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=58.23%) [2025-10-16T00:25:54.403754] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-10-16T00:25:54.403892] [INFO ] [sig ] GIB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:54.545578] [INFO ] [LOCAL ] Saved forecast: GIB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GIB.txt [2025-10-16T00:25:54.545858] [INFO ] [sig ] [775/1803] Completed GIB in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:54.545917] [INFO ] [sig ] [776/1803] Forecasting GIC... [2025-10-16T00:25:54.545949] [INFO ] [sig ] Generating forecast for: GIC [2025-10-16T00:25:54.545980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'. [2025-10-16T00:25:54.554009] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GIC'. [2025-10-16T00:25:54.554250] [INFO ] [FORECASTER] Starting predict_future for GIC [2025-10-16T00:25:54.578632] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:54.579366] [DEBUG] [LOCAL ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt [2025-10-16T00:25:54.579421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:54.579455] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:54.579483] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:54.579544] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:54.596903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:54.597411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:54.597488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:54.597522] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:54.631628] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:54.631722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:54.631762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:54.631790] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:54.634797] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=79.09%) [2025-10-16T00:25:54.635047] [INFO ] [FORECASTER] Completed predict_future for GIC [2025-10-16T00:25:54.635177] [INFO ] [sig ] GIC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:54.775506] [INFO ] [LOCAL ] Saved forecast: GIC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GIC.txt [2025-10-16T00:25:54.775780] [INFO ] [sig ] [776/1803] Completed GIC in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:54.775840] [INFO ] [sig ] [777/1803] Forecasting GIL... [2025-10-16T00:25:54.775872] [INFO ] [sig ] Generating forecast for: GIL [2025-10-16T00:25:54.775905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-10-16T00:25:54.784610] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GIL'. [2025-10-16T00:25:54.784887] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-10-16T00:25:54.809456] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:54.810228] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-10-16T00:25:54.810297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:54.810332] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:54.810362] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:54.810419] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:54.827998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:54.828527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:54.828633] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:54.828715] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:54.866796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:54.866875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:54.866911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:54.866939] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:54.870135] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=26.06%) [2025-10-16T00:25:54.870389] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-10-16T00:25:54.870518] [INFO ] [sig ] GIL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:55.018206] [INFO ] [LOCAL ] Saved forecast: GIL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GIL.txt [2025-10-16T00:25:55.018481] [INFO ] [sig ] [777/1803] Completed GIL in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:55.018525] [INFO ] [sig ] [778/1803] Forecasting GIS... [2025-10-16T00:25:55.018600] [INFO ] [sig ] Generating forecast for: GIS [2025-10-16T00:25:55.018677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-10-16T00:25:55.029071] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GIS'. [2025-10-16T00:25:55.029439] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-10-16T00:25:55.054294] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:55.054993] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-10-16T00:25:55.055048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:55.055082] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:55.055113] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:55.055172] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:55.072194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:55.072851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:55.072938] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:55.072972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:55.106778] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:55.106880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:55.106917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:55.106946] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:55.110041] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=23.53%) [2025-10-16T00:25:55.110307] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-10-16T00:25:55.110436] [INFO ] [sig ] GIS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:55.248882] [INFO ] [LOCAL ] Saved forecast: GIS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GIS.txt [2025-10-16T00:25:55.249135] [INFO ] [sig ] [778/1803] Completed GIS in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:55.249177] [INFO ] [sig ] [779/1803] Forecasting GKOS... [2025-10-16T00:25:55.249208] [INFO ] [sig ] Generating forecast for: GKOS [2025-10-16T00:25:55.249239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-10-16T00:25:55.258437] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GKOS'. [2025-10-16T00:25:55.258827] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-10-16T00:25:55.283582] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:55.284264] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-10-16T00:25:55.284319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:55.284351] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:55.284379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:55.284435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:55.301241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:55.301799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:55.301881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:55.301915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:55.337520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:55.337621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:55.337689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:55.337734] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:55.340899] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=91.54%) [2025-10-16T00:25:55.341160] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-10-16T00:25:55.341296] [INFO ] [sig ] GKOS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:55.482729] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GKOS.txt [2025-10-16T00:25:55.482994] [INFO ] [sig ] [779/1803] Completed GKOS in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:55.483040] [INFO ] [sig ] [780/1803] Forecasting GL... [2025-10-16T00:25:55.483072] [INFO ] [sig ] Generating forecast for: GL [2025-10-16T00:25:55.483104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-10-16T00:25:55.491956] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GL'. [2025-10-16T00:25:55.492305] [INFO ] [FORECASTER] Starting predict_future for GL [2025-10-16T00:25:55.517582] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:55.518386] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-10-16T00:25:55.518444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:55.518592] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:55.518661] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:55.518747] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:55.536520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:55.537309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:55.537396] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:55.537432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:55.577325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:55.577478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:55.577520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:55.577559] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:55.581060] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=88.37%) [2025-10-16T00:25:55.581330] [INFO ] [FORECASTER] Completed predict_future for GL [2025-10-16T00:25:55.581482] [INFO ] [sig ] GL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:55.723546] [INFO ] [LOCAL ] Saved forecast: GL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GL.txt [2025-10-16T00:25:55.723785] [INFO ] [sig ] [780/1803] Completed GL in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:55.723845] [INFO ] [sig ] [781/1803] Forecasting GLOB... [2025-10-16T00:25:55.723879] [INFO ] [sig ] Generating forecast for: GLOB [2025-10-16T00:25:55.723911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-10-16T00:25:55.732355] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GLOB'. [2025-10-16T00:25:55.732672] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-10-16T00:25:55.757843] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:55.758583] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-10-16T00:25:55.758675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:55.758727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:55.758758] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:55.758817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:55.776067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:55.776594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:55.776703] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:55.776754] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:55.812031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:55.812119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:55.812155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:55.812184] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:55.815266] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=21.89%) [2025-10-16T00:25:55.815521] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-10-16T00:25:55.815704] [INFO ] [sig ] GLOB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:55.957723] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GLOB.txt [2025-10-16T00:25:55.957936] [INFO ] [sig ] [781/1803] Completed GLOB in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:55.957977] [INFO ] [sig ] [782/1803] Forecasting GLP... [2025-10-16T00:25:55.958008] [INFO ] [sig ] Generating forecast for: GLP [2025-10-16T00:25:55.958039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-10-16T00:25:55.966594] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GLP'. [2025-10-16T00:25:55.966891] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-10-16T00:25:55.992048] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:55.992812] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-10-16T00:25:55.992870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:55.992905] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:55.992934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:55.992991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:56.010454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:56.011097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:56.011178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:56.011215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:56.047606] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:56.047765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:56.047816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:56.047849] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:56.051153] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-10-16T00:25:56.051417] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-10-16T00:25:56.051550] [INFO ] [sig ] GLP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:56.194357] [INFO ] [LOCAL ] Saved forecast: GLP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GLP.txt [2025-10-16T00:25:56.194600] [INFO ] [sig ] [782/1803] Completed GLP in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:56.194664] [INFO ] [sig ] [783/1803] Forecasting GLW... [2025-10-16T00:25:56.194719] [INFO ] [sig ] Generating forecast for: GLW [2025-10-16T00:25:56.194754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'. [2025-10-16T00:25:56.203076] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GLW'. [2025-10-16T00:25:56.203345] [INFO ] [FORECASTER] Starting predict_future for GLW [2025-10-16T00:25:56.228111] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:56.228897] [DEBUG] [LOCAL ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt [2025-10-16T00:25:56.228953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:56.228988] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:56.229018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:56.229077] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:56.246414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:56.247005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:56.247086] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:56.247121] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:56.284684] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:56.284828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:56.284868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:56.284897] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:56.288175] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=64.06%) [2025-10-16T00:25:56.288437] [INFO ] [FORECASTER] Completed predict_future for GLW [2025-10-16T00:25:56.288604] [INFO ] [sig ] GLW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:56.430844] [INFO ] [LOCAL ] Saved forecast: GLW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GLW.txt [2025-10-16T00:25:56.431060] [INFO ] [sig ] [783/1803] Completed GLW in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:56.431106] [INFO ] [sig ] [784/1803] Forecasting GM... [2025-10-16T00:25:56.431137] [INFO ] [sig ] Generating forecast for: GM [2025-10-16T00:25:56.431168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-10-16T00:25:56.439581] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GM'. [2025-10-16T00:25:56.439884] [INFO ] [FORECASTER] Starting predict_future for GM [2025-10-16T00:25:56.464423] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:56.465138] [DEBUG] [LOCAL ] No optimal features file found for GM: ./output/feature-sets/GM.txt [2025-10-16T00:25:56.465193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:56.465239] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:56.465269] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:56.465325] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:56.482685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:56.483228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:56.483306] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:56.483339] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:56.519207] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:56.519350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:56.519389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:56.519419] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:56.522686] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=20.34%) [2025-10-16T00:25:56.522950] [INFO ] [FORECASTER] Completed predict_future for GM [2025-10-16T00:25:56.523078] [INFO ] [sig ] GM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:56.666185] [INFO ] [LOCAL ] Saved forecast: GM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GM.txt [2025-10-16T00:25:56.666429] [INFO ] [sig ] [784/1803] Completed GM in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T00:25:56.666472] [INFO ] [sig ] [785/1803] Forecasting GME... [2025-10-16T00:25:56.666502] [INFO ] [sig ] Generating forecast for: GME [2025-10-16T00:25:56.666534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-10-16T00:25:56.675437] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GME'. [2025-10-16T00:25:56.675740] [INFO ] [FORECASTER] Starting predict_future for GME [2025-10-16T00:25:56.700871] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:56.701589] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-10-16T00:25:56.701667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:56.701722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:56.701755] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:56.701814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:56.719376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:56.719942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:56.720020] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:56.720054] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:56.756314] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:56.756411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:56.756447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:56.756476] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:56.759719] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=35.96%) [2025-10-16T00:25:56.759976] [INFO ] [FORECASTER] Completed predict_future for GME [2025-10-16T00:25:56.760104] [INFO ] [sig ] GME: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:56.902307] [INFO ] [LOCAL ] Saved forecast: GME 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GME.txt [2025-10-16T00:25:56.902518] [INFO ] [sig ] [785/1803] Completed GME in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:56.902561] [INFO ] [sig ] [786/1803] Forecasting GMED... [2025-10-16T00:25:56.902591] [INFO ] [sig ] Generating forecast for: GMED [2025-10-16T00:25:56.902623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-10-16T00:25:56.911011] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GMED'. [2025-10-16T00:25:56.911275] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-10-16T00:25:56.936330] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:56.937104] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-10-16T00:25:56.937160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:56.937196] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:56.937226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:56.937284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:56.954899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:56.955430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:56.955509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:56.955543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:56.992195] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:56.992280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:56.992316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:56.992344] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:56.995408] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=58.52%) [2025-10-16T00:25:56.995679] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-10-16T00:25:56.995847] [INFO ] [sig ] GMED: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:57.139460] [INFO ] [LOCAL ] Saved forecast: GMED 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GMED.txt [2025-10-16T00:25:57.139719] [INFO ] [sig ] [786/1803] Completed GMED in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:57.139780] [INFO ] [sig ] [787/1803] Forecasting GMRE... [2025-10-16T00:25:57.139815] [INFO ] [sig ] Generating forecast for: GMRE [2025-10-16T00:25:57.139846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-10-16T00:25:57.148817] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GMRE'. [2025-10-16T00:25:57.149099] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-10-16T00:25:57.174931] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:57.175720] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-10-16T00:25:57.175777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:57.175814] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:57.175843] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:57.175900] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:57.193280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:57.193869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:57.193948] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:57.193983] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:57.230937] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:57.231039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:57.231080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:57.231109] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:57.234201] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-10-16T00:25:57.234455] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-10-16T00:25:57.234580] [INFO ] [sig ] GMRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:57.376538] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GMRE.txt [2025-10-16T00:25:57.376806] [INFO ] [sig ] [787/1803] Completed GMRE in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:57.376869] [INFO ] [sig ] [788/1803] Forecasting GNE... [2025-10-16T00:25:57.376902] [INFO ] [sig ] Generating forecast for: GNE [2025-10-16T00:25:57.376933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-10-16T00:25:57.385688] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GNE'. [2025-10-16T00:25:57.385947] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-10-16T00:25:57.410903] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:57.411592] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-10-16T00:25:57.411669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:57.411721] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:57.411753] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:57.411810] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:57.429410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:57.429979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:57.430060] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:57.430102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:57.466546] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:57.466635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:57.466711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:57.466746] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:57.469885] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=41.60%) [2025-10-16T00:25:57.470162] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-10-16T00:25:57.470303] [INFO ] [sig ] GNE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:57.612340] [INFO ] [LOCAL ] Saved forecast: GNE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GNE.txt [2025-10-16T00:25:57.612556] [INFO ] [sig ] [788/1803] Completed GNE in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:57.612599] [INFO ] [sig ] [789/1803] Forecasting GNK... [2025-10-16T00:25:57.612630] [INFO ] [sig ] Generating forecast for: GNK [2025-10-16T00:25:57.612709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-10-16T00:25:57.621528] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GNK'. [2025-10-16T00:25:57.621824] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-10-16T00:25:57.647014] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:57.647810] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-10-16T00:25:57.647865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:57.647899] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:57.647927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:57.647984] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:57.667658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:57.668492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:57.668602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:57.668679] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:57.706078] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:57.706210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:57.706255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:57.706284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:57.709419] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-10-16T00:25:57.709700] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-10-16T00:25:57.709842] [INFO ] [sig ] GNK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:57.850847] [INFO ] [LOCAL ] Saved forecast: GNK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GNK.txt [2025-10-16T00:25:57.851066] [INFO ] [sig ] [789/1803] Completed GNK in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:57.851110] [INFO ] [sig ] [790/1803] Forecasting GNL... [2025-10-16T00:25:57.851142] [INFO ] [sig ] Generating forecast for: GNL [2025-10-16T00:25:57.851223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-10-16T00:25:57.859564] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GNL'. [2025-10-16T00:25:57.859849] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-10-16T00:25:57.884325] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:57.885082] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-10-16T00:25:57.885136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:57.885170] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:57.885198] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:57.885254] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:57.902313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:57.902875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:57.902957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:57.902991] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:57.942070] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:57.942172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:57.942209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:57.942238] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:57.945328] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=1.50%) [2025-10-16T00:25:57.945579] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-10-16T00:25:57.945735] [INFO ] [sig ] GNL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:58.085486] [INFO ] [LOCAL ] Saved forecast: GNL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GNL.txt [2025-10-16T00:25:58.085716] [INFO ] [sig ] [790/1803] Completed GNL in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:58.085776] [INFO ] [sig ] [791/1803] Forecasting GNRC... [2025-10-16T00:25:58.085809] [INFO ] [sig ] Generating forecast for: GNRC [2025-10-16T00:25:58.085840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-10-16T00:25:58.094198] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GNRC'. [2025-10-16T00:25:58.094461] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-10-16T00:25:58.118512] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:58.119240] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-10-16T00:25:58.119294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:58.119341] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:58.119371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:58.119428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:58.136629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:58.137207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:58.137285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:58.137319] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:58.174192] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:58.174370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:58.174414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:58.174446] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:58.178081] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=50.60%) [2025-10-16T00:25:58.178349] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-10-16T00:25:58.178481] [INFO ] [sig ] GNRC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:58.322038] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GNRC.txt [2025-10-16T00:25:58.322261] [INFO ] [sig ] [791/1803] Completed GNRC in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:58.322305] [INFO ] [sig ] [792/1803] Forecasting GNT... [2025-10-16T00:25:58.322337] [INFO ] [sig ] Generating forecast for: GNT [2025-10-16T00:25:58.322369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-10-16T00:25:58.330691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GNT'. [2025-10-16T00:25:58.330950] [INFO ] [FORECASTER] Starting predict_future for GNT [2025-10-16T00:25:58.356122] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:58.356877] [DEBUG] [LOCAL ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt [2025-10-16T00:25:58.356933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:58.356967] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:58.356997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:58.357053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:58.374452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:58.375155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:58.375238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:58.375273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:58.410847] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:58.410952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:58.410990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:58.411022] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:58.414194] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: DOWN (p=20.77%) [2025-10-16T00:25:58.414455] [INFO ] [FORECASTER] Completed predict_future for GNT [2025-10-16T00:25:58.414584] [INFO ] [sig ] GNT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:58.555162] [INFO ] [LOCAL ] Saved forecast: GNT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GNT.txt [2025-10-16T00:25:58.555376] [INFO ] [sig ] [792/1803] Completed GNT in 0.2s | 4.19 sym/s | Total: 3.1m | ETA: 4.0m [2025-10-16T00:25:58.555418] [INFO ] [sig ] [793/1803] Forecasting GNW... [2025-10-16T00:25:58.555449] [INFO ] [sig ] Generating forecast for: GNW [2025-10-16T00:25:58.555481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-10-16T00:25:58.563817] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GNW'. [2025-10-16T00:25:58.564091] [INFO ] [FORECASTER] Starting predict_future for GNW [2025-10-16T00:25:58.588411] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:58.589124] [DEBUG] [LOCAL ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt [2025-10-16T00:25:58.589215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:58.589257] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:58.589286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:58.589341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:58.606434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:58.607015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:58.607094] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:58.607127] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:58.643875] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:58.643975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:58.644011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:58.644039] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:58.647165] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=97.01%) [2025-10-16T00:25:58.647415] [INFO ] [FORECASTER] Completed predict_future for GNW [2025-10-16T00:25:58.647539] [INFO ] [sig ] GNW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:58.789793] [INFO ] [LOCAL ] Saved forecast: GNW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GNW.txt [2025-10-16T00:25:58.790014] [INFO ] [sig ] [793/1803] Completed GNW in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:25:58.790057] [INFO ] [sig ] [794/1803] Forecasting GOF... [2025-10-16T00:25:58.790087] [INFO ] [sig ] Generating forecast for: GOF [2025-10-16T00:25:58.790118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-10-16T00:25:58.798672] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GOF'. [2025-10-16T00:25:58.798937] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-10-16T00:25:58.823358] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:58.824139] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-10-16T00:25:58.824196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:58.824232] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:58.824261] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:58.824319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:58.841585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:58.842161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:58.842239] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:58.842273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:58.877549] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:58.877712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:58.877764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:58.877796] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:58.881066] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=39.86%) [2025-10-16T00:25:58.881324] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-10-16T00:25:58.881453] [INFO ] [sig ] GOF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:59.022715] [INFO ] [LOCAL ] Saved forecast: GOF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GOF.txt [2025-10-16T00:25:59.022966] [INFO ] [sig ] [794/1803] Completed GOF in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:25:59.023012] [INFO ] [sig ] [795/1803] Forecasting GOLF... [2025-10-16T00:25:59.023045] [INFO ] [sig ] Generating forecast for: GOLF [2025-10-16T00:25:59.023078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-10-16T00:25:59.031767] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GOLF'. [2025-10-16T00:25:59.032087] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-10-16T00:25:59.056478] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:59.057196] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-10-16T00:25:59.057252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:59.057285] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:59.057314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:59.057374] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:59.074571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:59.075144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:59.075229] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:59.075262] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:59.111853] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:59.111968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:59.112006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:59.112035] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:59.115205] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=81.65%) [2025-10-16T00:25:59.115462] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-10-16T00:25:59.115589] [INFO ] [sig ] GOLF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:59.257127] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GOLF.txt [2025-10-16T00:25:59.257349] [INFO ] [sig ] [795/1803] Completed GOLF in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:25:59.257391] [INFO ] [sig ] [796/1803] Forecasting GOOS... [2025-10-16T00:25:59.257421] [INFO ] [sig ] Generating forecast for: GOOS [2025-10-16T00:25:59.257453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-10-16T00:25:59.265876] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GOOS'. [2025-10-16T00:25:59.266137] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-10-16T00:25:59.290958] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:59.291637] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-10-16T00:25:59.291718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:59.291753] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:59.291797] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:59.291888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:59.309142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:59.309812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:59.309927] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:59.309966] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:59.345550] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:59.345683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:59.345736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:59.345767] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:59.348930] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-10-16T00:25:59.349206] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-10-16T00:25:59.349345] [INFO ] [sig ] GOOS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:59.490345] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GOOS.txt [2025-10-16T00:25:59.490557] [INFO ] [sig ] [796/1803] Completed GOOS in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:25:59.490599] [INFO ] [sig ] [797/1803] Forecasting GOTU... [2025-10-16T00:25:59.490629] [INFO ] [sig ] Generating forecast for: GOTU [2025-10-16T00:25:59.490705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-10-16T00:25:59.499182] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GOTU'. [2025-10-16T00:25:59.499457] [INFO ] [FORECASTER] Starting predict_future for GOTU [2025-10-16T00:25:59.526784] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:59.527725] [DEBUG] [LOCAL ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt [2025-10-16T00:25:59.527784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:59.527819] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:59.527849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:59.527907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:59.545364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:59.546212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:59.546295] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:59.546330] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:59.582274] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:59.582367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:59.582403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:59.582432] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:59.585499] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=21.00%) [2025-10-16T00:25:59.585794] [INFO ] [FORECASTER] Completed predict_future for GOTU [2025-10-16T00:25:59.585926] [INFO ] [sig ] GOTU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:25:59.728455] [INFO ] [LOCAL ] Saved forecast: GOTU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GOTU.txt [2025-10-16T00:25:59.728728] [INFO ] [sig ] [797/1803] Completed GOTU in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:25:59.728789] [INFO ] [sig ] [798/1803] Forecasting GPC... [2025-10-16T00:25:59.728833] [INFO ] [sig ] Generating forecast for: GPC [2025-10-16T00:25:59.728866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-10-16T00:25:59.737311] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPC'. [2025-10-16T00:25:59.737578] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-10-16T00:25:59.762162] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:59.762881] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-10-16T00:25:59.762935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:59.762984] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:59.763016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:59.763075] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:25:59.780597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:25:59.781212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:25:59.781293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:25:59.781326] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:25:59.816006] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:25:59.816086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:25:59.816121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:25:59.816150] [INFO ] [FORECASTER] Training complete [2025-10-16T00:25:59.819211] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=63.53%) [2025-10-16T00:25:59.819484] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-10-16T00:25:59.819612] [INFO ] [sig ] GPC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:25:59.960842] [INFO ] [LOCAL ] Saved forecast: GPC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GPC.txt [2025-10-16T00:25:59.961051] [INFO ] [sig ] [798/1803] Completed GPC in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:25:59.961093] [INFO ] [sig ] [799/1803] Forecasting GPI... [2025-10-16T00:25:59.961123] [INFO ] [sig ] Generating forecast for: GPI [2025-10-16T00:25:59.961153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-10-16T00:25:59.969243] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPI'. [2025-10-16T00:25:59.969505] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-10-16T00:25:59.994210] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:25:59.994916] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-10-16T00:25:59.994970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:25:59.995002] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:25:59.995028] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:25:59.995084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:00.012206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:00.013050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:00.013137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:00.013173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:00.047926] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:00.048022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:00.048058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:00.048087] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:00.052526] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-10-16T00:26:00.052820] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-10-16T00:26:00.052955] [INFO ] [sig ] GPI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:00.193419] [INFO ] [LOCAL ] Saved forecast: GPI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GPI.txt [2025-10-16T00:26:00.193668] [INFO ] [sig ] [799/1803] Completed GPI in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:00.193729] [INFO ] [sig ] [800/1803] Forecasting GPJA... [2025-10-16T00:26:00.193762] [INFO ] [sig ] Generating forecast for: GPJA [2025-10-16T00:26:00.193793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-10-16T00:26:00.202113] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPJA'. [2025-10-16T00:26:00.202377] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-10-16T00:26:00.226805] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:00.227475] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-10-16T00:26:00.227530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:00.227563] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:00.227591] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:00.227668] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:00.245033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:00.245562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:00.245638] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:00.245714] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:00.282424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:00.282518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:00.282556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:00.282587] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:00.285744] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=89.86%) [2025-10-16T00:26:00.285997] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-10-16T00:26:00.286120] [INFO ] [sig ] GPJA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:00.473187] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GPJA.txt [2025-10-16T00:26:00.473388] [INFO ] [sig ] [800/1803] Completed GPJA in 0.3s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:00.473429] [INFO ] [sig ] [801/1803] Forecasting GPK... [2025-10-16T00:26:00.473461] [INFO ] [sig ] Generating forecast for: GPK [2025-10-16T00:26:00.473492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-10-16T00:26:00.482359] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPK'. [2025-10-16T00:26:00.482616] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-10-16T00:26:00.507233] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:00.507942] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-10-16T00:26:00.507998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:00.508034] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:00.508065] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:00.508128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:00.526145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:00.526762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:00.526847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:00.526883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:00.566618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:00.566827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:00.566905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:00.566960] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:00.570558] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=9.11%) [2025-10-16T00:26:00.570856] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-10-16T00:26:00.571014] [INFO ] [sig ] GPK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:00.714849] [INFO ] [LOCAL ] Saved forecast: GPK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GPK.txt [2025-10-16T00:26:00.715040] [INFO ] [sig ] [801/1803] Completed GPK in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:00.715082] [INFO ] [sig ] [802/1803] Forecasting GPMT... [2025-10-16T00:26:00.715113] [INFO ] [sig ] Generating forecast for: GPMT [2025-10-16T00:26:00.715144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-10-16T00:26:00.724686] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPMT'. [2025-10-16T00:26:00.725005] [INFO ] [FORECASTER] Starting predict_future for GPMT [2025-10-16T00:26:00.750806] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:00.751576] [DEBUG] [LOCAL ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt [2025-10-16T00:26:00.751673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:00.751742] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:00.751777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:00.751841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:00.770512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:00.771087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:00.771167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:00.771203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:00.807199] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:00.807283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:00.807320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:00.807349] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:00.810591] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: DOWN (p=9.87%) [2025-10-16T00:26:00.810926] [INFO ] [FORECASTER] Completed predict_future for GPMT [2025-10-16T00:26:00.811068] [INFO ] [sig ] GPMT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:00.957676] [INFO ] [LOCAL ] Saved forecast: GPMT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GPMT.txt [2025-10-16T00:26:00.957885] [INFO ] [sig ] [802/1803] Completed GPMT in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:00.957970] [INFO ] [sig ] [803/1803] Forecasting GPN... [2025-10-16T00:26:00.958010] [INFO ] [sig ] Generating forecast for: GPN [2025-10-16T00:26:00.958042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-10-16T00:26:00.966410] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPN'. [2025-10-16T00:26:00.966698] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-10-16T00:26:00.991535] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:00.992278] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-10-16T00:26:00.992334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:00.992369] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:00.992399] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:00.992457] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:01.010393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:01.011172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:01.011256] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:01.011292] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:01.049510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:01.049717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:01.049794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:01.049829] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:01.053627] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=91.02%) [2025-10-16T00:26:01.054038] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-10-16T00:26:01.054193] [INFO ] [sig ] GPN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:01.209123] [INFO ] [LOCAL ] Saved forecast: GPN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GPN.txt [2025-10-16T00:26:01.209379] [INFO ] [sig ] [803/1803] Completed GPN in 0.3s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:01.209428] [INFO ] [sig ] [804/1803] Forecasting GPOR... [2025-10-16T00:26:01.209460] [INFO ] [sig ] Generating forecast for: GPOR [2025-10-16T00:26:01.209493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'. [2025-10-16T00:26:01.218626] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPOR'. [2025-10-16T00:26:01.218949] [INFO ] [FORECASTER] Starting predict_future for GPOR [2025-10-16T00:26:01.247470] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:01.248229] [DEBUG] [LOCAL ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt [2025-10-16T00:26:01.248284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:01.248318] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:01.248346] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:01.248403] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:01.266391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:01.266968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:01.267047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:01.267081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:01.304983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:01.305109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:01.305148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:01.305177] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:01.308864] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: UP (p=96.35%) [2025-10-16T00:26:01.309212] [INFO ] [FORECASTER] Completed predict_future for GPOR [2025-10-16T00:26:01.309363] [INFO ] [sig ] GPOR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:01.448806] [INFO ] [LOCAL ] Saved forecast: GPOR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GPOR.txt [2025-10-16T00:26:01.449038] [INFO ] [sig ] [804/1803] Completed GPOR in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:01.449080] [INFO ] [sig ] [805/1803] Forecasting GPRK... [2025-10-16T00:26:01.449110] [INFO ] [sig ] Generating forecast for: GPRK [2025-10-16T00:26:01.449141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-10-16T00:26:01.457411] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GPRK'. [2025-10-16T00:26:01.457727] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-10-16T00:26:01.481904] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:01.482581] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-10-16T00:26:01.482634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:01.482707] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:01.482759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:01.482818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:01.499561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:01.500131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:01.500216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:01.500250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:01.535985] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:01.536099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:01.536138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:01.536167] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:01.539377] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=78.41%) [2025-10-16T00:26:01.539634] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-10-16T00:26:01.539802] [INFO ] [sig ] GPRK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:01.681162] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GPRK.txt [2025-10-16T00:26:01.681403] [INFO ] [sig ] [805/1803] Completed GPRK in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:01.681445] [INFO ] [sig ] [806/1803] Forecasting GRBK... [2025-10-16T00:26:01.681477] [INFO ] [sig ] Generating forecast for: GRBK [2025-10-16T00:26:01.681509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-10-16T00:26:01.690171] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRBK'. [2025-10-16T00:26:01.690523] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-10-16T00:26:01.715633] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:01.716447] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-10-16T00:26:01.716501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:01.716535] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:01.716563] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:01.716620] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:01.733740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:01.734554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:01.734666] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:01.734721] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:01.770584] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:01.770782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:01.770831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:01.770862] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:01.774381] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-10-16T00:26:01.774695] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-10-16T00:26:01.774845] [INFO ] [sig ] GRBK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:01.916927] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GRBK.txt [2025-10-16T00:26:01.917164] [INFO ] [sig ] [806/1803] Completed GRBK in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:01.917207] [INFO ] [sig ] [807/1803] Forecasting GRC... [2025-10-16T00:26:01.917237] [INFO ] [sig ] Generating forecast for: GRC [2025-10-16T00:26:01.917269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-10-16T00:26:01.925599] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRC'. [2025-10-16T00:26:01.925937] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-10-16T00:26:01.950579] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:01.951373] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-10-16T00:26:01.951428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:01.951462] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:01.951490] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:01.951546] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:01.968540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:01.969390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:01.969476] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:01.969511] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:02.006741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:02.006916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:02.006957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:02.006988] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:02.010512] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=59.04%) [2025-10-16T00:26:02.010830] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-10-16T00:26:02.010969] [INFO ] [sig ] GRC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:02.152238] [INFO ] [LOCAL ] Saved forecast: GRC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GRC.txt [2025-10-16T00:26:02.152475] [INFO ] [sig ] [807/1803] Completed GRC in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:02.152519] [INFO ] [sig ] [808/1803] Forecasting GRDN... [2025-10-16T00:26:02.152557] [INFO ] [sig ] Generating forecast for: GRDN [2025-10-16T00:26:02.152589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'. [2025-10-16T00:26:02.161402] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRDN'. [2025-10-16T00:26:02.161750] [INFO ] [FORECASTER] Starting predict_future for GRDN [2025-10-16T00:26:02.186497] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:02.187266] [DEBUG] [LOCAL ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt [2025-10-16T00:26:02.187320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:02.187354] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:02.187382] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:02.187438] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:02.204619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:02.205321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:02.205404] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:02.205439] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:02.242123] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:02.242216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:02.242252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:02.242281] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:02.245296] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: DOWN (p=11.87%) [2025-10-16T00:26:02.245545] [INFO ] [FORECASTER] Completed predict_future for GRDN [2025-10-16T00:26:02.245703] [INFO ] [sig ] GRDN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:02.384014] [INFO ] [LOCAL ] Saved forecast: GRDN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GRDN.txt [2025-10-16T00:26:02.384231] [INFO ] [sig ] [808/1803] Completed GRDN in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:02.384272] [INFO ] [sig ] [809/1803] Forecasting GRMN... [2025-10-16T00:26:02.384302] [INFO ] [sig ] Generating forecast for: GRMN [2025-10-16T00:26:02.384333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-10-16T00:26:02.392979] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRMN'. [2025-10-16T00:26:02.393231] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-10-16T00:26:02.417853] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:02.418508] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-10-16T00:26:02.418587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:02.418636] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:02.418709] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:02.418817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:02.435903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:02.436427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:02.436505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:02.436539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:02.472674] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:02.472751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:02.472788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:02.472817] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:02.475769] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=65.10%) [2025-10-16T00:26:02.476012] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-10-16T00:26:02.476145] [INFO ] [sig ] GRMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:02.614990] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GRMN.txt [2025-10-16T00:26:02.615178] [INFO ] [sig ] [809/1803] Completed GRMN in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T00:26:02.615220] [INFO ] [sig ] [810/1803] Forecasting GRND... [2025-10-16T00:26:02.615250] [INFO ] [sig ] Generating forecast for: GRND [2025-10-16T00:26:02.615282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-10-16T00:26:02.623584] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRND'. [2025-10-16T00:26:02.623847] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-10-16T00:26:02.647944] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:02.648685] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-10-16T00:26:02.648770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:02.648804] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:02.648831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:02.648887] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:02.665743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:02.666244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:02.666319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:02.666353] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:02.706087] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:02.706165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:02.706216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:02.706246] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:02.709267] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=56.35%) [2025-10-16T00:26:02.709531] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-10-16T00:26:02.709684] [INFO ] [sig ] GRND: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:02.848414] [INFO ] [LOCAL ] Saved forecast: GRND 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GRND.txt [2025-10-16T00:26:02.848625] [INFO ] [sig ] [810/1803] Completed GRND in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:02.848707] [INFO ] [sig ] [811/1803] Forecasting GRNT... [2025-10-16T00:26:02.848746] [INFO ] [sig ] Generating forecast for: GRNT [2025-10-16T00:26:02.848779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-10-16T00:26:02.856894] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRNT'. [2025-10-16T00:26:02.857138] [INFO ] [FORECASTER] Starting predict_future for GRNT [2025-10-16T00:26:02.881296] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:02.881981] [DEBUG] [LOCAL ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt [2025-10-16T00:26:02.882034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:02.882068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:02.882096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:02.882151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:02.898897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:02.899399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:02.899475] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:02.899509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:02.934772] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:02.934849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:02.934884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:02.934912] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:02.937842] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=65.13%) [2025-10-16T00:26:02.938086] [INFO ] [FORECASTER] Completed predict_future for GRNT [2025-10-16T00:26:02.938212] [INFO ] [sig ] GRNT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:03.075827] [INFO ] [LOCAL ] Saved forecast: GRNT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GRNT.txt [2025-10-16T00:26:03.076018] [INFO ] [sig ] [811/1803] Completed GRNT in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:03.076059] [INFO ] [sig ] [812/1803] Forecasting GROV... [2025-10-16T00:26:03.076088] [INFO ] [sig ] Generating forecast for: GROV [2025-10-16T00:26:03.076119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-10-16T00:26:03.084750] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GROV'. [2025-10-16T00:26:03.085003] [INFO ] [FORECASTER] Starting predict_future for GROV [2025-10-16T00:26:03.109090] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:03.109777] [DEBUG] [LOCAL ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt [2025-10-16T00:26:03.109831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:03.109863] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:03.109903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:03.109960] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:03.126586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:03.127120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:03.127197] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:03.127231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:03.160879] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:03.160952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:03.161406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:03.161445] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:03.165765] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=4.78%) [2025-10-16T00:26:03.166008] [INFO ] [FORECASTER] Completed predict_future for GROV [2025-10-16T00:26:03.166141] [INFO ] [sig ] GROV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:03.304682] [INFO ] [LOCAL ] Saved forecast: GROV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GROV.txt [2025-10-16T00:26:03.304903] [INFO ] [sig ] [812/1803] Completed GROV in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:03.304944] [INFO ] [sig ] [813/1803] Forecasting GRX... [2025-10-16T00:26:03.304974] [INFO ] [sig ] Generating forecast for: GRX [2025-10-16T00:26:03.305005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-10-16T00:26:03.313053] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GRX'. [2025-10-16T00:26:03.313301] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-10-16T00:26:03.337490] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:03.338166] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-10-16T00:26:03.338219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:03.338256] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:03.338284] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:03.338340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:03.354967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:03.355470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:03.355546] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:03.355579] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:03.389012] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:03.389091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:03.389126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:03.389154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:03.392100] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=1.81%) [2025-10-16T00:26:03.392343] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-10-16T00:26:03.392470] [INFO ] [sig ] GRX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:03.530300] [INFO ] [LOCAL ] Saved forecast: GRX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GRX.txt [2025-10-16T00:26:03.530497] [INFO ] [sig ] [813/1803] Completed GRX in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:03.530538] [INFO ] [sig ] [814/1803] Forecasting GS... [2025-10-16T00:26:03.530568] [INFO ] [sig ] Generating forecast for: GS [2025-10-16T00:26:03.530599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-10-16T00:26:03.538915] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GS'. [2025-10-16T00:26:03.539179] [INFO ] [FORECASTER] Starting predict_future for GS [2025-10-16T00:26:03.563306] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:03.563997] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-10-16T00:26:03.564052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:03.564085] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:03.564113] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:03.564169] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:03.581089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:03.581600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:03.581706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:03.581753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:03.619140] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:03.619220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:03.619254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:03.619282] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:03.622219] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=97.38%) [2025-10-16T00:26:03.622465] [INFO ] [FORECASTER] Completed predict_future for GS [2025-10-16T00:26:03.622587] [INFO ] [sig ] GS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:03.760431] [INFO ] [LOCAL ] Saved forecast: GS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GS.txt [2025-10-16T00:26:03.760635] [INFO ] [sig ] [814/1803] Completed GS in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:03.760713] [INFO ] [sig ] [815/1803] Forecasting GSBD... [2025-10-16T00:26:03.760749] [INFO ] [sig ] Generating forecast for: GSBD [2025-10-16T00:26:03.760780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-10-16T00:26:03.769127] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GSBD'. [2025-10-16T00:26:03.769372] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-10-16T00:26:03.793507] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:03.794207] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-10-16T00:26:03.794260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:03.794293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:03.794321] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:03.794381] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:03.811190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:03.811770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:03.811847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:03.811880] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:03.846754] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:03.846834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:03.846870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:03.846898] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:03.850048] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=49.26%) [2025-10-16T00:26:03.850294] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-10-16T00:26:03.850418] [INFO ] [sig ] GSBD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:03.988974] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GSBD.txt [2025-10-16T00:26:03.989217] [INFO ] [sig ] [815/1803] Completed GSBD in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:03.989265] [INFO ] [sig ] [816/1803] Forecasting GSK... [2025-10-16T00:26:03.989296] [INFO ] [sig ] Generating forecast for: GSK [2025-10-16T00:26:03.989329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-10-16T00:26:03.997585] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GSK'. [2025-10-16T00:26:03.997855] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-10-16T00:26:04.022035] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:04.022782] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-10-16T00:26:04.022837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:04.022871] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:04.022899] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:04.022955] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:04.039817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:04.040355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:04.040433] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:04.040467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:04.078745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:04.078843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:04.078895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:04.078930] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:04.082199] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=26.71%) [2025-10-16T00:26:04.082449] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-10-16T00:26:04.082575] [INFO ] [sig ] GSK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:04.225373] [INFO ] [LOCAL ] Saved forecast: GSK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GSK.txt [2025-10-16T00:26:04.225611] [INFO ] [sig ] [816/1803] Completed GSK in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:04.225695] [INFO ] [sig ] [817/1803] Forecasting GSL... [2025-10-16T00:26:04.225740] [INFO ] [sig ] Generating forecast for: GSL [2025-10-16T00:26:04.225773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-10-16T00:26:04.234466] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GSL'. [2025-10-16T00:26:04.234787] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-10-16T00:26:04.259748] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:04.260452] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-10-16T00:26:04.260508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:04.260543] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:04.260573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:04.260632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:04.277955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:04.278501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:04.278608] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:04.278685] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:04.314085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:04.314200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:04.314257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:04.314287] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:04.317477] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=27.35%) [2025-10-16T00:26:04.317777] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-10-16T00:26:04.317915] [INFO ] [sig ] GSL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:04.457001] [INFO ] [LOCAL ] Saved forecast: GSL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GSL.txt [2025-10-16T00:26:04.457226] [INFO ] [sig ] [817/1803] Completed GSL in 0.2s | 4.19 sym/s | Total: 3.2m | ETA: 3.9m [2025-10-16T00:26:04.457269] [INFO ] [sig ] [818/1803] Forecasting GTES... [2025-10-16T00:26:04.457300] [INFO ] [sig ] Generating forecast for: GTES [2025-10-16T00:26:04.457331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-10-16T00:26:04.465928] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GTES'. [2025-10-16T00:26:04.466195] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-10-16T00:26:04.490392] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:04.491100] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-10-16T00:26:04.491154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:04.491187] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:04.491215] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:04.491272] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:04.508402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:04.509021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:04.509104] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:04.509138] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:04.542857] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:04.542980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:04.543018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:04.543047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:04.546244] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=27.70%) [2025-10-16T00:26:04.546505] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-10-16T00:26:04.546633] [INFO ] [sig ] GTES: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:04.684761] [INFO ] [LOCAL ] Saved forecast: GTES 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GTES.txt [2025-10-16T00:26:04.684980] [INFO ] [sig ] [818/1803] Completed GTES in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:04.685023] [INFO ] [sig ] [819/1803] Forecasting GTLS... [2025-10-16T00:26:04.685054] [INFO ] [sig ] Generating forecast for: GTLS [2025-10-16T00:26:04.685085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-10-16T00:26:04.693727] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GTLS'. [2025-10-16T00:26:04.694029] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-10-16T00:26:04.718673] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:04.719361] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-10-16T00:26:04.719416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:04.719449] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:04.719493] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:04.719552] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:04.737029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:04.737706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:04.737792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:04.737828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:04.775237] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:04.775350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:04.775389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:04.775418] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:04.778617] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=15.95%) [2025-10-16T00:26:04.778909] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-10-16T00:26:04.779046] [INFO ] [sig ] GTLS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:04.918725] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GTLS.txt [2025-10-16T00:26:04.918951] [INFO ] [sig ] [819/1803] Completed GTLS in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:04.918993] [INFO ] [sig ] [820/1803] Forecasting GTN... [2025-10-16T00:26:04.919024] [INFO ] [sig ] Generating forecast for: GTN [2025-10-16T00:26:04.919055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-10-16T00:26:04.927469] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GTN'. [2025-10-16T00:26:04.927798] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-10-16T00:26:04.952060] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:04.952822] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-10-16T00:26:04.952878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:04.952911] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:04.952939] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:04.952994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:04.969635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:04.970207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:04.970289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:04.970322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:05.007310] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:05.007430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:05.007467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:05.007498] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:05.010787] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-10-16T00:26:05.011049] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-10-16T00:26:05.011187] [INFO ] [sig ] GTN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:05.149984] [INFO ] [LOCAL ] Saved forecast: GTN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GTN.txt [2025-10-16T00:26:05.150191] [INFO ] [sig ] [820/1803] Completed GTN in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:05.150231] [INFO ] [sig ] [821/1803] Forecasting GTY... [2025-10-16T00:26:05.150262] [INFO ] [sig ] Generating forecast for: GTY [2025-10-16T00:26:05.150293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-10-16T00:26:05.158833] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GTY'. [2025-10-16T00:26:05.159123] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-10-16T00:26:05.183228] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:05.183916] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-10-16T00:26:05.183970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:05.184003] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:05.184032] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:05.184089] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:05.201044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:05.201560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:05.201636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:05.201709] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:05.235540] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:05.235731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:05.235784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:05.235817] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:05.239194] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=64.87%) [2025-10-16T00:26:05.239455] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-10-16T00:26:05.239592] [INFO ] [sig ] GTY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:05.378019] [INFO ] [LOCAL ] Saved forecast: GTY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GTY.txt [2025-10-16T00:26:05.378260] [INFO ] [sig ] [821/1803] Completed GTY in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:05.378306] [INFO ] [sig ] [822/1803] Forecasting GUG... [2025-10-16T00:26:05.378337] [INFO ] [sig ] Generating forecast for: GUG [2025-10-16T00:26:05.378368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-10-16T00:26:05.386694] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GUG'. [2025-10-16T00:26:05.386963] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-10-16T00:26:05.411348] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:05.412050] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-10-16T00:26:05.412104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:05.412137] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:05.412211] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:05.412279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:05.429239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:05.429800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:05.429880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:05.429913] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:05.469604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:05.470529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:05.470587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:05.470619] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:05.474063] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=0.84%) [2025-10-16T00:26:05.474355] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-10-16T00:26:05.474491] [INFO ] [sig ] GUG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:05.613622] [INFO ] [LOCAL ] Saved forecast: GUG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GUG.txt [2025-10-16T00:26:05.613927] [INFO ] [sig ] [822/1803] Completed GUG in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:05.613988] [INFO ] [sig ] [823/1803] Forecasting GUT... [2025-10-16T00:26:05.614022] [INFO ] [sig ] Generating forecast for: GUT [2025-10-16T00:26:05.614053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'. [2025-10-16T00:26:05.624005] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GUT'. [2025-10-16T00:26:05.624309] [INFO ] [FORECASTER] Starting predict_future for GUT [2025-10-16T00:26:05.648514] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:05.649236] [DEBUG] [LOCAL ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt [2025-10-16T00:26:05.649291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:05.649324] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:05.649354] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:05.649413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:05.666049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:05.666597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:05.666702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:05.666751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:05.699743] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:05.699841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:05.699878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:05.699907] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:05.702978] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=72.16%) [2025-10-16T00:26:05.703233] [INFO ] [FORECASTER] Completed predict_future for GUT [2025-10-16T00:26:05.703357] [INFO ] [sig ] GUT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:05.843295] [INFO ] [LOCAL ] Saved forecast: GUT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GUT.txt [2025-10-16T00:26:05.843541] [INFO ] [sig ] [823/1803] Completed GUT in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:05.843583] [INFO ] [sig ] [824/1803] Forecasting GVA... [2025-10-16T00:26:05.843614] [INFO ] [sig ] Generating forecast for: GVA [2025-10-16T00:26:05.843668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-10-16T00:26:05.852318] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GVA'. [2025-10-16T00:26:05.852571] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-10-16T00:26:05.876792] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:05.877471] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-10-16T00:26:05.877525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:05.877559] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:05.877587] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:05.877666] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:05.894866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:05.895378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:05.895455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:05.895488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:05.931094] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:05.931171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:05.931251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:05.931301] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:05.934277] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=60.90%) [2025-10-16T00:26:05.934521] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-10-16T00:26:05.934669] [INFO ] [sig ] GVA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:06.073216] [INFO ] [LOCAL ] Saved forecast: GVA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GVA.txt [2025-10-16T00:26:06.073413] [INFO ] [sig ] [824/1803] Completed GVA in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:06.073453] [INFO ] [sig ] [825/1803] Forecasting GWH... [2025-10-16T00:26:06.073484] [INFO ] [sig ] Generating forecast for: GWH [2025-10-16T00:26:06.073515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-10-16T00:26:06.082127] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GWH'. [2025-10-16T00:26:06.082387] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-10-16T00:26:06.106289] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:06.106975] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-10-16T00:26:06.107028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:06.107061] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:06.107087] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:06.107143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:06.123780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:06.124283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:06.124360] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:06.124393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:06.159194] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:06.159726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:06.159772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:06.159803] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:06.163750] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=36.92%) [2025-10-16T00:26:06.164001] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-10-16T00:26:06.164134] [INFO ] [sig ] GWH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:06.303467] [INFO ] [LOCAL ] Saved forecast: GWH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GWH.txt [2025-10-16T00:26:06.303699] [INFO ] [sig ] [825/1803] Completed GWH in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:06.303759] [INFO ] [sig ] [826/1803] Forecasting GWRE... [2025-10-16T00:26:06.303793] [INFO ] [sig ] Generating forecast for: GWRE [2025-10-16T00:26:06.303824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-10-16T00:26:06.312026] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GWRE'. [2025-10-16T00:26:06.312282] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-10-16T00:26:06.336897] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:06.337664] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-10-16T00:26:06.337724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:06.337760] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:06.337788] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:06.337861] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:06.354966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:06.355497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:06.355575] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:06.355608] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:06.390211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:06.390379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:06.390422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:06.390453] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:06.393910] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=54.94%) [2025-10-16T00:26:06.394197] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-10-16T00:26:06.394332] [INFO ] [sig ] GWRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:06.532779] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GWRE.txt [2025-10-16T00:26:06.532990] [INFO ] [sig ] [826/1803] Completed GWRE in 0.2s | 4.19 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:06.533032] [INFO ] [sig ] [827/1803] Forecasting GWW... [2025-10-16T00:26:06.533062] [INFO ] [sig ] Generating forecast for: GWW [2025-10-16T00:26:06.533092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-10-16T00:26:06.541667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GWW'. [2025-10-16T00:26:06.541911] [INFO ] [FORECASTER] Starting predict_future for GWW [2025-10-16T00:26:06.566211] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:06.566928] [DEBUG] [LOCAL ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt [2025-10-16T00:26:06.566982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:06.567014] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:06.567042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:06.567102] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:06.583790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:06.584303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:06.584384] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:06.584417] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:06.620370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:06.620486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:06.620523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:06.620553] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:06.623705] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=99.26%) [2025-10-16T00:26:06.623961] [INFO ] [FORECASTER] Completed predict_future for GWW [2025-10-16T00:26:06.624085] [INFO ] [sig ] GWW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:06.765343] [INFO ] [LOCAL ] Saved forecast: GWW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GWW.txt [2025-10-16T00:26:06.765586] [INFO ] [sig ] [827/1803] Completed GWW in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:06.765627] [INFO ] [sig ] [828/1803] Forecasting GXO... [2025-10-16T00:26:06.765704] [INFO ] [sig ] Generating forecast for: GXO [2025-10-16T00:26:06.765750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'. [2025-10-16T00:26:06.774351] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GXO'. [2025-10-16T00:26:06.774607] [INFO ] [FORECASTER] Starting predict_future for GXO [2025-10-16T00:26:06.798967] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:06.799634] [DEBUG] [LOCAL ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt [2025-10-16T00:26:06.799714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:06.799752] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:06.799780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:06.799837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:06.816878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:06.817415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:06.817492] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:06.817525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:06.853002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:06.853097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:06.853143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:06.853174] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:06.856305] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=17.67%) [2025-10-16T00:26:06.856564] [INFO ] [FORECASTER] Completed predict_future for GXO [2025-10-16T00:26:06.856726] [INFO ] [sig ] GXO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:07.000719] [INFO ] [LOCAL ] Saved forecast: GXO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/GXO.txt [2025-10-16T00:26:07.000968] [INFO ] [sig ] [828/1803] Completed GXO in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:07.001012] [INFO ] [sig ] [829/1803] Forecasting GYLD... [2025-10-16T00:26:07.001043] [INFO ] [sig ] Generating forecast for: GYLD [2025-10-16T00:26:07.001076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'. [2025-10-16T00:26:07.009203] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'GYLD'. [2025-10-16T00:26:07.009473] [INFO ] [FORECASTER] Starting predict_future for GYLD [2025-10-16T00:26:07.034439] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:07.035270] [DEBUG] [LOCAL ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt [2025-10-16T00:26:07.035326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:07.035362] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:07.035392] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:07.035467] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:07.052581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:07.053415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:07.053500] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:07.053535] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:07.089866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:07.090017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:07.090058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:07.090089] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:07.093357] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=79.27%) [2025-10-16T00:26:07.093616] [INFO ] [FORECASTER] Completed predict_future for GYLD [2025-10-16T00:26:07.093779] [INFO ] [sig ] GYLD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:07.241214] [INFO ] [LOCAL ] Saved forecast: GYLD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/GYLD.txt [2025-10-16T00:26:07.241424] [INFO ] [sig ] [829/1803] Completed GYLD in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:07.241466] [INFO ] [sig ] [830/1803] Forecasting H... [2025-10-16T00:26:07.241497] [INFO ] [sig ] Generating forecast for: H [2025-10-16T00:26:07.241528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-10-16T00:26:07.250728] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'H'. [2025-10-16T00:26:07.250996] [INFO ] [FORECASTER] Starting predict_future for H [2025-10-16T00:26:07.275623] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:07.276391] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-10-16T00:26:07.276445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:07.276479] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:07.276507] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:07.276564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:07.293421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:07.293981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:07.294062] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:07.294095] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:07.331406] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:07.331542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:07.331579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:07.331608] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:07.334860] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=45.88%) [2025-10-16T00:26:07.335119] [INFO ] [FORECASTER] Completed predict_future for H [2025-10-16T00:26:07.335245] [INFO ] [sig ] H: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:07.474237] [INFO ] [LOCAL ] Saved forecast: H 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/H.txt [2025-10-16T00:26:07.474453] [INFO ] [sig ] [830/1803] Completed H in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:07.474495] [INFO ] [sig ] [831/1803] Forecasting HAE... [2025-10-16T00:26:07.474525] [INFO ] [sig ] Generating forecast for: HAE [2025-10-16T00:26:07.474556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-10-16T00:26:07.482670] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HAE'. [2025-10-16T00:26:07.482928] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-10-16T00:26:07.507174] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:07.507937] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-10-16T00:26:07.507991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:07.508025] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:07.508052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:07.508109] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:07.524977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:07.525504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:07.525581] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:07.525614] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:07.562733] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:07.562832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:07.562868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:07.562914] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:07.565990] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=98.18%) [2025-10-16T00:26:07.566245] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-10-16T00:26:07.566375] [INFO ] [sig ] HAE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:07.706030] [INFO ] [LOCAL ] Saved forecast: HAE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HAE.txt [2025-10-16T00:26:07.706237] [INFO ] [sig ] [831/1803] Completed HAE in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:07.706278] [INFO ] [sig ] [832/1803] Forecasting HAFN... [2025-10-16T00:26:07.706310] [INFO ] [sig ] Generating forecast for: HAFN [2025-10-16T00:26:07.706340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'. [2025-10-16T00:26:07.714382] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HAFN'. [2025-10-16T00:26:07.714638] [INFO ] [FORECASTER] Starting predict_future for HAFN [2025-10-16T00:26:07.738770] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:07.739418] [DEBUG] [LOCAL ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt [2025-10-16T00:26:07.739472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:07.739505] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:07.739532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:07.739589] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:07.756760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:07.757295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:07.757376] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:07.757409] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:07.791454] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:07.791531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:07.791566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:07.791594] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:07.794558] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=5.70%) [2025-10-16T00:26:07.794836] [INFO ] [FORECASTER] Completed predict_future for HAFN [2025-10-16T00:26:07.794971] [INFO ] [sig ] HAFN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:07.934328] [INFO ] [LOCAL ] Saved forecast: HAFN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HAFN.txt [2025-10-16T00:26:07.934532] [INFO ] [sig ] [832/1803] Completed HAFN in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:07.934573] [INFO ] [sig ] [833/1803] Forecasting HAL... [2025-10-16T00:26:07.934603] [INFO ] [sig ] Generating forecast for: HAL [2025-10-16T00:26:07.934634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-10-16T00:26:07.942876] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HAL'. [2025-10-16T00:26:07.943146] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-10-16T00:26:07.967329] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:07.968055] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-10-16T00:26:07.968110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:07.968144] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:07.968172] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:07.968228] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:07.985266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:07.985820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:07.985898] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:07.985932] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:08.021446] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:08.021550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:08.021586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:08.021615] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:08.024778] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=63.21%) [2025-10-16T00:26:08.025029] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-10-16T00:26:08.025157] [INFO ] [sig ] HAL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:08.165120] [INFO ] [LOCAL ] Saved forecast: HAL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HAL.txt [2025-10-16T00:26:08.165347] [INFO ] [sig ] [833/1803] Completed HAL in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.9m [2025-10-16T00:26:08.165389] [INFO ] [sig ] [834/1803] Forecasting HASI... [2025-10-16T00:26:08.165420] [INFO ] [sig ] Generating forecast for: HASI [2025-10-16T00:26:08.165451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-10-16T00:26:08.173791] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HASI'. [2025-10-16T00:26:08.174147] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-10-16T00:26:08.198317] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:08.199104] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-10-16T00:26:08.199159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:08.199193] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:08.199222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:08.199280] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:08.216102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:08.216879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:08.216960] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:08.216994] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:08.250870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:08.250953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:08.250988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:08.251017] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:08.254015] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=88.60%) [2025-10-16T00:26:08.254264] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-10-16T00:26:08.254393] [INFO ] [sig ] HASI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:08.395618] [INFO ] [LOCAL ] Saved forecast: HASI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HASI.txt [2025-10-16T00:26:08.395908] [INFO ] [sig ] [834/1803] Completed HASI in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:08.395954] [INFO ] [sig ] [835/1803] Forecasting HAYW... [2025-10-16T00:26:08.395986] [INFO ] [sig ] Generating forecast for: HAYW [2025-10-16T00:26:08.396019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'. [2025-10-16T00:26:08.404707] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HAYW'. [2025-10-16T00:26:08.405049] [INFO ] [FORECASTER] Starting predict_future for HAYW [2025-10-16T00:26:08.434138] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:08.434965] [DEBUG] [LOCAL ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt [2025-10-16T00:26:08.435021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:08.435110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:08.435149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:08.435207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:08.452178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:08.452946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:08.453036] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:08.453070] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:08.487492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:08.487685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:08.487746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:08.487780] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:08.491244] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=5.94%) [2025-10-16T00:26:08.491512] [INFO ] [FORECASTER] Completed predict_future for HAYW [2025-10-16T00:26:08.491663] [INFO ] [sig ] HAYW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:08.637312] [INFO ] [LOCAL ] Saved forecast: HAYW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HAYW.txt [2025-10-16T00:26:08.637557] [INFO ] [sig ] [835/1803] Completed HAYW in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:08.637599] [INFO ] [sig ] [836/1803] Forecasting HBB... [2025-10-16T00:26:08.637630] [INFO ] [sig ] Generating forecast for: HBB [2025-10-16T00:26:08.637701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-10-16T00:26:08.646534] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HBB'. [2025-10-16T00:26:08.647015] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-10-16T00:26:08.677557] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:08.678693] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-10-16T00:26:08.678772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:08.678813] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:08.678847] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:08.678925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:08.700804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:08.701767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:08.701861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:08.701897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:08.736559] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:08.736768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:08.736820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:08.736851] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:08.740627] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=2.39%) [2025-10-16T00:26:08.741019] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-10-16T00:26:08.741167] [INFO ] [sig ] HBB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:08.890311] [INFO ] [LOCAL ] Saved forecast: HBB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HBB.txt [2025-10-16T00:26:08.890568] [INFO ] [sig ] [836/1803] Completed HBB in 0.3s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:08.890616] [INFO ] [sig ] [837/1803] Forecasting HBI... [2025-10-16T00:26:08.890683] [INFO ] [sig ] Generating forecast for: HBI [2025-10-16T00:26:08.890735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-10-16T00:26:08.899734] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HBI'. [2025-10-16T00:26:08.900166] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-10-16T00:26:08.925431] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:08.926263] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-10-16T00:26:08.926346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:08.926395] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:08.926427] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:08.926491] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:08.944563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:08.945400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:08.945488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:08.945525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:08.983316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:08.983513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:08.983569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:08.983610] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:08.988411] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: UP (p=62.61%) [2025-10-16T00:26:08.988902] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-10-16T00:26:08.989064] [INFO ] [sig ] HBI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:09.133119] [INFO ] [LOCAL ] Saved forecast: HBI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HBI.txt [2025-10-16T00:26:09.133378] [INFO ] [sig ] [837/1803] Completed HBI in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:09.133423] [INFO ] [sig ] [838/1803] Forecasting HBM... [2025-10-16T00:26:09.133453] [INFO ] [sig ] Generating forecast for: HBM [2025-10-16T00:26:09.133486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-10-16T00:26:09.142210] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HBM'. [2025-10-16T00:26:09.142607] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-10-16T00:26:09.168229] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:09.169087] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-10-16T00:26:09.169149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:09.169184] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:09.169212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:09.169270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:09.186773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:09.187592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:09.187716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:09.187764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:09.223882] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:09.224064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:09.224108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:09.224157] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:09.227777] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=17.68%) [2025-10-16T00:26:09.228078] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-10-16T00:26:09.228225] [INFO ] [sig ] HBM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:09.370792] [INFO ] [LOCAL ] Saved forecast: HBM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HBM.txt [2025-10-16T00:26:09.371018] [INFO ] [sig ] [838/1803] Completed HBM in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:09.371060] [INFO ] [sig ] [839/1803] Forecasting HCA... [2025-10-16T00:26:09.371090] [INFO ] [sig ] Generating forecast for: HCA [2025-10-16T00:26:09.371121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-10-16T00:26:09.379661] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HCA'. [2025-10-16T00:26:09.379972] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-10-16T00:26:09.404228] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:09.404906] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-10-16T00:26:09.404959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:09.404993] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:09.405020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:09.405075] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:09.421927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:09.422457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:09.422536] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:09.422569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:09.456813] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:09.456886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:09.456923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:09.456952] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:09.459865] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=57.67%) [2025-10-16T00:26:09.460106] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-10-16T00:26:09.460223] [INFO ] [sig ] HCA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:09.596964] [INFO ] [LOCAL ] Saved forecast: HCA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HCA.txt [2025-10-16T00:26:09.597179] [INFO ] [sig ] [839/1803] Completed HCA in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:09.597220] [INFO ] [sig ] [840/1803] Forecasting HCC... [2025-10-16T00:26:09.597249] [INFO ] [sig ] Generating forecast for: HCC [2025-10-16T00:26:09.597279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-10-16T00:26:09.605212] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HCC'. [2025-10-16T00:26:09.605474] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-10-16T00:26:09.629537] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:09.630229] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-10-16T00:26:09.630283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:09.630316] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:09.630343] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:09.630404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:09.647212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:09.647777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:09.647855] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:09.647889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:09.681863] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:09.681936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:09.681970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:09.681998] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:09.684896] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=46.84%) [2025-10-16T00:26:09.685139] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-10-16T00:26:09.685257] [INFO ] [sig ] HCC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:09.822240] [INFO ] [LOCAL ] Saved forecast: HCC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HCC.txt [2025-10-16T00:26:09.822456] [INFO ] [sig ] [840/1803] Completed HCC in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:09.822497] [INFO ] [sig ] [841/1803] Forecasting HCI... [2025-10-16T00:26:09.822526] [INFO ] [sig ] Generating forecast for: HCI [2025-10-16T00:26:09.822556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-10-16T00:26:09.830536] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HCI'. [2025-10-16T00:26:09.830820] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-10-16T00:26:09.854903] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:09.855539] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-10-16T00:26:09.855592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:09.855624] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:09.855685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:09.855758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:09.872693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:09.873215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:09.873293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:09.873326] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:09.904150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:09.904222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:09.904257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:09.904285] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:09.907188] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=72.79%) [2025-10-16T00:26:09.907434] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-10-16T00:26:09.907980] [INFO ] [sig ] HCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:10.046024] [INFO ] [LOCAL ] Saved forecast: HCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HCI.txt [2025-10-16T00:26:10.046226] [INFO ] [sig ] [841/1803] Completed HCI in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:10.046267] [INFO ] [sig ] [842/1803] Forecasting HD... [2025-10-16T00:26:10.046297] [INFO ] [sig ] Generating forecast for: HD [2025-10-16T00:26:10.046327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-10-16T00:26:10.054671] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HD'. [2025-10-16T00:26:10.054922] [INFO ] [FORECASTER] Starting predict_future for HD [2025-10-16T00:26:10.079004] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:10.079669] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-10-16T00:26:10.079726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:10.079759] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:10.079786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:10.079841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:10.096758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:10.097280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:10.097356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:10.097391] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:10.131339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:10.131439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:10.131476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:10.131504] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:10.134550] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-10-16T00:26:10.134832] [INFO ] [FORECASTER] Completed predict_future for HD [2025-10-16T00:26:10.134959] [INFO ] [sig ] HD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:10.272696] [INFO ] [LOCAL ] Saved forecast: HD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HD.txt [2025-10-16T00:26:10.272919] [INFO ] [sig ] [842/1803] Completed HD in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:10.272960] [INFO ] [sig ] [843/1803] Forecasting HDB... [2025-10-16T00:26:10.272990] [INFO ] [sig ] Generating forecast for: HDB [2025-10-16T00:26:10.273020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-10-16T00:26:10.280921] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HDB'. [2025-10-16T00:26:10.281170] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-10-16T00:26:10.305396] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:10.306071] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-10-16T00:26:10.306124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:10.306157] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:10.306184] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:10.306239] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:10.323097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:10.323606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:10.323719] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:10.323766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:10.355609] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:10.355703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:10.355749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:10.355779] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:10.358706] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=64.07%) [2025-10-16T00:26:10.358950] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-10-16T00:26:10.359071] [INFO ] [sig ] HDB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:10.496586] [INFO ] [LOCAL ] Saved forecast: HDB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HDB.txt [2025-10-16T00:26:10.496819] [INFO ] [sig ] [843/1803] Completed HDB in 0.2s | 4.20 sym/s | Total: 3.3m | ETA: 3.8m [2025-10-16T00:26:10.496877] [INFO ] [sig ] [844/1803] Forecasting HE... [2025-10-16T00:26:10.496917] [INFO ] [sig ] Generating forecast for: HE [2025-10-16T00:26:10.496950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-10-16T00:26:10.505000] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HE'. [2025-10-16T00:26:10.505256] [INFO ] [FORECASTER] Starting predict_future for HE [2025-10-16T00:26:10.529500] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:10.530182] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-10-16T00:26:10.530236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:10.530268] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:10.530295] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:10.530351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:10.546961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:10.547474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:10.547552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:10.547585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:10.579739] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:10.579814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:10.579849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:10.579877] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:10.582790] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=75.72%) [2025-10-16T00:26:10.583034] [INFO ] [FORECASTER] Completed predict_future for HE [2025-10-16T00:26:10.583151] [INFO ] [sig ] HE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:10.720794] [INFO ] [LOCAL ] Saved forecast: HE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HE.txt [2025-10-16T00:26:10.721687] [INFO ] [sig ] [844/1803] Completed HE in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:10.721746] [INFO ] [sig ] [845/1803] Forecasting HEI... [2025-10-16T00:26:10.721779] [INFO ] [sig ] Generating forecast for: HEI [2025-10-16T00:26:10.721811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-10-16T00:26:10.729476] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HEI'. [2025-10-16T00:26:10.729778] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-10-16T00:26:10.753948] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:10.754584] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-10-16T00:26:10.754637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:10.754711] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:10.754745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:10.754801] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:10.771812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:10.772339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:10.772415] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:10.772448] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:10.796467] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:10.796540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:10.796575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:10.796603] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:10.799616] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=63.30%) [2025-10-16T00:26:10.799904] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-10-16T00:26:10.800025] [INFO ] [sig ] HEI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:10.936436] [INFO ] [LOCAL ] Saved forecast: HEI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HEI.txt [2025-10-16T00:26:10.936636] [INFO ] [sig ] [845/1803] Completed HEI in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:10.936713] [INFO ] [sig ] [846/1803] Forecasting HEQ... [2025-10-16T00:26:10.936748] [INFO ] [sig ] Generating forecast for: HEQ [2025-10-16T00:26:10.936779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-10-16T00:26:10.944776] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HEQ'. [2025-10-16T00:26:10.945039] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-10-16T00:26:10.969183] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:10.970076] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-10-16T00:26:10.970129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:10.970162] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:10.970189] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:10.970244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:10.987084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:10.987591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:10.987689] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:10.987740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:11.020056] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:11.020165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:11.020203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:11.020232] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:11.023318] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=87.10%) [2025-10-16T00:26:11.023574] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-10-16T00:26:11.023729] [INFO ] [sig ] HEQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:11.162504] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HEQ.txt [2025-10-16T00:26:11.162777] [INFO ] [sig ] [846/1803] Completed HEQ in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:11.162838] [INFO ] [sig ] [847/1803] Forecasting HESM... [2025-10-16T00:26:11.162874] [INFO ] [sig ] Generating forecast for: HESM [2025-10-16T00:26:11.162905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-10-16T00:26:11.171614] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HESM'. [2025-10-16T00:26:11.171886] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-10-16T00:26:11.195930] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:11.196604] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-10-16T00:26:11.196681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:11.196730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:11.196761] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:11.196818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:11.213534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:11.214073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:11.214164] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:11.214198] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:11.248122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:11.248205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:11.248240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:11.248269] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:11.251213] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=20.08%) [2025-10-16T00:26:11.251459] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-10-16T00:26:11.251577] [INFO ] [sig ] HESM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:11.388769] [INFO ] [LOCAL ] Saved forecast: HESM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HESM.txt [2025-10-16T00:26:11.388974] [INFO ] [sig ] [847/1803] Completed HESM in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:11.389015] [INFO ] [sig ] [848/1803] Forecasting HFRO... [2025-10-16T00:26:11.389045] [INFO ] [sig ] Generating forecast for: HFRO [2025-10-16T00:26:11.389076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-10-16T00:26:11.396869] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HFRO'. [2025-10-16T00:26:11.397124] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-10-16T00:26:11.421398] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:11.422077] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-10-16T00:26:11.422131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:11.422208] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:11.422245] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:11.422302] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:11.439018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:11.439517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:11.439594] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:11.439627] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:11.475134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:11.475237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:11.475293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:11.475347] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:11.478520] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=96.29%) [2025-10-16T00:26:11.478822] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-10-16T00:26:11.478948] [INFO ] [sig ] HFRO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:11.617250] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HFRO.txt [2025-10-16T00:26:11.617439] [INFO ] [sig ] [848/1803] Completed HFRO in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:11.617480] [INFO ] [sig ] [849/1803] Forecasting HGER... [2025-10-16T00:26:11.617510] [INFO ] [sig ] Generating forecast for: HGER [2025-10-16T00:26:11.617551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'. [2025-10-16T00:26:11.635947] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HGER'. [2025-10-16T00:26:11.636309] [INFO ] [FORECASTER] Starting predict_future for HGER [2025-10-16T00:26:11.663588] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:11.664397] [DEBUG] [LOCAL ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt [2025-10-16T00:26:11.664475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:11.664540] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:11.664592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:11.664698] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:11.684381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:11.685042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:11.685129] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:11.685164] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:11.723150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:11.723286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:11.723328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:11.723359] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:11.727318] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: UP (p=76.30%) [2025-10-16T00:26:11.727594] [INFO ] [FORECASTER] Completed predict_future for HGER [2025-10-16T00:26:11.727767] [INFO ] [sig ] HGER: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:11.888621] [INFO ] [LOCAL ] Saved forecast: HGER 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HGER.txt [2025-10-16T00:26:11.888934] [INFO ] [sig ] [849/1803] Completed HGER in 0.3s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:11.888983] [INFO ] [sig ] [850/1803] Forecasting HGLB... [2025-10-16T00:26:11.889014] [INFO ] [sig ] Generating forecast for: HGLB [2025-10-16T00:26:11.889047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-10-16T00:26:11.897618] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HGLB'. [2025-10-16T00:26:11.897911] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-10-16T00:26:11.923924] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:11.924635] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-10-16T00:26:11.924716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:11.924754] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:11.924782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:11.924838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:11.944339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:11.944991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:11.945089] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:11.945140] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:11.983376] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:11.983492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:11.983531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:11.983562] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:11.987092] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=5.41%) [2025-10-16T00:26:11.987363] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-10-16T00:26:11.987506] [INFO ] [sig ] HGLB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:12.145230] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HGLB.txt [2025-10-16T00:26:12.145487] [INFO ] [sig ] [850/1803] Completed HGLB in 0.3s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:12.145569] [INFO ] [sig ] [851/1803] Forecasting HGTY... [2025-10-16T00:26:12.145664] [INFO ] [sig ] Generating forecast for: HGTY [2025-10-16T00:26:12.145731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-10-16T00:26:12.155259] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HGTY'. [2025-10-16T00:26:12.155581] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-10-16T00:26:12.182523] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:12.183270] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-10-16T00:26:12.183326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:12.183363] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:12.183393] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:12.183453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:12.203409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:12.204182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:12.204268] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:12.204303] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:12.241823] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:12.241949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:12.241989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:12.242041] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:12.245855] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-10-16T00:26:12.246163] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-10-16T00:26:12.246308] [INFO ] [sig ] HGTY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:12.391671] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HGTY.txt [2025-10-16T00:26:12.391911] [INFO ] [sig ] [851/1803] Completed HGTY in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:12.391954] [INFO ] [sig ] [852/1803] Forecasting HGV... [2025-10-16T00:26:12.391985] [INFO ] [sig ] Generating forecast for: HGV [2025-10-16T00:26:12.392017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'. [2025-10-16T00:26:12.401253] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HGV'. [2025-10-16T00:26:12.401572] [INFO ] [FORECASTER] Starting predict_future for HGV [2025-10-16T00:26:12.429492] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:12.430423] [DEBUG] [LOCAL ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt [2025-10-16T00:26:12.430482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:12.430519] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:12.430565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:12.430676] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:12.449393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:12.450122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:12.450231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:12.450306] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:12.488072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:12.488183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:12.488222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:12.488252] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:12.491722] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: DOWN (p=5.66%) [2025-10-16T00:26:12.492010] [INFO ] [FORECASTER] Completed predict_future for HGV [2025-10-16T00:26:12.492150] [INFO ] [sig ] HGV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:12.650183] [INFO ] [LOCAL ] Saved forecast: HGV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HGV.txt [2025-10-16T00:26:12.650483] [INFO ] [sig ] [852/1803] Completed HGV in 0.3s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:12.650558] [INFO ] [sig ] [853/1803] Forecasting HHH... [2025-10-16T00:26:12.650627] [INFO ] [sig ] Generating forecast for: HHH [2025-10-16T00:26:12.650710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-10-16T00:26:12.659115] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HHH'. [2025-10-16T00:26:12.659394] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-10-16T00:26:12.687070] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:12.687804] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-10-16T00:26:12.687859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:12.687894] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:12.687923] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:12.687980] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:12.707731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:12.708344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:12.708427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:12.708461] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:12.746109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:12.746226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:12.746266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:12.746296] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:12.749607] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=6.01%) [2025-10-16T00:26:12.749919] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-10-16T00:26:12.750102] [INFO ] [sig ] HHH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:12.905216] [INFO ] [LOCAL ] Saved forecast: HHH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HHH.txt [2025-10-16T00:26:12.905447] [INFO ] [sig ] [853/1803] Completed HHH in 0.3s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:12.905490] [INFO ] [sig ] [854/1803] Forecasting HI... [2025-10-16T00:26:12.905523] [INFO ] [sig ] Generating forecast for: HI [2025-10-16T00:26:12.905555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-10-16T00:26:12.914444] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HI'. [2025-10-16T00:26:12.914779] [INFO ] [FORECASTER] Starting predict_future for HI [2025-10-16T00:26:12.939163] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:12.939840] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-10-16T00:26:12.939895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:12.939927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:12.939954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:12.940010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:12.956922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:12.957456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:12.957551] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:12.957585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:12.990532] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:12.990607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:12.990662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:12.990716] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:12.993609] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=27.33%) [2025-10-16T00:26:12.993880] [INFO ] [FORECASTER] Completed predict_future for HI [2025-10-16T00:26:12.994027] [INFO ] [sig ] HI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:13.135890] [INFO ] [LOCAL ] Saved forecast: HI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HI.txt [2025-10-16T00:26:13.136201] [INFO ] [sig ] [854/1803] Completed HI in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:13.136262] [INFO ] [sig ] [855/1803] Forecasting HIG... [2025-10-16T00:26:13.136297] [INFO ] [sig ] Generating forecast for: HIG [2025-10-16T00:26:13.136329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-10-16T00:26:13.145319] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HIG'. [2025-10-16T00:26:13.145567] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-10-16T00:26:13.169755] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:13.170421] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-10-16T00:26:13.170476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:13.170509] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:13.170537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:13.170594] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:13.187463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:13.188016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:13.188096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:13.188129] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:13.223003] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:13.223076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:13.223111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:13.223139] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:13.226056] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=75.89%) [2025-10-16T00:26:13.226297] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-10-16T00:26:13.226418] [INFO ] [sig ] HIG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:13.378310] [INFO ] [LOCAL ] Saved forecast: HIG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HIG.txt [2025-10-16T00:26:13.378587] [INFO ] [sig ] [855/1803] Completed HIG in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:13.378669] [INFO ] [sig ] [856/1803] Forecasting HII... [2025-10-16T00:26:13.378724] [INFO ] [sig ] Generating forecast for: HII [2025-10-16T00:26:13.378759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-10-16T00:26:13.387173] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HII'. [2025-10-16T00:26:13.387498] [INFO ] [FORECASTER] Starting predict_future for HII [2025-10-16T00:26:13.411904] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:13.412624] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-10-16T00:26:13.412720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:13.412762] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:13.412792] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:13.412849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:13.429963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:13.430599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:13.430706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:13.430753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:13.466493] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:13.466713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:13.466770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:13.466803] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:13.470230] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-10-16T00:26:13.470497] [INFO ] [FORECASTER] Completed predict_future for HII [2025-10-16T00:26:13.470625] [INFO ] [sig ] HII: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:13.613353] [INFO ] [LOCAL ] Saved forecast: HII 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HII.txt [2025-10-16T00:26:13.613596] [INFO ] [sig ] [856/1803] Completed HII in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:13.613637] [INFO ] [sig ] [857/1803] Forecasting HIMS... [2025-10-16T00:26:13.613716] [INFO ] [sig ] Generating forecast for: HIMS [2025-10-16T00:26:13.613753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-10-16T00:26:13.622449] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HIMS'. [2025-10-16T00:26:13.622817] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-10-16T00:26:13.648148] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:13.649683] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-10-16T00:26:13.649836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:13.649874] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:13.649903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:13.649971] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:13.666886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:13.667527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:13.667613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:13.667672] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:13.706254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:13.706369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:13.706407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:13.706437] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:13.709638] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-10-16T00:26:13.709927] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-10-16T00:26:13.710061] [INFO ] [sig ] HIMS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:13.847734] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HIMS.txt [2025-10-16T00:26:13.847963] [INFO ] [sig ] [857/1803] Completed HIMS in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:13.848004] [INFO ] [sig ] [858/1803] Forecasting HIO... [2025-10-16T00:26:13.848035] [INFO ] [sig ] Generating forecast for: HIO [2025-10-16T00:26:13.848122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-10-16T00:26:13.857240] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HIO'. [2025-10-16T00:26:13.857523] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-10-16T00:26:13.882262] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:13.883074] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-10-16T00:26:13.883130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:13.883165] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:13.883193] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:13.883250] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:13.900408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:13.901127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:13.901210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:13.901243] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:13.936782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:13.936939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:13.936980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:13.937011] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:13.940729] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=87.16%) [2025-10-16T00:26:13.941009] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-10-16T00:26:13.941150] [INFO ] [sig ] HIO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:14.084163] [INFO ] [LOCAL ] Saved forecast: HIO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HIO.txt [2025-10-16T00:26:14.084429] [INFO ] [sig ] [858/1803] Completed HIO in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.8m [2025-10-16T00:26:14.084471] [INFO ] [sig ] [859/1803] Forecasting HIPO... [2025-10-16T00:26:14.084502] [INFO ] [sig ] Generating forecast for: HIPO [2025-10-16T00:26:14.084538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-10-16T00:26:14.093282] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HIPO'. [2025-10-16T00:26:14.093561] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-10-16T00:26:14.118218] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:14.119004] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-10-16T00:26:14.119060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:14.119097] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:14.119160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:14.119261] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:14.136015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:14.136579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:14.136677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:14.136731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:14.168428] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:14.168533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:14.168606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:14.168670] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:14.171811] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-10-16T00:26:14.172093] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-10-16T00:26:14.172226] [INFO ] [sig ] HIPO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:14.311330] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HIPO.txt [2025-10-16T00:26:14.311563] [INFO ] [sig ] [859/1803] Completed HIPO in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:14.311606] [INFO ] [sig ] [860/1803] Forecasting HIW... [2025-10-16T00:26:14.311636] [INFO ] [sig ] Generating forecast for: HIW [2025-10-16T00:26:14.311898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'. [2025-10-16T00:26:14.320329] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HIW'. [2025-10-16T00:26:14.320692] [INFO ] [FORECASTER] Starting predict_future for HIW [2025-10-16T00:26:14.344975] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:14.345671] [DEBUG] [LOCAL ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt [2025-10-16T00:26:14.345729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:14.345765] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:14.345793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:14.345849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:14.362815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:14.363327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:14.363404] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:14.363437] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:14.400035] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:14.400150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:14.400187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:14.400217] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:14.403444] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=41.98%) [2025-10-16T00:26:14.403741] [INFO ] [FORECASTER] Completed predict_future for HIW [2025-10-16T00:26:14.403872] [INFO ] [sig ] HIW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:14.542911] [INFO ] [LOCAL ] Saved forecast: HIW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HIW.txt [2025-10-16T00:26:14.543163] [INFO ] [sig ] [860/1803] Completed HIW in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:14.543207] [INFO ] [sig ] [861/1803] Forecasting HIX... [2025-10-16T00:26:14.543237] [INFO ] [sig ] Generating forecast for: HIX [2025-10-16T00:26:14.543269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-10-16T00:26:14.551387] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HIX'. [2025-10-16T00:26:14.551631] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-10-16T00:26:14.575820] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:14.576504] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-10-16T00:26:14.576594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:14.576634] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:14.576706] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:14.576772] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:14.593717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:14.594240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:14.594316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:14.594364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:14.628365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:14.628442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:14.628476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:14.628505] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:14.631482] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-10-16T00:26:14.631767] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-10-16T00:26:14.631903] [INFO ] [sig ] HIX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:14.770924] [INFO ] [LOCAL ] Saved forecast: HIX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HIX.txt [2025-10-16T00:26:14.771151] [INFO ] [sig ] [861/1803] Completed HIX in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:14.771194] [INFO ] [sig ] [862/1803] Forecasting HKD... [2025-10-16T00:26:14.771224] [INFO ] [sig ] Generating forecast for: HKD [2025-10-16T00:26:14.771254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'. [2025-10-16T00:26:14.779328] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HKD'. [2025-10-16T00:26:14.779574] [INFO ] [FORECASTER] Starting predict_future for HKD [2025-10-16T00:26:14.804499] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:14.805251] [DEBUG] [LOCAL ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt [2025-10-16T00:26:14.805306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:14.805339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:14.805367] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:14.805424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:14.822307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:14.822904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:14.822982] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:14.823015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:14.857758] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:14.857839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:14.857873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:14.857901] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:14.860938] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: UP (p=96.11%) [2025-10-16T00:26:14.861182] [INFO ] [FORECASTER] Completed predict_future for HKD [2025-10-16T00:26:14.861306] [INFO ] [sig ] HKD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:15.000148] [INFO ] [LOCAL ] Saved forecast: HKD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HKD.txt [2025-10-16T00:26:15.000353] [INFO ] [sig ] [862/1803] Completed HKD in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:15.000394] [INFO ] [sig ] [863/1803] Forecasting HL... [2025-10-16T00:26:15.000424] [INFO ] [sig ] Generating forecast for: HL [2025-10-16T00:26:15.000455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-10-16T00:26:15.008339] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HL'. [2025-10-16T00:26:15.008608] [INFO ] [FORECASTER] Starting predict_future for HL [2025-10-16T00:26:15.032872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:15.033604] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-10-16T00:26:15.033682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:15.033747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:15.033778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:15.033836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:15.050606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:15.051161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:15.051241] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:15.051274] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:15.086178] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:15.086258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:15.086293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:15.086320] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:15.089318] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-10-16T00:26:15.089566] [INFO ] [FORECASTER] Completed predict_future for HL [2025-10-16T00:26:15.089725] [INFO ] [sig ] HL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:15.228264] [INFO ] [LOCAL ] Saved forecast: HL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HL.txt [2025-10-16T00:26:15.228484] [INFO ] [sig ] [863/1803] Completed HL in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:15.228525] [INFO ] [sig ] [864/1803] Forecasting HLF... [2025-10-16T00:26:15.228578] [INFO ] [sig ] Generating forecast for: HLF [2025-10-16T00:26:15.228626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-10-16T00:26:15.236913] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLF'. [2025-10-16T00:26:15.237163] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-10-16T00:26:15.261447] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:15.262146] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-10-16T00:26:15.262200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:15.262232] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:15.262261] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:15.262318] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:15.279570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:15.280125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:15.280237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:15.280276] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:15.319744] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:15.319863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:15.319922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:15.319975] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:15.323542] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=2.07%) [2025-10-16T00:26:15.323837] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-10-16T00:26:15.323999] [INFO ] [sig ] HLF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:15.462212] [INFO ] [LOCAL ] Saved forecast: HLF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HLF.txt [2025-10-16T00:26:15.462415] [INFO ] [sig ] [864/1803] Completed HLF in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:15.462455] [INFO ] [sig ] [865/1803] Forecasting HLI... [2025-10-16T00:26:15.462485] [INFO ] [sig ] Generating forecast for: HLI [2025-10-16T00:26:15.462516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-10-16T00:26:15.471248] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLI'. [2025-10-16T00:26:15.471507] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-10-16T00:26:15.495744] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:15.496388] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-10-16T00:26:15.496441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:15.496473] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:15.496501] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:15.496559] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:15.513912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:15.514452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:15.514542] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:15.514595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:15.549623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:15.549741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:15.549783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:15.549812] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:15.552906] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=76.74%) [2025-10-16T00:26:15.553179] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-10-16T00:26:15.553314] [INFO ] [sig ] HLI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:15.692064] [INFO ] [LOCAL ] Saved forecast: HLI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HLI.txt [2025-10-16T00:26:15.692280] [INFO ] [sig ] [865/1803] Completed HLI in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:15.692325] [INFO ] [sig ] [866/1803] Forecasting HLIO... [2025-10-16T00:26:15.692358] [INFO ] [sig ] Generating forecast for: HLIO [2025-10-16T00:26:15.692389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-10-16T00:26:15.700818] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLIO'. [2025-10-16T00:26:15.701125] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-10-16T00:26:15.725639] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:15.726403] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-10-16T00:26:15.726457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:15.726492] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:15.726519] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:15.726577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:15.743584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:15.744201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:15.744278] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:15.744312] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:15.778065] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:15.778181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:15.778217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:15.778246] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:15.781433] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-10-16T00:26:15.781724] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-10-16T00:26:15.781875] [INFO ] [sig ] HLIO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:15.919730] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HLIO.txt [2025-10-16T00:26:15.919951] [INFO ] [sig ] [866/1803] Completed HLIO in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:15.919993] [INFO ] [sig ] [867/1803] Forecasting HLLY... [2025-10-16T00:26:15.920023] [INFO ] [sig ] Generating forecast for: HLLY [2025-10-16T00:26:15.920055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-10-16T00:26:15.928104] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLLY'. [2025-10-16T00:26:15.928356] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-10-16T00:26:15.952442] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:15.953122] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-10-16T00:26:15.953175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:15.953208] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:15.953236] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:15.953293] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:15.970383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:15.970950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:15.971027] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:15.971060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:16.005149] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:16.005227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:16.005262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:16.005290] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:16.008776] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-10-16T00:26:16.009021] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-10-16T00:26:16.009145] [INFO ] [sig ] HLLY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:16.148238] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HLLY.txt [2025-10-16T00:26:16.148452] [INFO ] [sig ] [867/1803] Completed HLLY in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:16.148492] [INFO ] [sig ] [868/1803] Forecasting HLN... [2025-10-16T00:26:16.148522] [INFO ] [sig ] Generating forecast for: HLN [2025-10-16T00:26:16.148573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-10-16T00:26:16.156779] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLN'. [2025-10-16T00:26:16.157042] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-10-16T00:26:16.181901] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:16.182599] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-10-16T00:26:16.182677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:16.182728] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:16.182758] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:16.182814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:16.199700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:16.200213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:16.200289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:16.200322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:16.235222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:16.235299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:16.235334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:16.235362] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:16.238372] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=71.69%) [2025-10-16T00:26:16.238700] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-10-16T00:26:16.238840] [INFO ] [sig ] HLN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:16.378280] [INFO ] [LOCAL ] Saved forecast: HLN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HLN.txt [2025-10-16T00:26:16.378474] [INFO ] [sig ] [868/1803] Completed HLN in 0.2s | 4.20 sym/s | Total: 3.4m | ETA: 3.7m [2025-10-16T00:26:16.378514] [INFO ] [sig ] [869/1803] Forecasting HLT... [2025-10-16T00:26:16.378575] [INFO ] [sig ] Generating forecast for: HLT [2025-10-16T00:26:16.378631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-10-16T00:26:16.386596] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLT'. [2025-10-16T00:26:16.386876] [INFO ] [FORECASTER] Starting predict_future for HLT [2025-10-16T00:26:16.411104] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:16.411825] [DEBUG] [LOCAL ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt [2025-10-16T00:26:16.411880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:16.411913] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:16.411943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:16.412001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:16.429031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:16.429877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:16.429961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:16.429997] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:16.472370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:16.472542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:16.472587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:16.472618] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:16.476171] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=62.52%) [2025-10-16T00:26:16.476434] [INFO ] [FORECASTER] Completed predict_future for HLT [2025-10-16T00:26:16.476561] [INFO ] [sig ] HLT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:16.634417] [INFO ] [LOCAL ] Saved forecast: HLT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HLT.txt [2025-10-16T00:26:16.634694] [INFO ] [sig ] [869/1803] Completed HLT in 0.3s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:16.634755] [INFO ] [sig ] [870/1803] Forecasting HLX... [2025-10-16T00:26:16.634789] [INFO ] [sig ] Generating forecast for: HLX [2025-10-16T00:26:16.634821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-10-16T00:26:16.643261] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HLX'. [2025-10-16T00:26:16.643587] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-10-16T00:26:16.669387] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:16.670224] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-10-16T00:26:16.670284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:16.670339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:16.670370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:16.670429] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:16.688753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:16.689494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:16.689576] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:16.689609] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:16.726365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:16.726499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:16.726539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:16.726569] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:16.729894] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=44.83%) [2025-10-16T00:26:16.730149] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-10-16T00:26:16.730276] [INFO ] [sig ] HLX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:16.869296] [INFO ] [LOCAL ] Saved forecast: HLX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HLX.txt [2025-10-16T00:26:16.869510] [INFO ] [sig ] [870/1803] Completed HLX in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:16.869594] [INFO ] [sig ] [871/1803] Forecasting HMC... [2025-10-16T00:26:16.869633] [INFO ] [sig ] Generating forecast for: HMC [2025-10-16T00:26:16.869709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-10-16T00:26:16.877748] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HMC'. [2025-10-16T00:26:16.878011] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-10-16T00:26:16.902309] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:16.903063] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-10-16T00:26:16.903117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:16.903151] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:16.903179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:16.903236] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:16.920117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:16.920669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:16.920750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:16.920784] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:16.955548] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:16.955631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:16.955704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:16.955743] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:16.958789] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=95.13%) [2025-10-16T00:26:16.959036] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-10-16T00:26:16.959156] [INFO ] [sig ] HMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:17.099266] [INFO ] [LOCAL ] Saved forecast: HMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HMC.txt [2025-10-16T00:26:17.099478] [INFO ] [sig ] [871/1803] Completed HMC in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:17.099518] [INFO ] [sig ] [872/1803] Forecasting HMN... [2025-10-16T00:26:17.099549] [INFO ] [sig ] Generating forecast for: HMN [2025-10-16T00:26:17.099580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-10-16T00:26:17.107840] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HMN'. [2025-10-16T00:26:17.108103] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-10-16T00:26:17.132217] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:17.132901] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-10-16T00:26:17.132954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:17.132987] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:17.133014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:17.133069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:17.150085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:17.150607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:17.150709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:17.150755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:17.184222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:17.184372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:17.184412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:17.184442] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:17.187939] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=84.01%) [2025-10-16T00:26:17.188244] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-10-16T00:26:17.188381] [INFO ] [sig ] HMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:17.328377] [INFO ] [LOCAL ] Saved forecast: HMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HMN.txt [2025-10-16T00:26:17.328679] [INFO ] [sig ] [872/1803] Completed HMN in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:17.328741] [INFO ] [sig ] [873/1803] Forecasting HMY... [2025-10-16T00:26:17.328774] [INFO ] [sig ] Generating forecast for: HMY [2025-10-16T00:26:17.328805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-10-16T00:26:17.337191] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HMY'. [2025-10-16T00:26:17.337535] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-10-16T00:26:17.361897] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:17.362561] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-10-16T00:26:17.362614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:17.362672] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:17.362721] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:17.362781] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:17.379778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:17.380312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:17.380390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:17.380424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:17.417205] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:17.417326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:17.417364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:17.417394] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:17.420667] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=86.54%) [2025-10-16T00:26:17.420936] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-10-16T00:26:17.421063] [INFO ] [sig ] HMY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:17.566297] [INFO ] [LOCAL ] Saved forecast: HMY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HMY.txt [2025-10-16T00:26:17.566532] [INFO ] [sig ] [873/1803] Completed HMY in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:17.566589] [INFO ] [sig ] [874/1803] Forecasting HNI... [2025-10-16T00:26:17.566673] [INFO ] [sig ] Generating forecast for: HNI [2025-10-16T00:26:17.566728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-10-16T00:26:17.575739] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HNI'. [2025-10-16T00:26:17.576056] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-10-16T00:26:17.601427] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:17.602147] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-10-16T00:26:17.602202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:17.602237] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:17.602267] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:17.602325] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:17.620237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:17.620818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:17.620899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:17.620934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:17.656162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:17.656343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:17.656386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:17.656415] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:17.659888] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=92.69%) [2025-10-16T00:26:17.660148] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-10-16T00:26:17.660277] [INFO ] [sig ] HNI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:17.798450] [INFO ] [LOCAL ] Saved forecast: HNI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HNI.txt [2025-10-16T00:26:17.798747] [INFO ] [sig ] [874/1803] Completed HNI in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:17.798807] [INFO ] [sig ] [875/1803] Forecasting HOG... [2025-10-16T00:26:17.798840] [INFO ] [sig ] Generating forecast for: HOG [2025-10-16T00:26:17.798872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-10-16T00:26:17.806943] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HOG'. [2025-10-16T00:26:17.807219] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-10-16T00:26:17.831521] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:17.832205] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-10-16T00:26:17.832258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:17.832292] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:17.832319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:17.832375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:17.849288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:17.849864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:17.849942] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:17.849975] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:17.884942] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:17.885043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:17.885081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:17.885110] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:17.888116] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=23.25%) [2025-10-16T00:26:17.888362] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-10-16T00:26:17.888483] [INFO ] [sig ] HOG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:18.026566] [INFO ] [LOCAL ] Saved forecast: HOG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HOG.txt [2025-10-16T00:26:18.026809] [INFO ] [sig ] [875/1803] Completed HOG in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:18.026869] [INFO ] [sig ] [876/1803] Forecasting HOMB... [2025-10-16T00:26:18.026902] [INFO ] [sig ] Generating forecast for: HOMB [2025-10-16T00:26:18.026934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-10-16T00:26:18.035376] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HOMB'. [2025-10-16T00:26:18.035631] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-10-16T00:26:18.059923] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:18.060571] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-10-16T00:26:18.060627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:18.060696] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:18.060736] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:18.060794] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:18.077828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:18.078334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:18.078409] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:18.078442] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:18.111994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:18.112119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:18.112157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:18.112185] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:18.115383] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=65.26%) [2025-10-16T00:26:18.115670] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-10-16T00:26:18.115809] [INFO ] [sig ] HOMB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:18.257691] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HOMB.txt [2025-10-16T00:26:18.257933] [INFO ] [sig ] [876/1803] Completed HOMB in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:18.257976] [INFO ] [sig ] [877/1803] Forecasting HOUS... [2025-10-16T00:26:18.258005] [INFO ] [sig ] Generating forecast for: HOUS [2025-10-16T00:26:18.258036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-10-16T00:26:18.266457] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HOUS'. [2025-10-16T00:26:18.266751] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-10-16T00:26:18.292147] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:18.292882] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-10-16T00:26:18.292938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:18.292988] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:18.293019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:18.293126] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:18.310517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:18.311099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:18.311183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:18.311218] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:18.349550] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:18.349638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:18.349720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:18.349756] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:18.352961] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=70.72%) [2025-10-16T00:26:18.353237] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-10-16T00:26:18.353370] [INFO ] [sig ] HOUS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:18.494830] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HOUS.txt [2025-10-16T00:26:18.495064] [INFO ] [sig ] [877/1803] Completed HOUS in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:18.495104] [INFO ] [sig ] [878/1803] Forecasting HOV... [2025-10-16T00:26:18.495134] [INFO ] [sig ] Generating forecast for: HOV [2025-10-16T00:26:18.495165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'. [2025-10-16T00:26:18.503420] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HOV'. [2025-10-16T00:26:18.503704] [INFO ] [FORECASTER] Starting predict_future for HOV [2025-10-16T00:26:18.528241] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:18.528987] [DEBUG] [LOCAL ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt [2025-10-16T00:26:18.529043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:18.529076] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:18.529103] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:18.529159] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:18.546045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:18.546554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:18.546630] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:18.546700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:18.584808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:18.585021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:18.585097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:18.585161] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:18.588784] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=45.15%) [2025-10-16T00:26:18.589076] [INFO ] [FORECASTER] Completed predict_future for HOV [2025-10-16T00:26:18.589217] [INFO ] [sig ] HOV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:18.734632] [INFO ] [LOCAL ] Saved forecast: HOV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HOV.txt [2025-10-16T00:26:18.734903] [INFO ] [sig ] [878/1803] Completed HOV in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:18.734951] [INFO ] [sig ] [879/1803] Forecasting HP... [2025-10-16T00:26:18.734982] [INFO ] [sig ] Generating forecast for: HP [2025-10-16T00:26:18.735016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-10-16T00:26:18.744130] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HP'. [2025-10-16T00:26:18.744456] [INFO ] [FORECASTER] Starting predict_future for HP [2025-10-16T00:26:18.769313] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:18.770050] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-10-16T00:26:18.770106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:18.770140] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:18.770167] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:18.770223] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:18.787104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:18.787626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:18.787738] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:18.787777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:18.822886] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:18.822966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:18.823000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:18.823028] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:18.825982] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=29.38%) [2025-10-16T00:26:18.826227] [INFO ] [FORECASTER] Completed predict_future for HP [2025-10-16T00:26:18.826349] [INFO ] [sig ] HP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:18.963339] [INFO ] [LOCAL ] Saved forecast: HP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HP.txt [2025-10-16T00:26:18.963571] [INFO ] [sig ] [879/1803] Completed HP in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:18.963612] [INFO ] [sig ] [880/1803] Forecasting HPE... [2025-10-16T00:26:18.963664] [INFO ] [sig ] Generating forecast for: HPE [2025-10-16T00:26:18.963726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-10-16T00:26:18.971991] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HPE'. [2025-10-16T00:26:18.972267] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-10-16T00:26:18.996486] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:18.997219] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-10-16T00:26:18.997273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:18.997306] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:18.997333] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:18.997389] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:19.014373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:19.015004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:19.015085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:19.015118] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:19.054316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:19.054444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:19.054878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:19.054918] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:19.058329] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-10-16T00:26:19.058672] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-10-16T00:26:19.058812] [INFO ] [sig ] HPE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:19.199348] [INFO ] [LOCAL ] Saved forecast: HPE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HPE.txt [2025-10-16T00:26:19.199609] [INFO ] [sig ] [880/1803] Completed HPE in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:19.199696] [INFO ] [sig ] [881/1803] Forecasting HPF... [2025-10-16T00:26:19.199741] [INFO ] [sig ] Generating forecast for: HPF [2025-10-16T00:26:19.199775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-10-16T00:26:19.208853] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HPF'. [2025-10-16T00:26:19.209136] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-10-16T00:26:19.235066] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:19.235864] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-10-16T00:26:19.235919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:19.235957] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:19.235986] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:19.236050] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:19.254364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:19.255219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:19.255308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:19.255342] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:19.293881] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:19.294054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:19.294094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:19.294123] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:19.297732] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=93.27%) [2025-10-16T00:26:19.298023] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-10-16T00:26:19.298152] [INFO ] [sig ] HPF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:19.459709] [INFO ] [LOCAL ] Saved forecast: HPF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HPF.txt [2025-10-16T00:26:19.459971] [INFO ] [sig ] [881/1803] Completed HPF in 0.3s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:19.460015] [INFO ] [sig ] [882/1803] Forecasting HPI... [2025-10-16T00:26:19.460046] [INFO ] [sig ] Generating forecast for: HPI [2025-10-16T00:26:19.460077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-10-16T00:26:19.468366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HPI'. [2025-10-16T00:26:19.468760] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-10-16T00:26:19.493437] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:19.494196] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-10-16T00:26:19.494251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:19.494285] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:19.494314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:19.494371] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:19.511301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:19.511887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:19.511966] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:19.512000] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:19.546533] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:19.546621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:19.546706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:19.546752] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:19.549820] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=35.56%) [2025-10-16T00:26:19.550076] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-10-16T00:26:19.550198] [INFO ] [sig ] HPI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:19.688292] [INFO ] [LOCAL ] Saved forecast: HPI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HPI.txt [2025-10-16T00:26:19.688482] [INFO ] [sig ] [882/1803] Completed HPI in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:19.688522] [INFO ] [sig ] [883/1803] Forecasting HPP... [2025-10-16T00:26:19.688582] [INFO ] [sig ] Generating forecast for: HPP [2025-10-16T00:26:19.688661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-10-16T00:26:19.697200] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HPP'. [2025-10-16T00:26:19.697458] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-10-16T00:26:19.721739] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:19.722431] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-10-16T00:26:19.722485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:19.722517] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:19.722545] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:19.722601] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:19.739399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:19.739977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:19.740061] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:19.740095] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:19.776217] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:19.776308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:19.776344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:19.776372] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:19.779492] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=46.73%) [2025-10-16T00:26:19.779795] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-10-16T00:26:19.779928] [INFO ] [sig ] HPP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:19.918737] [INFO ] [LOCAL ] Saved forecast: HPP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HPP.txt [2025-10-16T00:26:19.918993] [INFO ] [sig ] [883/1803] Completed HPP in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.7m [2025-10-16T00:26:19.919040] [INFO ] [sig ] [884/1803] Forecasting HPQ... [2025-10-16T00:26:19.919071] [INFO ] [sig ] Generating forecast for: HPQ [2025-10-16T00:26:19.919103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-10-16T00:26:19.927215] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HPQ'. [2025-10-16T00:26:19.927478] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-10-16T00:26:19.951714] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:19.952393] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-10-16T00:26:19.952447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:19.952480] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:19.952522] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:19.952580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:19.969461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:19.970057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:19.970137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:19.970171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:20.007485] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:20.007635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:20.007715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:20.007750] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:20.011064] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=89.31%) [2025-10-16T00:26:20.011323] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-10-16T00:26:20.011449] [INFO ] [sig ] HPQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:20.150428] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HPQ.txt [2025-10-16T00:26:20.150701] [INFO ] [sig ] [884/1803] Completed HPQ in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:20.150763] [INFO ] [sig ] [885/1803] Forecasting HPS... [2025-10-16T00:26:20.150796] [INFO ] [sig ] Generating forecast for: HPS [2025-10-16T00:26:20.150828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-10-16T00:26:20.159840] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HPS'. [2025-10-16T00:26:20.160156] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-10-16T00:26:20.184563] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:20.185302] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-10-16T00:26:20.185356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:20.185389] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:20.185416] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:20.185471] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:20.202497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:20.203091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:20.203171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:20.203205] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:20.237669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:20.237746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:20.237781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:20.237809] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:20.240771] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=14.18%) [2025-10-16T00:26:20.241015] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-10-16T00:26:20.241136] [INFO ] [sig ] HPS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:20.381180] [INFO ] [LOCAL ] Saved forecast: HPS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HPS.txt [2025-10-16T00:26:20.381387] [INFO ] [sig ] [885/1803] Completed HPS in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:20.381427] [INFO ] [sig ] [886/1803] Forecasting HQH... [2025-10-16T00:26:20.381457] [INFO ] [sig ] Generating forecast for: HQH [2025-10-16T00:26:20.381487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-10-16T00:26:20.389284] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HQH'. [2025-10-16T00:26:20.389548] [INFO ] [FORECASTER] Starting predict_future for HQH [2025-10-16T00:26:20.413800] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:20.414446] [DEBUG] [LOCAL ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt [2025-10-16T00:26:20.414498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:20.414531] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:20.414559] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:20.414615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:20.431832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:20.432344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:20.432420] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:20.432453] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:20.466302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:20.466373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:20.466407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:20.466435] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:20.469434] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=98.99%) [2025-10-16T00:26:20.469706] [INFO ] [FORECASTER] Completed predict_future for HQH [2025-10-16T00:26:20.469840] [INFO ] [sig ] HQH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:20.625514] [INFO ] [LOCAL ] Saved forecast: HQH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HQH.txt [2025-10-16T00:26:20.625851] [INFO ] [sig ] [886/1803] Completed HQH in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:20.625912] [INFO ] [sig ] [887/1803] Forecasting HQL... [2025-10-16T00:26:20.625947] [INFO ] [sig ] Generating forecast for: HQL [2025-10-16T00:26:20.625980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-10-16T00:26:20.634691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HQL'. [2025-10-16T00:26:20.634979] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-10-16T00:26:20.659690] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:20.660418] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-10-16T00:26:20.660472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:20.660505] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:20.660532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:20.660587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:20.677512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:20.678091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:20.678196] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:20.678250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:20.714369] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:20.714503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:20.714544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:20.714574] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:20.717922] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=30.47%) [2025-10-16T00:26:20.718192] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-10-16T00:26:20.718330] [INFO ] [sig ] HQL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:20.858156] [INFO ] [LOCAL ] Saved forecast: HQL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HQL.txt [2025-10-16T00:26:20.858384] [INFO ] [sig ] [887/1803] Completed HQL in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:20.858426] [INFO ] [sig ] [888/1803] Forecasting HR... [2025-10-16T00:26:20.858455] [INFO ] [sig ] Generating forecast for: HR [2025-10-16T00:26:20.858486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'. [2025-10-16T00:26:20.867290] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HR'. [2025-10-16T00:26:20.867538] [INFO ] [FORECASTER] Starting predict_future for HR [2025-10-16T00:26:20.891878] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:20.892520] [DEBUG] [LOCAL ] No optimal features file found for HR: ./output/feature-sets/HR.txt [2025-10-16T00:26:20.892573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:20.892605] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:20.892633] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:20.892729] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:20.909755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:20.910277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:20.910354] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:20.910387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:20.947373] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:20.947473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:20.947511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:20.947541] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:20.950775] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: UP (p=52.21%) [2025-10-16T00:26:20.951033] [INFO ] [FORECASTER] Completed predict_future for HR [2025-10-16T00:26:20.951163] [INFO ] [sig ] HR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:21.090824] [INFO ] [LOCAL ] Saved forecast: HR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HR.txt [2025-10-16T00:26:21.091039] [INFO ] [sig ] [888/1803] Completed HR in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:21.091079] [INFO ] [sig ] [889/1803] Forecasting HRB... [2025-10-16T00:26:21.091109] [INFO ] [sig ] Generating forecast for: HRB [2025-10-16T00:26:21.091141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-10-16T00:26:21.098955] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HRB'. [2025-10-16T00:26:21.099206] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-10-16T00:26:21.123762] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:21.124425] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-10-16T00:26:21.124477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:21.124510] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:21.124537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:21.124593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:21.141399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:21.141953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:21.142031] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:21.142064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:21.178944] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:21.179049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:21.179085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:21.179131] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:21.182218] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=40.62%) [2025-10-16T00:26:21.182477] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-10-16T00:26:21.182607] [INFO ] [sig ] HRB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:21.322603] [INFO ] [LOCAL ] Saved forecast: HRB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HRB.txt [2025-10-16T00:26:21.322877] [INFO ] [sig ] [889/1803] Completed HRB in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:21.322928] [INFO ] [sig ] [890/1803] Forecasting HRI... [2025-10-16T00:26:21.322960] [INFO ] [sig ] Generating forecast for: HRI [2025-10-16T00:26:21.322999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'. [2025-10-16T00:26:21.331285] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HRI'. [2025-10-16T00:26:21.331539] [INFO ] [FORECASTER] Starting predict_future for HRI [2025-10-16T00:26:21.357234] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:21.357988] [DEBUG] [LOCAL ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt [2025-10-16T00:26:21.358042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:21.358076] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:21.358154] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:21.358221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:21.375075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:21.375609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:21.375717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:21.375762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:21.410157] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:21.410242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:21.410278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:21.410306] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:21.413538] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-10-16T00:26:21.413864] [INFO ] [FORECASTER] Completed predict_future for HRI [2025-10-16T00:26:21.413995] [INFO ] [sig ] HRI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:21.557974] [INFO ] [LOCAL ] Saved forecast: HRI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HRI.txt [2025-10-16T00:26:21.558192] [INFO ] [sig ] [890/1803] Completed HRI in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:21.558232] [INFO ] [sig ] [891/1803] Forecasting HRL... [2025-10-16T00:26:21.558262] [INFO ] [sig ] Generating forecast for: HRL [2025-10-16T00:26:21.558292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-10-16T00:26:21.566803] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HRL'. [2025-10-16T00:26:21.567067] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-10-16T00:26:21.591666] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:21.592346] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-10-16T00:26:21.592399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:21.592433] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:21.592460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:21.592529] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:21.609754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:21.610261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:21.610339] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:21.610371] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:21.649101] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:21.649203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:21.649242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:21.649270] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:21.652551] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=30.32%) [2025-10-16T00:26:21.652840] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-10-16T00:26:21.652970] [INFO ] [sig ] HRL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:21.794222] [INFO ] [LOCAL ] Saved forecast: HRL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HRL.txt [2025-10-16T00:26:21.794447] [INFO ] [sig ] [891/1803] Completed HRL in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:21.794489] [INFO ] [sig ] [892/1803] Forecasting HRTG... [2025-10-16T00:26:21.794518] [INFO ] [sig ] Generating forecast for: HRTG [2025-10-16T00:26:21.794549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-10-16T00:26:21.802527] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HRTG'. [2025-10-16T00:26:21.802791] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-10-16T00:26:21.827540] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:21.828271] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-10-16T00:26:21.828328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:21.828364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:21.828394] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:21.828452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:21.845436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:21.845988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:21.846067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:21.846101] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:21.880088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:21.880170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:21.880206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:21.880234] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:21.883226] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=68.62%) [2025-10-16T00:26:21.883473] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-10-16T00:26:21.883592] [INFO ] [sig ] HRTG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:22.022367] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HRTG.txt [2025-10-16T00:26:22.022554] [INFO ] [sig ] [892/1803] Completed HRTG in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:22.022594] [INFO ] [sig ] [893/1803] Forecasting HSBC... [2025-10-16T00:26:22.022624] [INFO ] [sig ] Generating forecast for: HSBC [2025-10-16T00:26:22.022688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-10-16T00:26:22.031048] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HSBC'. [2025-10-16T00:26:22.031321] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-10-16T00:26:22.055444] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:22.056128] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-10-16T00:26:22.056181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:22.056214] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:22.056241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:22.056296] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:22.073043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:22.073551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:22.073627] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:22.073696] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:22.108210] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:22.108695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:22.108744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:22.108774] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:22.112756] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=97.71%) [2025-10-16T00:26:22.113005] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-10-16T00:26:22.113123] [INFO ] [sig ] HSBC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:22.251694] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HSBC.txt [2025-10-16T00:26:22.251931] [INFO ] [sig ] [893/1803] Completed HSBC in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:22.251972] [INFO ] [sig ] [894/1803] Forecasting HSHP... [2025-10-16T00:26:22.252002] [INFO ] [sig ] Generating forecast for: HSHP [2025-10-16T00:26:22.252032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-10-16T00:26:22.260000] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HSHP'. [2025-10-16T00:26:22.260246] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-10-16T00:26:22.284455] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:22.285148] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-10-16T00:26:22.285202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:22.285234] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:22.285261] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:22.285316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:22.302376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:22.302925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:22.303003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:22.303037] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:22.339141] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:22.339221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:22.339256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:22.339284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:22.342234] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=55.18%) [2025-10-16T00:26:22.342479] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-10-16T00:26:22.342599] [INFO ] [sig ] HSHP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:22.481835] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HSHP.txt [2025-10-16T00:26:22.482085] [INFO ] [sig ] [894/1803] Completed HSHP in 0.2s | 4.20 sym/s | Total: 3.5m | ETA: 3.6m [2025-10-16T00:26:22.482133] [INFO ] [sig ] [895/1803] Forecasting HSY... [2025-10-16T00:26:22.482164] [INFO ] [sig ] Generating forecast for: HSY [2025-10-16T00:26:22.482195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-10-16T00:26:22.490976] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HSY'. [2025-10-16T00:26:22.491326] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-10-16T00:26:22.516075] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:22.516876] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-10-16T00:26:22.516931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:22.516965] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:22.516994] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:22.517050] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:22.534020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:22.534823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:22.534906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:22.534941] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:22.573792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:22.573970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:22.574015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:22.574045] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:22.577598] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=10.98%) [2025-10-16T00:26:22.577905] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-10-16T00:26:22.578044] [INFO ] [sig ] HSY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:22.719791] [INFO ] [LOCAL ] Saved forecast: HSY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HSY.txt [2025-10-16T00:26:22.720163] [INFO ] [sig ] [895/1803] Completed HSY in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:22.720234] [INFO ] [sig ] [896/1803] Forecasting HTD... [2025-10-16T00:26:22.720275] [INFO ] [sig ] Generating forecast for: HTD [2025-10-16T00:26:22.720315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-10-16T00:26:22.730715] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HTD'. [2025-10-16T00:26:22.731207] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-10-16T00:26:22.755632] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:22.756311] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-10-16T00:26:22.756366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:22.756400] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:22.756428] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:22.756485] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:22.773300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:22.773859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:22.773941] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:22.773975] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:22.808785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:22.808871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:22.808907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:22.809000] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:22.812033] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=99.12%) [2025-10-16T00:26:22.812284] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-10-16T00:26:22.812413] [INFO ] [sig ] HTD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:22.952494] [INFO ] [LOCAL ] Saved forecast: HTD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HTD.txt [2025-10-16T00:26:22.952739] [INFO ] [sig ] [896/1803] Completed HTD in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:22.952799] [INFO ] [sig ] [897/1803] Forecasting HTGC... [2025-10-16T00:26:22.952832] [INFO ] [sig ] Generating forecast for: HTGC [2025-10-16T00:26:22.952864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-10-16T00:26:22.960879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HTGC'. [2025-10-16T00:26:22.961140] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-10-16T00:26:22.985454] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:22.986138] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-10-16T00:26:22.986191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:22.986225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:22.986254] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:22.986310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:23.003442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:23.004042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:23.004121] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:23.004154] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:23.040821] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:23.040906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:23.040942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:23.040971] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:23.043969] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=28.69%) [2025-10-16T00:26:23.044212] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-10-16T00:26:23.044340] [INFO ] [sig ] HTGC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:23.183510] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HTGC.txt [2025-10-16T00:26:23.183753] [INFO ] [sig ] [897/1803] Completed HTGC in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:23.183815] [INFO ] [sig ] [898/1803] Forecasting HTH... [2025-10-16T00:26:23.183848] [INFO ] [sig ] Generating forecast for: HTH [2025-10-16T00:26:23.183880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-10-16T00:26:23.192143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HTH'. [2025-10-16T00:26:23.192401] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-10-16T00:26:23.217206] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:23.217908] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-10-16T00:26:23.217962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:23.217995] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:23.218024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:23.218081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:23.234916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:23.235428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:23.235505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:23.235539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:23.270809] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:23.270950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:23.270991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:23.271020] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:23.274260] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=24.47%) [2025-10-16T00:26:23.274515] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-10-16T00:26:23.274667] [INFO ] [sig ] HTH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:23.413289] [INFO ] [LOCAL ] Saved forecast: HTH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HTH.txt [2025-10-16T00:26:23.413500] [INFO ] [sig ] [898/1803] Completed HTH in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:23.413543] [INFO ] [sig ] [899/1803] Forecasting HUBB... [2025-10-16T00:26:23.413573] [INFO ] [sig ] Generating forecast for: HUBB [2025-10-16T00:26:23.413604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-10-16T00:26:23.421872] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HUBB'. [2025-10-16T00:26:23.422129] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-10-16T00:26:23.446334] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:23.447041] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-10-16T00:26:23.447095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:23.447128] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:23.447156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:23.447213] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:23.464173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:23.464759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:23.464837] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:23.464871] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:23.498506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:23.498613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:23.498689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:23.498734] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:23.501749] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=21.70%) [2025-10-16T00:26:23.501996] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-10-16T00:26:23.502120] [INFO ] [sig ] HUBB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:23.641563] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HUBB.txt [2025-10-16T00:26:23.641796] [INFO ] [sig ] [899/1803] Completed HUBB in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:23.641856] [INFO ] [sig ] [900/1803] Forecasting HUBS... [2025-10-16T00:26:23.641888] [INFO ] [sig ] Generating forecast for: HUBS [2025-10-16T00:26:23.641919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-10-16T00:26:23.654465] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HUBS'. [2025-10-16T00:26:23.654863] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-10-16T00:26:23.680242] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:23.680998] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-10-16T00:26:23.681052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:23.681085] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:23.681112] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:23.681167] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:23.698226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:23.698950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:23.699030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:23.699064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:23.735933] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:23.736046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:23.736082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:23.736112] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:23.739296] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-10-16T00:26:23.739547] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-10-16T00:26:23.739702] [INFO ] [sig ] HUBS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:23.880160] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HUBS.txt [2025-10-16T00:26:23.880370] [INFO ] [sig ] [900/1803] Completed HUBS in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:23.880434] [INFO ] [sig ] [901/1803] Forecasting HUM... [2025-10-16T00:26:23.880479] [INFO ] [sig ] Generating forecast for: HUM [2025-10-16T00:26:23.880511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-10-16T00:26:23.889223] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HUM'. [2025-10-16T00:26:23.889475] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-10-16T00:26:23.913783] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:23.914469] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-10-16T00:26:23.914523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:23.914556] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:23.914584] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:23.914662] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:23.931571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:23.932122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:23.932199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:23.932233] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:23.967110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:23.967213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:23.967250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:23.967278] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:23.970509] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=3.79%) [2025-10-16T00:26:23.970809] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-10-16T00:26:23.970965] [INFO ] [sig ] HUM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:24.108241] [INFO ] [LOCAL ] Saved forecast: HUM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HUM.txt [2025-10-16T00:26:24.108457] [INFO ] [sig ] [901/1803] Completed HUM in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:24.108504] [INFO ] [sig ] [902/1803] Forecasting HUN... [2025-10-16T00:26:24.108536] [INFO ] [sig ] Generating forecast for: HUN [2025-10-16T00:26:24.108611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-10-16T00:26:24.117980] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HUN'. [2025-10-16T00:26:24.118333] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-10-16T00:26:24.143125] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:24.143911] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-10-16T00:26:24.143966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:24.144000] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:24.144030] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:24.144088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:24.160926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:24.161522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:24.161605] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:24.161639] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:24.198306] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:24.198488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:24.198532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:24.198602] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:24.202151] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=71.56%) [2025-10-16T00:26:24.202432] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-10-16T00:26:24.202576] [INFO ] [sig ] HUN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:24.342695] [INFO ] [LOCAL ] Saved forecast: HUN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HUN.txt [2025-10-16T00:26:24.342946] [INFO ] [sig ] [902/1803] Completed HUN in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:24.342988] [INFO ] [sig ] [903/1803] Forecasting HUYA... [2025-10-16T00:26:24.343017] [INFO ] [sig ] Generating forecast for: HUYA [2025-10-16T00:26:24.343047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-10-16T00:26:24.351691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HUYA'. [2025-10-16T00:26:24.352021] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-10-16T00:26:24.376377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:24.377069] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-10-16T00:26:24.377123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:24.377202] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:24.377239] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:24.377296] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:24.394096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:24.394729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:24.394813] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:24.394847] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:24.430701] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:24.430824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:24.430863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:24.430911] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:24.434052] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=39.13%) [2025-10-16T00:26:24.434316] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-10-16T00:26:24.434445] [INFO ] [sig ] HUYA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:24.572716] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HUYA.txt [2025-10-16T00:26:24.572956] [INFO ] [sig ] [903/1803] Completed HUYA in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:24.572998] [INFO ] [sig ] [904/1803] Forecasting HVT... [2025-10-16T00:26:24.573029] [INFO ] [sig ] Generating forecast for: HVT [2025-10-16T00:26:24.573060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-10-16T00:26:24.582017] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HVT'. [2025-10-16T00:26:24.582350] [INFO ] [FORECASTER] Starting predict_future for HVT [2025-10-16T00:26:24.607176] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:24.607922] [DEBUG] [LOCAL ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt [2025-10-16T00:26:24.607977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:24.608010] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:24.608039] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:24.608094] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:24.625313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:24.625887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:24.625970] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:24.626008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:24.662520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:24.662622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:24.662693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:24.662738] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:24.665967] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: UP (p=84.77%) [2025-10-16T00:26:24.666231] [INFO ] [FORECASTER] Completed predict_future for HVT [2025-10-16T00:26:24.666361] [INFO ] [sig ] HVT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:24.805739] [INFO ] [LOCAL ] Saved forecast: HVT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HVT.txt [2025-10-16T00:26:24.805956] [INFO ] [sig ] [904/1803] Completed HVT in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:24.805997] [INFO ] [sig ] [905/1803] Forecasting HWM... [2025-10-16T00:26:24.806027] [INFO ] [sig ] Generating forecast for: HWM [2025-10-16T00:26:24.806058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-10-16T00:26:24.814667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HWM'. [2025-10-16T00:26:24.814957] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-10-16T00:26:24.839753] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:24.840484] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-10-16T00:26:24.840540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:24.840574] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:24.840601] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:24.840679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:24.857624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:24.858195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:24.858274] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:24.858307] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:24.892513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:24.892614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:24.892676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:24.892726] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:24.895800] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=6.37%) [2025-10-16T00:26:24.896055] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-10-16T00:26:24.896193] [INFO ] [sig ] HWM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:25.035210] [INFO ] [LOCAL ] Saved forecast: HWM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HWM.txt [2025-10-16T00:26:25.035450] [INFO ] [sig ] [905/1803] Completed HWM in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:25.035493] [INFO ] [sig ] [906/1803] Forecasting HXL... [2025-10-16T00:26:25.035523] [INFO ] [sig ] Generating forecast for: HXL [2025-10-16T00:26:25.035554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-10-16T00:26:25.044163] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HXL'. [2025-10-16T00:26:25.044483] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-10-16T00:26:25.070307] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:25.071231] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-10-16T00:26:25.071287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:25.071321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:25.071349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:25.071407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:25.088200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:25.088835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:25.088913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:25.088947] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:25.121591] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:25.121698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:25.121746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:25.121776] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:25.124774] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=32.55%) [2025-10-16T00:26:25.125028] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-10-16T00:26:25.125156] [INFO ] [sig ] HXL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:25.288800] [INFO ] [LOCAL ] Saved forecast: HXL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HXL.txt [2025-10-16T00:26:25.289046] [INFO ] [sig ] [906/1803] Completed HXL in 0.3s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:25.289090] [INFO ] [sig ] [907/1803] Forecasting HY... [2025-10-16T00:26:25.289123] [INFO ] [sig ] Generating forecast for: HY [2025-10-16T00:26:25.289156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-10-16T00:26:25.297374] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HY'. [2025-10-16T00:26:25.297678] [INFO ] [FORECASTER] Starting predict_future for HY [2025-10-16T00:26:25.324992] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:25.325850] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-10-16T00:26:25.325907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:25.325942] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:25.325969] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:25.326039] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:25.346122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:25.346793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:25.346877] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:25.346937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:25.384057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:25.384157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:25.384196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:25.384226] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:25.387986] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=97.95%) [2025-10-16T00:26:25.388260] [INFO ] [FORECASTER] Completed predict_future for HY [2025-10-16T00:26:25.388397] [INFO ] [sig ] HY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:25.538187] [INFO ] [LOCAL ] Saved forecast: HY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HY.txt [2025-10-16T00:26:25.538400] [INFO ] [sig ] [907/1803] Completed HY in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:25.538441] [INFO ] [sig ] [908/1803] Forecasting HYI... [2025-10-16T00:26:25.538471] [INFO ] [sig ] Generating forecast for: HYI [2025-10-16T00:26:25.538502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-10-16T00:26:25.546815] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HYI'. [2025-10-16T00:26:25.547083] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-10-16T00:26:25.572418] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:25.573113] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-10-16T00:26:25.573167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:25.573201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:25.573230] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:25.573287] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:25.590251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:25.590799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:25.590876] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:25.590909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:25.622949] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:25.623060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:25.623115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:25.623184] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:25.626498] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-10-16T00:26:25.626804] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-10-16T00:26:25.626940] [INFO ] [sig ] HYI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:25.766247] [INFO ] [LOCAL ] Saved forecast: HYI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HYI.txt [2025-10-16T00:26:25.766487] [INFO ] [sig ] [908/1803] Completed HYI in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.6m [2025-10-16T00:26:25.766535] [INFO ] [sig ] [909/1803] Forecasting HYT... [2025-10-16T00:26:25.766566] [INFO ] [sig ] Generating forecast for: HYT [2025-10-16T00:26:25.766597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'. [2025-10-16T00:26:25.774767] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HYT'. [2025-10-16T00:26:25.775030] [INFO ] [FORECASTER] Starting predict_future for HYT [2025-10-16T00:26:25.799236] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:25.799926] [DEBUG] [LOCAL ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt [2025-10-16T00:26:25.799980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:25.800013] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:25.800040] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:25.800096] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:25.816739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:25.817254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:25.817336] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:25.817370] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:25.853104] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:25.853196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:25.853233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:25.853261] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:25.856271] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=65.11%) [2025-10-16T00:26:25.856523] [INFO ] [FORECASTER] Completed predict_future for HYT [2025-10-16T00:26:25.857046] [INFO ] [sig ] HYT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:25.994736] [INFO ] [LOCAL ] Saved forecast: HYT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HYT.txt [2025-10-16T00:26:25.994971] [INFO ] [sig ] [909/1803] Completed HYT in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:25.995013] [INFO ] [sig ] [910/1803] Forecasting HYTR... [2025-10-16T00:26:25.995043] [INFO ] [sig ] Generating forecast for: HYTR [2025-10-16T00:26:25.995074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'. [2025-10-16T00:26:26.003061] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'HYTR'. [2025-10-16T00:26:26.003314] [INFO ] [FORECASTER] Starting predict_future for HYTR [2025-10-16T00:26:26.027678] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:26.028379] [DEBUG] [LOCAL ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt [2025-10-16T00:26:26.028434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:26.028468] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:26.028495] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:26.028569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:26.045188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:26.045739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:26.045824] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:26.045857] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:26.080579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:26.080723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:26.080771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:26.080803] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:26.083998] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: UP (p=86.31%) [2025-10-16T00:26:26.084257] [INFO ] [FORECASTER] Completed predict_future for HYTR [2025-10-16T00:26:26.084388] [INFO ] [sig ] HYTR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:26.221961] [INFO ] [LOCAL ] Saved forecast: HYTR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/HYTR.txt [2025-10-16T00:26:26.222184] [INFO ] [sig ] [910/1803] Completed HYTR in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:26.222225] [INFO ] [sig ] [911/1803] Forecasting HZO... [2025-10-16T00:26:26.222255] [INFO ] [sig ] Generating forecast for: HZO [2025-10-16T00:26:26.222286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-10-16T00:26:26.230547] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'HZO'. [2025-10-16T00:26:26.230887] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-10-16T00:26:26.255024] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:26.255703] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-10-16T00:26:26.255758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:26.255790] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:26.255817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:26.255873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:26.272620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:26.273195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:26.273273] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:26.273306] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:26.307602] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:26.307715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:26.307761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:26.307793] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:26.310852] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-10-16T00:26:26.311099] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-10-16T00:26:26.311222] [INFO ] [sig ] HZO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:26.449790] [INFO ] [LOCAL ] Saved forecast: HZO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/HZO.txt [2025-10-16T00:26:26.450059] [INFO ] [sig ] [911/1803] Completed HZO in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:26.450102] [INFO ] [sig ] [912/1803] Forecasting IAE... [2025-10-16T00:26:26.450133] [INFO ] [sig ] Generating forecast for: IAE [2025-10-16T00:26:26.450164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-10-16T00:26:26.458487] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IAE'. [2025-10-16T00:26:26.458867] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-10-16T00:26:26.483032] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:26.483751] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-10-16T00:26:26.483806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:26.483839] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:26.483867] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:26.483923] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:26.501330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:26.501923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:26.502004] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:26.502039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:26.537202] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:26.537378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:26.537422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:26.537453] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:26.541019] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=79.43%) [2025-10-16T00:26:26.541286] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-10-16T00:26:26.541422] [INFO ] [sig ] IAE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:26.682290] [INFO ] [LOCAL ] Saved forecast: IAE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IAE.txt [2025-10-16T00:26:26.682536] [INFO ] [sig ] [912/1803] Completed IAE in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:26.682579] [INFO ] [sig ] [913/1803] Forecasting IAG... [2025-10-16T00:26:26.682610] [INFO ] [sig ] Generating forecast for: IAG [2025-10-16T00:26:26.682715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-10-16T00:26:26.691121] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IAG'. [2025-10-16T00:26:26.691400] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-10-16T00:26:26.716683] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:26.717360] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-10-16T00:26:26.717415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:26.717450] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:26.717480] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:26.717538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:26.735266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:26.735831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:26.735911] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:26.735945] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:26.777986] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:26.778163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:26.778223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:26.778257] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:26.781858] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-10-16T00:26:26.782167] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-10-16T00:26:26.782301] [INFO ] [sig ] IAG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:26.921201] [INFO ] [LOCAL ] Saved forecast: IAG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IAG.txt [2025-10-16T00:26:26.921415] [INFO ] [sig ] [913/1803] Completed IAG in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:26.921473] [INFO ] [sig ] [914/1803] Forecasting IBM... [2025-10-16T00:26:26.921507] [INFO ] [sig ] Generating forecast for: IBM [2025-10-16T00:26:26.921538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-10-16T00:26:26.930375] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IBM'. [2025-10-16T00:26:26.930618] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-10-16T00:26:26.955211] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:26.955941] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-10-16T00:26:26.956013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:26.956063] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:26.956103] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:26.956162] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:26.973333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:26.973942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:26.974040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:26.974094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:27.011214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:27.011314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:27.011352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:27.011380] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:27.014502] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=19.28%) [2025-10-16T00:26:27.014802] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-10-16T00:26:27.014936] [INFO ] [sig ] IBM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:27.153882] [INFO ] [LOCAL ] Saved forecast: IBM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IBM.txt [2025-10-16T00:26:27.154097] [INFO ] [sig ] [914/1803] Completed IBM in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:27.154156] [INFO ] [sig ] [915/1803] Forecasting IBN... [2025-10-16T00:26:27.154190] [INFO ] [sig ] Generating forecast for: IBN [2025-10-16T00:26:27.154221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-10-16T00:26:27.162613] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IBN'. [2025-10-16T00:26:27.162888] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-10-16T00:26:27.187047] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:27.187720] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-10-16T00:26:27.187775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:27.187813] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:27.187842] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:27.187898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:27.204877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:27.205405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:27.205481] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:27.205514] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:27.242537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:27.242617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:27.242681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:27.242729] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:27.245724] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=72.08%) [2025-10-16T00:26:27.245971] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-10-16T00:26:27.246092] [INFO ] [sig ] IBN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:27.385403] [INFO ] [LOCAL ] Saved forecast: IBN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IBN.txt [2025-10-16T00:26:27.385596] [INFO ] [sig ] [915/1803] Completed IBN in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:27.385636] [INFO ] [sig ] [916/1803] Forecasting IBP... [2025-10-16T00:26:27.385718] [INFO ] [sig ] Generating forecast for: IBP [2025-10-16T00:26:27.385756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-10-16T00:26:27.394019] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IBP'. [2025-10-16T00:26:27.394260] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-10-16T00:26:27.418481] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:27.419216] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-10-16T00:26:27.419304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:27.419348] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:27.419377] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:27.419432] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:27.436261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:27.436815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:27.436893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:27.436926] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:27.472806] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:27.472886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:27.472920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:27.472949] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:27.475925] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=10.80%) [2025-10-16T00:26:27.476168] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-10-16T00:26:27.476287] [INFO ] [sig ] IBP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:27.617023] [INFO ] [LOCAL ] Saved forecast: IBP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IBP.txt [2025-10-16T00:26:27.617278] [INFO ] [sig ] [916/1803] Completed IBP in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:27.617320] [INFO ] [sig ] [917/1803] Forecasting IBTA... [2025-10-16T00:26:27.617351] [INFO ] [sig ] Generating forecast for: IBTA [2025-10-16T00:26:27.617382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'. [2025-10-16T00:26:27.625994] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IBTA'. [2025-10-16T00:26:27.626268] [INFO ] [FORECASTER] Starting predict_future for IBTA [2025-10-16T00:26:27.650530] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:27.651208] [DEBUG] [LOCAL ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt [2025-10-16T00:26:27.651262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:27.651294] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:27.651322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:27.651379] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:27.668514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:27.669089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:27.669171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:27.669204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:27.706179] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:27.706265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:27.706300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:27.706328] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:27.709337] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=33.97%) [2025-10-16T00:26:27.709610] [INFO ] [FORECASTER] Completed predict_future for IBTA [2025-10-16T00:26:27.709778] [INFO ] [sig ] IBTA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:27.847429] [INFO ] [LOCAL ] Saved forecast: IBTA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IBTA.txt [2025-10-16T00:26:27.847698] [INFO ] [sig ] [917/1803] Completed IBTA in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:27.847758] [INFO ] [sig ] [918/1803] Forecasting ICE... [2025-10-16T00:26:27.847791] [INFO ] [sig ] Generating forecast for: ICE [2025-10-16T00:26:27.847822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-10-16T00:26:27.856145] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ICE'. [2025-10-16T00:26:27.856410] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-10-16T00:26:27.880752] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:27.881394] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-10-16T00:26:27.881446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:27.881478] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:27.881505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:27.881560] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:27.898261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:27.898849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:27.898928] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:27.898962] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:27.938911] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:27.938999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:27.939034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:27.939062] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:27.942058] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=29.10%) [2025-10-16T00:26:27.942318] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-10-16T00:26:27.942448] [INFO ] [sig ] ICE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:28.079931] [INFO ] [LOCAL ] Saved forecast: ICE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ICE.txt [2025-10-16T00:26:28.080165] [INFO ] [sig ] [918/1803] Completed ICE in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:28.080205] [INFO ] [sig ] [919/1803] Forecasting ICL... [2025-10-16T00:26:28.080235] [INFO ] [sig ] Generating forecast for: ICL [2025-10-16T00:26:28.080265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-10-16T00:26:28.089434] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ICL'. [2025-10-16T00:26:28.089740] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-10-16T00:26:28.113960] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:28.114612] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-10-16T00:26:28.114689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:28.114734] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:28.114764] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:28.114820] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:28.131508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:28.132084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:28.132218] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:28.132258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:28.166023] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:28.166105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:28.166142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:28.166170] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:28.169174] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=95.78%) [2025-10-16T00:26:28.169422] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-10-16T00:26:28.169553] [INFO ] [sig ] ICL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:28.306770] [INFO ] [LOCAL ] Saved forecast: ICL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ICL.txt [2025-10-16T00:26:28.306999] [INFO ] [sig ] [919/1803] Completed ICL in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:28.307040] [INFO ] [sig ] [920/1803] Forecasting IDA... [2025-10-16T00:26:28.307069] [INFO ] [sig ] Generating forecast for: IDA [2025-10-16T00:26:28.307100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-10-16T00:26:28.315591] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IDA'. [2025-10-16T00:26:28.315884] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-10-16T00:26:28.340033] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:28.340730] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-10-16T00:26:28.340785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:28.340820] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:28.340849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:28.340904] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:28.357452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:28.358047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:28.358128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:28.358161] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:28.396342] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:28.396436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:28.396474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:28.396502] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:28.399618] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=15.84%) [2025-10-16T00:26:28.399908] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-10-16T00:26:28.400040] [INFO ] [sig ] IDA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:28.537551] [INFO ] [LOCAL ] Saved forecast: IDA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IDA.txt [2025-10-16T00:26:28.537787] [INFO ] [sig ] [920/1803] Completed IDA in 0.2s | 4.20 sym/s | Total: 3.6m | ETA: 3.5m [2025-10-16T00:26:28.537847] [INFO ] [sig ] [921/1803] Forecasting IDE... [2025-10-16T00:26:28.537880] [INFO ] [sig ] Generating forecast for: IDE [2025-10-16T00:26:28.537911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-10-16T00:26:28.546898] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IDE'. [2025-10-16T00:26:28.547161] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-10-16T00:26:28.571345] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:28.572035] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-10-16T00:26:28.572102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:28.572136] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:28.572163] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:28.572219] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:28.588843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:28.589363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:28.589444] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:28.589478] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:28.624279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:28.624383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:28.624420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:28.624449] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:28.627572] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-10-16T00:26:28.627859] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-10-16T00:26:28.627999] [INFO ] [sig ] IDE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:28.769803] [INFO ] [LOCAL ] Saved forecast: IDE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IDE.txt [2025-10-16T00:26:28.770061] [INFO ] [sig ] [921/1803] Completed IDE in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:28.770131] [INFO ] [sig ] [922/1803] Forecasting IDT... [2025-10-16T00:26:28.770185] [INFO ] [sig ] Generating forecast for: IDT [2025-10-16T00:26:28.770221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-10-16T00:26:28.779157] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IDT'. [2025-10-16T00:26:28.779429] [INFO ] [FORECASTER] Starting predict_future for IDT [2025-10-16T00:26:28.803855] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:28.804504] [DEBUG] [LOCAL ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt [2025-10-16T00:26:28.804558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:28.804590] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:28.804617] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:28.804697] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:28.821460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:28.822103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:28.822184] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:28.822217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:28.857096] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:28.857188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:28.857224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:28.857253] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:28.862821] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: DOWN (p=1.20%) [2025-10-16T00:26:28.863082] [INFO ] [FORECASTER] Completed predict_future for IDT [2025-10-16T00:26:28.863214] [INFO ] [sig ] IDT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:29.000395] [INFO ] [LOCAL ] Saved forecast: IDT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IDT.txt [2025-10-16T00:26:29.000611] [INFO ] [sig ] [922/1803] Completed IDT in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:29.000682] [INFO ] [sig ] [923/1803] Forecasting IEX... [2025-10-16T00:26:29.000731] [INFO ] [sig ] Generating forecast for: IEX [2025-10-16T00:26:29.000773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-10-16T00:26:29.009624] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IEX'. [2025-10-16T00:26:29.009962] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-10-16T00:26:29.034330] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:29.035045] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-10-16T00:26:29.035100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:29.035132] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:29.035160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:29.035215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:29.051850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:29.052368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:29.052450] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:29.052483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:29.088137] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:29.088231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:29.088267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:29.088295] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:29.091420] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=80.96%) [2025-10-16T00:26:29.091704] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-10-16T00:26:29.091844] [INFO ] [sig ] IEX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:29.229277] [INFO ] [LOCAL ] Saved forecast: IEX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IEX.txt [2025-10-16T00:26:29.229509] [INFO ] [sig ] [923/1803] Completed IEX in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:29.229550] [INFO ] [sig ] [924/1803] Forecasting IFF... [2025-10-16T00:26:29.229581] [INFO ] [sig ] Generating forecast for: IFF [2025-10-16T00:26:29.229612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-10-16T00:26:29.238203] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IFF'. [2025-10-16T00:26:29.238465] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-10-16T00:26:29.262635] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:29.263334] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-10-16T00:26:29.263387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:29.263420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:29.263447] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:29.263503] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:29.280210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:29.280795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:29.280874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:29.280907] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:29.315157] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:29.315249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:29.315285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:29.315314] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:29.318361] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=9.11%) [2025-10-16T00:26:29.318699] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-10-16T00:26:29.318842] [INFO ] [sig ] IFF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:29.456045] [INFO ] [LOCAL ] Saved forecast: IFF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IFF.txt [2025-10-16T00:26:29.456275] [INFO ] [sig ] [924/1803] Completed IFF in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:29.456318] [INFO ] [sig ] [925/1803] Forecasting IFN... [2025-10-16T00:26:29.456349] [INFO ] [sig ] Generating forecast for: IFN [2025-10-16T00:26:29.456380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-10-16T00:26:29.464756] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IFN'. [2025-10-16T00:26:29.465026] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-10-16T00:26:29.489284] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:29.490033] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-10-16T00:26:29.490094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:29.490135] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:29.490168] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:29.490225] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:29.506839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:29.507371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:29.507450] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:29.507483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:29.541866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:29.541971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:29.542007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:29.542036] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:29.545152] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=22.26%) [2025-10-16T00:26:29.545409] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-10-16T00:26:29.545542] [INFO ] [sig ] IFN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:29.682438] [INFO ] [LOCAL ] Saved forecast: IFN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IFN.txt [2025-10-16T00:26:29.682693] [INFO ] [sig ] [925/1803] Completed IFN in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:29.682785] [INFO ] [sig ] [926/1803] Forecasting IFS... [2025-10-16T00:26:29.682824] [INFO ] [sig ] Generating forecast for: IFS [2025-10-16T00:26:29.682857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-10-16T00:26:29.691818] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IFS'. [2025-10-16T00:26:29.692112] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-10-16T00:26:29.716195] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:29.716905] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-10-16T00:26:29.716958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:29.716990] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:29.717017] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:29.717073] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:29.733739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:29.734301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:29.734381] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:29.734431] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:29.769579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:29.769708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:29.769757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:29.769787] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:29.772873] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=75.07%) [2025-10-16T00:26:29.773130] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-10-16T00:26:29.773264] [INFO ] [sig ] IFS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:29.910301] [INFO ] [LOCAL ] Saved forecast: IFS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IFS.txt [2025-10-16T00:26:29.910553] [INFO ] [sig ] [926/1803] Completed IFS in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:29.910594] [INFO ] [sig ] [927/1803] Forecasting IGA... [2025-10-16T00:26:29.910623] [INFO ] [sig ] Generating forecast for: IGA [2025-10-16T00:26:29.910687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-10-16T00:26:29.919680] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IGA'. [2025-10-16T00:26:29.919970] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-10-16T00:26:29.944197] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:29.944899] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-10-16T00:26:29.944952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:29.944986] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:29.945014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:29.945069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:29.961713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:29.962241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:29.962318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:29.962352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:29.997610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:29.997759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:29.997803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:29.997834] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:30.001062] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=91.28%) [2025-10-16T00:26:30.001330] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-10-16T00:26:30.001465] [INFO ] [sig ] IGA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:30.139357] [INFO ] [LOCAL ] Saved forecast: IGA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IGA.txt [2025-10-16T00:26:30.139571] [INFO ] [sig ] [927/1803] Completed IGA in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:30.139612] [INFO ] [sig ] [928/1803] Forecasting IGD... [2025-10-16T00:26:30.139668] [INFO ] [sig ] Generating forecast for: IGD [2025-10-16T00:26:30.139724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-10-16T00:26:30.148245] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IGD'. [2025-10-16T00:26:30.148532] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-10-16T00:26:30.172718] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:30.173386] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-10-16T00:26:30.173454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:30.173488] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:30.173515] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:30.173575] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:30.190278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:30.190963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:30.191045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:30.191078] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:30.226331] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:30.226493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:30.226535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:30.226566] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:30.229998] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=9.58%) [2025-10-16T00:26:30.230265] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-10-16T00:26:30.230405] [INFO ] [sig ] IGD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:30.368095] [INFO ] [LOCAL ] Saved forecast: IGD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IGD.txt [2025-10-16T00:26:30.368328] [INFO ] [sig ] [928/1803] Completed IGD in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:30.368369] [INFO ] [sig ] [929/1803] Forecasting IGI... [2025-10-16T00:26:30.368399] [INFO ] [sig ] Generating forecast for: IGI [2025-10-16T00:26:30.368431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-10-16T00:26:30.376678] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IGI'. [2025-10-16T00:26:30.376963] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-10-16T00:26:30.401151] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:30.401894] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-10-16T00:26:30.401949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:30.401983] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:30.402010] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:30.402067] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:30.418745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:30.419333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:30.419413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:30.419446] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:30.452460] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:30.452627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:30.452711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:30.452752] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:30.456116] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=22.85%) [2025-10-16T00:26:30.456387] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-10-16T00:26:30.456524] [INFO ] [sig ] IGI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:30.593437] [INFO ] [LOCAL ] Saved forecast: IGI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IGI.txt [2025-10-16T00:26:30.593680] [INFO ] [sig ] [929/1803] Completed IGI in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:30.593741] [INFO ] [sig ] [930/1803] Forecasting IGR... [2025-10-16T00:26:30.593774] [INFO ] [sig ] Generating forecast for: IGR [2025-10-16T00:26:30.593806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'. [2025-10-16T00:26:30.602281] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IGR'. [2025-10-16T00:26:30.602584] [INFO ] [FORECASTER] Starting predict_future for IGR [2025-10-16T00:26:30.626831] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:30.627535] [DEBUG] [LOCAL ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt [2025-10-16T00:26:30.627590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:30.627623] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:30.627685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:30.627758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:30.644401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:30.644990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:30.645071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:30.645103] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:30.680173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:30.680354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:30.680399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:30.680430] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:30.684157] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: UP (p=87.03%) [2025-10-16T00:26:30.684447] [INFO ] [FORECASTER] Completed predict_future for IGR [2025-10-16T00:26:30.684595] [INFO ] [sig ] IGR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:30.823464] [INFO ] [LOCAL ] Saved forecast: IGR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IGR.txt [2025-10-16T00:26:30.823717] [INFO ] [sig ] [930/1803] Completed IGR in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:30.823777] [INFO ] [sig ] [931/1803] Forecasting IH... [2025-10-16T00:26:30.823810] [INFO ] [sig ] Generating forecast for: IH [2025-10-16T00:26:30.823847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'. [2025-10-16T00:26:30.832136] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IH'. [2025-10-16T00:26:30.832384] [INFO ] [FORECASTER] Starting predict_future for IH [2025-10-16T00:26:30.856879] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:30.857550] [DEBUG] [LOCAL ] No optimal features file found for IH: ./output/feature-sets/IH.txt [2025-10-16T00:26:30.857604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:30.857637] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:30.857710] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:30.857774] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:30.874681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:30.875210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:30.875288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:30.875321] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:30.910276] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:30.910380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:30.910416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:30.910445] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:30.913612] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-10-16T00:26:30.913898] [INFO ] [FORECASTER] Completed predict_future for IH [2025-10-16T00:26:30.914046] [INFO ] [sig ] IH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:31.052900] [INFO ] [LOCAL ] Saved forecast: IH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IH.txt [2025-10-16T00:26:31.053150] [INFO ] [sig ] [931/1803] Completed IH in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:31.053192] [INFO ] [sig ] [932/1803] Forecasting IHD... [2025-10-16T00:26:31.053224] [INFO ] [sig ] Generating forecast for: IHD [2025-10-16T00:26:31.053256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-10-16T00:26:31.061763] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IHD'. [2025-10-16T00:26:31.062030] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-10-16T00:26:31.086782] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:31.087516] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-10-16T00:26:31.087573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:31.087607] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:31.087636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:31.087771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:31.104997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:31.105566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:31.105669] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:31.105725] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:31.140793] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:31.140940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:31.140980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:31.141010] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:31.144300] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=98.18%) [2025-10-16T00:26:31.144571] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-10-16T00:26:31.144739] [INFO ] [sig ] IHD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:31.285075] [INFO ] [LOCAL ] Saved forecast: IHD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IHD.txt [2025-10-16T00:26:31.285301] [INFO ] [sig ] [932/1803] Completed IHD in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.5m [2025-10-16T00:26:31.285343] [INFO ] [sig ] [933/1803] Forecasting IHG... [2025-10-16T00:26:31.285372] [INFO ] [sig ] Generating forecast for: IHG [2025-10-16T00:26:31.285405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-10-16T00:26:31.293688] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IHG'. [2025-10-16T00:26:31.293930] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-10-16T00:26:31.318105] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:31.318830] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-10-16T00:26:31.318883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:31.318916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:31.318943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:31.318999] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:31.336531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:31.337294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:31.337374] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:31.337408] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:31.372163] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:31.372254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:31.372290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:31.372319] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:31.375392] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=98.18%) [2025-10-16T00:26:31.375675] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-10-16T00:26:31.375823] [INFO ] [sig ] IHG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:31.568911] [INFO ] [LOCAL ] Saved forecast: IHG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IHG.txt [2025-10-16T00:26:31.569116] [INFO ] [sig ] [933/1803] Completed IHG in 0.3s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:31.569160] [INFO ] [sig ] [934/1803] Forecasting IHS... [2025-10-16T00:26:31.569192] [INFO ] [sig ] Generating forecast for: IHS [2025-10-16T00:26:31.569225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-10-16T00:26:31.577551] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IHS'. [2025-10-16T00:26:31.577825] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-10-16T00:26:31.602036] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:31.602710] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-10-16T00:26:31.602765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:31.602799] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:31.602826] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:31.602882] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:31.620010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:31.620514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:31.620590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:31.620623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:31.656114] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:31.656185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:31.656220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:31.656248] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:31.659184] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-10-16T00:26:31.659426] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-10-16T00:26:31.659560] [INFO ] [sig ] IHS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:31.797006] [INFO ] [LOCAL ] Saved forecast: IHS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IHS.txt [2025-10-16T00:26:31.797198] [INFO ] [sig ] [934/1803] Completed IHS in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:31.797238] [INFO ] [sig ] [935/1803] Forecasting IIF... [2025-10-16T00:26:31.797269] [INFO ] [sig ] Generating forecast for: IIF [2025-10-16T00:26:31.797302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-10-16T00:26:31.805720] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IIF'. [2025-10-16T00:26:31.805961] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-10-16T00:26:31.834848] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:31.835544] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-10-16T00:26:31.835598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:31.835680] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:31.835734] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:31.835805] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:31.852933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:31.853487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:31.853567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:31.853600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:31.889390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:31.889547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:31.890071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:31.890112] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:31.895212] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=25.13%) [2025-10-16T00:26:31.895473] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-10-16T00:26:31.895600] [INFO ] [sig ] IIF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:32.035146] [INFO ] [LOCAL ] Saved forecast: IIF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IIF.txt [2025-10-16T00:26:32.035363] [INFO ] [sig ] [935/1803] Completed IIF in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:32.035406] [INFO ] [sig ] [936/1803] Forecasting IIIN... [2025-10-16T00:26:32.035437] [INFO ] [sig ] Generating forecast for: IIIN [2025-10-16T00:26:32.035469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-10-16T00:26:32.044996] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IIIN'. [2025-10-16T00:26:32.045358] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-10-16T00:26:32.070337] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:32.071058] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-10-16T00:26:32.071114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:32.071148] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:32.071177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:32.071234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:32.089143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:32.089781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:32.089867] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:32.089902] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:32.122231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:32.122350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:32.122388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:32.122417] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:32.125626] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=63.05%) [2025-10-16T00:26:32.125920] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-10-16T00:26:32.126052] [INFO ] [sig ] IIIN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:32.266245] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IIIN.txt [2025-10-16T00:26:32.266478] [INFO ] [sig ] [936/1803] Completed IIIN in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:32.266522] [INFO ] [sig ] [937/1803] Forecasting IIM... [2025-10-16T00:26:32.266553] [INFO ] [sig ] Generating forecast for: IIM [2025-10-16T00:26:32.266584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-10-16T00:26:32.275374] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IIM'. [2025-10-16T00:26:32.275705] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-10-16T00:26:32.300875] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:32.301674] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-10-16T00:26:32.301733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:32.301770] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:32.301799] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:32.301856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:32.319196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:32.319938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:32.320019] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:32.320053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:32.350785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:32.350879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:32.350915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:32.350944] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:32.354285] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=96.08%) [2025-10-16T00:26:32.354566] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-10-16T00:26:32.354731] [INFO ] [sig ] IIM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:32.500074] [INFO ] [LOCAL ] Saved forecast: IIM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IIM.txt [2025-10-16T00:26:32.500305] [INFO ] [sig ] [937/1803] Completed IIM in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:32.500347] [INFO ] [sig ] [938/1803] Forecasting IIPR... [2025-10-16T00:26:32.500379] [INFO ] [sig ] Generating forecast for: IIPR [2025-10-16T00:26:32.500410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'. [2025-10-16T00:26:32.509261] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IIPR'. [2025-10-16T00:26:32.509690] [INFO ] [FORECASTER] Starting predict_future for IIPR [2025-10-16T00:26:32.534921] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:32.535569] [DEBUG] [LOCAL ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt [2025-10-16T00:26:32.535623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:32.535688] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:32.535731] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:32.535789] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:32.552582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:32.553266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:32.553351] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:32.553385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:32.591131] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:32.591305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:32.591349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:32.591380] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:32.595382] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=55.85%) [2025-10-16T00:26:32.595688] [INFO ] [FORECASTER] Completed predict_future for IIPR [2025-10-16T00:26:32.595841] [INFO ] [sig ] IIPR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:32.739440] [INFO ] [LOCAL ] Saved forecast: IIPR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IIPR.txt [2025-10-16T00:26:32.739792] [INFO ] [sig ] [938/1803] Completed IIPR in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:32.739854] [INFO ] [sig ] [939/1803] Forecasting INFA... [2025-10-16T00:26:32.739889] [INFO ] [sig ] Generating forecast for: INFA [2025-10-16T00:26:32.739922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'. [2025-10-16T00:26:32.748406] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INFA'. [2025-10-16T00:26:32.748763] [INFO ] [FORECASTER] Starting predict_future for INFA [2025-10-16T00:26:32.774417] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:32.775209] [DEBUG] [LOCAL ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt [2025-10-16T00:26:32.775266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:32.775302] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:32.775330] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:32.775387] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:32.792752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:32.793496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:32.793581] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:32.793616] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:32.831091] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:32.831240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:32.831281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:32.831328] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:32.834660] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: DOWN (p=26.81%) [2025-10-16T00:26:32.834950] [INFO ] [FORECASTER] Completed predict_future for INFA [2025-10-16T00:26:32.835086] [INFO ] [sig ] INFA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:32.977222] [INFO ] [LOCAL ] Saved forecast: INFA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/INFA.txt [2025-10-16T00:26:32.977471] [INFO ] [sig ] [939/1803] Completed INFA in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:32.977512] [INFO ] [sig ] [940/1803] Forecasting INFY... [2025-10-16T00:26:32.977543] [INFO ] [sig ] Generating forecast for: INFY [2025-10-16T00:26:32.977574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-10-16T00:26:32.986390] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INFY'. [2025-10-16T00:26:32.986731] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-10-16T00:26:33.012011] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:33.012809] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-10-16T00:26:33.012866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:33.012900] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:33.012931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:33.012988] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:33.031400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:33.032381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:33.032473] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:33.032509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:33.071661] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:33.071865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:33.071908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:33.071938] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:33.075331] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-10-16T00:26:33.075598] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-10-16T00:26:33.075769] [INFO ] [sig ] INFY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:33.214119] [INFO ] [LOCAL ] Saved forecast: INFY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/INFY.txt [2025-10-16T00:26:33.214346] [INFO ] [sig ] [940/1803] Completed INFY in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:33.214389] [INFO ] [sig ] [941/1803] Forecasting ING... [2025-10-16T00:26:33.214421] [INFO ] [sig ] Generating forecast for: ING [2025-10-16T00:26:33.214454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-10-16T00:26:33.223238] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ING'. [2025-10-16T00:26:33.223560] [INFO ] [FORECASTER] Starting predict_future for ING [2025-10-16T00:26:33.249373] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:33.250222] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-10-16T00:26:33.250277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:33.250311] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:33.250340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:33.250396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:33.267166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:33.267713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:33.267795] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:33.267828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:33.304130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:33.304220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:33.304256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:33.304284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:33.307337] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=93.11%) [2025-10-16T00:26:33.307586] [INFO ] [FORECASTER] Completed predict_future for ING [2025-10-16T00:26:33.307748] [INFO ] [sig ] ING: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:33.449833] [INFO ] [LOCAL ] Saved forecast: ING 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ING.txt [2025-10-16T00:26:33.450039] [INFO ] [sig ] [941/1803] Completed ING in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:33.450081] [INFO ] [sig ] [942/1803] Forecasting INGM... [2025-10-16T00:26:33.450112] [INFO ] [sig ] Generating forecast for: INGM [2025-10-16T00:26:33.450143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'. [2025-10-16T00:26:33.458805] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INGM'. [2025-10-16T00:26:33.459157] [INFO ] [FORECASTER] Starting predict_future for INGM [2025-10-16T00:26:33.483272] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:33.483970] [DEBUG] [LOCAL ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt [2025-10-16T00:26:33.484024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:33.484072] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:33.484102] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:33.484160] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:33.501393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:33.501966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:33.502044] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:33.502078] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:33.538210] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:33.538354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:33.538393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:33.538423] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:33.541724] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: UP (p=65.50%) [2025-10-16T00:26:33.541988] [INFO ] [FORECASTER] Completed predict_future for INGM [2025-10-16T00:26:33.542116] [INFO ] [sig ] INGM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:33.694618] [INFO ] [LOCAL ] Saved forecast: INGM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/INGM.txt [2025-10-16T00:26:33.694876] [INFO ] [sig ] [942/1803] Completed INGM in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:33.694923] [INFO ] [sig ] [943/1803] Forecasting INGR... [2025-10-16T00:26:33.694959] [INFO ] [sig ] Generating forecast for: INGR [2025-10-16T00:26:33.694991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'. [2025-10-16T00:26:33.703625] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INGR'. [2025-10-16T00:26:33.703978] [INFO ] [FORECASTER] Starting predict_future for INGR [2025-10-16T00:26:33.729669] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:33.730423] [DEBUG] [LOCAL ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt [2025-10-16T00:26:33.730478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:33.730514] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:33.730544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:33.730602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:33.748610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:33.749294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:33.749400] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:33.749466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:33.790754] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:33.790941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:33.790996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:33.791030] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:33.794524] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=86.20%) [2025-10-16T00:26:33.794832] [INFO ] [FORECASTER] Completed predict_future for INGR [2025-10-16T00:26:33.794970] [INFO ] [sig ] INGR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:33.950059] [INFO ] [LOCAL ] Saved forecast: INGR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/INGR.txt [2025-10-16T00:26:33.950255] [INFO ] [sig ] [943/1803] Completed INGR in 0.3s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:33.950295] [INFO ] [sig ] [944/1803] Forecasting INN... [2025-10-16T00:26:33.950327] [INFO ] [sig ] Generating forecast for: INN [2025-10-16T00:26:33.950358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-10-16T00:26:33.959023] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INN'. [2025-10-16T00:26:33.959292] [INFO ] [FORECASTER] Starting predict_future for INN [2025-10-16T00:26:33.984527] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:33.985217] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-10-16T00:26:33.985272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:33.985307] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:33.985335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:33.985407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:34.003128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:34.003770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:34.003850] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:34.003882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:34.040839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:34.040951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:34.041024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:34.041066] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:34.044165] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=21.51%) [2025-10-16T00:26:34.044422] [INFO ] [FORECASTER] Completed predict_future for INN [2025-10-16T00:26:34.044549] [INFO ] [sig ] INN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:34.184836] [INFO ] [LOCAL ] Saved forecast: INN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/INN.txt [2025-10-16T00:26:34.185039] [INFO ] [sig ] [944/1803] Completed INN in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:34.185083] [INFO ] [sig ] [945/1803] Forecasting INSP... [2025-10-16T00:26:34.185114] [INFO ] [sig ] Generating forecast for: INSP [2025-10-16T00:26:34.185147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-10-16T00:26:34.193394] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INSP'. [2025-10-16T00:26:34.193692] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-10-16T00:26:34.218245] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:34.219007] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-10-16T00:26:34.219063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:34.219098] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:34.219175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:34.219244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:34.236474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:34.237054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:34.237135] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:34.237169] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:34.272787] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:34.272893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:34.272929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:34.272957] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:34.276040] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=65.76%) [2025-10-16T00:26:34.276292] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-10-16T00:26:34.276419] [INFO ] [sig ] INSP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:34.425457] [INFO ] [LOCAL ] Saved forecast: INSP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/INSP.txt [2025-10-16T00:26:34.425712] [INFO ] [sig ] [945/1803] Completed INSP in 0.2s | 4.20 sym/s | Total: 3.7m | ETA: 3.4m [2025-10-16T00:26:34.425772] [INFO ] [sig ] [946/1803] Forecasting INSW... [2025-10-16T00:26:34.425806] [INFO ] [sig ] Generating forecast for: INSW [2025-10-16T00:26:34.425838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'. [2025-10-16T00:26:34.434242] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INSW'. [2025-10-16T00:26:34.434521] [INFO ] [FORECASTER] Starting predict_future for INSW [2025-10-16T00:26:34.459333] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:34.460056] [DEBUG] [LOCAL ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt [2025-10-16T00:26:34.460110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:34.460144] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:34.460172] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:34.460227] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:34.477047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:34.477601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:34.477702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:34.477750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:34.517888] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:34.517995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:34.518033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:34.518062] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:34.521256] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=91.43%) [2025-10-16T00:26:34.521512] [INFO ] [FORECASTER] Completed predict_future for INSW [2025-10-16T00:26:34.521664] [INFO ] [sig ] INSW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:34.664003] [INFO ] [LOCAL ] Saved forecast: INSW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/INSW.txt [2025-10-16T00:26:34.664202] [INFO ] [sig ] [946/1803] Completed INSW in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:34.664242] [INFO ] [sig ] [947/1803] Forecasting INVH... [2025-10-16T00:26:34.664273] [INFO ] [sig ] Generating forecast for: INVH [2025-10-16T00:26:34.664304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-10-16T00:26:34.672965] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INVH'. [2025-10-16T00:26:34.673260] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-10-16T00:26:34.697439] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:34.698157] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-10-16T00:26:34.698211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:34.698244] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:34.698272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:34.698329] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:34.715892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:34.716574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:34.716679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:34.716734] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:34.754610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:34.754823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:34.754872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:34.754903] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:34.758249] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=10.68%) [2025-10-16T00:26:34.758510] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-10-16T00:26:34.758699] [INFO ] [sig ] INVH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:34.898582] [INFO ] [LOCAL ] Saved forecast: INVH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/INVH.txt [2025-10-16T00:26:34.898822] [INFO ] [sig ] [947/1803] Completed INVH in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:34.898881] [INFO ] [sig ] [948/1803] Forecasting INVX... [2025-10-16T00:26:34.898916] [INFO ] [sig ] Generating forecast for: INVX [2025-10-16T00:26:34.898950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'. [2025-10-16T00:26:34.907662] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'INVX'. [2025-10-16T00:26:34.907970] [INFO ] [FORECASTER] Starting predict_future for INVX [2025-10-16T00:26:34.932828] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:34.933551] [DEBUG] [LOCAL ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt [2025-10-16T00:26:34.933606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:34.933663] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:34.933719] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:34.933781] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:34.950989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:34.951527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:34.951607] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:34.951664] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:34.986734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:34.987225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:34.987269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:34.987301] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:34.991953] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: DOWN (p=4.24%) [2025-10-16T00:26:34.992220] [INFO ] [FORECASTER] Completed predict_future for INVX [2025-10-16T00:26:34.992355] [INFO ] [sig ] INVX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:35.144080] [INFO ] [LOCAL ] Saved forecast: INVX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/INVX.txt [2025-10-16T00:26:35.144279] [INFO ] [sig ] [948/1803] Completed INVX in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:35.144320] [INFO ] [sig ] [949/1803] Forecasting IONQ... [2025-10-16T00:26:35.144353] [INFO ] [sig ] Generating forecast for: IONQ [2025-10-16T00:26:35.144386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'. [2025-10-16T00:26:35.153367] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IONQ'. [2025-10-16T00:26:35.153666] [INFO ] [FORECASTER] Starting predict_future for IONQ [2025-10-16T00:26:35.178779] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:35.179692] [DEBUG] [LOCAL ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt [2025-10-16T00:26:35.179749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:35.179800] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:35.179831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:35.179889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:35.198380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:35.199003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:35.199082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:35.199117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:35.240099] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:35.240266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:35.240307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:35.240337] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:35.243749] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: UP (p=98.94%) [2025-10-16T00:26:35.244018] [INFO ] [FORECASTER] Completed predict_future for IONQ [2025-10-16T00:26:35.244152] [INFO ] [sig ] IONQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:35.409547] [INFO ] [LOCAL ] Saved forecast: IONQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IONQ.txt [2025-10-16T00:26:35.409850] [INFO ] [sig ] [949/1803] Completed IONQ in 0.3s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:35.409913] [INFO ] [sig ] [950/1803] Forecasting IOT... [2025-10-16T00:26:35.409950] [INFO ] [sig ] Generating forecast for: IOT [2025-10-16T00:26:35.409987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-10-16T00:26:35.420856] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IOT'. [2025-10-16T00:26:35.421289] [INFO ] [FORECASTER] Starting predict_future for IOT [2025-10-16T00:26:35.449506] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:35.450501] [DEBUG] [LOCAL ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt [2025-10-16T00:26:35.450566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:35.450601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:35.450637] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:35.450751] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:35.469992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:35.471034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:35.471152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:35.471224] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:35.515099] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:35.515290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:35.515335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:35.515366] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:35.519799] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-10-16T00:26:35.520234] [INFO ] [FORECASTER] Completed predict_future for IOT [2025-10-16T00:26:35.520416] [INFO ] [sig ] IOT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:35.745470] [INFO ] [LOCAL ] Saved forecast: IOT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IOT.txt [2025-10-16T00:26:35.745892] [INFO ] [sig ] [950/1803] Completed IOT in 0.3s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:35.745971] [INFO ] [sig ] [951/1803] Forecasting IP... [2025-10-16T00:26:35.746017] [INFO ] [sig ] Generating forecast for: IP [2025-10-16T00:26:35.746063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'. [2025-10-16T00:26:35.759271] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IP'. [2025-10-16T00:26:35.759859] [INFO ] [FORECASTER] Starting predict_future for IP [2025-10-16T00:26:35.797630] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:35.798742] [DEBUG] [LOCAL ] No optimal features file found for IP: ./output/feature-sets/IP.txt [2025-10-16T00:26:35.798824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:35.798878] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:35.798923] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:35.799005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:35.825886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:35.827131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:35.827267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:35.827324] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:35.880232] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:35.880452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:35.880520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:35.880573] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:35.886186] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=30.82%) [2025-10-16T00:26:35.886737] [INFO ] [FORECASTER] Completed predict_future for IP [2025-10-16T00:26:35.886953] [INFO ] [sig ] IP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:36.082533] [INFO ] [LOCAL ] Saved forecast: IP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IP.txt [2025-10-16T00:26:36.082867] [INFO ] [sig ] [951/1803] Completed IP in 0.3s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:36.082932] [INFO ] [sig ] [952/1803] Forecasting IPG... [2025-10-16T00:26:36.082969] [INFO ] [sig ] Generating forecast for: IPG [2025-10-16T00:26:36.083003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-10-16T00:26:36.093175] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IPG'. [2025-10-16T00:26:36.093674] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-10-16T00:26:36.128078] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:36.129299] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-10-16T00:26:36.129371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:36.129428] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:36.129477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:36.129570] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:36.156952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:36.158173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:36.158291] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:36.158348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:36.207777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:36.207986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:36.208050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:36.208098] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:36.212428] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=4.58%) [2025-10-16T00:26:36.212890] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-10-16T00:26:36.213060] [INFO ] [sig ] IPG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:36.372202] [INFO ] [LOCAL ] Saved forecast: IPG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IPG.txt [2025-10-16T00:26:36.372477] [INFO ] [sig ] [952/1803] Completed IPG in 0.3s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:36.372523] [INFO ] [sig ] [953/1803] Forecasting IPI... [2025-10-16T00:26:36.372554] [INFO ] [sig ] Generating forecast for: IPI [2025-10-16T00:26:36.372586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-10-16T00:26:36.381750] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IPI'. [2025-10-16T00:26:36.382185] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-10-16T00:26:36.407735] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:36.408520] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-10-16T00:26:36.408604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:36.408677] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:36.408726] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:36.408788] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:36.426506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:36.427258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:36.427343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:36.427378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:36.461075] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:36.461257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:36.461299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:36.461331] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:36.464945] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=98.43%) [2025-10-16T00:26:36.465258] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-10-16T00:26:36.465406] [INFO ] [sig ] IPI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:36.612285] [INFO ] [LOCAL ] Saved forecast: IPI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IPI.txt [2025-10-16T00:26:36.612520] [INFO ] [sig ] [953/1803] Completed IPI in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:36.612563] [INFO ] [sig ] [954/1803] Forecasting IQI... [2025-10-16T00:26:36.612594] [INFO ] [sig ] Generating forecast for: IQI [2025-10-16T00:26:36.612626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-10-16T00:26:36.621876] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IQI'. [2025-10-16T00:26:36.622213] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-10-16T00:26:36.648883] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:36.649836] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-10-16T00:26:36.649905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:36.649941] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:36.649969] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:36.650028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:36.667787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:36.668740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:36.668842] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:36.668880] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:36.703170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:36.703369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:36.703413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:36.703444] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:36.707323] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=33.64%) [2025-10-16T00:26:36.707725] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-10-16T00:26:36.707890] [INFO ] [sig ] IQI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:36.856151] [INFO ] [LOCAL ] Saved forecast: IQI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IQI.txt [2025-10-16T00:26:36.856528] [INFO ] [sig ] [954/1803] Completed IQI in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:36.856616] [INFO ] [sig ] [955/1803] Forecasting IQV... [2025-10-16T00:26:36.856716] [INFO ] [sig ] Generating forecast for: IQV [2025-10-16T00:26:36.856773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-10-16T00:26:36.866253] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IQV'. [2025-10-16T00:26:36.866564] [INFO ] [FORECASTER] Starting predict_future for IQV [2025-10-16T00:26:36.894723] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:36.895747] [DEBUG] [LOCAL ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt [2025-10-16T00:26:36.895806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:36.895841] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:36.895869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:36.895926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:36.916572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:36.917192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:36.917278] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:36.917313] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:36.954962] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:36.955122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:36.955182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:36.955219] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:36.959042] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: UP (p=77.55%) [2025-10-16T00:26:36.959318] [INFO ] [FORECASTER] Completed predict_future for IQV [2025-10-16T00:26:36.959454] [INFO ] [sig ] IQV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:37.115385] [INFO ] [LOCAL ] Saved forecast: IQV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IQV.txt [2025-10-16T00:26:37.115666] [INFO ] [sig ] [955/1803] Completed IQV in 0.3s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:37.115740] [INFO ] [sig ] [956/1803] Forecasting IR... [2025-10-16T00:26:37.115793] [INFO ] [sig ] Generating forecast for: IR [2025-10-16T00:26:37.115829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-10-16T00:26:37.124421] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IR'. [2025-10-16T00:26:37.124766] [INFO ] [FORECASTER] Starting predict_future for IR [2025-10-16T00:26:37.152190] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:37.152986] [DEBUG] [LOCAL ] No optimal features file found for IR: ./output/feature-sets/IR.txt [2025-10-16T00:26:37.153042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:37.153076] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:37.153122] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:37.153181] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:37.172678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:37.173248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:37.173329] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:37.173363] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:37.207974] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:37.208114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:37.208157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:37.208187] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:37.211954] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=14.16%) [2025-10-16T00:26:37.212274] [INFO ] [FORECASTER] Completed predict_future for IR [2025-10-16T00:26:37.212435] [INFO ] [sig ] IR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:37.351987] [INFO ] [LOCAL ] Saved forecast: IR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IR.txt [2025-10-16T00:26:37.352186] [INFO ] [sig ] [956/1803] Completed IR in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:37.352226] [INFO ] [sig ] [957/1803] Forecasting IRM... [2025-10-16T00:26:37.352258] [INFO ] [sig ] Generating forecast for: IRM [2025-10-16T00:26:37.352289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-10-16T00:26:37.360668] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IRM'. [2025-10-16T00:26:37.360939] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-10-16T00:26:37.385378] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:37.386122] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-10-16T00:26:37.386178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:37.386212] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:37.386241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:37.386299] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:37.403332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:37.403888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:37.403968] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:37.404002] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:37.436887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:37.436974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:37.437011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:37.437039] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:37.440095] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=23.30%) [2025-10-16T00:26:37.440398] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-10-16T00:26:37.440526] [INFO ] [sig ] IRM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:37.580696] [INFO ] [LOCAL ] Saved forecast: IRM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IRM.txt [2025-10-16T00:26:37.580935] [INFO ] [sig ] [957/1803] Completed IRM in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:37.580978] [INFO ] [sig ] [958/1803] Forecasting IRS... [2025-10-16T00:26:37.581009] [INFO ] [sig ] Generating forecast for: IRS [2025-10-16T00:26:37.581040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'. [2025-10-16T00:26:37.589969] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IRS'. [2025-10-16T00:26:37.590392] [INFO ] [FORECASTER] Starting predict_future for IRS [2025-10-16T00:26:37.616710] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:37.617512] [DEBUG] [LOCAL ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt [2025-10-16T00:26:37.617568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:37.617678] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:37.617726] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:37.617799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:37.636198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:37.637160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:37.637247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:37.637280] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:37.672166] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:37.672305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:37.672344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:37.672373] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:37.675616] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: DOWN (p=40.05%) [2025-10-16T00:26:37.675911] [INFO ] [FORECASTER] Completed predict_future for IRS [2025-10-16T00:26:37.676052] [INFO ] [sig ] IRS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:37.814888] [INFO ] [LOCAL ] Saved forecast: IRS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IRS.txt [2025-10-16T00:26:37.815140] [INFO ] [sig ] [958/1803] Completed IRS in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:37.815183] [INFO ] [sig ] [959/1803] Forecasting IRT... [2025-10-16T00:26:37.815214] [INFO ] [sig ] Generating forecast for: IRT [2025-10-16T00:26:37.815245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-10-16T00:26:37.824191] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IRT'. [2025-10-16T00:26:37.824484] [INFO ] [FORECASTER] Starting predict_future for IRT [2025-10-16T00:26:37.848696] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:37.849414] [DEBUG] [LOCAL ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt [2025-10-16T00:26:37.849470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:37.849503] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:37.849531] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:37.849587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:37.866323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:37.866991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:37.867076] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:37.867110] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:37.904300] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:37.904473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:37.904515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:37.904544] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:37.908028] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: DOWN (p=13.20%) [2025-10-16T00:26:37.908363] [INFO ] [FORECASTER] Completed predict_future for IRT [2025-10-16T00:26:37.908517] [INFO ] [sig ] IRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:38.046597] [INFO ] [LOCAL ] Saved forecast: IRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IRT.txt [2025-10-16T00:26:38.046863] [INFO ] [sig ] [959/1803] Completed IRT in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.4m [2025-10-16T00:26:38.046914] [INFO ] [sig ] [960/1803] Forecasting ISD... [2025-10-16T00:26:38.046945] [INFO ] [sig ] Generating forecast for: ISD [2025-10-16T00:26:38.046976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-10-16T00:26:38.055404] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ISD'. [2025-10-16T00:26:38.055743] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-10-16T00:26:38.080573] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:38.081354] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-10-16T00:26:38.081409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:38.081445] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:38.081474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:38.081531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:38.098717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:38.099280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:38.099365] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:38.099399] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:38.129536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:38.129686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:38.129752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:38.129791] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:38.133129] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=6.77%) [2025-10-16T00:26:38.133402] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-10-16T00:26:38.133533] [INFO ] [sig ] ISD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:38.275505] [INFO ] [LOCAL ] Saved forecast: ISD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ISD.txt [2025-10-16T00:26:38.275811] [INFO ] [sig ] [960/1803] Completed ISD in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:38.275884] [INFO ] [sig ] [961/1803] Forecasting IT... [2025-10-16T00:26:38.275940] [INFO ] [sig ] Generating forecast for: IT [2025-10-16T00:26:38.276018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-10-16T00:26:38.285013] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IT'. [2025-10-16T00:26:38.285299] [INFO ] [FORECASTER] Starting predict_future for IT [2025-10-16T00:26:38.309824] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:38.310483] [DEBUG] [LOCAL ] No optimal features file found for IT: ./output/feature-sets/IT.txt [2025-10-16T00:26:38.310535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:38.310568] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:38.310595] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:38.310673] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:38.327242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:38.327872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:38.327953] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:38.327987] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:38.365947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:38.366102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:38.366161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:38.366191] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:38.370561] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=47.23%) [2025-10-16T00:26:38.371058] [INFO ] [FORECASTER] Completed predict_future for IT [2025-10-16T00:26:38.371248] [INFO ] [sig ] IT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:38.525087] [INFO ] [LOCAL ] Saved forecast: IT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IT.txt [2025-10-16T00:26:38.525323] [INFO ] [sig ] [961/1803] Completed IT in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:38.525365] [INFO ] [sig ] [962/1803] Forecasting ITGR... [2025-10-16T00:26:38.525396] [INFO ] [sig ] Generating forecast for: ITGR [2025-10-16T00:26:38.525428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-10-16T00:26:38.533993] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ITGR'. [2025-10-16T00:26:38.534258] [INFO ] [FORECASTER] Starting predict_future for ITGR [2025-10-16T00:26:38.558604] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:38.559351] [DEBUG] [LOCAL ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt [2025-10-16T00:26:38.559406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:38.559440] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:38.559468] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:38.559524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:38.576591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:38.577304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:38.577388] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:38.577421] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:38.614575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:38.614739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:38.614789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:38.614820] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:38.618020] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: UP (p=81.23%) [2025-10-16T00:26:38.618279] [INFO ] [FORECASTER] Completed predict_future for ITGR [2025-10-16T00:26:38.618407] [INFO ] [sig ] ITGR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:38.758388] [INFO ] [LOCAL ] Saved forecast: ITGR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ITGR.txt [2025-10-16T00:26:38.758621] [INFO ] [sig ] [962/1803] Completed ITGR in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:38.758704] [INFO ] [sig ] [963/1803] Forecasting ITT... [2025-10-16T00:26:38.758745] [INFO ] [sig ] Generating forecast for: ITT [2025-10-16T00:26:38.758778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-10-16T00:26:38.767685] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ITT'. [2025-10-16T00:26:38.768033] [INFO ] [FORECASTER] Starting predict_future for ITT [2025-10-16T00:26:38.793107] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:38.793880] [DEBUG] [LOCAL ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt [2025-10-16T00:26:38.793936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:38.793971] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:38.794000] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:38.794104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:38.811404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:38.811973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:38.812053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:38.812087] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:38.847628] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:38.847760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:38.847801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:38.847830] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:38.850997] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: UP (p=83.03%) [2025-10-16T00:26:38.851259] [INFO ] [FORECASTER] Completed predict_future for ITT [2025-10-16T00:26:38.851381] [INFO ] [sig ] ITT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:38.992525] [INFO ] [LOCAL ] Saved forecast: ITT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ITT.txt [2025-10-16T00:26:38.992757] [INFO ] [sig ] [963/1803] Completed ITT in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:38.992817] [INFO ] [sig ] [964/1803] Forecasting ITUB... [2025-10-16T00:26:38.992850] [INFO ] [sig ] Generating forecast for: ITUB [2025-10-16T00:26:38.992882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-10-16T00:26:39.005363] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ITUB'. [2025-10-16T00:26:39.005718] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-10-16T00:26:39.031023] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:39.031717] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-10-16T00:26:39.031773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:39.031808] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:39.031836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:39.031891] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:39.048880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:39.049429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:39.049520] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:39.049574] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:39.081547] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:39.081622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:39.081694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:39.081738] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:39.084777] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=99.58%) [2025-10-16T00:26:39.085026] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-10-16T00:26:39.085516] [INFO ] [sig ] ITUB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:39.227246] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ITUB.txt [2025-10-16T00:26:39.227463] [INFO ] [sig ] [964/1803] Completed ITUB in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:39.227503] [INFO ] [sig ] [965/1803] Forecasting ITW... [2025-10-16T00:26:39.227533] [INFO ] [sig ] Generating forecast for: ITW [2025-10-16T00:26:39.227563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'. [2025-10-16T00:26:39.236354] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ITW'. [2025-10-16T00:26:39.236662] [INFO ] [FORECASTER] Starting predict_future for ITW [2025-10-16T00:26:39.262269] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:39.262990] [DEBUG] [LOCAL ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt [2025-10-16T00:26:39.263045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:39.263079] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:39.263111] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:39.263169] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:39.280687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:39.281258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:39.281338] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:39.281371] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:39.313012] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:39.313091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:39.313133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:39.313163] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:39.316157] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: UP (p=54.40%) [2025-10-16T00:26:39.316415] [INFO ] [FORECASTER] Completed predict_future for ITW [2025-10-16T00:26:39.316553] [INFO ] [sig ] ITW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:39.459219] [INFO ] [LOCAL ] Saved forecast: ITW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ITW.txt [2025-10-16T00:26:39.459414] [INFO ] [sig ] [965/1803] Completed ITW in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:39.459455] [INFO ] [sig ] [966/1803] Forecasting IVT... [2025-10-16T00:26:39.459486] [INFO ] [sig ] Generating forecast for: IVT [2025-10-16T00:26:39.459517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'. [2025-10-16T00:26:39.467620] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IVT'. [2025-10-16T00:26:39.467904] [INFO ] [FORECASTER] Starting predict_future for IVT [2025-10-16T00:26:39.492436] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:39.493109] [DEBUG] [LOCAL ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt [2025-10-16T00:26:39.493163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:39.493199] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:39.493227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:39.493283] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:39.510667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:39.511207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:39.511286] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:39.511320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:39.544940] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:39.545017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:39.545053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:39.545081] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:39.548163] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=15.25%) [2025-10-16T00:26:39.548420] [INFO ] [FORECASTER] Completed predict_future for IVT [2025-10-16T00:26:39.548571] [INFO ] [sig ] IVT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:39.689427] [INFO ] [LOCAL ] Saved forecast: IVT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/IVT.txt [2025-10-16T00:26:39.689699] [INFO ] [sig ] [966/1803] Completed IVT in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:39.689760] [INFO ] [sig ] [967/1803] Forecasting IVZ... [2025-10-16T00:26:39.689793] [INFO ] [sig ] Generating forecast for: IVZ [2025-10-16T00:26:39.689825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-10-16T00:26:39.698215] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IVZ'. [2025-10-16T00:26:39.698482] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-10-16T00:26:39.724330] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:39.725057] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-10-16T00:26:39.725112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:39.725147] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:39.725177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:39.725234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:39.742420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:39.742972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:39.743050] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:39.743083] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:39.777167] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:39.777257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:39.777294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:39.777322] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:39.780407] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=81.69%) [2025-10-16T00:26:39.780679] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-10-16T00:26:39.780815] [INFO ] [sig ] IVZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:39.919361] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IVZ.txt [2025-10-16T00:26:39.919563] [INFO ] [sig ] [967/1803] Completed IVZ in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:39.919604] [INFO ] [sig ] [968/1803] Forecasting IX... [2025-10-16T00:26:39.919634] [INFO ] [sig ] Generating forecast for: IX [2025-10-16T00:26:39.919730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-10-16T00:26:39.928719] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'IX'. [2025-10-16T00:26:39.929010] [INFO ] [FORECASTER] Starting predict_future for IX [2025-10-16T00:26:39.953630] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:39.954367] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-10-16T00:26:39.954420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:39.954453] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:39.954481] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:39.954537] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:39.971734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:39.972251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:39.972325] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:39.972359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:40.004378] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:40.004457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:40.004492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:40.004539] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:40.007531] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=94.66%) [2025-10-16T00:26:40.007816] [INFO ] [FORECASTER] Completed predict_future for IX [2025-10-16T00:26:40.007946] [INFO ] [sig ] IX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:40.149021] [INFO ] [LOCAL ] Saved forecast: IX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/IX.txt [2025-10-16T00:26:40.149240] [INFO ] [sig ] [968/1803] Completed IX in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:40.149301] [INFO ] [sig ] [969/1803] Forecasting J... [2025-10-16T00:26:40.149335] [INFO ] [sig ] Generating forecast for: J [2025-10-16T00:26:40.149367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-10-16T00:26:40.158905] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'J'. [2025-10-16T00:26:40.159358] [INFO ] [FORECASTER] Starting predict_future for J [2025-10-16T00:26:40.185727] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:40.186525] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-10-16T00:26:40.186581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:40.186617] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:40.186673] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:40.186755] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:40.204803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:40.205771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:40.205879] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:40.205915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:40.242792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:40.242978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:40.243024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:40.243056] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:40.246758] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=99.22%) [2025-10-16T00:26:40.247079] [INFO ] [FORECASTER] Completed predict_future for J [2025-10-16T00:26:40.247231] [INFO ] [sig ] J: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:40.391955] [INFO ] [LOCAL ] Saved forecast: J 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/J.txt [2025-10-16T00:26:40.392189] [INFO ] [sig ] [969/1803] Completed J in 0.2s | 4.20 sym/s | Total: 3.8m | ETA: 3.3m [2025-10-16T00:26:40.392231] [INFO ] [sig ] [970/1803] Forecasting JBGS... [2025-10-16T00:26:40.392262] [INFO ] [sig ] Generating forecast for: JBGS [2025-10-16T00:26:40.392293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-10-16T00:26:40.400862] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JBGS'. [2025-10-16T00:26:40.401250] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-10-16T00:26:40.426681] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:40.427449] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-10-16T00:26:40.427505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:40.427540] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:40.427568] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:40.427625] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:40.445378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:40.446200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:40.446287] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:40.446323] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:40.483181] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:40.483362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:40.483406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:40.483439] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:40.487047] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=90.23%) [2025-10-16T00:26:40.487348] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-10-16T00:26:40.487489] [INFO ] [sig ] JBGS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:40.630296] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JBGS.txt [2025-10-16T00:26:40.630538] [INFO ] [sig ] [970/1803] Completed JBGS in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:40.630580] [INFO ] [sig ] [971/1803] Forecasting JBI... [2025-10-16T00:26:40.630612] [INFO ] [sig ] Generating forecast for: JBI [2025-10-16T00:26:40.630665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-10-16T00:26:40.639464] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JBI'. [2025-10-16T00:26:40.639801] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-10-16T00:26:40.669872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:40.670786] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-10-16T00:26:40.670884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:40.670927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:40.670958] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:40.671017] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:40.691401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:40.691986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:40.692071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:40.692107] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:40.730538] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:40.730746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:40.730800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:40.730832] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:40.734385] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=70.36%) [2025-10-16T00:26:40.734682] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-10-16T00:26:40.734834] [INFO ] [sig ] JBI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:40.872492] [INFO ] [LOCAL ] Saved forecast: JBI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JBI.txt [2025-10-16T00:26:40.872860] [INFO ] [sig ] [971/1803] Completed JBI in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:40.872919] [INFO ] [sig ] [972/1803] Forecasting JBL... [2025-10-16T00:26:40.872952] [INFO ] [sig ] Generating forecast for: JBL [2025-10-16T00:26:40.872983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-10-16T00:26:40.881291] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JBL'. [2025-10-16T00:26:40.881564] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-10-16T00:26:40.906041] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:40.906742] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-10-16T00:26:40.906797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:40.906830] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:40.906858] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:40.906913] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:40.923785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:40.924330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:40.924409] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:40.924442] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:40.960996] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:40.961102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:40.961143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:40.961172] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:40.964269] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=55.90%) [2025-10-16T00:26:40.964529] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-10-16T00:26:40.964686] [INFO ] [sig ] JBL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:41.103385] [INFO ] [LOCAL ] Saved forecast: JBL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JBL.txt [2025-10-16T00:26:41.103593] [INFO ] [sig ] [972/1803] Completed JBL in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:41.103633] [INFO ] [sig ] [973/1803] Forecasting JBND... [2025-10-16T00:26:41.103702] [INFO ] [sig ] Generating forecast for: JBND [2025-10-16T00:26:41.103744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-10-16T00:26:41.112169] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JBND'. [2025-10-16T00:26:41.112428] [INFO ] [FORECASTER] Starting predict_future for JBND [2025-10-16T00:26:41.136769] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:41.137489] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-10-16T00:26:41.137544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:41.137578] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:41.137607] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:41.137685] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:41.154505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:41.155058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:41.155135] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:41.155171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:41.189755] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:41.189854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:41.189889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:41.189918] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:41.193145] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=73.33%) [2025-10-16T00:26:41.193409] [INFO ] [FORECASTER] Completed predict_future for JBND [2025-10-16T00:26:41.193544] [INFO ] [sig ] JBND: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:41.333057] [INFO ] [LOCAL ] Saved forecast: JBND 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JBND.txt [2025-10-16T00:26:41.333293] [INFO ] [sig ] [973/1803] Completed JBND in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:41.333342] [INFO ] [sig ] [974/1803] Forecasting JCE... [2025-10-16T00:26:41.333373] [INFO ] [sig ] Generating forecast for: JCE [2025-10-16T00:26:41.333405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-10-16T00:26:41.342279] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JCE'. [2025-10-16T00:26:41.342535] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-10-16T00:26:41.367114] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:41.367820] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-10-16T00:26:41.367876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:41.367910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:41.367939] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:41.367997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:41.384768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:41.385313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:41.385426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:41.385465] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:41.420891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:41.420968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:41.421003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:41.421030] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:41.423976] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=33.55%) [2025-10-16T00:26:41.424220] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-10-16T00:26:41.424351] [INFO ] [sig ] JCE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:41.564687] [INFO ] [LOCAL ] Saved forecast: JCE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JCE.txt [2025-10-16T00:26:41.564943] [INFO ] [sig ] [974/1803] Completed JCE in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:41.565003] [INFO ] [sig ] [975/1803] Forecasting JCI... [2025-10-16T00:26:41.565037] [INFO ] [sig ] Generating forecast for: JCI [2025-10-16T00:26:41.565069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-10-16T00:26:41.574202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JCI'. [2025-10-16T00:26:41.574543] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-10-16T00:26:41.598829] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:41.599470] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-10-16T00:26:41.599523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:41.599557] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:41.599586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:41.599664] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:41.616667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:41.617231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:41.617309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:41.617343] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:41.651614] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:41.651716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:41.651761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:41.651790] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:41.654762] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=83.49%) [2025-10-16T00:26:41.655010] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-10-16T00:26:41.655145] [INFO ] [sig ] JCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:41.803998] [INFO ] [LOCAL ] Saved forecast: JCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JCI.txt [2025-10-16T00:26:41.804308] [INFO ] [sig ] [975/1803] Completed JCI in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:41.804583] [INFO ] [sig ] [976/1803] Forecasting JEF... [2025-10-16T00:26:41.804686] [INFO ] [sig ] Generating forecast for: JEF [2025-10-16T00:26:41.804762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-10-16T00:26:41.815470] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JEF'. [2025-10-16T00:26:41.815834] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-10-16T00:26:41.846254] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:41.847054] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-10-16T00:26:41.847112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:41.847150] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:41.847179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:41.847238] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:41.864854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:41.865447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:41.865528] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:41.865562] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:41.901282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:41.901420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:41.901460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:41.901489] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:41.904880] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=97.14%) [2025-10-16T00:26:41.905173] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-10-16T00:26:41.905307] [INFO ] [sig ] JEF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:42.043346] [INFO ] [LOCAL ] Saved forecast: JEF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JEF.txt [2025-10-16T00:26:42.043573] [INFO ] [sig ] [976/1803] Completed JEF in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:42.043615] [INFO ] [sig ] [977/1803] Forecasting JELD... [2025-10-16T00:26:42.043676] [INFO ] [sig ] Generating forecast for: JELD [2025-10-16T00:26:42.043730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-10-16T00:26:42.052505] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JELD'. [2025-10-16T00:26:42.052888] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-10-16T00:26:42.077070] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:42.077824] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-10-16T00:26:42.077878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:42.077912] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:42.077940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:42.077997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:42.094734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:42.095354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:42.095432] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:42.095466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:42.130160] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:42.130305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:42.130344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:42.130373] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:42.135491] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=94.74%) [2025-10-16T00:26:42.135801] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-10-16T00:26:42.135938] [INFO ] [sig ] JELD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:42.277449] [INFO ] [LOCAL ] Saved forecast: JELD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JELD.txt [2025-10-16T00:26:42.277690] [INFO ] [sig ] [977/1803] Completed JELD in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:42.277752] [INFO ] [sig ] [978/1803] Forecasting JFR... [2025-10-16T00:26:42.277787] [INFO ] [sig ] Generating forecast for: JFR [2025-10-16T00:26:42.277820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'. [2025-10-16T00:26:42.286496] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JFR'. [2025-10-16T00:26:42.286837] [INFO ] [FORECASTER] Starting predict_future for JFR [2025-10-16T00:26:42.312264] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:42.313263] [DEBUG] [LOCAL ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt [2025-10-16T00:26:42.313335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:42.313391] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:42.313454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:42.313547] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:42.331927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:42.332559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:42.332640] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:42.332718] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:42.368436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:42.368608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:42.368724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:42.368770] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:42.372215] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=68.95%) [2025-10-16T00:26:42.372481] [INFO ] [FORECASTER] Completed predict_future for JFR [2025-10-16T00:26:42.372616] [INFO ] [sig ] JFR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:42.515520] [INFO ] [LOCAL ] Saved forecast: JFR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JFR.txt [2025-10-16T00:26:42.515760] [INFO ] [sig ] [978/1803] Completed JFR in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:42.515820] [INFO ] [sig ] [979/1803] Forecasting JGH... [2025-10-16T00:26:42.515855] [INFO ] [sig ] Generating forecast for: JGH [2025-10-16T00:26:42.515886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-10-16T00:26:42.525088] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JGH'. [2025-10-16T00:26:42.525469] [INFO ] [FORECASTER] Starting predict_future for JGH [2025-10-16T00:26:42.551902] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:42.552624] [DEBUG] [LOCAL ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt [2025-10-16T00:26:42.552708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:42.552761] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:42.552826] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:42.552915] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:42.572674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:42.573315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:42.573401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:42.573437] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:42.610719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:42.610879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:42.610922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:42.610953] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:42.614250] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=98.16%) [2025-10-16T00:26:42.614513] [INFO ] [FORECASTER] Completed predict_future for JGH [2025-10-16T00:26:42.614664] [INFO ] [sig ] JGH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:42.777755] [INFO ] [LOCAL ] Saved forecast: JGH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JGH.txt [2025-10-16T00:26:42.778001] [INFO ] [sig ] [979/1803] Completed JGH in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:42.778049] [INFO ] [sig ] [980/1803] Forecasting JHG... [2025-10-16T00:26:42.778082] [INFO ] [sig ] Generating forecast for: JHG [2025-10-16T00:26:42.778115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-10-16T00:26:42.787120] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JHG'. [2025-10-16T00:26:42.787489] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-10-16T00:26:42.816464] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:42.817463] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-10-16T00:26:42.817523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:42.817558] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:42.817586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:42.817665] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:42.836570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:42.837429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:42.837514] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:42.837550] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:42.873969] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:42.874120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:42.874162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:42.874198] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:42.877690] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=6.53%) [2025-10-16T00:26:42.877972] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-10-16T00:26:42.878114] [INFO ] [sig ] JHG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:43.025530] [INFO ] [LOCAL ] Saved forecast: JHG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JHG.txt [2025-10-16T00:26:43.025801] [INFO ] [sig ] [980/1803] Completed JHG in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:43.025900] [INFO ] [sig ] [981/1803] Forecasting JHI... [2025-10-16T00:26:43.025947] [INFO ] [sig ] Generating forecast for: JHI [2025-10-16T00:26:43.025982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-10-16T00:26:43.034615] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JHI'. [2025-10-16T00:26:43.035054] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-10-16T00:26:43.060789] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:43.061551] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-10-16T00:26:43.061607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:43.061662] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:43.061718] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:43.061781] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:43.079357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:43.080143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:43.080244] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:43.080283] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:43.111959] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:43.112082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:43.112123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:43.112154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:43.115457] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=78.56%) [2025-10-16T00:26:43.115779] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-10-16T00:26:43.115919] [INFO ] [sig ] JHI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:43.261052] [INFO ] [LOCAL ] Saved forecast: JHI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JHI.txt [2025-10-16T00:26:43.261288] [INFO ] [sig ] [981/1803] Completed JHI in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:43.261331] [INFO ] [sig ] [982/1803] Forecasting JHS... [2025-10-16T00:26:43.261361] [INFO ] [sig ] Generating forecast for: JHS [2025-10-16T00:26:43.261393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'. [2025-10-16T00:26:43.270991] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JHS'. [2025-10-16T00:26:43.271260] [INFO ] [FORECASTER] Starting predict_future for JHS [2025-10-16T00:26:43.295720] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:43.296377] [DEBUG] [LOCAL ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt [2025-10-16T00:26:43.296431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:43.296464] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:43.296492] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:43.296548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:43.313328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:43.313900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:43.313979] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:43.314013] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:43.346587] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:43.346696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:43.346744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:43.346774] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:43.349837] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=49.54%) [2025-10-16T00:26:43.350122] [INFO ] [FORECASTER] Completed predict_future for JHS [2025-10-16T00:26:43.350249] [INFO ] [sig ] JHS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:43.489253] [INFO ] [LOCAL ] Saved forecast: JHS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JHS.txt [2025-10-16T00:26:43.489458] [INFO ] [sig ] [982/1803] Completed JHS in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:43.489499] [INFO ] [sig ] [983/1803] Forecasting JHX... [2025-10-16T00:26:43.489530] [INFO ] [sig ] Generating forecast for: JHX [2025-10-16T00:26:43.489561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-10-16T00:26:43.497539] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JHX'. [2025-10-16T00:26:43.497816] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-10-16T00:26:43.521950] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:43.522605] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-10-16T00:26:43.522681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:43.522729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:43.522760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:43.522817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:43.539636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:43.540203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:43.540284] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:43.540317] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:43.573856] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:43.574026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:43.574069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:43.574100] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:43.577706] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=10.21%) [2025-10-16T00:26:43.577984] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-10-16T00:26:43.578115] [INFO ] [sig ] JHX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:43.716985] [INFO ] [LOCAL ] Saved forecast: JHX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JHX.txt [2025-10-16T00:26:43.717173] [INFO ] [sig ] [983/1803] Completed JHX in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:43.717213] [INFO ] [sig ] [984/1803] Forecasting JILL... [2025-10-16T00:26:43.717243] [INFO ] [sig ] Generating forecast for: JILL [2025-10-16T00:26:43.717276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-10-16T00:26:43.727190] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JILL'. [2025-10-16T00:26:43.727550] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-10-16T00:26:43.755970] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:43.756813] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-10-16T00:26:43.756871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:43.756906] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:43.756935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:43.756993] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:43.777586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:43.778295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:43.778400] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:43.778437] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:43.816549] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:43.816704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:43.816759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:43.816791] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:43.820419] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=30.44%) [2025-10-16T00:26:43.820756] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-10-16T00:26:43.820907] [INFO ] [sig ] JILL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:43.981228] [INFO ] [LOCAL ] Saved forecast: JILL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JILL.txt [2025-10-16T00:26:43.981485] [INFO ] [sig ] [984/1803] Completed JILL in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.3m [2025-10-16T00:26:43.981548] [INFO ] [sig ] [985/1803] Forecasting JKS... [2025-10-16T00:26:43.981583] [INFO ] [sig ] Generating forecast for: JKS [2025-10-16T00:26:43.981616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-10-16T00:26:43.990421] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JKS'. [2025-10-16T00:26:43.990739] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-10-16T00:26:44.018119] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:44.018988] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-10-16T00:26:44.019045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:44.019079] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:44.019107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:44.019164] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:44.038016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:44.038602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:44.038733] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:44.038796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:44.077351] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:44.077499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:44.077562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:44.077596] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:44.081533] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=91.84%) [2025-10-16T00:26:44.081839] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-10-16T00:26:44.081993] [INFO ] [sig ] JKS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:44.242178] [INFO ] [LOCAL ] Saved forecast: JKS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JKS.txt [2025-10-16T00:26:44.242409] [INFO ] [sig ] [985/1803] Completed JKS in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:44.242453] [INFO ] [sig ] [986/1803] Forecasting JLL... [2025-10-16T00:26:44.242486] [INFO ] [sig ] Generating forecast for: JLL [2025-10-16T00:26:44.242520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-10-16T00:26:44.251693] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JLL'. [2025-10-16T00:26:44.252002] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-10-16T00:26:44.279428] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:44.280285] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-10-16T00:26:44.280357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:44.280393] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:44.280422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:44.280507] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:44.299054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:44.299676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:44.299761] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:44.299796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:44.341830] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:44.341955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:44.341994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:44.342028] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:44.345305] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=96.31%) [2025-10-16T00:26:44.345567] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-10-16T00:26:44.345733] [INFO ] [sig ] JLL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:44.504090] [INFO ] [LOCAL ] Saved forecast: JLL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JLL.txt [2025-10-16T00:26:44.504353] [INFO ] [sig ] [986/1803] Completed JLL in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:44.504415] [INFO ] [sig ] [987/1803] Forecasting JLS... [2025-10-16T00:26:44.504449] [INFO ] [sig ] Generating forecast for: JLS [2025-10-16T00:26:44.504482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-10-16T00:26:44.513434] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JLS'. [2025-10-16T00:26:44.513776] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-10-16T00:26:44.541189] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:44.541965] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-10-16T00:26:44.542022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:44.542083] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:44.542123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:44.542231] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:44.561639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:44.562282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:44.562363] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:44.562398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:44.600372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:44.600493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:44.600531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:44.600560] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:44.603899] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=27.90%) [2025-10-16T00:26:44.604190] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-10-16T00:26:44.604335] [INFO ] [sig ] JLS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:44.766430] [INFO ] [LOCAL ] Saved forecast: JLS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JLS.txt [2025-10-16T00:26:44.766702] [INFO ] [sig ] [987/1803] Completed JLS in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:44.766773] [INFO ] [sig ] [988/1803] Forecasting JMIA... [2025-10-16T00:26:44.766814] [INFO ] [sig ] Generating forecast for: JMIA [2025-10-16T00:26:44.766890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-10-16T00:26:44.776131] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JMIA'. [2025-10-16T00:26:44.776521] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-10-16T00:26:44.804144] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:44.805103] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-10-16T00:26:44.805173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:44.805219] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:44.805258] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:44.805341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:44.825135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:44.825775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:44.825858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:44.825894] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:44.866325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:44.866455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:44.866494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:44.866524] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:44.870329] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-10-16T00:26:44.870630] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-10-16T00:26:44.870805] [INFO ] [sig ] JMIA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:45.031283] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JMIA.txt [2025-10-16T00:26:45.031547] [INFO ] [sig ] [988/1803] Completed JMIA in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:45.031630] [INFO ] [sig ] [989/1803] Forecasting JNJ... [2025-10-16T00:26:45.031710] [INFO ] [sig ] Generating forecast for: JNJ [2025-10-16T00:26:45.031752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-10-16T00:26:45.040883] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JNJ'. [2025-10-16T00:26:45.041213] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-10-16T00:26:45.065398] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:45.066071] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-10-16T00:26:45.066125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:45.066158] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:45.066186] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:45.066242] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:45.083494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:45.084079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:45.084159] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:45.084195] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:45.119981] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:45.120107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:45.120144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:45.120173] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:45.123420] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-10-16T00:26:45.123727] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-10-16T00:26:45.123868] [INFO ] [sig ] JNJ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:45.262769] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JNJ.txt [2025-10-16T00:26:45.262986] [INFO ] [sig ] [989/1803] Completed JNJ in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:45.263028] [INFO ] [sig ] [990/1803] Forecasting JOBY... [2025-10-16T00:26:45.263058] [INFO ] [sig ] Generating forecast for: JOBY [2025-10-16T00:26:45.263089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-10-16T00:26:45.272533] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JOBY'. [2025-10-16T00:26:45.272946] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-10-16T00:26:45.300484] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:45.301275] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-10-16T00:26:45.301333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:45.301368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:45.301396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:45.301452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:45.321261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:45.321885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:45.321983] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:45.322048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:45.362961] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:45.363070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:45.363473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:45.363507] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:45.367397] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=75.20%) [2025-10-16T00:26:45.367770] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-10-16T00:26:45.367921] [INFO ] [sig ] JOBY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:45.528413] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JOBY.txt [2025-10-16T00:26:45.528748] [INFO ] [sig ] [990/1803] Completed JOBY in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:45.528811] [INFO ] [sig ] [991/1803] Forecasting JOE... [2025-10-16T00:26:45.528846] [INFO ] [sig ] Generating forecast for: JOE [2025-10-16T00:26:45.528880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-10-16T00:26:45.537692] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JOE'. [2025-10-16T00:26:45.538006] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-10-16T00:26:45.565601] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:45.566387] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-10-16T00:26:45.566455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:45.566501] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:45.566532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:45.566590] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:45.586463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:45.587156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:45.587259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:45.587294] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:45.626865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:45.626990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:45.627030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:45.627060] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:45.630684] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=51.14%) [2025-10-16T00:26:45.630958] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-10-16T00:26:45.631099] [INFO ] [sig ] JOE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:45.771577] [INFO ] [LOCAL ] Saved forecast: JOE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JOE.txt [2025-10-16T00:26:45.771834] [INFO ] [sig ] [991/1803] Completed JOE in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:45.771892] [INFO ] [sig ] [992/1803] Forecasting JOF... [2025-10-16T00:26:45.771926] [INFO ] [sig ] Generating forecast for: JOF [2025-10-16T00:26:45.771958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-10-16T00:26:45.780343] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JOF'. [2025-10-16T00:26:45.780623] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-10-16T00:26:45.804866] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:45.805562] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-10-16T00:26:45.805617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:45.805679] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:45.805726] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:45.805785] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:45.822463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:45.823058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:45.823138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:45.823171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:45.859437] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:45.859554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:45.859593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:45.859624] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:45.862872] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=71.83%) [2025-10-16T00:26:45.863138] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-10-16T00:26:45.863275] [INFO ] [sig ] JOF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:46.002092] [INFO ] [LOCAL ] Saved forecast: JOF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JOF.txt [2025-10-16T00:26:46.002306] [INFO ] [sig ] [992/1803] Completed JOF in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:46.002349] [INFO ] [sig ] [993/1803] Forecasting JPC... [2025-10-16T00:26:46.002380] [INFO ] [sig ] Generating forecast for: JPC [2025-10-16T00:26:46.002411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-10-16T00:26:46.010565] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JPC'. [2025-10-16T00:26:46.010869] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-10-16T00:26:46.035043] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:46.035758] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-10-16T00:26:46.035827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:46.035860] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:46.035888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:46.035949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:46.053334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:46.054247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:46.054334] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:46.054368] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:46.090367] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:46.090542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:46.090584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:46.090613] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:46.094129] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=73.66%) [2025-10-16T00:26:46.094430] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-10-16T00:26:46.094574] [INFO ] [sig ] JPC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:46.241346] [INFO ] [LOCAL ] Saved forecast: JPC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JPC.txt [2025-10-16T00:26:46.241634] [INFO ] [sig ] [993/1803] Completed JPC in 0.2s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:46.241720] [INFO ] [sig ] [994/1803] Forecasting JPM... [2025-10-16T00:26:46.241758] [INFO ] [sig ] Generating forecast for: JPM [2025-10-16T00:26:46.241791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-10-16T00:26:46.250260] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JPM'. [2025-10-16T00:26:46.250523] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-10-16T00:26:46.275437] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:46.276304] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-10-16T00:26:46.276362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:46.276397] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:46.276425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:46.276483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:46.294349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:46.295206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:46.295293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:46.295328] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:46.338191] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:46.338387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:46.338436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:46.338467] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:46.342278] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=98.15%) [2025-10-16T00:26:46.342584] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-10-16T00:26:46.342757] [INFO ] [sig ] JPM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:46.493762] [INFO ] [LOCAL ] Saved forecast: JPM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JPM.txt [2025-10-16T00:26:46.493999] [INFO ] [sig ] [994/1803] Completed JPM in 0.3s | 4.20 sym/s | Total: 3.9m | ETA: 3.2m [2025-10-16T00:26:46.494042] [INFO ] [sig ] [995/1803] Forecasting JQC... [2025-10-16T00:26:46.494072] [INFO ] [sig ] Generating forecast for: JQC [2025-10-16T00:26:46.494112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-10-16T00:26:46.503382] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JQC'. [2025-10-16T00:26:46.503707] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-10-16T00:26:46.528762] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:46.529469] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-10-16T00:26:46.529524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:46.529558] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:46.529587] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:46.529664] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:46.546472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:46.547081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:46.547162] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:46.547198] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:46.582593] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:46.582724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:46.582771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:46.582802] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:46.585899] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=84.67%) [2025-10-16T00:26:46.586154] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-10-16T00:26:46.586285] [INFO ] [sig ] JQC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:46.723993] [INFO ] [LOCAL ] Saved forecast: JQC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/JQC.txt [2025-10-16T00:26:46.724199] [INFO ] [sig ] [995/1803] Completed JQC in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:46.724240] [INFO ] [sig ] [996/1803] Forecasting JRI... [2025-10-16T00:26:46.724270] [INFO ] [sig ] Generating forecast for: JRI [2025-10-16T00:26:46.724301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-10-16T00:26:46.732934] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JRI'. [2025-10-16T00:26:46.733210] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-10-16T00:26:46.757377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:46.758105] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-10-16T00:26:46.758159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:46.758192] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:46.758220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:46.758276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:46.775009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:46.775533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:46.775612] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:46.775669] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:46.808733] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:46.808846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:46.808883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:46.808913] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:46.812071] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=18.32%) [2025-10-16T00:26:46.812329] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-10-16T00:26:46.812483] [INFO ] [sig ] JRI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:46.949787] [INFO ] [LOCAL ] Saved forecast: JRI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JRI.txt [2025-10-16T00:26:46.950019] [INFO ] [sig ] [996/1803] Completed JRI in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:46.950066] [INFO ] [sig ] [997/1803] Forecasting JRS... [2025-10-16T00:26:46.950103] [INFO ] [sig ] Generating forecast for: JRS [2025-10-16T00:26:46.950144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-10-16T00:26:46.959317] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JRS'. [2025-10-16T00:26:46.959716] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-10-16T00:26:46.985975] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:46.986808] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-10-16T00:26:46.986866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:46.986899] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:46.986927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:46.986983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:47.005036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:47.005864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:47.005952] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:47.005987] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:47.043829] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:47.044018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:47.044062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:47.044092] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:47.047865] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=40.38%) [2025-10-16T00:26:47.048199] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-10-16T00:26:47.048351] [INFO ] [sig ] JRS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:47.198321] [INFO ] [LOCAL ] Saved forecast: JRS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JRS.txt [2025-10-16T00:26:47.198542] [INFO ] [sig ] [997/1803] Completed JRS in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:47.198622] [INFO ] [sig ] [998/1803] Forecasting JXN... [2025-10-16T00:26:47.198689] [INFO ] [sig ] Generating forecast for: JXN [2025-10-16T00:26:47.198744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-10-16T00:26:47.207611] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'JXN'. [2025-10-16T00:26:47.207991] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-10-16T00:26:47.234595] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:47.235401] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-10-16T00:26:47.235459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:47.235495] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:47.235523] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:47.235579] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:47.254406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:47.254996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:47.255097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:47.255162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:47.295278] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:47.295394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:47.295433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:47.295462] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:47.298926] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=35.37%) [2025-10-16T00:26:47.299187] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-10-16T00:26:47.299328] [INFO ] [sig ] JXN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:47.444876] [INFO ] [LOCAL ] Saved forecast: JXN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/JXN.txt [2025-10-16T00:26:47.445117] [INFO ] [sig ] [998/1803] Completed JXN in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:47.445159] [INFO ] [sig ] [999/1803] Forecasting K... [2025-10-16T00:26:47.445191] [INFO ] [sig ] Generating forecast for: K [2025-10-16T00:26:47.445225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-10-16T00:26:47.453521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'K'. [2025-10-16T00:26:47.453827] [INFO ] [FORECASTER] Starting predict_future for K [2025-10-16T00:26:47.477975] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:47.478724] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-10-16T00:26:47.478780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:47.478813] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:47.478840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:47.478897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:47.495498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:47.496056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:47.496138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:47.496171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:47.531618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:47.531748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:47.531791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:47.531821] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:47.534988] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=42.46%) [2025-10-16T00:26:47.535257] [INFO ] [FORECASTER] Completed predict_future for K [2025-10-16T00:26:47.535398] [INFO ] [sig ] K: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:47.672928] [INFO ] [LOCAL ] Saved forecast: K 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/K.txt [2025-10-16T00:26:47.673129] [INFO ] [sig ] [999/1803] Completed K in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:47.673170] [INFO ] [sig ] [1000/1803] Forecasting KAI... [2025-10-16T00:26:47.673201] [INFO ] [sig ] Generating forecast for: KAI [2025-10-16T00:26:47.673231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-10-16T00:26:47.681475] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KAI'. [2025-10-16T00:26:47.681763] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-10-16T00:26:47.705939] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:47.706605] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-10-16T00:26:47.706682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:47.706744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:47.706821] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:47.706887] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:47.723773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:47.724297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:47.724378] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:47.724411] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:47.759589] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:47.759703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:47.759751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:47.759781] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:47.762886] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=63.76%) [2025-10-16T00:26:47.763141] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-10-16T00:26:47.763275] [INFO ] [sig ] KAI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:47.900948] [INFO ] [LOCAL ] Saved forecast: KAI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KAI.txt [2025-10-16T00:26:47.901152] [INFO ] [sig ] [1000/1803] Completed KAI in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:47.901193] [INFO ] [sig ] [1001/1803] Forecasting KAR... [2025-10-16T00:26:47.901224] [INFO ] [sig ] Generating forecast for: KAR [2025-10-16T00:26:47.901256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'. [2025-10-16T00:26:47.909447] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KAR'. [2025-10-16T00:26:47.909750] [INFO ] [FORECASTER] Starting predict_future for KAR [2025-10-16T00:26:47.934051] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:47.934755] [DEBUG] [LOCAL ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt [2025-10-16T00:26:47.934811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:47.934843] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:47.934871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:47.934926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:47.951765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:47.952278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:47.952354] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:47.952387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:47.988793] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:47.988888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:47.988926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:47.988954] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:47.992037] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: DOWN (p=46.10%) [2025-10-16T00:26:47.992291] [INFO ] [FORECASTER] Completed predict_future for KAR [2025-10-16T00:26:47.992413] [INFO ] [sig ] KAR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:48.131388] [INFO ] [LOCAL ] Saved forecast: KAR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KAR.txt [2025-10-16T00:26:48.131616] [INFO ] [sig ] [1001/1803] Completed KAR in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:48.131689] [INFO ] [sig ] [1002/1803] Forecasting KB... [2025-10-16T00:26:48.131735] [INFO ] [sig ] Generating forecast for: KB [2025-10-16T00:26:48.131768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-10-16T00:26:48.141040] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KB'. [2025-10-16T00:26:48.141394] [INFO ] [FORECASTER] Starting predict_future for KB [2025-10-16T00:26:48.166142] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:48.166854] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-10-16T00:26:48.166909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:48.166943] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:48.166971] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:48.167028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:48.183854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:48.184380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:48.184462] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:48.184495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:48.220168] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:48.220275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:48.220313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:48.220342] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:48.223482] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=78.21%) [2025-10-16T00:26:48.223786] [INFO ] [FORECASTER] Completed predict_future for KB [2025-10-16T00:26:48.223927] [INFO ] [sig ] KB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:48.361567] [INFO ] [LOCAL ] Saved forecast: KB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KB.txt [2025-10-16T00:26:48.361826] [INFO ] [sig ] [1002/1803] Completed KB in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:48.361885] [INFO ] [sig ] [1003/1803] Forecasting KBDC... [2025-10-16T00:26:48.361920] [INFO ] [sig ] Generating forecast for: KBDC [2025-10-16T00:26:48.361952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'. [2025-10-16T00:26:48.370695] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KBDC'. [2025-10-16T00:26:48.370987] [INFO ] [FORECASTER] Starting predict_future for KBDC [2025-10-16T00:26:48.395266] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:48.395970] [DEBUG] [LOCAL ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt [2025-10-16T00:26:48.396023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:48.396055] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:48.396082] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:48.396138] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:48.412880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:48.413443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:48.413526] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:48.413559] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:48.450864] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:48.451008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:48.451046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:48.451074] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:48.456249] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: UP (p=58.02%) [2025-10-16T00:26:48.456528] [INFO ] [FORECASTER] Completed predict_future for KBDC [2025-10-16T00:26:48.456699] [INFO ] [sig ] KBDC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:48.594707] [INFO ] [LOCAL ] Saved forecast: KBDC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KBDC.txt [2025-10-16T00:26:48.594928] [INFO ] [sig ] [1003/1803] Completed KBDC in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:48.594971] [INFO ] [sig ] [1004/1803] Forecasting KBH... [2025-10-16T00:26:48.595001] [INFO ] [sig ] Generating forecast for: KBH [2025-10-16T00:26:48.595032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-10-16T00:26:48.603842] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KBH'. [2025-10-16T00:26:48.604149] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-10-16T00:26:48.628622] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:48.629333] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-10-16T00:26:48.629387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:48.629424] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:48.629452] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:48.629508] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:48.646407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:48.647063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:48.647143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:48.647177] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:48.684176] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:48.684345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:48.684386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:48.684416] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:48.687840] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=0.49%) [2025-10-16T00:26:48.688108] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-10-16T00:26:48.688240] [INFO ] [sig ] KBH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:48.826069] [INFO ] [LOCAL ] Saved forecast: KBH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KBH.txt [2025-10-16T00:26:48.826278] [INFO ] [sig ] [1004/1803] Completed KBH in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:48.826320] [INFO ] [sig ] [1005/1803] Forecasting KBR... [2025-10-16T00:26:48.826350] [INFO ] [sig ] Generating forecast for: KBR [2025-10-16T00:26:48.826381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'. [2025-10-16T00:26:48.835571] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KBR'. [2025-10-16T00:26:48.835940] [INFO ] [FORECASTER] Starting predict_future for KBR [2025-10-16T00:26:48.863684] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:48.864427] [DEBUG] [LOCAL ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt [2025-10-16T00:26:48.864484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:48.864517] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:48.864545] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:48.864602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:48.883618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:48.884215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:48.884300] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:48.884336] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:48.924372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:48.924536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:48.924588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:48.924620] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:48.928311] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: DOWN (p=30.13%) [2025-10-16T00:26:48.928621] [INFO ] [FORECASTER] Completed predict_future for KBR [2025-10-16T00:26:48.928798] [INFO ] [sig ] KBR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:49.084735] [INFO ] [LOCAL ] Saved forecast: KBR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KBR.txt [2025-10-16T00:26:49.084990] [INFO ] [sig ] [1005/1803] Completed KBR in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:49.085052] [INFO ] [sig ] [1006/1803] Forecasting KD... [2025-10-16T00:26:49.085087] [INFO ] [sig ] Generating forecast for: KD [2025-10-16T00:26:49.085119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-10-16T00:26:49.093419] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KD'. [2025-10-16T00:26:49.093747] [INFO ] [FORECASTER] Starting predict_future for KD [2025-10-16T00:26:49.120284] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:49.121138] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-10-16T00:26:49.121195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:49.121229] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:49.121257] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:49.121318] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:49.141159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:49.141783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:49.141868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:49.141902] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:49.184154] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:49.184276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:49.184333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:49.184366] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:49.188190] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=0.50%) [2025-10-16T00:26:49.188460] [INFO ] [FORECASTER] Completed predict_future for KD [2025-10-16T00:26:49.188623] [INFO ] [sig ] KD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:49.348490] [INFO ] [LOCAL ] Saved forecast: KD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KD.txt [2025-10-16T00:26:49.348787] [INFO ] [sig ] [1006/1803] Completed KD in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:49.348849] [INFO ] [sig ] [1007/1803] Forecasting KEN... [2025-10-16T00:26:49.348883] [INFO ] [sig ] Generating forecast for: KEN [2025-10-16T00:26:49.348914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-10-16T00:26:49.357139] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KEN'. [2025-10-16T00:26:49.357408] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-10-16T00:26:49.383416] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:49.384151] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-10-16T00:26:49.384228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:49.384301] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:49.384334] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:49.384392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:49.404090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:49.404711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:49.404797] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:49.404831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:49.443122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:49.443249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:49.443287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:49.443317] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:49.447160] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=10.46%) [2025-10-16T00:26:49.447434] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-10-16T00:26:49.447590] [INFO ] [sig ] KEN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:49.605865] [INFO ] [LOCAL ] Saved forecast: KEN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KEN.txt [2025-10-16T00:26:49.606102] [INFO ] [sig ] [1007/1803] Completed KEN in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:49.606164] [INFO ] [sig ] [1008/1803] Forecasting KEP... [2025-10-16T00:26:49.606199] [INFO ] [sig ] Generating forecast for: KEP [2025-10-16T00:26:49.606232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-10-16T00:26:49.614945] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KEP'. [2025-10-16T00:26:49.615223] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-10-16T00:26:49.641241] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:49.641959] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-10-16T00:26:49.642015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:49.642048] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:49.642075] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:49.642132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:49.660889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:49.661540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:49.661624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:49.661691] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:49.701089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:49.701201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:49.701240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:49.701268] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:49.704691] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=7.94%) [2025-10-16T00:26:49.704964] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-10-16T00:26:49.705097] [INFO ] [sig ] KEP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:49.857619] [INFO ] [LOCAL ] Saved forecast: KEP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KEP.txt [2025-10-16T00:26:49.857862] [INFO ] [sig ] [1008/1803] Completed KEP in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:49.857944] [INFO ] [sig ] [1009/1803] Forecasting KEX... [2025-10-16T00:26:49.858000] [INFO ] [sig ] Generating forecast for: KEX [2025-10-16T00:26:49.858036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-10-16T00:26:49.866810] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KEX'. [2025-10-16T00:26:49.867095] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-10-16T00:26:49.894907] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:49.895631] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-10-16T00:26:49.895712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:49.895752] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:49.895781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:49.895838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:49.915556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:49.916248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:49.916332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:49.916370] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:49.958049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:49.958154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:49.958210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:49.958275] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:49.961582] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=35.41%) [2025-10-16T00:26:49.961872] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-10-16T00:26:49.962012] [INFO ] [sig ] KEX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:50.115782] [INFO ] [LOCAL ] Saved forecast: KEX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KEX.txt [2025-10-16T00:26:50.115990] [INFO ] [sig ] [1009/1803] Completed KEX in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:50.116032] [INFO ] [sig ] [1010/1803] Forecasting KEYS... [2025-10-16T00:26:50.116063] [INFO ] [sig ] Generating forecast for: KEYS [2025-10-16T00:26:50.116093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-10-16T00:26:50.124690] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KEYS'. [2025-10-16T00:26:50.124971] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-10-16T00:26:50.151961] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:50.152704] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-10-16T00:26:50.152760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:50.152793] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:50.152820] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:50.152878] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:50.172620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:50.173204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:50.173289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:50.173322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:50.213969] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:50.214101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:50.214163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:50.214198] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:50.218430] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=89.98%) [2025-10-16T00:26:50.218776] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-10-16T00:26:50.218921] [INFO ] [sig ] KEYS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:50.370267] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KEYS.txt [2025-10-16T00:26:50.370504] [INFO ] [sig ] [1010/1803] Completed KEYS in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.2m [2025-10-16T00:26:50.370546] [INFO ] [sig ] [1011/1803] Forecasting KFRC... [2025-10-16T00:26:50.370577] [INFO ] [sig ] Generating forecast for: KFRC [2025-10-16T00:26:50.370609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-10-16T00:26:50.379896] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KFRC'. [2025-10-16T00:26:50.380254] [INFO ] [FORECASTER] Starting predict_future for KFRC [2025-10-16T00:26:50.406259] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:50.407075] [DEBUG] [LOCAL ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt [2025-10-16T00:26:50.407130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:50.407164] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:50.407192] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:50.407251] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:50.424789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:50.425441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:50.425528] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:50.425561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:50.461911] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:50.462081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:50.462124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:50.462153] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:50.465686] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=15.76%) [2025-10-16T00:26:50.465966] [INFO ] [FORECASTER] Completed predict_future for KFRC [2025-10-16T00:26:50.466108] [INFO ] [sig ] KFRC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:50.609064] [INFO ] [LOCAL ] Saved forecast: KFRC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KFRC.txt [2025-10-16T00:26:50.609306] [INFO ] [sig ] [1011/1803] Completed KFRC in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:50.609351] [INFO ] [sig ] [1012/1803] Forecasting KFS... [2025-10-16T00:26:50.609384] [INFO ] [sig ] Generating forecast for: KFS [2025-10-16T00:26:50.609416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-10-16T00:26:50.617688] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'KFS'. [2025-10-16T00:26:50.617951] [INFO ] [FORECASTER] Starting predict_future for KFS [2025-10-16T00:26:50.643240] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:50.644049] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-10-16T00:26:50.644105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:50.644140] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:50.644170] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:50.644228] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:50.663053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:50.663745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:50.663829] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:50.663865] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:50.700180] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:50.700353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:50.700395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:50.700425] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:50.703944] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=0.67%) [2025-10-16T00:26:50.704223] [INFO ] [FORECASTER] Completed predict_future for KFS [2025-10-16T00:26:50.704362] [INFO ] [sig ] KFS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:50.861220] [INFO ] [LOCAL ] Saved forecast: KFS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KFS.txt [2025-10-16T00:26:50.861448] [INFO ] [sig ] [1012/1803] Completed KFS in 0.3s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:50.861491] [INFO ] [sig ] [1013/1803] Forecasting KFY... [2025-10-16T00:26:50.861521] [INFO ] [sig ] Generating forecast for: KFY [2025-10-16T00:26:50.861554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-10-16T00:26:50.870077] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KFY'. [2025-10-16T00:26:50.870382] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-10-16T00:26:50.894752] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:50.895426] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-10-16T00:26:50.895480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:50.895560] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:50.895598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:50.895679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:50.912708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:50.913269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:50.913352] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:50.913387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:50.946813] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:50.946941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:50.946980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:50.947010] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:50.950227] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=96.77%) [2025-10-16T00:26:50.950488] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-10-16T00:26:50.950623] [INFO ] [sig ] KFY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:51.089956] [INFO ] [LOCAL ] Saved forecast: KFY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KFY.txt [2025-10-16T00:26:51.090172] [INFO ] [sig ] [1013/1803] Completed KFY in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:51.090214] [INFO ] [sig ] [1014/1803] Forecasting KGC... [2025-10-16T00:26:51.090244] [INFO ] [sig ] Generating forecast for: KGC [2025-10-16T00:26:51.090276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'. [2025-10-16T00:26:51.098821] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KGC'. [2025-10-16T00:26:51.099089] [INFO ] [FORECASTER] Starting predict_future for KGC [2025-10-16T00:26:51.123583] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:51.124311] [DEBUG] [LOCAL ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt [2025-10-16T00:26:51.124368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:51.124403] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:51.124445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:51.124504] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:51.141738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:51.142308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:51.142390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:51.142424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:51.178458] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:51.178699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:51.178762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:51.178832] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:51.182397] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: DOWN (p=49.16%) [2025-10-16T00:26:51.182700] [INFO ] [FORECASTER] Completed predict_future for KGC [2025-10-16T00:26:51.182845] [INFO ] [sig ] KGC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:51.331418] [INFO ] [LOCAL ] Saved forecast: KGC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KGC.txt [2025-10-16T00:26:51.331629] [INFO ] [sig ] [1014/1803] Completed KGC in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:51.331704] [INFO ] [sig ] [1015/1803] Forecasting KGS... [2025-10-16T00:26:51.331745] [INFO ] [sig ] Generating forecast for: KGS [2025-10-16T00:26:51.331777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-10-16T00:26:51.340610] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KGS'. [2025-10-16T00:26:51.340933] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-10-16T00:26:51.366104] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:51.366827] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-10-16T00:26:51.366882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:51.366916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:51.366944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:51.367000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:51.384757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:51.385300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:51.385384] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:51.385419] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:51.423156] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:51.423301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:51.423341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:51.423371] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:51.426868] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=70.09%) [2025-10-16T00:26:51.427138] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-10-16T00:26:51.427273] [INFO ] [sig ] KGS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:51.568852] [INFO ] [LOCAL ] Saved forecast: KGS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KGS.txt [2025-10-16T00:26:51.569074] [INFO ] [sig ] [1015/1803] Completed KGS in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:51.569120] [INFO ] [sig ] [1016/1803] Forecasting KIM... [2025-10-16T00:26:51.569152] [INFO ] [sig ] Generating forecast for: KIM [2025-10-16T00:26:51.569185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-10-16T00:26:51.578125] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KIM'. [2025-10-16T00:26:51.578445] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-10-16T00:26:51.603835] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:51.604604] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-10-16T00:26:51.604683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:51.604732] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:51.604764] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:51.604824] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:51.622248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:51.622874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:51.622957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:51.622991] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:51.659610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:51.659779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:51.659826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:51.659858] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:51.663273] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=19.02%) [2025-10-16T00:26:51.663539] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-10-16T00:26:51.663705] [INFO ] [sig ] KIM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:51.805366] [INFO ] [LOCAL ] Saved forecast: KIM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KIM.txt [2025-10-16T00:26:51.805573] [INFO ] [sig ] [1016/1803] Completed KIM in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:51.805614] [INFO ] [sig ] [1017/1803] Forecasting KIO... [2025-10-16T00:26:51.805677] [INFO ] [sig ] Generating forecast for: KIO [2025-10-16T00:26:51.805731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-10-16T00:26:51.814473] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KIO'. [2025-10-16T00:26:51.814778] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-10-16T00:26:51.839910] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:51.840635] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-10-16T00:26:51.840731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:51.840797] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:51.840828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:51.840886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:51.858102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:51.858718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:51.858823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:51.858879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:51.892154] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:51.892257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:51.892296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:51.892324] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:51.895457] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=40.46%) [2025-10-16T00:26:51.895753] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-10-16T00:26:51.895891] [INFO ] [sig ] KIO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:52.038025] [INFO ] [LOCAL ] Saved forecast: KIO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KIO.txt [2025-10-16T00:26:52.038277] [INFO ] [sig ] [1017/1803] Completed KIO in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:52.038320] [INFO ] [sig ] [1018/1803] Forecasting KKR... [2025-10-16T00:26:52.038351] [INFO ] [sig ] Generating forecast for: KKR [2025-10-16T00:26:52.038382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'. [2025-10-16T00:26:52.046625] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KKR'. [2025-10-16T00:26:52.046894] [INFO ] [FORECASTER] Starting predict_future for KKR [2025-10-16T00:26:52.071742] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:52.072442] [DEBUG] [LOCAL ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt [2025-10-16T00:26:52.072497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:52.072532] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:52.072562] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:52.072620] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:52.089971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:52.090532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:52.090613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:52.090673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:52.127381] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:52.127495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:52.127533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:52.127563] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:52.130893] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=54.91%) [2025-10-16T00:26:52.131180] [INFO ] [FORECASTER] Completed predict_future for KKR [2025-10-16T00:26:52.131320] [INFO ] [sig ] KKR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:52.275230] [INFO ] [LOCAL ] Saved forecast: KKR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KKR.txt [2025-10-16T00:26:52.275502] [INFO ] [sig ] [1018/1803] Completed KKR in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:52.275553] [INFO ] [sig ] [1019/1803] Forecasting KKRS... [2025-10-16T00:26:52.275583] [INFO ] [sig ] Generating forecast for: KKRS [2025-10-16T00:26:52.275615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-10-16T00:26:52.284071] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KKRS'. [2025-10-16T00:26:52.284482] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-10-16T00:26:52.310094] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:52.310861] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-10-16T00:26:52.310917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:52.310951] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:52.310981] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:52.311039] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:52.328366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:52.328987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:52.329066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:52.329099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:52.364627] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:52.364766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:52.364827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:52.364858] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:52.368971] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=76.90%) [2025-10-16T00:26:52.369255] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-10-16T00:26:52.369789] [INFO ] [sig ] KKRS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:52.509556] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KKRS.txt [2025-10-16T00:26:52.509795] [INFO ] [sig ] [1019/1803] Completed KKRS in 0.2s | 4.20 sym/s | Total: 4.0m | ETA: 3.1m [2025-10-16T00:26:52.509859] [INFO ] [sig ] [1020/1803] Forecasting KLC... [2025-10-16T00:26:52.509900] [INFO ] [sig ] Generating forecast for: KLC [2025-10-16T00:26:52.509939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'. [2025-10-16T00:26:52.518213] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KLC'. [2025-10-16T00:26:52.518462] [INFO ] [FORECASTER] Starting predict_future for KLC [2025-10-16T00:26:52.543419] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:52.544176] [DEBUG] [LOCAL ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt [2025-10-16T00:26:52.544231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:52.544265] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:52.544292] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:52.544348] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:52.561592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:52.562173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:52.562253] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:52.562287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:52.597735] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:52.597833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:52.597871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:52.597900] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:52.601077] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: UP (p=65.92%) [2025-10-16T00:26:52.601330] [INFO ] [FORECASTER] Completed predict_future for KLC [2025-10-16T00:26:52.601459] [INFO ] [sig ] KLC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:52.743870] [INFO ] [LOCAL ] Saved forecast: KLC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KLC.txt [2025-10-16T00:26:52.744088] [INFO ] [sig ] [1020/1803] Completed KLC in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:52.744131] [INFO ] [sig ] [1021/1803] Forecasting KMI... [2025-10-16T00:26:52.744163] [INFO ] [sig ] Generating forecast for: KMI [2025-10-16T00:26:52.744194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-10-16T00:26:52.753011] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KMI'. [2025-10-16T00:26:52.753278] [INFO ] [FORECASTER] Starting predict_future for KMI [2025-10-16T00:26:52.777552] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:52.778278] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-10-16T00:26:52.778331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:52.778365] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:52.778407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:52.778465] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:52.795498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:52.796055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:52.796135] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:52.796168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:52.831253] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:52.831342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:52.831378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:52.831408] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:52.834456] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=6.31%) [2025-10-16T00:26:52.834760] [INFO ] [FORECASTER] Completed predict_future for KMI [2025-10-16T00:26:52.834892] [INFO ] [sig ] KMI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:52.977073] [INFO ] [LOCAL ] Saved forecast: KMI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KMI.txt [2025-10-16T00:26:52.977279] [INFO ] [sig ] [1021/1803] Completed KMI in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:52.977320] [INFO ] [sig ] [1022/1803] Forecasting KMPB... [2025-10-16T00:26:52.977351] [INFO ] [sig ] Generating forecast for: KMPB [2025-10-16T00:26:52.977382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-10-16T00:26:52.985837] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KMPB'. [2025-10-16T00:26:52.986113] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-10-16T00:26:53.010873] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:53.011624] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-10-16T00:26:53.011704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:53.011745] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:53.011775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:53.011832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:53.028775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:53.029311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:53.029391] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:53.029424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:53.065382] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:53.065561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:53.065604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:53.065634] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:53.069233] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=8.06%) [2025-10-16T00:26:53.069542] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-10-16T00:26:53.069709] [INFO ] [sig ] KMPB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:53.211635] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KMPB.txt [2025-10-16T00:26:53.211890] [INFO ] [sig ] [1022/1803] Completed KMPB in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:53.211935] [INFO ] [sig ] [1023/1803] Forecasting KMPR... [2025-10-16T00:26:53.211967] [INFO ] [sig ] Generating forecast for: KMPR [2025-10-16T00:26:53.212046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'. [2025-10-16T00:26:53.220605] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KMPR'. [2025-10-16T00:26:53.220906] [INFO ] [FORECASTER] Starting predict_future for KMPR [2025-10-16T00:26:53.245762] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:53.246543] [DEBUG] [LOCAL ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt [2025-10-16T00:26:53.246604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:53.246639] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:53.246716] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:53.246779] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:53.265705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:53.266519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:53.266605] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:53.266639] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:53.304477] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:53.304679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:53.304740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:53.304775] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:53.308282] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: UP (p=94.78%) [2025-10-16T00:26:53.308599] [INFO ] [FORECASTER] Completed predict_future for KMPR [2025-10-16T00:26:53.308797] [INFO ] [sig ] KMPR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:53.452638] [INFO ] [LOCAL ] Saved forecast: KMPR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KMPR.txt [2025-10-16T00:26:53.452928] [INFO ] [sig ] [1023/1803] Completed KMPR in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:53.452989] [INFO ] [sig ] [1024/1803] Forecasting KMT... [2025-10-16T00:26:53.453025] [INFO ] [sig ] Generating forecast for: KMT [2025-10-16T00:26:53.453057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'. [2025-10-16T00:26:53.462302] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KMT'. [2025-10-16T00:26:53.462552] [INFO ] [FORECASTER] Starting predict_future for KMT [2025-10-16T00:26:53.487028] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:53.487728] [DEBUG] [LOCAL ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt [2025-10-16T00:26:53.487785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:53.487819] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:53.487849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:53.487906] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:53.504695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:53.505239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:53.505317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:53.505352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:53.540441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:53.540519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:53.540556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:53.540585] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:53.543544] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: UP (p=52.98%) [2025-10-16T00:26:53.543825] [INFO ] [FORECASTER] Completed predict_future for KMT [2025-10-16T00:26:53.543955] [INFO ] [sig ] KMT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:53.683609] [INFO ] [LOCAL ] Saved forecast: KMT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KMT.txt [2025-10-16T00:26:53.683861] [INFO ] [sig ] [1024/1803] Completed KMT in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:53.683909] [INFO ] [sig ] [1025/1803] Forecasting KMX... [2025-10-16T00:26:53.683941] [INFO ] [sig ] Generating forecast for: KMX [2025-10-16T00:26:53.683972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-10-16T00:26:53.693338] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KMX'. [2025-10-16T00:26:53.693741] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-10-16T00:26:53.718333] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:53.719084] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-10-16T00:26:53.719138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:53.719172] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:53.719200] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:53.719258] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:53.736520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:53.737076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:53.737163] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:53.737197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:53.773412] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:53.773491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:53.773526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:53.773555] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:53.776591] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-10-16T00:26:53.776869] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-10-16T00:26:53.777000] [INFO ] [sig ] KMX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:53.918992] [INFO ] [LOCAL ] Saved forecast: KMX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KMX.txt [2025-10-16T00:26:53.919239] [INFO ] [sig ] [1025/1803] Completed KMX in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:53.919280] [INFO ] [sig ] [1026/1803] Forecasting KN... [2025-10-16T00:26:53.919310] [INFO ] [sig ] Generating forecast for: KN [2025-10-16T00:26:53.919341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-10-16T00:26:53.927855] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KN'. [2025-10-16T00:26:53.928106] [INFO ] [FORECASTER] Starting predict_future for KN [2025-10-16T00:26:53.952457] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:53.953168] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-10-16T00:26:53.953257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:53.953305] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:53.953335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:53.953392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:53.970423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:53.970991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:53.971071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:53.971106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:54.007508] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:54.007606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:54.007693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:54.007743] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:54.010854] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=88.34%) [2025-10-16T00:26:54.011105] [INFO ] [FORECASTER] Completed predict_future for KN [2025-10-16T00:26:54.011236] [INFO ] [sig ] KN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:54.150338] [INFO ] [LOCAL ] Saved forecast: KN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KN.txt [2025-10-16T00:26:54.150567] [INFO ] [sig ] [1026/1803] Completed KN in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:54.150609] [INFO ] [sig ] [1027/1803] Forecasting KNF... [2025-10-16T00:26:54.150661] [INFO ] [sig ] Generating forecast for: KNF [2025-10-16T00:26:54.150723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-10-16T00:26:54.159349] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KNF'. [2025-10-16T00:26:54.159623] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-10-16T00:26:54.183768] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:54.184442] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-10-16T00:26:54.184495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:54.184529] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:54.184557] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:54.184613] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:54.201519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:54.202069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:54.202149] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:54.202181] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:54.237424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:54.237505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:54.237540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:54.237567] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:54.240604] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-10-16T00:26:54.240882] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-10-16T00:26:54.241018] [INFO ] [sig ] KNF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:54.383246] [INFO ] [LOCAL ] Saved forecast: KNF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KNF.txt [2025-10-16T00:26:54.383484] [INFO ] [sig ] [1027/1803] Completed KNF in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:54.383527] [INFO ] [sig ] [1028/1803] Forecasting KNOP... [2025-10-16T00:26:54.383557] [INFO ] [sig ] Generating forecast for: KNOP [2025-10-16T00:26:54.383588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-10-16T00:26:54.392346] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KNOP'. [2025-10-16T00:26:54.392907] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-10-16T00:26:54.417614] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:54.418395] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-10-16T00:26:54.418463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:54.418505] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:54.418540] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:54.418692] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:54.435810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:54.436525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:54.436616] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:54.436680] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:54.470597] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:54.470789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:54.470839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:54.470870] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:54.474247] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=96.58%) [2025-10-16T00:26:54.474517] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-10-16T00:26:54.474675] [INFO ] [sig ] KNOP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:54.614910] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KNOP.txt [2025-10-16T00:26:54.615158] [INFO ] [sig ] [1028/1803] Completed KNOP in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:54.615200] [INFO ] [sig ] [1029/1803] Forecasting KNSL... [2025-10-16T00:26:54.615229] [INFO ] [sig ] Generating forecast for: KNSL [2025-10-16T00:26:54.615259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-10-16T00:26:54.623667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KNSL'. [2025-10-16T00:26:54.623911] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-10-16T00:26:54.648185] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:54.648919] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-10-16T00:26:54.648974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:54.649007] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:54.649035] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:54.649091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:54.665903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:54.666406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:54.666513] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:54.666552] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:54.702077] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:54.702149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:54.702183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:54.702211] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:54.705129] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=23.95%) [2025-10-16T00:26:54.705370] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-10-16T00:26:54.705495] [INFO ] [sig ] KNSL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:54.843218] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KNSL.txt [2025-10-16T00:26:54.843410] [INFO ] [sig ] [1029/1803] Completed KNSL in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:54.843451] [INFO ] [sig ] [1030/1803] Forecasting KNTK... [2025-10-16T00:26:54.843482] [INFO ] [sig ] Generating forecast for: KNTK [2025-10-16T00:26:54.843511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-10-16T00:26:54.851520] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KNTK'. [2025-10-16T00:26:54.851806] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-10-16T00:26:54.875794] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:54.876449] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-10-16T00:26:54.876505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:54.876537] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:54.876564] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:54.876619] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:54.893415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:54.893956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:54.894034] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:54.894067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:54.939562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:54.939636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:54.939712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:54.939747] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:54.942660] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=32.44%) [2025-10-16T00:26:54.942909] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-10-16T00:26:54.943037] [INFO ] [sig ] KNTK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:55.081211] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KNTK.txt [2025-10-16T00:26:55.081413] [INFO ] [sig ] [1030/1803] Completed KNTK in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:55.081453] [INFO ] [sig ] [1031/1803] Forecasting KNX... [2025-10-16T00:26:55.081482] [INFO ] [sig ] Generating forecast for: KNX [2025-10-16T00:26:55.081514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-10-16T00:26:55.090177] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KNX'. [2025-10-16T00:26:55.090426] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-10-16T00:26:55.114490] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:55.115165] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-10-16T00:26:55.115218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:55.115250] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:55.115277] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:55.115333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:55.132084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:55.132588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:55.132688] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:55.132741] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:55.169709] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:55.169810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:55.169847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:55.169875] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:55.172848] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=80.88%) [2025-10-16T00:26:55.173104] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-10-16T00:26:55.173229] [INFO ] [sig ] KNX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:55.311785] [INFO ] [LOCAL ] Saved forecast: KNX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KNX.txt [2025-10-16T00:26:55.312027] [INFO ] [sig ] [1031/1803] Completed KNX in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:55.312073] [INFO ] [sig ] [1032/1803] Forecasting KODK... [2025-10-16T00:26:55.312102] [INFO ] [sig ] Generating forecast for: KODK [2025-10-16T00:26:55.312133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-10-16T00:26:55.321076] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KODK'. [2025-10-16T00:26:55.321388] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-10-16T00:26:55.345573] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:55.346249] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-10-16T00:26:55.346302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:55.346334] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:55.346361] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:55.346416] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:55.363366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:55.363921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:55.363998] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:55.364032] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:55.399870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:55.399946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:55.399981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:55.400009] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:55.406058] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=5.39%) [2025-10-16T00:26:55.406304] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-10-16T00:26:55.406426] [INFO ] [sig ] KODK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:55.545955] [INFO ] [LOCAL ] Saved forecast: KODK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KODK.txt [2025-10-16T00:26:55.546179] [INFO ] [sig ] [1032/1803] Completed KODK in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:55.546220] [INFO ] [sig ] [1033/1803] Forecasting KOF... [2025-10-16T00:26:55.546249] [INFO ] [sig ] Generating forecast for: KOF [2025-10-16T00:26:55.546280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-10-16T00:26:55.555424] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KOF'. [2025-10-16T00:26:55.555796] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-10-16T00:26:55.580822] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:55.581475] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-10-16T00:26:55.581529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:55.581562] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:55.581589] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:55.581666] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:55.598660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:55.599222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:55.599302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:55.599336] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:55.631992] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:55.632075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:55.632129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:55.632160] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:55.635217] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=91.89%) [2025-10-16T00:26:55.635524] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-10-16T00:26:55.635749] [INFO ] [sig ] KOF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:55.780543] [INFO ] [LOCAL ] Saved forecast: KOF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KOF.txt [2025-10-16T00:26:55.780794] [INFO ] [sig ] [1033/1803] Completed KOF in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:55.780854] [INFO ] [sig ] [1034/1803] Forecasting KOP... [2025-10-16T00:26:55.780887] [INFO ] [sig ] Generating forecast for: KOP [2025-10-16T00:26:55.780918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-10-16T00:26:55.789446] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KOP'. [2025-10-16T00:26:55.789748] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-10-16T00:26:55.814849] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:55.815595] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-10-16T00:26:55.815673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:55.815725] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:55.815756] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:55.815815] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:55.833240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:55.833809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:55.833891] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:55.833925] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:55.866624] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:55.866728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:55.866790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:55.866848] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:55.869863] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=30.20%) [2025-10-16T00:26:55.870107] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-10-16T00:26:55.870235] [INFO ] [sig ] KOP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:56.017923] [INFO ] [LOCAL ] Saved forecast: KOP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KOP.txt [2025-10-16T00:26:56.018192] [INFO ] [sig ] [1034/1803] Completed KOP in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:56.018235] [INFO ] [sig ] [1035/1803] Forecasting KORE... [2025-10-16T00:26:56.018266] [INFO ] [sig ] Generating forecast for: KORE [2025-10-16T00:26:56.018297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-10-16T00:26:56.026348] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KORE'. [2025-10-16T00:26:56.026665] [INFO ] [FORECASTER] Starting predict_future for KORE [2025-10-16T00:26:56.052332] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:56.053097] [DEBUG] [LOCAL ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt [2025-10-16T00:26:56.053153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:56.053188] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:56.053216] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:56.053289] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:56.071821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:56.072354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:56.072434] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:56.072468] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:56.105667] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:56.105795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:56.105865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:56.105899] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:56.109134] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=4.31%) [2025-10-16T00:26:56.109390] [INFO ] [FORECASTER] Completed predict_future for KORE [2025-10-16T00:26:56.109521] [INFO ] [sig ] KORE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:56.255698] [INFO ] [LOCAL ] Saved forecast: KORE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KORE.txt [2025-10-16T00:26:56.255925] [INFO ] [sig ] [1035/1803] Completed KORE in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.1m [2025-10-16T00:26:56.256007] [INFO ] [sig ] [1036/1803] Forecasting KOS... [2025-10-16T00:26:56.256046] [INFO ] [sig ] Generating forecast for: KOS [2025-10-16T00:26:56.256079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-10-16T00:26:56.265473] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KOS'. [2025-10-16T00:26:56.265751] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-10-16T00:26:56.290547] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:56.291254] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-10-16T00:26:56.291308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:56.291342] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:56.291370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:56.291428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:56.308912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:56.309427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:56.309506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:56.309541] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:56.343000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:56.343095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:56.343133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:56.343162] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:56.346307] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=80.75%) [2025-10-16T00:26:56.346557] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-10-16T00:26:56.346711] [INFO ] [sig ] KOS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:56.494915] [INFO ] [LOCAL ] Saved forecast: KOS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KOS.txt [2025-10-16T00:26:56.495180] [INFO ] [sig ] [1036/1803] Completed KOS in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:56.495223] [INFO ] [sig ] [1037/1803] Forecasting KR... [2025-10-16T00:26:56.495252] [INFO ] [sig ] Generating forecast for: KR [2025-10-16T00:26:56.495284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-10-16T00:26:56.503888] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KR'. [2025-10-16T00:26:56.504146] [INFO ] [FORECASTER] Starting predict_future for KR [2025-10-16T00:26:56.528513] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:56.529254] [DEBUG] [LOCAL ] No optimal features file found for KR: ./output/feature-sets/KR.txt [2025-10-16T00:26:56.529308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:56.529342] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:56.529370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:56.529427] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:56.546363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:56.547024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:56.547122] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:56.547194] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:56.580854] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:56.580946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:56.580982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:56.581011] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:56.584018] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: UP (p=94.65%) [2025-10-16T00:26:56.584280] [INFO ] [FORECASTER] Completed predict_future for KR [2025-10-16T00:26:56.584404] [INFO ] [sig ] KR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:56.723251] [INFO ] [LOCAL ] Saved forecast: KR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KR.txt [2025-10-16T00:26:56.723453] [INFO ] [sig ] [1037/1803] Completed KR in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:56.723494] [INFO ] [sig ] [1038/1803] Forecasting KREF... [2025-10-16T00:26:56.723528] [INFO ] [sig ] Generating forecast for: KREF [2025-10-16T00:26:56.723559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-10-16T00:26:56.732624] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KREF'. [2025-10-16T00:26:56.732971] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-10-16T00:26:56.758475] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:56.759195] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-10-16T00:26:56.759250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:56.759283] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:56.759311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:56.759368] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:56.776835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:56.777362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:56.777446] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:56.777480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:56.813402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:56.813480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:56.813515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:56.813543] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:56.816606] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=77.17%) [2025-10-16T00:26:56.816889] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-10-16T00:26:56.817023] [INFO ] [sig ] KREF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:56.959364] [INFO ] [LOCAL ] Saved forecast: KREF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KREF.txt [2025-10-16T00:26:56.959680] [INFO ] [sig ] [1038/1803] Completed KREF in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:56.959751] [INFO ] [sig ] [1039/1803] Forecasting KRG... [2025-10-16T00:26:56.959787] [INFO ] [sig ] Generating forecast for: KRG [2025-10-16T00:26:56.959821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-10-16T00:26:56.968789] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KRG'. [2025-10-16T00:26:56.969121] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-10-16T00:26:56.993601] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:56.994311] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-10-16T00:26:56.994365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:56.994397] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:56.994424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:56.994479] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:57.011315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:57.012073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:57.012156] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:57.012190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:57.046784] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:57.046881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:57.046917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:57.046945] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:57.050011] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=55.51%) [2025-10-16T00:26:57.050261] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-10-16T00:26:57.050389] [INFO ] [sig ] KRG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:57.189563] [INFO ] [LOCAL ] Saved forecast: KRG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KRG.txt [2025-10-16T00:26:57.189840] [INFO ] [sig ] [1039/1803] Completed KRG in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:57.189903] [INFO ] [sig ] [1040/1803] Forecasting KRO... [2025-10-16T00:26:57.189937] [INFO ] [sig ] Generating forecast for: KRO [2025-10-16T00:26:57.189969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-10-16T00:26:57.198082] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KRO'. [2025-10-16T00:26:57.198342] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-10-16T00:26:57.222781] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:57.223459] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-10-16T00:26:57.223517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:57.223551] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:57.223579] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:57.223635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:57.240695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:57.241248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:57.241326] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:57.241360] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:57.275098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:57.275175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:57.275210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:57.275256] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:57.278238] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=49.67%) [2025-10-16T00:26:57.278482] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-10-16T00:26:57.278636] [INFO ] [sig ] KRO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:57.419177] [INFO ] [LOCAL ] Saved forecast: KRO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KRO.txt [2025-10-16T00:26:57.419384] [INFO ] [sig ] [1040/1803] Completed KRO in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:57.419425] [INFO ] [sig ] [1041/1803] Forecasting KRP... [2025-10-16T00:26:57.419455] [INFO ] [sig ] Generating forecast for: KRP [2025-10-16T00:26:57.419487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-10-16T00:26:57.428184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KRP'. [2025-10-16T00:26:57.428444] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-10-16T00:26:57.452927] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:57.453610] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-10-16T00:26:57.453700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:57.453744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:57.453773] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:57.453829] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:57.470951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:57.471482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:57.471559] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:57.471592] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:57.507819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:57.507920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:57.507956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:57.507984] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:57.511171] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=73.97%) [2025-10-16T00:26:57.511422] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-10-16T00:26:57.511551] [INFO ] [sig ] KRP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:57.651616] [INFO ] [LOCAL ] Saved forecast: KRP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KRP.txt [2025-10-16T00:26:57.651856] [INFO ] [sig ] [1041/1803] Completed KRP in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:57.651902] [INFO ] [sig ] [1042/1803] Forecasting KSS... [2025-10-16T00:26:57.651934] [INFO ] [sig ] Generating forecast for: KSS [2025-10-16T00:26:57.651964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-10-16T00:26:57.661488] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KSS'. [2025-10-16T00:26:57.662016] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-10-16T00:26:57.686829] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:57.687504] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-10-16T00:26:57.687559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:57.687590] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:57.687618] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:57.687746] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:57.704776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:57.705288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:57.705377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:57.705410] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:57.742273] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:57.742367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:57.742404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:57.742432] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:57.745500] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=89.24%) [2025-10-16T00:26:57.745797] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-10-16T00:26:57.745932] [INFO ] [sig ] KSS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:57.889703] [INFO ] [LOCAL ] Saved forecast: KSS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KSS.txt [2025-10-16T00:26:57.889959] [INFO ] [sig ] [1042/1803] Completed KSS in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:57.890003] [INFO ] [sig ] [1043/1803] Forecasting KT... [2025-10-16T00:26:57.890033] [INFO ] [sig ] Generating forecast for: KT [2025-10-16T00:26:57.890064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-10-16T00:26:57.900455] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KT'. [2025-10-16T00:26:57.900941] [INFO ] [FORECASTER] Starting predict_future for KT [2025-10-16T00:26:57.926056] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:57.926719] [DEBUG] [LOCAL ] No optimal features file found for KT: ./output/feature-sets/KT.txt [2025-10-16T00:26:57.926773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:57.926806] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:57.926833] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:57.926888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:57.943997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:57.944504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:57.944585] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:57.944617] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:57.979934] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:57.980009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:57.980044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:57.980072] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:57.983021] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=0.44%) [2025-10-16T00:26:57.983263] [INFO ] [FORECASTER] Completed predict_future for KT [2025-10-16T00:26:57.983386] [INFO ] [sig ] KT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:58.121488] [INFO ] [LOCAL ] Saved forecast: KT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KT.txt [2025-10-16T00:26:58.121725] [INFO ] [sig ] [1043/1803] Completed KT in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:58.121785] [INFO ] [sig ] [1044/1803] Forecasting KTB... [2025-10-16T00:26:58.121820] [INFO ] [sig ] Generating forecast for: KTB [2025-10-16T00:26:58.121853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-10-16T00:26:58.130284] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KTB'. [2025-10-16T00:26:58.130540] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-10-16T00:26:58.154906] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:58.155542] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-10-16T00:26:58.155595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:58.155628] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:58.155692] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:58.155762] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:58.172450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:58.173002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:58.173080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:58.173113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:58.208085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:58.208159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:58.208194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:58.208222] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:58.211189] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=50.15%) [2025-10-16T00:26:58.211433] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-10-16T00:26:58.211556] [INFO ] [sig ] KTB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:58.349611] [INFO ] [LOCAL ] Saved forecast: KTB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KTB.txt [2025-10-16T00:26:58.349860] [INFO ] [sig ] [1044/1803] Completed KTB in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:58.349908] [INFO ] [sig ] [1045/1803] Forecasting KTF... [2025-10-16T00:26:58.349939] [INFO ] [sig ] Generating forecast for: KTF [2025-10-16T00:26:58.349970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-10-16T00:26:58.358219] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KTF'. [2025-10-16T00:26:58.358486] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-10-16T00:26:58.382680] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:58.383321] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-10-16T00:26:58.383374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:58.383408] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:58.383435] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:58.383491] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:58.400243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:58.400815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:58.400894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:58.400927] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:58.435865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:58.435954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:58.436017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:58.436047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:58.442750] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-10-16T00:26:58.443002] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-10-16T00:26:58.443127] [INFO ] [sig ] KTF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:26:58.586948] [INFO ] [LOCAL ] Saved forecast: KTF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/KTF.txt [2025-10-16T00:26:58.587186] [INFO ] [sig ] [1045/1803] Completed KTF in 0.2s | 4.20 sym/s | Total: 4.1m | ETA: 3.0m [2025-10-16T00:26:58.587240] [INFO ] [sig ] [1046/1803] Forecasting KVUE... [2025-10-16T00:26:58.587283] [INFO ] [sig ] Generating forecast for: KVUE [2025-10-16T00:26:58.587315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-10-16T00:26:58.596450] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KVUE'. [2025-10-16T00:26:58.596799] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-10-16T00:26:58.621473] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:58.622174] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-10-16T00:26:58.622228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:58.622261] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:58.622288] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:58.622345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:58.639559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:58.640114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:58.640194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:58.640228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:58.674542] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:58.674632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:58.674714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:58.674751] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:58.677690] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=76.32%) [2025-10-16T00:26:58.677941] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-10-16T00:26:58.678064] [INFO ] [sig ] KVUE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:58.817773] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KVUE.txt [2025-10-16T00:26:58.817980] [INFO ] [sig ] [1046/1803] Completed KVUE in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:26:58.818021] [INFO ] [sig ] [1047/1803] Forecasting KVYO... [2025-10-16T00:26:58.818052] [INFO ] [sig ] Generating forecast for: KVYO [2025-10-16T00:26:58.818083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-10-16T00:26:58.826224] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'KVYO'. [2025-10-16T00:26:58.826478] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-10-16T00:26:58.850981] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:58.851664] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-10-16T00:26:58.851723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:58.851757] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:58.851785] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:58.851841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:58.868522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:58.869260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:58.869346] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:58.869379] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:58.904555] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:58.904752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:58.904804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:58.904854] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:58.908227] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-10-16T00:26:58.908491] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-10-16T00:26:58.908679] [INFO ] [sig ] KVYO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:59.049428] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KVYO.txt [2025-10-16T00:26:59.049717] [INFO ] [sig ] [1047/1803] Completed KVYO in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:26:59.049778] [INFO ] [sig ] [1048/1803] Forecasting KW... [2025-10-16T00:26:59.049812] [INFO ] [sig ] Generating forecast for: KW [2025-10-16T00:26:59.049844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'. [2025-10-16T00:26:59.058396] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KW'. [2025-10-16T00:26:59.058800] [INFO ] [FORECASTER] Starting predict_future for KW [2025-10-16T00:26:59.083323] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:59.084102] [DEBUG] [LOCAL ] No optimal features file found for KW: ./output/feature-sets/KW.txt [2025-10-16T00:26:59.084156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:59.084190] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:59.084218] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:59.084274] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:59.101199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:59.101862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:59.101942] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:59.101977] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:59.138031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:59.138198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:59.138241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:59.138270] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:59.141795] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=88.00%) [2025-10-16T00:26:59.142068] [INFO ] [FORECASTER] Completed predict_future for KW [2025-10-16T00:26:59.142200] [INFO ] [sig ] KW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:59.282705] [INFO ] [LOCAL ] Saved forecast: KW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KW.txt [2025-10-16T00:26:59.282993] [INFO ] [sig ] [1048/1803] Completed KW in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:26:59.283041] [INFO ] [sig ] [1049/1803] Forecasting KWR... [2025-10-16T00:26:59.283072] [INFO ] [sig ] Generating forecast for: KWR [2025-10-16T00:26:59.283103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'. [2025-10-16T00:26:59.292564] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KWR'. [2025-10-16T00:26:59.293054] [INFO ] [FORECASTER] Starting predict_future for KWR [2025-10-16T00:26:59.319430] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:59.320218] [DEBUG] [LOCAL ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt [2025-10-16T00:26:59.320273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:59.320308] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:59.320338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:59.320397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:59.338713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:59.339288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:59.339387] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:59.339430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:59.377792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:59.377925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:59.377966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:59.377997] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:59.381409] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: UP (p=66.92%) [2025-10-16T00:26:59.381723] [INFO ] [FORECASTER] Completed predict_future for KWR [2025-10-16T00:26:59.381876] [INFO ] [sig ] KWR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:59.530716] [INFO ] [LOCAL ] Saved forecast: KWR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KWR.txt [2025-10-16T00:26:59.530932] [INFO ] [sig ] [1049/1803] Completed KWR in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:26:59.530995] [INFO ] [sig ] [1050/1803] Forecasting KYN... [2025-10-16T00:26:59.531061] [INFO ] [sig ] Generating forecast for: KYN [2025-10-16T00:26:59.531103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-10-16T00:26:59.539700] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'KYN'. [2025-10-16T00:26:59.539982] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-10-16T00:26:59.565513] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:59.566264] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-10-16T00:26:59.566320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:59.566353] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:59.566381] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:59.566440] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:59.584699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:59.585237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:59.585316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:59.585351] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:59.621785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:59.621938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:59.621978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:59.622008] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:59.625505] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-10-16T00:26:59.625862] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-10-16T00:26:59.626005] [INFO ] [sig ] KYN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:59.770526] [INFO ] [LOCAL ] Saved forecast: KYN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/KYN.txt [2025-10-16T00:26:59.770782] [INFO ] [sig ] [1050/1803] Completed KYN in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:26:59.770841] [INFO ] [sig ] [1051/1803] Forecasting L... [2025-10-16T00:26:59.770875] [INFO ] [sig ] Generating forecast for: L [2025-10-16T00:26:59.770907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-10-16T00:26:59.779708] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'L'. [2025-10-16T00:26:59.780140] [INFO ] [FORECASTER] Starting predict_future for L [2025-10-16T00:26:59.804697] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:26:59.805348] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-10-16T00:26:59.805402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:26:59.805435] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:26:59.805462] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:26:59.805518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:26:59.822763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:26:59.823292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:26:59.823377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:26:59.823412] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:26:59.857103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:26:59.857182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:26:59.857218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:26:59.857245] [INFO ] [FORECASTER] Training complete [2025-10-16T00:26:59.860214] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=51.17%) [2025-10-16T00:26:59.860462] [INFO ] [FORECASTER] Completed predict_future for L [2025-10-16T00:26:59.860590] [INFO ] [sig ] L: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:26:59.999131] [INFO ] [LOCAL ] Saved forecast: L 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/L.txt [2025-10-16T00:26:59.999361] [INFO ] [sig ] [1051/1803] Completed L in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:26:59.999401] [INFO ] [sig ] [1052/1803] Forecasting LAC... [2025-10-16T00:26:59.999431] [INFO ] [sig ] Generating forecast for: LAC [2025-10-16T00:26:59.999463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-10-16T00:27:00.007665] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LAC'. [2025-10-16T00:27:00.007955] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-10-16T00:27:00.032483] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:00.033174] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-10-16T00:27:00.033227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:00.033258] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:00.033285] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:00.033340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:00.050036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:00.050541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:00.050621] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:00.050686] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:00.084393] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:00.084466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:00.084508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:00.084536] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:00.087466] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=35.79%) [2025-10-16T00:27:00.087748] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-10-16T00:27:00.087875] [INFO ] [sig ] LAC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:00.227122] [INFO ] [LOCAL ] Saved forecast: LAC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LAC.txt [2025-10-16T00:27:00.227315] [INFO ] [sig ] [1052/1803] Completed LAC in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:00.227356] [INFO ] [sig ] [1053/1803] Forecasting LAD... [2025-10-16T00:27:00.227393] [INFO ] [sig ] Generating forecast for: LAD [2025-10-16T00:27:00.227426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-10-16T00:27:00.235669] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LAD'. [2025-10-16T00:27:00.235932] [INFO ] [FORECASTER] Starting predict_future for LAD [2025-10-16T00:27:00.260081] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:00.260743] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-10-16T00:27:00.260796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:00.260829] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:00.260856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:00.260910] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:00.277474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:00.278024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:00.278103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:00.278136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:00.311204] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:00.311283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:00.311319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:00.311347] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:00.314300] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=35.59%) [2025-10-16T00:27:00.314545] [INFO ] [FORECASTER] Completed predict_future for LAD [2025-10-16T00:27:00.314693] [INFO ] [sig ] LAD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:00.453505] [INFO ] [LOCAL ] Saved forecast: LAD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LAD.txt [2025-10-16T00:27:00.453776] [INFO ] [sig ] [1053/1803] Completed LAD in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:00.453835] [INFO ] [sig ] [1054/1803] Forecasting LADR... [2025-10-16T00:27:00.453868] [INFO ] [sig ] Generating forecast for: LADR [2025-10-16T00:27:00.453900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'. [2025-10-16T00:27:00.461981] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LADR'. [2025-10-16T00:27:00.462229] [INFO ] [FORECASTER] Starting predict_future for LADR [2025-10-16T00:27:00.486465] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:00.487136] [DEBUG] [LOCAL ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt [2025-10-16T00:27:00.487190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:00.487224] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:00.487251] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:00.487308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:00.504011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:00.504518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:00.504596] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:00.504629] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:00.536598] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:00.536695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:00.536742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:00.536772] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:00.539767] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=28.47%) [2025-10-16T00:27:00.540010] [INFO ] [FORECASTER] Completed predict_future for LADR [2025-10-16T00:27:00.540136] [INFO ] [sig ] LADR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:00.679387] [INFO ] [LOCAL ] Saved forecast: LADR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LADR.txt [2025-10-16T00:27:00.679609] [INFO ] [sig ] [1054/1803] Completed LADR in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:00.679677] [INFO ] [sig ] [1055/1803] Forecasting LANV... [2025-10-16T00:27:00.679727] [INFO ] [sig ] Generating forecast for: LANV [2025-10-16T00:27:00.679761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'. [2025-10-16T00:27:00.687410] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LANV'. [2025-10-16T00:27:00.687687] [INFO ] [FORECASTER] Starting predict_future for LANV [2025-10-16T00:27:00.712625] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:00.713316] [DEBUG] [LOCAL ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt [2025-10-16T00:27:00.713370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:00.713403] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:00.713478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:00.713547] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:00.731294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:00.731896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:00.731977] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:00.732011] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:00.762365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:00.762436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:00.762472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:00.762500] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:00.765575] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: UP (p=68.52%) [2025-10-16T00:27:00.765863] [INFO ] [FORECASTER] Completed predict_future for LANV [2025-10-16T00:27:00.765999] [INFO ] [sig ] LANV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:00.906834] [INFO ] [LOCAL ] Saved forecast: LANV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LANV.txt [2025-10-16T00:27:00.907032] [INFO ] [sig ] [1055/1803] Completed LANV in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:00.907072] [INFO ] [sig ] [1056/1803] Forecasting LAW... [2025-10-16T00:27:00.907103] [INFO ] [sig ] Generating forecast for: LAW [2025-10-16T00:27:00.907134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'. [2025-10-16T00:27:00.915150] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LAW'. [2025-10-16T00:27:00.915420] [INFO ] [FORECASTER] Starting predict_future for LAW [2025-10-16T00:27:00.940667] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:00.941410] [DEBUG] [LOCAL ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt [2025-10-16T00:27:00.941464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:00.941497] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:00.941525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:00.941582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:00.958561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:00.959140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:00.959219] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:00.959252] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:00.993509] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:00.993607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:00.993662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:00.993717] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:00.996813] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=4.69%) [2025-10-16T00:27:00.997067] [INFO ] [FORECASTER] Completed predict_future for LAW [2025-10-16T00:27:00.997190] [INFO ] [sig ] LAW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:01.137541] [INFO ] [LOCAL ] Saved forecast: LAW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LAW.txt [2025-10-16T00:27:01.137773] [INFO ] [sig ] [1056/1803] Completed LAW in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:01.137831] [INFO ] [sig ] [1057/1803] Forecasting LAZ... [2025-10-16T00:27:01.137864] [INFO ] [sig ] Generating forecast for: LAZ [2025-10-16T00:27:01.137895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-10-16T00:27:01.146171] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LAZ'. [2025-10-16T00:27:01.146433] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-10-16T00:27:01.170561] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:01.171235] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-10-16T00:27:01.171290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:01.171323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:01.171350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:01.171406] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:01.188840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:01.189359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:01.189438] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:01.189471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:01.223987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:01.224080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:01.224117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:01.224147] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:01.227694] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=36.48%) [2025-10-16T00:27:01.227978] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-10-16T00:27:01.228112] [INFO ] [sig ] LAZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:01.366770] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LAZ.txt [2025-10-16T00:27:01.367012] [INFO ] [sig ] [1057/1803] Completed LAZ in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:01.367055] [INFO ] [sig ] [1058/1803] Forecasting LB... [2025-10-16T00:27:01.367086] [INFO ] [sig ] Generating forecast for: LB [2025-10-16T00:27:01.367119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'. [2025-10-16T00:27:01.375626] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LB'. [2025-10-16T00:27:01.376040] [INFO ] [FORECASTER] Starting predict_future for LB [2025-10-16T00:27:01.400206] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:01.400904] [DEBUG] [LOCAL ] No optimal features file found for LB: ./output/feature-sets/LB.txt [2025-10-16T00:27:01.400957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:01.400989] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:01.401016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:01.401072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:01.417892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:01.418422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:01.418499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:01.418532] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:01.450052] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:01.450150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:01.450185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:01.450214] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:01.455601] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: DOWN (p=13.52%) [2025-10-16T00:27:01.455894] [INFO ] [FORECASTER] Completed predict_future for LB [2025-10-16T00:27:01.456022] [INFO ] [sig ] LB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:01.596594] [INFO ] [LOCAL ] Saved forecast: LB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LB.txt [2025-10-16T00:27:01.596865] [INFO ] [sig ] [1058/1803] Completed LB in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:01.596918] [INFO ] [sig ] [1059/1803] Forecasting LBRT... [2025-10-16T00:27:01.596950] [INFO ] [sig ] Generating forecast for: LBRT [2025-10-16T00:27:01.596982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'. [2025-10-16T00:27:01.605985] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LBRT'. [2025-10-16T00:27:01.606392] [INFO ] [FORECASTER] Starting predict_future for LBRT [2025-10-16T00:27:01.632287] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:01.633138] [DEBUG] [LOCAL ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt [2025-10-16T00:27:01.633195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:01.633231] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:01.633261] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:01.633322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:01.650965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:01.651820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:01.651905] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:01.651940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:01.686639] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:01.686805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:01.686847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:01.686878] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:01.690245] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=4.02%) [2025-10-16T00:27:01.690510] [INFO ] [FORECASTER] Completed predict_future for LBRT [2025-10-16T00:27:01.690638] [INFO ] [sig ] LBRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:01.834742] [INFO ] [LOCAL ] Saved forecast: LBRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LBRT.txt [2025-10-16T00:27:01.834978] [INFO ] [sig ] [1059/1803] Completed LBRT in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 3.0m [2025-10-16T00:27:01.835020] [INFO ] [sig ] [1060/1803] Forecasting LC... [2025-10-16T00:27:01.835058] [INFO ] [sig ] Generating forecast for: LC [2025-10-16T00:27:01.835091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-10-16T00:27:01.844040] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LC'. [2025-10-16T00:27:01.844313] [INFO ] [FORECASTER] Starting predict_future for LC [2025-10-16T00:27:01.868760] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:01.869556] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-10-16T00:27:01.869617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:01.869683] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:01.869730] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:01.869791] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:01.887340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:01.888143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:01.888225] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:01.888260] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:01.925226] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:01.925399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:01.925443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:01.925473] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:01.929053] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=40.17%) [2025-10-16T00:27:01.929348] [INFO ] [FORECASTER] Completed predict_future for LC [2025-10-16T00:27:01.929487] [INFO ] [sig ] LC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:02.072202] [INFO ] [LOCAL ] Saved forecast: LC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LC.txt [2025-10-16T00:27:02.072434] [INFO ] [sig ] [1060/1803] Completed LC in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:02.072476] [INFO ] [sig ] [1061/1803] Forecasting LCII... [2025-10-16T00:27:02.072507] [INFO ] [sig ] Generating forecast for: LCII [2025-10-16T00:27:02.072538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-10-16T00:27:02.081065] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LCII'. [2025-10-16T00:27:02.081372] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-10-16T00:27:02.115329] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:02.116113] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-10-16T00:27:02.116169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:02.116203] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:02.116231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:02.116287] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:02.133319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:02.134128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:02.134212] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:02.134246] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:02.168687] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:02.168782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:02.168819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:02.168849] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:02.171872] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=6.63%) [2025-10-16T00:27:02.172146] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-10-16T00:27:02.172276] [INFO ] [sig ] LCII: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:02.311960] [INFO ] [LOCAL ] Saved forecast: LCII 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LCII.txt [2025-10-16T00:27:02.312158] [INFO ] [sig ] [1061/1803] Completed LCII in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:02.312199] [INFO ] [sig ] [1062/1803] Forecasting LDI... [2025-10-16T00:27:02.312229] [INFO ] [sig ] Generating forecast for: LDI [2025-10-16T00:27:02.312260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-10-16T00:27:02.320969] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LDI'. [2025-10-16T00:27:02.321215] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-10-16T00:27:02.345336] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:02.346057] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-10-16T00:27:02.346112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:02.346146] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:02.346175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:02.346232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:02.363041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:02.363548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:02.363625] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:02.363692] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:02.411102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:02.411298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:02.411371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:02.411407] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:02.414902] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=8.86%) [2025-10-16T00:27:02.415184] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-10-16T00:27:02.415320] [INFO ] [sig ] LDI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:02.564225] [INFO ] [LOCAL ] Saved forecast: LDI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LDI.txt [2025-10-16T00:27:02.564460] [INFO ] [sig ] [1062/1803] Completed LDI in 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:02.564504] [INFO ] [sig ] [1063/1803] Forecasting LDOS... [2025-10-16T00:27:02.564535] [INFO ] [sig ] Generating forecast for: LDOS [2025-10-16T00:27:02.564567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-10-16T00:27:02.577702] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LDOS'. [2025-10-16T00:27:02.578161] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-10-16T00:27:02.604721] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:02.605473] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-10-16T00:27:02.605530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:02.605566] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:02.605596] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:02.605676] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:02.623601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:02.624197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:02.624298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:02.624333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:02.658616] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:02.658836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:02.658885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:02.658916] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:02.662485] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-10-16T00:27:02.662815] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-10-16T00:27:02.662981] [INFO ] [sig ] LDOS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:02.808148] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LDOS.txt [2025-10-16T00:27:02.808368] [INFO ] [sig ] [1063/1803] Completed LDOS in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:02.808437] [INFO ] [sig ] [1064/1803] Forecasting LDP... [2025-10-16T00:27:02.808476] [INFO ] [sig ] Generating forecast for: LDP [2025-10-16T00:27:02.808511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-10-16T00:27:02.817165] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LDP'. [2025-10-16T00:27:02.817418] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-10-16T00:27:02.842583] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:02.843303] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-10-16T00:27:02.843357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:02.843392] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:02.843422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:02.843480] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:02.861175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:02.861783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:02.861864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:02.861899] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:02.896870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:02.896948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:02.896984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:02.897013] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:02.900115] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=57.15%) [2025-10-16T00:27:02.900374] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-10-16T00:27:02.900503] [INFO ] [sig ] LDP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:03.040418] [INFO ] [LOCAL ] Saved forecast: LDP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LDP.txt [2025-10-16T00:27:03.040625] [INFO ] [sig ] [1064/1803] Completed LDP in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:03.040704] [INFO ] [sig ] [1065/1803] Forecasting LEA... [2025-10-16T00:27:03.040746] [INFO ] [sig ] Generating forecast for: LEA [2025-10-16T00:27:03.040779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-10-16T00:27:03.049527] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LEA'. [2025-10-16T00:27:03.049854] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-10-16T00:27:03.074312] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:03.075022] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-10-16T00:27:03.075090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:03.075124] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:03.075151] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:03.075207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:03.092413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:03.092966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:03.093043] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:03.093077] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:03.126537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:03.126633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:03.126714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:03.126750] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:03.129982] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=98.01%) [2025-10-16T00:27:03.130238] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-10-16T00:27:03.130365] [INFO ] [sig ] LEA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:03.270179] [INFO ] [LOCAL ] Saved forecast: LEA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LEA.txt [2025-10-16T00:27:03.270387] [INFO ] [sig ] [1065/1803] Completed LEA in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:03.270428] [INFO ] [sig ] [1066/1803] Forecasting LEG... [2025-10-16T00:27:03.270459] [INFO ] [sig ] Generating forecast for: LEG [2025-10-16T00:27:03.270490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-10-16T00:27:03.279906] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LEG'. [2025-10-16T00:27:03.280248] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-10-16T00:27:03.305488] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:03.306212] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-10-16T00:27:03.306268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:03.306303] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:03.306332] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:03.306390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:03.324143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:03.324716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:03.324817] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:03.324853] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:03.360747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:03.360834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:03.360871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:03.360901] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:03.363905] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=10.76%) [2025-10-16T00:27:03.364156] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-10-16T00:27:03.364286] [INFO ] [sig ] LEG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:03.557109] [INFO ] [LOCAL ] Saved forecast: LEG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LEG.txt [2025-10-16T00:27:03.557303] [INFO ] [sig ] [1066/1803] Completed LEG in 0.3s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:03.557345] [INFO ] [sig ] [1067/1803] Forecasting LEN... [2025-10-16T00:27:03.557376] [INFO ] [sig ] Generating forecast for: LEN [2025-10-16T00:27:03.557414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-10-16T00:27:03.565796] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LEN'. [2025-10-16T00:27:03.566037] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-10-16T00:27:03.590279] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:03.590981] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-10-16T00:27:03.591035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:03.591068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:03.591097] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:03.591154] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:03.608177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:03.608783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:03.608863] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:03.608896] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:03.649102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:03.649227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:03.649276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:03.649306] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:03.652484] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-10-16T00:27:03.652801] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-10-16T00:27:03.652953] [INFO ] [sig ] LEN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:03.795807] [INFO ] [LOCAL ] Saved forecast: LEN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LEN.txt [2025-10-16T00:27:03.796073] [INFO ] [sig ] [1067/1803] Completed LEN in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:03.796134] [INFO ] [sig ] [1068/1803] Forecasting LEO... [2025-10-16T00:27:03.796168] [INFO ] [sig ] Generating forecast for: LEO [2025-10-16T00:27:03.796200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-10-16T00:27:03.805557] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LEO'. [2025-10-16T00:27:03.805889] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-10-16T00:27:03.831929] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:03.832966] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-10-16T00:27:03.833042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:03.833145] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:03.833192] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:03.833276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:03.853924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:03.854504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:03.854584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:03.854619] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:03.891017] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:03.891109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:03.891147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:03.891177] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:03.894277] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=83.33%) [2025-10-16T00:27:03.894559] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-10-16T00:27:03.894731] [INFO ] [sig ] LEO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:04.036936] [INFO ] [LOCAL ] Saved forecast: LEO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LEO.txt [2025-10-16T00:27:04.037150] [INFO ] [sig ] [1068/1803] Completed LEO in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:04.037206] [INFO ] [sig ] [1069/1803] Forecasting LEVI... [2025-10-16T00:27:04.037240] [INFO ] [sig ] Generating forecast for: LEVI [2025-10-16T00:27:04.037274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-10-16T00:27:04.046576] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LEVI'. [2025-10-16T00:27:04.046970] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-10-16T00:27:04.071778] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:04.072517] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-10-16T00:27:04.072571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:04.072605] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:04.072632] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:04.072730] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:04.089883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:04.090584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:04.090700] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:04.090757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:04.127967] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:04.128139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:04.128180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:04.128210] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:04.131824] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-10-16T00:27:04.132138] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-10-16T00:27:04.132276] [INFO ] [sig ] LEVI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:04.274540] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LEVI.txt [2025-10-16T00:27:04.274778] [INFO ] [sig ] [1069/1803] Completed LEVI in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:04.274838] [INFO ] [sig ] [1070/1803] Forecasting LFT... [2025-10-16T00:27:04.274872] [INFO ] [sig ] Generating forecast for: LFT [2025-10-16T00:27:04.274904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-10-16T00:27:04.283373] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LFT'. [2025-10-16T00:27:04.283626] [INFO ] [FORECASTER] Starting predict_future for LFT [2025-10-16T00:27:04.308036] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:04.308750] [DEBUG] [LOCAL ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt [2025-10-16T00:27:04.308805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:04.308838] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:04.308866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:04.308922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:04.325781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:04.326311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:04.326403] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:04.326438] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:04.360414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:04.360511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:04.360547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:04.360574] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:04.363620] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: DOWN (p=19.97%) [2025-10-16T00:27:04.363909] [INFO ] [FORECASTER] Completed predict_future for LFT [2025-10-16T00:27:04.364038] [INFO ] [sig ] LFT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:04.504565] [INFO ] [LOCAL ] Saved forecast: LFT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LFT.txt [2025-10-16T00:27:04.504796] [INFO ] [sig ] [1070/1803] Completed LFT in 0.2s | 4.20 sym/s | Total: 4.2m | ETA: 2.9m [2025-10-16T00:27:04.504863] [INFO ] [sig ] [1071/1803] Forecasting LGI... [2025-10-16T00:27:04.504896] [INFO ] [sig ] Generating forecast for: LGI [2025-10-16T00:27:04.504928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-10-16T00:27:04.513867] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LGI'. [2025-10-16T00:27:04.514121] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-10-16T00:27:04.538387] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:04.539147] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-10-16T00:27:04.539201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:04.539233] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:04.539262] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:04.539319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:04.556490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:04.557077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:04.557157] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:04.557191] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:04.590899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:04.590980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:04.591016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:04.591044] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:04.594120] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=94.40%) [2025-10-16T00:27:04.594367] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-10-16T00:27:04.594492] [INFO ] [sig ] LGI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:04.735125] [INFO ] [LOCAL ] Saved forecast: LGI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LGI.txt [2025-10-16T00:27:04.735303] [INFO ] [sig ] [1071/1803] Completed LGI in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:04.735343] [INFO ] [sig ] [1072/1803] Forecasting LH... [2025-10-16T00:27:04.735373] [INFO ] [sig ] Generating forecast for: LH [2025-10-16T00:27:04.735404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-10-16T00:27:04.744381] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LH'. [2025-10-16T00:27:04.744799] [INFO ] [FORECASTER] Starting predict_future for LH [2025-10-16T00:27:04.770213] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:04.771021] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-10-16T00:27:04.771094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:04.771130] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:04.771158] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:04.771215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:04.788041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:04.788576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:04.788683] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:04.788741] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:04.824272] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:04.824376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:04.824414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:04.824444] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:04.827604] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=8.93%) [2025-10-16T00:27:04.827896] [INFO ] [FORECASTER] Completed predict_future for LH [2025-10-16T00:27:04.828034] [INFO ] [sig ] LH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:04.970070] [INFO ] [LOCAL ] Saved forecast: LH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LH.txt [2025-10-16T00:27:04.970310] [INFO ] [sig ] [1072/1803] Completed LH in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:04.970351] [INFO ] [sig ] [1073/1803] Forecasting LHX... [2025-10-16T00:27:04.970381] [INFO ] [sig ] Generating forecast for: LHX [2025-10-16T00:27:04.970413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-10-16T00:27:04.979099] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LHX'. [2025-10-16T00:27:04.979353] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-10-16T00:27:05.003598] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:05.004279] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-10-16T00:27:05.004333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:05.004367] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:05.004395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:05.004453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:05.021085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:05.021589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:05.021687] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:05.021739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:05.056943] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:05.057038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:05.057074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:05.057103] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:05.060193] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=95.18%) [2025-10-16T00:27:05.060452] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-10-16T00:27:05.060583] [INFO ] [sig ] LHX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:05.199914] [INFO ] [LOCAL ] Saved forecast: LHX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LHX.txt [2025-10-16T00:27:05.200115] [INFO ] [sig ] [1073/1803] Completed LHX in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:05.200155] [INFO ] [sig ] [1074/1803] Forecasting LII... [2025-10-16T00:27:05.200185] [INFO ] [sig ] Generating forecast for: LII [2025-10-16T00:27:05.200216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-10-16T00:27:05.208577] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LII'. [2025-10-16T00:27:05.208990] [INFO ] [FORECASTER] Starting predict_future for LII [2025-10-16T00:27:05.234284] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:05.235053] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-10-16T00:27:05.235109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:05.235143] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:05.235171] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:05.235228] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:05.252024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:05.252536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:05.252614] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:05.252673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:05.287767] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:05.287842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:05.287877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:05.287905] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:05.290843] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-10-16T00:27:05.291086] [INFO ] [FORECASTER] Completed predict_future for LII [2025-10-16T00:27:05.291579] [INFO ] [sig ] LII: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:05.434176] [INFO ] [LOCAL ] Saved forecast: LII 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LII.txt [2025-10-16T00:27:05.434422] [INFO ] [sig ] [1074/1803] Completed LII in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:05.434464] [INFO ] [sig ] [1075/1803] Forecasting LION... [2025-10-16T00:27:05.434495] [INFO ] [sig ] Generating forecast for: LION [2025-10-16T00:27:05.434526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'. [2025-10-16T00:27:05.443433] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LION'. [2025-10-16T00:27:05.443735] [INFO ] [FORECASTER] Starting predict_future for LION [2025-10-16T00:27:05.467716] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:05.468393] [DEBUG] [LOCAL ] No optimal features file found for LION: ./output/feature-sets/LION.txt [2025-10-16T00:27:05.468447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:05.468480] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:05.468508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:05.468579] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:05.485482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:05.486031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:05.486110] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:05.486143] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:05.521498] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:05.521570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:05.521604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:05.521632] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:05.524603] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: UP (p=99.14%) [2025-10-16T00:27:05.524874] [INFO ] [FORECASTER] Completed predict_future for LION [2025-10-16T00:27:05.525021] [INFO ] [sig ] LION: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:05.665129] [INFO ] [LOCAL ] Saved forecast: LION 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LION.txt [2025-10-16T00:27:05.665356] [INFO ] [sig ] [1075/1803] Completed LION in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:05.665398] [INFO ] [sig ] [1076/1803] Forecasting LITB... [2025-10-16T00:27:05.665428] [INFO ] [sig ] Generating forecast for: LITB [2025-10-16T00:27:05.665460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'. [2025-10-16T00:27:05.673578] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LITB'. [2025-10-16T00:27:05.673859] [INFO ] [FORECASTER] Starting predict_future for LITB [2025-10-16T00:27:05.698062] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:05.698875] [DEBUG] [LOCAL ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt [2025-10-16T00:27:05.698930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:05.698963] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:05.698992] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:05.699048] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:05.715901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:05.716494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:05.716575] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:05.716610] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:05.751372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:05.751517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:05.751557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:05.751587] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:05.754885] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-10-16T00:27:05.755145] [INFO ] [FORECASTER] Completed predict_future for LITB [2025-10-16T00:27:05.755276] [INFO ] [sig ] LITB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:05.895306] [INFO ] [LOCAL ] Saved forecast: LITB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LITB.txt [2025-10-16T00:27:05.895508] [INFO ] [sig ] [1076/1803] Completed LITB in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:05.895549] [INFO ] [sig ] [1077/1803] Forecasting LLY... [2025-10-16T00:27:05.895579] [INFO ] [sig ] Generating forecast for: LLY [2025-10-16T00:27:05.895611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-10-16T00:27:05.903561] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LLY'. [2025-10-16T00:27:05.903836] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-10-16T00:27:05.927928] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:05.928587] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-10-16T00:27:05.928663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:05.928717] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:05.928749] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:05.928806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:05.945593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:05.946139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:05.946216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:05.946265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:05.982563] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:05.982670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:05.982725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:05.982758] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:05.985774] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-10-16T00:27:05.986077] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-10-16T00:27:05.986207] [INFO ] [sig ] LLY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:06.125482] [INFO ] [LOCAL ] Saved forecast: LLY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LLY.txt [2025-10-16T00:27:06.125699] [INFO ] [sig ] [1077/1803] Completed LLY in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:06.125758] [INFO ] [sig ] [1078/1803] Forecasting LMND... [2025-10-16T00:27:06.125792] [INFO ] [sig ] Generating forecast for: LMND [2025-10-16T00:27:06.125868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-10-16T00:27:06.135206] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LMND'. [2025-10-16T00:27:06.135570] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-10-16T00:27:06.160246] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:06.160994] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-10-16T00:27:06.161050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:06.161083] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:06.161112] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:06.161167] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:06.177981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:06.178581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:06.178692] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:06.178748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:06.345021] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:06.345195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:06.345250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:06.345284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:06.350725] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=48.24%) [2025-10-16T00:27:06.350998] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-10-16T00:27:06.351164] [INFO ] [sig ] LMND: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:06.501903] [INFO ] [LOCAL ] Saved forecast: LMND 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LMND.txt [2025-10-16T00:27:06.502139] [INFO ] [sig ] [1078/1803] Completed LMND in 0.4s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:06.502183] [INFO ] [sig ] [1079/1803] Forecasting LMT... [2025-10-16T00:27:06.502216] [INFO ] [sig ] Generating forecast for: LMT [2025-10-16T00:27:06.502250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'. [2025-10-16T00:27:06.511221] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LMT'. [2025-10-16T00:27:06.511507] [INFO ] [FORECASTER] Starting predict_future for LMT [2025-10-16T00:27:06.536552] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:06.537279] [DEBUG] [LOCAL ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt [2025-10-16T00:27:06.537349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:06.537385] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:06.537416] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:06.537475] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:06.555115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:06.555663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:06.555746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:06.555782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:06.592578] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:06.592694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:06.592745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:06.592777] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:06.595957] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=44.76%) [2025-10-16T00:27:06.596215] [INFO ] [FORECASTER] Completed predict_future for LMT [2025-10-16T00:27:06.596342] [INFO ] [sig ] LMT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:06.740481] [INFO ] [LOCAL ] Saved forecast: LMT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LMT.txt [2025-10-16T00:27:06.740704] [INFO ] [sig ] [1079/1803] Completed LMT in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:06.740765] [INFO ] [sig ] [1080/1803] Forecasting LNC... [2025-10-16T00:27:06.740802] [INFO ] [sig ] Generating forecast for: LNC [2025-10-16T00:27:06.740835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-10-16T00:27:06.749606] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LNC'. [2025-10-16T00:27:06.749930] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-10-16T00:27:06.774831] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:06.775515] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-10-16T00:27:06.775584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:06.775627] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:06.775695] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:06.775768] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:06.792856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:06.793368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:06.793449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:06.793483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:06.828841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:06.828943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:06.828983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:06.829013] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:06.832114] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=68.58%) [2025-10-16T00:27:06.832368] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-10-16T00:27:06.832491] [INFO ] [sig ] LNC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:06.980398] [INFO ] [LOCAL ] Saved forecast: LNC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LNC.txt [2025-10-16T00:27:06.980705] [INFO ] [sig ] [1080/1803] Completed LNC in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:06.980765] [INFO ] [sig ] [1081/1803] Forecasting LND... [2025-10-16T00:27:06.980799] [INFO ] [sig ] Generating forecast for: LND [2025-10-16T00:27:06.980831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-10-16T00:27:06.990133] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LND'. [2025-10-16T00:27:06.990431] [INFO ] [FORECASTER] Starting predict_future for LND [2025-10-16T00:27:07.016468] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:07.017254] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-10-16T00:27:07.017349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:07.017392] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:07.017423] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:07.017482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:07.035190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:07.035791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:07.035872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:07.035907] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:07.070382] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:07.070533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:07.070574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:07.070604] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:07.074029] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=95.35%) [2025-10-16T00:27:07.074306] [INFO ] [FORECASTER] Completed predict_future for LND [2025-10-16T00:27:07.074442] [INFO ] [sig ] LND: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:07.235799] [INFO ] [LOCAL ] Saved forecast: LND 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LND.txt [2025-10-16T00:27:07.236026] [INFO ] [sig ] [1081/1803] Completed LND in 0.3s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:07.236069] [INFO ] [sig ] [1082/1803] Forecasting LNG... [2025-10-16T00:27:07.236100] [INFO ] [sig ] Generating forecast for: LNG [2025-10-16T00:27:07.236131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-10-16T00:27:07.244872] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LNG'. [2025-10-16T00:27:07.245190] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-10-16T00:27:07.270346] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:07.271137] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-10-16T00:27:07.271194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:07.271228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:07.271256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:07.271314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:07.289893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:07.290908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:07.290995] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:07.291031] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:07.330375] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:07.330476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:07.330514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:07.330543] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:07.334289] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=83.46%) [2025-10-16T00:27:07.334681] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-10-16T00:27:07.334860] [INFO ] [sig ] LNG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:07.489025] [INFO ] [LOCAL ] Saved forecast: LNG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LNG.txt [2025-10-16T00:27:07.489279] [INFO ] [sig ] [1082/1803] Completed LNG in 0.3s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:07.489341] [INFO ] [sig ] [1083/1803] Forecasting LNN... [2025-10-16T00:27:07.489376] [INFO ] [sig ] Generating forecast for: LNN [2025-10-16T00:27:07.489409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-10-16T00:27:07.498412] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LNN'. [2025-10-16T00:27:07.498768] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-10-16T00:27:07.526475] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:07.527221] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-10-16T00:27:07.527293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:07.527368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:07.527417] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:07.527478] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:07.545633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:07.546279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:07.546376] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:07.546429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:07.585753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:07.585883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:07.585921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:07.585951] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:07.589372] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=60.53%) [2025-10-16T00:27:07.589662] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-10-16T00:27:07.589841] [INFO ] [sig ] LNN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:07.745799] [INFO ] [LOCAL ] Saved forecast: LNN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LNN.txt [2025-10-16T00:27:07.746058] [INFO ] [sig ] [1083/1803] Completed LNN in 0.3s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:07.746119] [INFO ] [sig ] [1084/1803] Forecasting LOAR... [2025-10-16T00:27:07.746154] [INFO ] [sig ] Generating forecast for: LOAR [2025-10-16T00:27:07.746185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'. [2025-10-16T00:27:07.755483] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LOAR'. [2025-10-16T00:27:07.755844] [INFO ] [FORECASTER] Starting predict_future for LOAR [2025-10-16T00:27:07.788979] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:07.789983] [DEBUG] [LOCAL ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt [2025-10-16T00:27:07.790051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:07.790108] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:07.790142] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:07.790199] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:07.809045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:07.809934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:07.810076] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:07.810132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:07.850792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:07.850952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:07.850994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:07.851024] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:07.854696] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: UP (p=65.17%) [2025-10-16T00:27:07.854987] [INFO ] [FORECASTER] Completed predict_future for LOAR [2025-10-16T00:27:07.855122] [INFO ] [sig ] LOAR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:08.006929] [INFO ] [LOCAL ] Saved forecast: LOAR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LOAR.txt [2025-10-16T00:27:08.007156] [INFO ] [sig ] [1084/1803] Completed LOAR in 0.3s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:08.007201] [INFO ] [sig ] [1085/1803] Forecasting LOB... [2025-10-16T00:27:08.007233] [INFO ] [sig ] Generating forecast for: LOB [2025-10-16T00:27:08.007266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-10-16T00:27:08.016575] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LOB'. [2025-10-16T00:27:08.016893] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-10-16T00:27:08.042601] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:08.043396] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-10-16T00:27:08.043458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:08.043502] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:08.043532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:08.043591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:08.060416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:08.060987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:08.061066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:08.061099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:08.098060] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:08.098211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:08.098254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:08.098285] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:08.101918] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=18.05%) [2025-10-16T00:27:08.102185] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-10-16T00:27:08.102318] [INFO ] [sig ] LOB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:08.255892] [INFO ] [LOCAL ] Saved forecast: LOB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LOB.txt [2025-10-16T00:27:08.256169] [INFO ] [sig ] [1085/1803] Completed LOB in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.9m [2025-10-16T00:27:08.256251] [INFO ] [sig ] [1086/1803] Forecasting LOCL... [2025-10-16T00:27:08.256299] [INFO ] [sig ] Generating forecast for: LOCL [2025-10-16T00:27:08.256334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-10-16T00:27:08.265010] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LOCL'. [2025-10-16T00:27:08.265312] [INFO ] [FORECASTER] Starting predict_future for LOCL [2025-10-16T00:27:08.291493] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:08.292343] [DEBUG] [LOCAL ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt [2025-10-16T00:27:08.292401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:08.292452] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:08.292483] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:08.292542] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:08.310937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:08.311504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:08.311588] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:08.311622] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:08.347780] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:08.347886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:08.347922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:08.347951] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:08.351250] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=26.39%) [2025-10-16T00:27:08.351512] [INFO ] [FORECASTER] Completed predict_future for LOCL [2025-10-16T00:27:08.351663] [INFO ] [sig ] LOCL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:08.500862] [INFO ] [LOCAL ] Saved forecast: LOCL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LOCL.txt [2025-10-16T00:27:08.501082] [INFO ] [sig ] [1086/1803] Completed LOCL in 0.2s | 4.20 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:08.501144] [INFO ] [sig ] [1087/1803] Forecasting LOMA... [2025-10-16T00:27:08.501178] [INFO ] [sig ] Generating forecast for: LOMA [2025-10-16T00:27:08.501212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-10-16T00:27:08.510032] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LOMA'. [2025-10-16T00:27:08.510303] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-10-16T00:27:08.536042] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:08.536930] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-10-16T00:27:08.537003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:08.537057] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:08.537089] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:08.537150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:08.555437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:08.556066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:08.556148] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:08.556183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:08.596893] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:08.597059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:08.597119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:08.597154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:08.601695] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=55.34%) [2025-10-16T00:27:08.601974] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-10-16T00:27:08.602108] [INFO ] [sig ] LOMA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:08.751991] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LOMA.txt [2025-10-16T00:27:08.752203] [INFO ] [sig ] [1087/1803] Completed LOMA in 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:08.752246] [INFO ] [sig ] [1088/1803] Forecasting LOW... [2025-10-16T00:27:08.752278] [INFO ] [sig ] Generating forecast for: LOW [2025-10-16T00:27:08.752310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-10-16T00:27:08.761298] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LOW'. [2025-10-16T00:27:08.761568] [INFO ] [FORECASTER] Starting predict_future for LOW [2025-10-16T00:27:08.787498] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:08.788249] [DEBUG] [LOCAL ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt [2025-10-16T00:27:08.788305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:08.788339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:08.788368] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:08.788432] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:08.806858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:08.807510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:08.807591] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:08.807626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:08.849161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:08.849272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:08.849309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:08.849339] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:08.852746] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=48.64%) [2025-10-16T00:27:08.853008] [INFO ] [FORECASTER] Completed predict_future for LOW [2025-10-16T00:27:08.853139] [INFO ] [sig ] LOW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:09.004406] [INFO ] [LOCAL ] Saved forecast: LOW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LOW.txt [2025-10-16T00:27:09.004612] [INFO ] [sig ] [1088/1803] Completed LOW in 0.3s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:09.004679] [INFO ] [sig ] [1089/1803] Forecasting LPG... [2025-10-16T00:27:09.004730] [INFO ] [sig ] Generating forecast for: LPG [2025-10-16T00:27:09.004764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-10-16T00:27:09.013819] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LPG'. [2025-10-16T00:27:09.014105] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-10-16T00:27:09.039816] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:09.040569] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-10-16T00:27:09.040626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:09.040700] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:09.040742] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:09.040803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:09.059215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:09.059788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:09.059893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:09.059947] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:09.099414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:09.099515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:09.099554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:09.099585] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:09.102969] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=72.75%) [2025-10-16T00:27:09.103315] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-10-16T00:27:09.103513] [INFO ] [sig ] LPG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:09.249862] [INFO ] [LOCAL ] Saved forecast: LPG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LPG.txt [2025-10-16T00:27:09.250063] [INFO ] [sig ] [1089/1803] Completed LPG in 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:09.250105] [INFO ] [sig ] [1090/1803] Forecasting LPL... [2025-10-16T00:27:09.250136] [INFO ] [sig ] Generating forecast for: LPL [2025-10-16T00:27:09.250166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-10-16T00:27:09.258577] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LPL'. [2025-10-16T00:27:09.258854] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-10-16T00:27:09.283179] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:09.283896] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-10-16T00:27:09.283954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:09.283988] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:09.284016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:09.284072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:09.301089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:09.301619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:09.301723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:09.301766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:09.336199] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:09.336291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:09.336328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:09.336356] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:09.339415] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=31.03%) [2025-10-16T00:27:09.339694] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-10-16T00:27:09.339834] [INFO ] [sig ] LPL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:09.487759] [INFO ] [LOCAL ] Saved forecast: LPL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LPL.txt [2025-10-16T00:27:09.487967] [INFO ] [sig ] [1090/1803] Completed LPL in 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:09.488052] [INFO ] [sig ] [1091/1803] Forecasting LPX... [2025-10-16T00:27:09.488093] [INFO ] [sig ] Generating forecast for: LPX [2025-10-16T00:27:09.488126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-10-16T00:27:09.496259] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LPX'. [2025-10-16T00:27:09.496522] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-10-16T00:27:09.522274] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:09.523078] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-10-16T00:27:09.523134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:09.523169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:09.523199] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:09.523258] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:09.541749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:09.542355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:09.542436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:09.542471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:09.579054] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:09.579153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:09.579193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:09.579223] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:09.582551] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=63.57%) [2025-10-16T00:27:09.582846] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-10-16T00:27:09.582985] [INFO ] [sig ] LPX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:09.733439] [INFO ] [LOCAL ] Saved forecast: LPX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LPX.txt [2025-10-16T00:27:09.733666] [INFO ] [sig ] [1091/1803] Completed LPX in 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:09.733727] [INFO ] [sig ] [1092/1803] Forecasting LRN... [2025-10-16T00:27:09.733762] [INFO ] [sig ] Generating forecast for: LRN [2025-10-16T00:27:09.733796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-10-16T00:27:09.742723] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LRN'. [2025-10-16T00:27:09.742989] [INFO ] [FORECASTER] Starting predict_future for LRN [2025-10-16T00:27:09.768744] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:09.769460] [DEBUG] [LOCAL ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt [2025-10-16T00:27:09.769515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:09.769550] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:09.769580] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:09.769638] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:09.788253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:09.788910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:09.788989] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:09.789025] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:09.825563] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:09.825667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:09.825724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:09.825757] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:09.828883] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: DOWN (p=5.16%) [2025-10-16T00:27:09.829138] [INFO ] [FORECASTER] Completed predict_future for LRN [2025-10-16T00:27:09.829272] [INFO ] [sig ] LRN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:09.977546] [INFO ] [LOCAL ] Saved forecast: LRN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LRN.txt [2025-10-16T00:27:09.977782] [INFO ] [sig ] [1092/1803] Completed LRN in 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:09.977841] [INFO ] [sig ] [1093/1803] Forecasting LSPD... [2025-10-16T00:27:09.977874] [INFO ] [sig ] Generating forecast for: LSPD [2025-10-16T00:27:09.977905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-10-16T00:27:09.986485] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LSPD'. [2025-10-16T00:27:09.986758] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-10-16T00:27:10.011199] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:10.011891] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-10-16T00:27:10.011944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:10.011991] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:10.012020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:10.012078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:10.029123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:10.029637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:10.029738] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:10.029773] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:10.065885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:10.066007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:10.066044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:10.066073] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:10.069319] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-10-16T00:27:10.069578] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-10-16T00:27:10.069743] [INFO ] [sig ] LSPD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:10.213831] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LSPD.txt [2025-10-16T00:27:10.214041] [INFO ] [sig ] [1093/1803] Completed LSPD in 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:10.214084] [INFO ] [sig ] [1094/1803] Forecasting LTC... [2025-10-16T00:27:10.214144] [INFO ] [sig ] Generating forecast for: LTC [2025-10-16T00:27:10.214205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-10-16T00:27:10.222798] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LTC'. [2025-10-16T00:27:10.223095] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-10-16T00:27:10.248902] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:10.249712] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-10-16T00:27:10.249771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:10.249805] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:10.249838] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:10.249896] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:10.268229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:10.268868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:10.268949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:10.268983] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:10.306387] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:10.306495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:10.306531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:10.306560] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:10.309704] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=33.66%) [2025-10-16T00:27:10.309963] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-10-16T00:27:10.310087] [INFO ] [sig ] LTC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:10.451630] [INFO ] [LOCAL ] Saved forecast: LTC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LTC.txt [2025-10-16T00:27:10.451870] [INFO ] [sig ] [1094/1803] Completed LTC in 0.2s | 4.19 sym/s | Total: 4.3m | ETA: 2.8m [2025-10-16T00:27:10.451915] [INFO ] [sig ] [1095/1803] Forecasting LTH... [2025-10-16T00:27:10.451945] [INFO ] [sig ] Generating forecast for: LTH [2025-10-16T00:27:10.451975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-10-16T00:27:10.459966] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LTH'. [2025-10-16T00:27:10.460219] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-10-16T00:27:10.484864] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:10.485539] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-10-16T00:27:10.485593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:10.485628] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:10.485693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:10.485765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:10.502480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:10.503023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:10.503099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:10.503133] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:10.538760] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:10.538863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:10.538900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:10.538929] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:10.542023] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=26.00%) [2025-10-16T00:27:10.542280] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-10-16T00:27:10.542407] [INFO ] [sig ] LTH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:10.684690] [INFO ] [LOCAL ] Saved forecast: LTH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LTH.txt [2025-10-16T00:27:10.684923] [INFO ] [sig ] [1095/1803] Completed LTH in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:10.684972] [INFO ] [sig ] [1096/1803] Forecasting LTM... [2025-10-16T00:27:10.685003] [INFO ] [sig ] Generating forecast for: LTM [2025-10-16T00:27:10.685034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'. [2025-10-16T00:27:10.693387] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LTM'. [2025-10-16T00:27:10.693691] [INFO ] [FORECASTER] Starting predict_future for LTM [2025-10-16T00:27:10.718386] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:10.719152] [DEBUG] [LOCAL ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt [2025-10-16T00:27:10.719207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:10.719242] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:10.719270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:10.719327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:10.736825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:10.737346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:10.737425] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:10.737460] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:10.773066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:10.773195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:10.773233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:10.773263] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:10.776635] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=95.78%) [2025-10-16T00:27:10.776933] [INFO ] [FORECASTER] Completed predict_future for LTM [2025-10-16T00:27:10.777068] [INFO ] [sig ] LTM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:10.920292] [INFO ] [LOCAL ] Saved forecast: LTM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LTM.txt [2025-10-16T00:27:10.920508] [INFO ] [sig ] [1096/1803] Completed LTM in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:10.920549] [INFO ] [sig ] [1097/1803] Forecasting LU... [2025-10-16T00:27:10.920579] [INFO ] [sig ] Generating forecast for: LU [2025-10-16T00:27:10.920610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-10-16T00:27:10.929237] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LU'. [2025-10-16T00:27:10.929500] [INFO ] [FORECASTER] Starting predict_future for LU [2025-10-16T00:27:10.954420] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:10.955176] [DEBUG] [LOCAL ] No optimal features file found for LU: ./output/feature-sets/LU.txt [2025-10-16T00:27:10.955233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:10.955267] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:10.955297] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:10.955407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:10.973024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:10.973606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:10.973722] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:10.973791] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:11.010441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:11.010535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:11.010571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:11.010601] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:11.013763] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: UP (p=98.63%) [2025-10-16T00:27:11.014017] [INFO ] [FORECASTER] Completed predict_future for LU [2025-10-16T00:27:11.014143] [INFO ] [sig ] LU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:11.157343] [INFO ] [LOCAL ] Saved forecast: LU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LU.txt [2025-10-16T00:27:11.157547] [INFO ] [sig ] [1097/1803] Completed LU in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:11.157588] [INFO ] [sig ] [1098/1803] Forecasting LUCK... [2025-10-16T00:27:11.157618] [INFO ] [sig ] Generating forecast for: LUCK [2025-10-16T00:27:11.157677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCK' from 'https://tdm.silogroup.org/data/derivative_storage/LUCK.csv'. [2025-10-16T00:27:11.165667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LUCK'. [2025-10-16T00:27:11.165923] [INFO ] [FORECASTER] Starting predict_future for LUCK [2025-10-16T00:27:11.190674] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:11.191411] [DEBUG] [LOCAL ] No optimal features file found for LUCK: ./output/feature-sets/LUCK.txt [2025-10-16T00:27:11.191465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:11.191498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:11.191526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:11.191581] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:11.208807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:11.209347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:11.209423] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:11.209457] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:11.242110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:11.242223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:11.242260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:11.242290] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:11.245396] [DEBUG] [FORECASTER] LUCK: Forecast T+1@11:T+2@11: UP (p=91.83%) [2025-10-16T00:27:11.245677] [INFO ] [FORECASTER] Completed predict_future for LUCK [2025-10-16T00:27:11.245849] [INFO ] [sig ] LUCK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:11.388264] [INFO ] [LOCAL ] Saved forecast: LUCK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LUCK.txt [2025-10-16T00:27:11.388509] [INFO ] [sig ] [1098/1803] Completed LUCK in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:11.388592] [INFO ] [sig ] [1099/1803] Forecasting LUMN... [2025-10-16T00:27:11.388637] [INFO ] [sig ] Generating forecast for: LUMN [2025-10-16T00:27:11.388724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-10-16T00:27:11.399675] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LUMN'. [2025-10-16T00:27:11.400076] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-10-16T00:27:11.424770] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:11.425511] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-10-16T00:27:11.425565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:11.425600] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:11.425628] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:11.425724] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:11.442608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:11.443323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:11.443409] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:11.443443] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:11.481171] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:11.481354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:11.481395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:11.481424] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:11.484900] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=87.59%) [2025-10-16T00:27:11.485184] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-10-16T00:27:11.485313] [INFO ] [sig ] LUMN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:11.625293] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LUMN.txt [2025-10-16T00:27:11.625488] [INFO ] [sig ] [1099/1803] Completed LUMN in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:11.625529] [INFO ] [sig ] [1100/1803] Forecasting LUV... [2025-10-16T00:27:11.625559] [INFO ] [sig ] Generating forecast for: LUV [2025-10-16T00:27:11.625592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-10-16T00:27:11.634329] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LUV'. [2025-10-16T00:27:11.634586] [INFO ] [FORECASTER] Starting predict_future for LUV [2025-10-16T00:27:11.664048] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:11.664949] [DEBUG] [LOCAL ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt [2025-10-16T00:27:11.665012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:11.665068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:11.665105] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:11.665185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:11.686252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:11.686826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:11.686906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:11.686941] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:11.725512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:11.725594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:11.726015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:11.726060] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:11.730142] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=82.98%) [2025-10-16T00:27:11.730402] [INFO ] [FORECASTER] Completed predict_future for LUV [2025-10-16T00:27:11.730532] [INFO ] [sig ] LUV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:11.876738] [INFO ] [LOCAL ] Saved forecast: LUV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LUV.txt [2025-10-16T00:27:11.876926] [INFO ] [sig ] [1100/1803] Completed LUV in 0.3s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:11.876967] [INFO ] [sig ] [1101/1803] Forecasting LVS... [2025-10-16T00:27:11.876998] [INFO ] [sig ] Generating forecast for: LVS [2025-10-16T00:27:11.877029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-10-16T00:27:11.885893] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LVS'. [2025-10-16T00:27:11.886155] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-10-16T00:27:11.911875] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:11.912540] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-10-16T00:27:11.912595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:11.912628] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:11.912710] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:11.912843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:11.930396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:11.930992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:11.931076] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:11.931112] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:11.968080] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:11.968160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:11.968196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:11.968225] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:11.971259] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=2.14%) [2025-10-16T00:27:11.971547] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-10-16T00:27:11.971715] [INFO ] [sig ] LVS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:12.114853] [INFO ] [LOCAL ] Saved forecast: LVS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LVS.txt [2025-10-16T00:27:12.115085] [INFO ] [sig ] [1101/1803] Completed LVS in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:12.115127] [INFO ] [sig ] [1102/1803] Forecasting LVWR... [2025-10-16T00:27:12.115158] [INFO ] [sig ] Generating forecast for: LVWR [2025-10-16T00:27:12.115189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-10-16T00:27:12.123632] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LVWR'. [2025-10-16T00:27:12.123920] [INFO ] [FORECASTER] Starting predict_future for LVWR [2025-10-16T00:27:12.148510] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:12.149235] [DEBUG] [LOCAL ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt [2025-10-16T00:27:12.149290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:12.149323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:12.149351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:12.149407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:12.166671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:12.167316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:12.167398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:12.167431] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:12.202941] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:12.203079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:12.203119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:12.203149] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:12.206528] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: UP (p=50.79%) [2025-10-16T00:27:12.206837] [INFO ] [FORECASTER] Completed predict_future for LVWR [2025-10-16T00:27:12.206976] [INFO ] [sig ] LVWR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:12.349336] [INFO ] [LOCAL ] Saved forecast: LVWR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LVWR.txt [2025-10-16T00:27:12.349544] [INFO ] [sig ] [1102/1803] Completed LVWR in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:12.349585] [INFO ] [sig ] [1103/1803] Forecasting LW... [2025-10-16T00:27:12.349615] [INFO ] [sig ] Generating forecast for: LW [2025-10-16T00:27:12.349671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'. [2025-10-16T00:27:12.358283] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LW'. [2025-10-16T00:27:12.358590] [INFO ] [FORECASTER] Starting predict_future for LW [2025-10-16T00:27:12.384497] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:12.385289] [DEBUG] [LOCAL ] No optimal features file found for LW: ./output/feature-sets/LW.txt [2025-10-16T00:27:12.385343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:12.385376] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:12.385405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:12.385462] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:12.402583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:12.403154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:12.403234] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:12.403267] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:12.438866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:12.438960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:12.438996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:12.439025] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:12.442075] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=14.90%) [2025-10-16T00:27:12.442329] [INFO ] [FORECASTER] Completed predict_future for LW [2025-10-16T00:27:12.442451] [INFO ] [sig ] LW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:12.580357] [INFO ] [LOCAL ] Saved forecast: LW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LW.txt [2025-10-16T00:27:12.580618] [INFO ] [sig ] [1103/1803] Completed LW in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:12.580701] [INFO ] [sig ] [1104/1803] Forecasting LXFR... [2025-10-16T00:27:12.580745] [INFO ] [sig ] Generating forecast for: LXFR [2025-10-16T00:27:12.580780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'. [2025-10-16T00:27:12.589341] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LXFR'. [2025-10-16T00:27:12.589615] [INFO ] [FORECASTER] Starting predict_future for LXFR [2025-10-16T00:27:12.613697] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:12.614359] [DEBUG] [LOCAL ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt [2025-10-16T00:27:12.614413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:12.614446] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:12.614473] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:12.614529] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:12.631514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:12.632060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:12.632137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:12.632171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:12.665757] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:12.665861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:12.665898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:12.665927] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:12.669054] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=32.83%) [2025-10-16T00:27:12.669310] [INFO ] [FORECASTER] Completed predict_future for LXFR [2025-10-16T00:27:12.669434] [INFO ] [sig ] LXFR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:12.807848] [INFO ] [LOCAL ] Saved forecast: LXFR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LXFR.txt [2025-10-16T00:27:12.808073] [INFO ] [sig ] [1104/1803] Completed LXFR in 0.2s | 4.19 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:12.808115] [INFO ] [sig ] [1105/1803] Forecasting LXP... [2025-10-16T00:27:12.808145] [INFO ] [sig ] Generating forecast for: LXP [2025-10-16T00:27:12.808175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-10-16T00:27:12.816324] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LXP'. [2025-10-16T00:27:12.816606] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-10-16T00:27:12.840801] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:12.841465] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-10-16T00:27:12.841518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:12.841550] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:12.841577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:12.841632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:12.858502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:12.859114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:12.859196] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:12.859229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:12.892891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:12.893058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:12.893106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:12.893135] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:12.896448] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=2.04%) [2025-10-16T00:27:12.896751] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-10-16T00:27:12.896887] [INFO ] [sig ] LXP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:13.037269] [INFO ] [LOCAL ] Saved forecast: LXP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LXP.txt [2025-10-16T00:27:13.037488] [INFO ] [sig ] [1105/1803] Completed LXP in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:13.037530] [INFO ] [sig ] [1106/1803] Forecasting LXU... [2025-10-16T00:27:13.037561] [INFO ] [sig ] Generating forecast for: LXU [2025-10-16T00:27:13.037592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'. [2025-10-16T00:27:13.046266] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LXU'. [2025-10-16T00:27:13.046586] [INFO ] [FORECASTER] Starting predict_future for LXU [2025-10-16T00:27:13.070946] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:13.071743] [DEBUG] [LOCAL ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt [2025-10-16T00:27:13.071798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:13.071833] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:13.071861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:13.071917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:13.089340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:13.089976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:13.090056] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:13.090092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:13.123773] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:13.123863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:13.123898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:13.123928] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:13.126966] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-10-16T00:27:13.127232] [INFO ] [FORECASTER] Completed predict_future for LXU [2025-10-16T00:27:13.127398] [INFO ] [sig ] LXU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:13.268131] [INFO ] [LOCAL ] Saved forecast: LXU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LXU.txt [2025-10-16T00:27:13.268346] [INFO ] [sig ] [1106/1803] Completed LXU in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:13.268387] [INFO ] [sig ] [1107/1803] Forecasting LYB... [2025-10-16T00:27:13.268419] [INFO ] [sig ] Generating forecast for: LYB [2025-10-16T00:27:13.268451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-10-16T00:27:13.276724] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LYB'. [2025-10-16T00:27:13.277047] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-10-16T00:27:13.301475] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:13.302172] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-10-16T00:27:13.302224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:13.302257] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:13.302299] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:13.302357] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:13.319359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:13.319922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:13.319998] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:13.320032] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:13.353531] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:13.353629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:13.353701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:13.353741] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:13.356778] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=98.47%) [2025-10-16T00:27:13.357035] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-10-16T00:27:13.357158] [INFO ] [sig ] LYB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:13.504417] [INFO ] [LOCAL ] Saved forecast: LYB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LYB.txt [2025-10-16T00:27:13.504626] [INFO ] [sig ] [1107/1803] Completed LYB in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:13.504711] [INFO ] [sig ] [1108/1803] Forecasting LYG... [2025-10-16T00:27:13.504769] [INFO ] [sig ] Generating forecast for: LYG [2025-10-16T00:27:13.504832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-10-16T00:27:13.513477] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LYG'. [2025-10-16T00:27:13.513777] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-10-16T00:27:13.539894] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:13.540597] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-10-16T00:27:13.540692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:13.540743] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:13.540775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:13.540834] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:13.559206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:13.559782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:13.559864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:13.559897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:13.595437] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:13.595582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:13.595621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:13.595682] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:13.598974] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=3.25%) [2025-10-16T00:27:13.599234] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-10-16T00:27:13.599360] [INFO ] [sig ] LYG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:13.738980] [INFO ] [LOCAL ] Saved forecast: LYG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LYG.txt [2025-10-16T00:27:13.739180] [INFO ] [sig ] [1108/1803] Completed LYG in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:13.739221] [INFO ] [sig ] [1109/1803] Forecasting LYV... [2025-10-16T00:27:13.739251] [INFO ] [sig ] Generating forecast for: LYV [2025-10-16T00:27:13.739284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'. [2025-10-16T00:27:13.747600] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LYV'. [2025-10-16T00:27:13.747889] [INFO ] [FORECASTER] Starting predict_future for LYV [2025-10-16T00:27:13.772152] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:13.772880] [DEBUG] [LOCAL ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt [2025-10-16T00:27:13.772934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:13.772968] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:13.772996] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:13.773053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:13.790050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:13.790634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:13.790746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:13.790783] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:13.824959] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:13.825052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:13.825087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:13.825116] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:13.828146] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-10-16T00:27:13.828398] [INFO ] [FORECASTER] Completed predict_future for LYV [2025-10-16T00:27:13.828521] [INFO ] [sig ] LYV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:13.969251] [INFO ] [LOCAL ] Saved forecast: LYV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/LYV.txt [2025-10-16T00:27:13.969453] [INFO ] [sig ] [1109/1803] Completed LYV in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:13.969494] [INFO ] [sig ] [1110/1803] Forecasting LZB... [2025-10-16T00:27:13.969523] [INFO ] [sig ] Generating forecast for: LZB [2025-10-16T00:27:13.969554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-10-16T00:27:13.977925] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LZB'. [2025-10-16T00:27:13.978189] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-10-16T00:27:14.002369] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:14.003134] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-10-16T00:27:14.003188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:14.003221] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:14.003296] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:14.003363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:14.020360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:14.020913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:14.020990] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:14.021023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:14.055145] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:14.055248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:14.055286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:14.055315] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:14.058426] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=10.96%) [2025-10-16T00:27:14.058758] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-10-16T00:27:14.058894] [INFO ] [sig ] LZB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:14.198330] [INFO ] [LOCAL ] Saved forecast: LZB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LZB.txt [2025-10-16T00:27:14.198540] [INFO ] [sig ] [1110/1803] Completed LZB in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.8m [2025-10-16T00:27:14.198613] [INFO ] [sig ] [1111/1803] Forecasting LZM... [2025-10-16T00:27:14.198676] [INFO ] [sig ] Generating forecast for: LZM [2025-10-16T00:27:14.198728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-10-16T00:27:14.206803] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'LZM'. [2025-10-16T00:27:14.207066] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-10-16T00:27:14.231344] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:14.232048] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-10-16T00:27:14.232102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:14.232136] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:14.232165] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:14.232222] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:14.249273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:14.249828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:14.249905] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:14.249938] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:14.284088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:14.284213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:14.284251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:14.284280] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:14.287459] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=16.54%) [2025-10-16T00:27:14.287758] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-10-16T00:27:14.287893] [INFO ] [sig ] LZM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:14.429575] [INFO ] [LOCAL ] Saved forecast: LZM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/LZM.txt [2025-10-16T00:27:14.429804] [INFO ] [sig ] [1111/1803] Completed LZM in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:14.429864] [INFO ] [sig ] [1112/1803] Forecasting M... [2025-10-16T00:27:14.429898] [INFO ] [sig ] Generating forecast for: M [2025-10-16T00:27:14.429930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-10-16T00:27:14.438339] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'M'. [2025-10-16T00:27:14.438618] [INFO ] [FORECASTER] Starting predict_future for M [2025-10-16T00:27:14.465843] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:14.466597] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-10-16T00:27:14.466678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:14.466730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:14.466762] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:14.466820] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:14.484102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:14.484690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:14.484774] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:14.484808] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:14.526265] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:14.526419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:14.526518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:14.526566] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:14.530317] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=18.91%) [2025-10-16T00:27:14.530761] [INFO ] [FORECASTER] Completed predict_future for M [2025-10-16T00:27:14.530910] [INFO ] [sig ] M: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:14.671122] [INFO ] [LOCAL ] Saved forecast: M 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/M.txt [2025-10-16T00:27:14.671324] [INFO ] [sig ] [1112/1803] Completed M in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:14.671366] [INFO ] [sig ] [1113/1803] Forecasting MA... [2025-10-16T00:27:14.671397] [INFO ] [sig ] Generating forecast for: MA [2025-10-16T00:27:14.671429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-10-16T00:27:14.679764] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MA'. [2025-10-16T00:27:14.680072] [INFO ] [FORECASTER] Starting predict_future for MA [2025-10-16T00:27:14.704485] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:14.705197] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-10-16T00:27:14.705252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:14.705285] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:14.705313] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:14.705370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:14.722217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:14.722840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:14.722923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:14.722955] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:14.755617] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:14.755763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:14.755806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:14.755835] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:14.760848] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=81.83%) [2025-10-16T00:27:14.761107] [INFO ] [FORECASTER] Completed predict_future for MA [2025-10-16T00:27:14.761235] [INFO ] [sig ] MA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:14.900757] [INFO ] [LOCAL ] Saved forecast: MA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MA.txt [2025-10-16T00:27:14.900979] [INFO ] [sig ] [1113/1803] Completed MA in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:14.901030] [INFO ] [sig ] [1114/1803] Forecasting MAA... [2025-10-16T00:27:14.901066] [INFO ] [sig ] Generating forecast for: MAA [2025-10-16T00:27:14.901103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-10-16T00:27:14.909408] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAA'. [2025-10-16T00:27:14.909693] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-10-16T00:27:14.933947] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:14.934704] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-10-16T00:27:14.934760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:14.934794] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:14.934822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:14.934895] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:14.951630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:14.952181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:14.952258] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:14.952291] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:14.988575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:14.988777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:14.988829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:14.988862] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:14.992354] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=70.82%) [2025-10-16T00:27:14.992632] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-10-16T00:27:14.992804] [INFO ] [sig ] MAA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:15.131276] [INFO ] [LOCAL ] Saved forecast: MAA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MAA.txt [2025-10-16T00:27:15.131500] [INFO ] [sig ] [1114/1803] Completed MAA in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:15.131540] [INFO ] [sig ] [1115/1803] Forecasting MAC... [2025-10-16T00:27:15.131571] [INFO ] [sig ] Generating forecast for: MAC [2025-10-16T00:27:15.131602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-10-16T00:27:15.140104] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAC'. [2025-10-16T00:27:15.140373] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-10-16T00:27:15.164938] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:15.165578] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-10-16T00:27:15.165631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:15.165702] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:15.165740] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:15.165796] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:15.182492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:15.183038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:15.183116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:15.183150] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:15.218833] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:15.218924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:15.218959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:15.218989] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:15.222004] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=4.96%) [2025-10-16T00:27:15.222255] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-10-16T00:27:15.222386] [INFO ] [sig ] MAC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:15.359846] [INFO ] [LOCAL ] Saved forecast: MAC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MAC.txt [2025-10-16T00:27:15.360069] [INFO ] [sig ] [1115/1803] Completed MAC in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:15.360109] [INFO ] [sig ] [1116/1803] Forecasting MAGN... [2025-10-16T00:27:15.360138] [INFO ] [sig ] Generating forecast for: MAGN [2025-10-16T00:27:15.360168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'. [2025-10-16T00:27:15.368240] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAGN'. [2025-10-16T00:27:15.368488] [INFO ] [FORECASTER] Starting predict_future for MAGN [2025-10-16T00:27:15.393110] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:15.393813] [DEBUG] [LOCAL ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt [2025-10-16T00:27:15.393867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:15.393900] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:15.393927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:15.393983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:15.411084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:15.411608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:15.411712] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:15.411757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:15.447296] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:15.447372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:15.447406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:15.447435] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:15.450529] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=84.91%) [2025-10-16T00:27:15.450817] [INFO ] [FORECASTER] Completed predict_future for MAGN [2025-10-16T00:27:15.450970] [INFO ] [sig ] MAGN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:15.589743] [INFO ] [LOCAL ] Saved forecast: MAGN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MAGN.txt [2025-10-16T00:27:15.589967] [INFO ] [sig ] [1116/1803] Completed MAGN in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:15.590009] [INFO ] [sig ] [1117/1803] Forecasting MAIN... [2025-10-16T00:27:15.590039] [INFO ] [sig ] Generating forecast for: MAIN [2025-10-16T00:27:15.590070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'. [2025-10-16T00:27:15.598691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAIN'. [2025-10-16T00:27:15.598997] [INFO ] [FORECASTER] Starting predict_future for MAIN [2025-10-16T00:27:15.623599] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:15.624289] [DEBUG] [LOCAL ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt [2025-10-16T00:27:15.624343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:15.624376] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:15.624403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:15.624459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:15.641092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:15.641612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:15.641729] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:15.641773] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:15.678245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:15.678336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:15.678371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:15.678399] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:15.681495] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=97.64%) [2025-10-16T00:27:15.681793] [INFO ] [FORECASTER] Completed predict_future for MAIN [2025-10-16T00:27:15.681927] [INFO ] [sig ] MAIN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:15.819823] [INFO ] [LOCAL ] Saved forecast: MAIN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MAIN.txt [2025-10-16T00:27:15.820058] [INFO ] [sig ] [1117/1803] Completed MAIN in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:15.820100] [INFO ] [sig ] [1118/1803] Forecasting MAN... [2025-10-16T00:27:15.820130] [INFO ] [sig ] Generating forecast for: MAN [2025-10-16T00:27:15.820161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-10-16T00:27:15.828016] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAN'. [2025-10-16T00:27:15.828309] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-10-16T00:27:15.852467] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:15.853186] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-10-16T00:27:15.853239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:15.853273] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:15.853300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:15.853356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:15.869973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:15.870575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:15.870678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:15.870733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:15.906890] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:15.906983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:15.907019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:15.907048] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:15.910117] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=62.86%) [2025-10-16T00:27:15.910370] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-10-16T00:27:15.910497] [INFO ] [sig ] MAN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:16.048385] [INFO ] [LOCAL ] Saved forecast: MAN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MAN.txt [2025-10-16T00:27:16.048628] [INFO ] [sig ] [1118/1803] Completed MAN in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:16.048710] [INFO ] [sig ] [1119/1803] Forecasting MANU... [2025-10-16T00:27:16.048749] [INFO ] [sig ] Generating forecast for: MANU [2025-10-16T00:27:16.048785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'. [2025-10-16T00:27:16.057305] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MANU'. [2025-10-16T00:27:16.057572] [INFO ] [FORECASTER] Starting predict_future for MANU [2025-10-16T00:27:16.081806] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:16.082537] [DEBUG] [LOCAL ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt [2025-10-16T00:27:16.082591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:16.082624] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:16.082685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:16.082758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:16.099369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:16.099934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:16.100015] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:16.100050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:16.135280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:16.135414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:16.135452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:16.135501] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:16.138787] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=5.16%) [2025-10-16T00:27:16.139055] [INFO ] [FORECASTER] Completed predict_future for MANU [2025-10-16T00:27:16.139187] [INFO ] [sig ] MANU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:16.279407] [INFO ] [LOCAL ] Saved forecast: MANU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MANU.txt [2025-10-16T00:27:16.279677] [INFO ] [sig ] [1119/1803] Completed MANU in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:16.279738] [INFO ] [sig ] [1120/1803] Forecasting MAS... [2025-10-16T00:27:16.279771] [INFO ] [sig ] Generating forecast for: MAS [2025-10-16T00:27:16.279803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-10-16T00:27:16.288199] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAS'. [2025-10-16T00:27:16.288592] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-10-16T00:27:16.313450] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:16.314209] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-10-16T00:27:16.314263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:16.314297] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:16.314325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:16.314382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:16.331456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:16.332230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:16.332313] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:16.332348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:16.369413] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:16.369589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:16.369631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:16.369707] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:16.373337] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=0.37%) [2025-10-16T00:27:16.373613] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-10-16T00:27:16.373785] [INFO ] [sig ] MAS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:16.520769] [INFO ] [LOCAL ] Saved forecast: MAS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MAS.txt [2025-10-16T00:27:16.521009] [INFO ] [sig ] [1120/1803] Completed MAS in 0.2s | 4.20 sym/s | Total: 4.4m | ETA: 2.7m [2025-10-16T00:27:16.521053] [INFO ] [sig ] [1121/1803] Forecasting MATV... [2025-10-16T00:27:16.521083] [INFO ] [sig ] Generating forecast for: MATV [2025-10-16T00:27:16.521114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'. [2025-10-16T00:27:16.529746] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MATV'. [2025-10-16T00:27:16.530096] [INFO ] [FORECASTER] Starting predict_future for MATV [2025-10-16T00:27:16.555553] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:16.556314] [DEBUG] [LOCAL ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt [2025-10-16T00:27:16.556369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:16.556403] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:16.556432] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:16.556545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:16.574113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:16.574691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:16.574774] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:16.574810] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:16.610626] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:16.610820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:16.610864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:16.610895] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:16.614488] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=26.89%) [2025-10-16T00:27:16.614833] [INFO ] [FORECASTER] Completed predict_future for MATV [2025-10-16T00:27:16.614988] [INFO ] [sig ] MATV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:16.757799] [INFO ] [LOCAL ] Saved forecast: MATV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MATV.txt [2025-10-16T00:27:16.758029] [INFO ] [sig ] [1121/1803] Completed MATV in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:16.758072] [INFO ] [sig ] [1122/1803] Forecasting MATX... [2025-10-16T00:27:16.758104] [INFO ] [sig ] Generating forecast for: MATX [2025-10-16T00:27:16.758136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-10-16T00:27:16.767157] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MATX'. [2025-10-16T00:27:16.767528] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-10-16T00:27:16.794114] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:16.794963] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-10-16T00:27:16.795018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:16.795054] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:16.795083] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:16.795139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:16.812107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:16.812690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:16.812773] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:16.812807] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:16.844266] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:16.844351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:16.844387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:16.844415] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:16.847584] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-10-16T00:27:16.847866] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-10-16T00:27:16.848004] [INFO ] [sig ] MATX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:16.994200] [INFO ] [LOCAL ] Saved forecast: MATX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MATX.txt [2025-10-16T00:27:16.994450] [INFO ] [sig ] [1122/1803] Completed MATX in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:16.994492] [INFO ] [sig ] [1123/1803] Forecasting MAX... [2025-10-16T00:27:16.994522] [INFO ] [sig ] Generating forecast for: MAX [2025-10-16T00:27:16.994554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-10-16T00:27:17.003581] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MAX'. [2025-10-16T00:27:17.004024] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-10-16T00:27:17.030127] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:17.031037] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-10-16T00:27:17.031096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:17.031183] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:17.031222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:17.031283] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:17.050111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:17.050978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:17.051065] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:17.051101] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:17.090410] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:17.090524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:17.090563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:17.090594] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:17.094428] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=94.90%) [2025-10-16T00:27:17.094735] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-10-16T00:27:17.094878] [INFO ] [sig ] MAX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:17.247750] [INFO ] [LOCAL ] Saved forecast: MAX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MAX.txt [2025-10-16T00:27:17.247961] [INFO ] [sig ] [1123/1803] Completed MAX in 0.3s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:17.248006] [INFO ] [sig ] [1124/1803] Forecasting MBC... [2025-10-16T00:27:17.248037] [INFO ] [sig ] Generating forecast for: MBC [2025-10-16T00:27:17.248069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-10-16T00:27:17.257415] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MBC'. [2025-10-16T00:27:17.257820] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-10-16T00:27:17.288453] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:17.289537] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-10-16T00:27:17.289598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:17.289639] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:17.289734] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:17.289811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:17.308534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:17.309493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:17.309577] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:17.309612] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:17.348310] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:17.348488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:17.348583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:17.348674] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:17.352340] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=1.91%) [2025-10-16T00:27:17.352626] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-10-16T00:27:17.352800] [INFO ] [sig ] MBC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:17.511688] [INFO ] [LOCAL ] Saved forecast: MBC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MBC.txt [2025-10-16T00:27:17.511966] [INFO ] [sig ] [1124/1803] Completed MBC in 0.3s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:17.512030] [INFO ] [sig ] [1125/1803] Forecasting MBI... [2025-10-16T00:27:17.512066] [INFO ] [sig ] Generating forecast for: MBI [2025-10-16T00:27:17.512100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-10-16T00:27:17.521083] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MBI'. [2025-10-16T00:27:17.521374] [INFO ] [FORECASTER] Starting predict_future for MBI [2025-10-16T00:27:17.549535] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:17.550439] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-10-16T00:27:17.550497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:17.550531] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:17.550572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:17.550684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:17.569917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:17.570605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:17.570714] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:17.570767] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:17.611147] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:17.611270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:17.611310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:17.611342] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:17.614827] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-10-16T00:27:17.615110] [INFO ] [FORECASTER] Completed predict_future for MBI [2025-10-16T00:27:17.615246] [INFO ] [sig ] MBI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:17.772297] [INFO ] [LOCAL ] Saved forecast: MBI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MBI.txt [2025-10-16T00:27:17.772556] [INFO ] [sig ] [1125/1803] Completed MBI in 0.3s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:17.772599] [INFO ] [sig ] [1126/1803] Forecasting MC... [2025-10-16T00:27:17.772630] [INFO ] [sig ] Generating forecast for: MC [2025-10-16T00:27:17.772699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-10-16T00:27:17.781388] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MC'. [2025-10-16T00:27:17.781634] [INFO ] [FORECASTER] Starting predict_future for MC [2025-10-16T00:27:17.805868] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:17.806501] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-10-16T00:27:17.806553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:17.806585] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:17.806613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:17.806690] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:17.823409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:17.824007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:17.824087] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:17.824120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:17.863087] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:17.863250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:17.863292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:17.863342] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:17.866782] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=37.43%) [2025-10-16T00:27:17.867059] [INFO ] [FORECASTER] Completed predict_future for MC [2025-10-16T00:27:17.867189] [INFO ] [sig ] MC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:18.007411] [INFO ] [LOCAL ] Saved forecast: MC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MC.txt [2025-10-16T00:27:18.007664] [INFO ] [sig ] [1126/1803] Completed MC in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:18.007726] [INFO ] [sig ] [1127/1803] Forecasting MCB... [2025-10-16T00:27:18.007760] [INFO ] [sig ] Generating forecast for: MCB [2025-10-16T00:27:18.007792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'. [2025-10-16T00:27:18.016859] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCB'. [2025-10-16T00:27:18.017157] [INFO ] [FORECASTER] Starting predict_future for MCB [2025-10-16T00:27:18.042010] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:18.042702] [DEBUG] [LOCAL ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt [2025-10-16T00:27:18.042758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:18.042794] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:18.042823] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:18.042880] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:18.060106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:18.060667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:18.060750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:18.060785] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:18.096919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:18.097047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:18.097084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:18.097113] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:18.100373] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=75.60%) [2025-10-16T00:27:18.100633] [INFO ] [FORECASTER] Completed predict_future for MCB [2025-10-16T00:27:18.100801] [INFO ] [sig ] MCB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:18.239282] [INFO ] [LOCAL ] Saved forecast: MCB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MCB.txt [2025-10-16T00:27:18.239521] [INFO ] [sig ] [1127/1803] Completed MCB in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:18.239562] [INFO ] [sig ] [1128/1803] Forecasting MCI... [2025-10-16T00:27:18.239592] [INFO ] [sig ] Generating forecast for: MCI [2025-10-16T00:27:18.239624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-10-16T00:27:18.247883] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCI'. [2025-10-16T00:27:18.248140] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-10-16T00:27:18.272377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:18.273138] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-10-16T00:27:18.273191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:18.273225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:18.273253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:18.273310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:18.290367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:18.290918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:18.290999] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:18.291032] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:18.326506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:18.326603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:18.326639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:18.326713] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:18.329819] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=85.92%) [2025-10-16T00:27:18.330077] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-10-16T00:27:18.330205] [INFO ] [sig ] MCI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:18.468457] [INFO ] [LOCAL ] Saved forecast: MCI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MCI.txt [2025-10-16T00:27:18.468724] [INFO ] [sig ] [1128/1803] Completed MCI in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:18.468785] [INFO ] [sig ] [1129/1803] Forecasting MCK... [2025-10-16T00:27:18.468818] [INFO ] [sig ] Generating forecast for: MCK [2025-10-16T00:27:18.468848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-10-16T00:27:18.477484] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCK'. [2025-10-16T00:27:18.477829] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-10-16T00:27:18.501994] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:18.502708] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-10-16T00:27:18.502764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:18.502797] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:18.502825] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:18.502882] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:18.519849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:18.520357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:18.520434] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:18.520466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:18.555330] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:18.555409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:18.555444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:18.555472] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:18.558427] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=85.22%) [2025-10-16T00:27:18.558744] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-10-16T00:27:18.558904] [INFO ] [sig ] MCK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:18.707973] [INFO ] [LOCAL ] Saved forecast: MCK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MCK.txt [2025-10-16T00:27:18.708206] [INFO ] [sig ] [1129/1803] Completed MCK in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:18.708247] [INFO ] [sig ] [1130/1803] Forecasting MCN... [2025-10-16T00:27:18.708277] [INFO ] [sig ] Generating forecast for: MCN [2025-10-16T00:27:18.708308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-10-16T00:27:18.716756] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCN'. [2025-10-16T00:27:18.717079] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-10-16T00:27:18.742688] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:18.743401] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-10-16T00:27:18.743456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:18.743491] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:18.743521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:18.743580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:18.761017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:18.761548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:18.761625] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:18.761694] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:18.796128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:18.796203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:18.796240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:18.796269] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:18.799345] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=18.02%) [2025-10-16T00:27:18.799598] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-10-16T00:27:18.799768] [INFO ] [sig ] MCN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:18.955182] [INFO ] [LOCAL ] Saved forecast: MCN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MCN.txt [2025-10-16T00:27:18.955509] [INFO ] [sig ] [1130/1803] Completed MCN in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:18.955569] [INFO ] [sig ] [1131/1803] Forecasting MCO... [2025-10-16T00:27:18.955612] [INFO ] [sig ] Generating forecast for: MCO [2025-10-16T00:27:18.955683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-10-16T00:27:18.964214] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCO'. [2025-10-16T00:27:18.964493] [INFO ] [FORECASTER] Starting predict_future for MCO [2025-10-16T00:27:18.990422] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:18.991202] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-10-16T00:27:18.991256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:18.991291] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:18.991319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:18.991377] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:19.008593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:19.009204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:19.009285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:19.009320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:19.047325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:19.047457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:19.047495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:19.047524] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:19.050890] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=96.79%) [2025-10-16T00:27:19.051161] [INFO ] [FORECASTER] Completed predict_future for MCO [2025-10-16T00:27:19.051292] [INFO ] [sig ] MCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:19.202019] [INFO ] [LOCAL ] Saved forecast: MCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MCO.txt [2025-10-16T00:27:19.202243] [INFO ] [sig ] [1131/1803] Completed MCO in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:19.202292] [INFO ] [sig ] [1132/1803] Forecasting MCR... [2025-10-16T00:27:19.202324] [INFO ] [sig ] Generating forecast for: MCR [2025-10-16T00:27:19.202356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'. [2025-10-16T00:27:19.210716] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCR'. [2025-10-16T00:27:19.211006] [INFO ] [FORECASTER] Starting predict_future for MCR [2025-10-16T00:27:19.237550] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:19.238318] [DEBUG] [LOCAL ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt [2025-10-16T00:27:19.238373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:19.238406] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:19.238435] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:19.238496] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:19.255380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:19.255940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:19.256021] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:19.256054] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:19.291663] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:19.291812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:19.291851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:19.291881] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:19.295179] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-10-16T00:27:19.295442] [INFO ] [FORECASTER] Completed predict_future for MCR [2025-10-16T00:27:19.295568] [INFO ] [sig ] MCR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:19.442556] [INFO ] [LOCAL ] Saved forecast: MCR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MCR.txt [2025-10-16T00:27:19.442822] [INFO ] [sig ] [1132/1803] Completed MCR in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:19.442884] [INFO ] [sig ] [1133/1803] Forecasting MCS... [2025-10-16T00:27:19.442918] [INFO ] [sig ] Generating forecast for: MCS [2025-10-16T00:27:19.443010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-10-16T00:27:19.451902] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCS'. [2025-10-16T00:27:19.452289] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-10-16T00:27:19.487085] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:19.488197] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-10-16T00:27:19.488279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:19.488325] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:19.488366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:19.488449] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:19.512069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:19.512954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:19.513048] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:19.513084] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:19.549476] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:19.549677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:19.549741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:19.549795] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:19.553302] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=15.56%) [2025-10-16T00:27:19.553610] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-10-16T00:27:19.553788] [INFO ] [sig ] MCS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:19.693497] [INFO ] [LOCAL ] Saved forecast: MCS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MCS.txt [2025-10-16T00:27:19.693722] [INFO ] [sig ] [1133/1803] Completed MCS in 0.3s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:19.693781] [INFO ] [sig ] [1134/1803] Forecasting MCY... [2025-10-16T00:27:19.693814] [INFO ] [sig ] Generating forecast for: MCY [2025-10-16T00:27:19.693846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-10-16T00:27:19.702417] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MCY'. [2025-10-16T00:27:19.702689] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-10-16T00:27:19.727888] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:19.728721] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-10-16T00:27:19.728778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:19.728812] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:19.728839] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:19.728894] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:19.745762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:19.746281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:19.746361] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:19.746394] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:19.782251] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:19.782333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:19.782369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:19.782398] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:19.785479] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=69.86%) [2025-10-16T00:27:19.785779] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-10-16T00:27:19.785914] [INFO ] [sig ] MCY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:19.925208] [INFO ] [LOCAL ] Saved forecast: MCY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MCY.txt [2025-10-16T00:27:19.925464] [INFO ] [sig ] [1134/1803] Completed MCY in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:19.925507] [INFO ] [sig ] [1135/1803] Forecasting MD... [2025-10-16T00:27:19.925537] [INFO ] [sig ] Generating forecast for: MD [2025-10-16T00:27:19.925569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-10-16T00:27:19.934315] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MD'. [2025-10-16T00:27:19.934626] [INFO ] [FORECASTER] Starting predict_future for MD [2025-10-16T00:27:19.959111] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:19.959826] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-10-16T00:27:19.959880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:19.959915] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:19.959943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:19.959999] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:19.976580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:19.977309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:19.977389] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:19.977422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:20.011455] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:20.011575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:20.011614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:20.011670] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:20.014880] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=97.78%) [2025-10-16T00:27:20.015144] [INFO ] [FORECASTER] Completed predict_future for MD [2025-10-16T00:27:20.015268] [INFO ] [sig ] MD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:20.153032] [INFO ] [LOCAL ] Saved forecast: MD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MD.txt [2025-10-16T00:27:20.153240] [INFO ] [sig ] [1135/1803] Completed MD in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-16T00:27:20.153280] [INFO ] [sig ] [1136/1803] Forecasting MDST... [2025-10-16T00:27:20.153311] [INFO ] [sig ] Generating forecast for: MDST [2025-10-16T00:27:20.153342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'. [2025-10-16T00:27:20.161202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MDST'. [2025-10-16T00:27:20.161458] [INFO ] [FORECASTER] Starting predict_future for MDST [2025-10-16T00:27:20.185632] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:20.186308] [DEBUG] [LOCAL ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt [2025-10-16T00:27:20.186394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:20.186434] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:20.186461] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:20.186517] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:20.203322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:20.203878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:20.203957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:20.203990] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:20.238049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:20.238224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:20.238267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:20.238298] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:20.241863] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: UP (p=79.33%) [2025-10-16T00:27:20.242136] [INFO ] [FORECASTER] Completed predict_future for MDST [2025-10-16T00:27:20.242273] [INFO ] [sig ] MDST: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:20.381077] [INFO ] [LOCAL ] Saved forecast: MDST 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MDST.txt [2025-10-16T00:27:20.381313] [INFO ] [sig ] [1136/1803] Completed MDST in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:20.381355] [INFO ] [sig ] [1137/1803] Forecasting MDT... [2025-10-16T00:27:20.381384] [INFO ] [sig ] Generating forecast for: MDT [2025-10-16T00:27:20.381416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'. [2025-10-16T00:27:20.390751] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MDT'. [2025-10-16T00:27:20.391025] [INFO ] [FORECASTER] Starting predict_future for MDT [2025-10-16T00:27:20.415561] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:20.416288] [DEBUG] [LOCAL ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt [2025-10-16T00:27:20.416342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:20.416375] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:20.416403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:20.416458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:20.433639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:20.434191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:20.434270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:20.434303] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:20.469458] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:20.469636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:20.469723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:20.469759] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:20.473223] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=95.33%) [2025-10-16T00:27:20.473497] [INFO ] [FORECASTER] Completed predict_future for MDT [2025-10-16T00:27:20.473633] [INFO ] [sig ] MDT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:20.616746] [INFO ] [LOCAL ] Saved forecast: MDT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MDT.txt [2025-10-16T00:27:20.616953] [INFO ] [sig ] [1137/1803] Completed MDT in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:20.616995] [INFO ] [sig ] [1138/1803] Forecasting MDU... [2025-10-16T00:27:20.617026] [INFO ] [sig ] Generating forecast for: MDU [2025-10-16T00:27:20.617058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'. [2025-10-16T00:27:20.625667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MDU'. [2025-10-16T00:27:20.625914] [INFO ] [FORECASTER] Starting predict_future for MDU [2025-10-16T00:27:20.650384] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:20.651086] [DEBUG] [LOCAL ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt [2025-10-16T00:27:20.651140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:20.651174] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:20.651202] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:20.651258] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:20.668221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:20.668797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:20.668876] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:20.668910] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:20.703724] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:20.703797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:20.703832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:20.703861] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:20.706874] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: UP (p=54.23%) [2025-10-16T00:27:20.707117] [INFO ] [FORECASTER] Completed predict_future for MDU [2025-10-16T00:27:20.707245] [INFO ] [sig ] MDU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:20.846497] [INFO ] [LOCAL ] Saved forecast: MDU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MDU.txt [2025-10-16T00:27:20.846714] [INFO ] [sig ] [1138/1803] Completed MDU in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:20.846773] [INFO ] [sig ] [1139/1803] Forecasting MDV... [2025-10-16T00:27:20.846814] [INFO ] [sig ] Generating forecast for: MDV [2025-10-16T00:27:20.846847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'. [2025-10-16T00:27:20.855319] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MDV'. [2025-10-16T00:27:20.855565] [INFO ] [FORECASTER] Starting predict_future for MDV [2025-10-16T00:27:20.879712] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:20.880416] [DEBUG] [LOCAL ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt [2025-10-16T00:27:20.880470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:20.880503] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:20.880532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:20.880588] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:20.897574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:20.898115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:20.898222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:20.898261] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:20.934316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:20.934390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:20.934424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:20.934453] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:20.937408] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=69.43%) [2025-10-16T00:27:20.937677] [INFO ] [FORECASTER] Completed predict_future for MDV [2025-10-16T00:27:20.937822] [INFO ] [sig ] MDV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:21.076399] [INFO ] [LOCAL ] Saved forecast: MDV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MDV.txt [2025-10-16T00:27:21.076604] [INFO ] [sig ] [1139/1803] Completed MDV in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:21.076670] [INFO ] [sig ] [1140/1803] Forecasting MEC... [2025-10-16T00:27:21.076724] [INFO ] [sig ] Generating forecast for: MEC [2025-10-16T00:27:21.076759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-10-16T00:27:21.085207] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MEC'. [2025-10-16T00:27:21.085461] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-10-16T00:27:21.109588] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:21.110310] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-10-16T00:27:21.110365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:21.110397] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:21.110426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:21.110483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:21.127739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:21.128295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:21.128371] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:21.128403] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:21.164562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:21.164674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:21.164728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:21.164761] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:21.167818] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=8.47%) [2025-10-16T00:27:21.168068] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-10-16T00:27:21.168193] [INFO ] [sig ] MEC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:21.307892] [INFO ] [LOCAL ] Saved forecast: MEC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MEC.txt [2025-10-16T00:27:21.308113] [INFO ] [sig ] [1140/1803] Completed MEC in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:21.308158] [INFO ] [sig ] [1141/1803] Forecasting MED... [2025-10-16T00:27:21.308188] [INFO ] [sig ] Generating forecast for: MED [2025-10-16T00:27:21.308220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-10-16T00:27:21.316700] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MED'. [2025-10-16T00:27:21.316945] [INFO ] [FORECASTER] Starting predict_future for MED [2025-10-16T00:27:21.341258] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:21.341959] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-10-16T00:27:21.342012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:21.342045] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:21.342073] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:21.342129] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:21.359128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:21.359632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:21.359735] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:21.359772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:21.394710] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:21.394821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:21.394858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:21.394888] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:21.398020] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=87.32%) [2025-10-16T00:27:21.398277] [INFO ] [FORECASTER] Completed predict_future for MED [2025-10-16T00:27:21.398402] [INFO ] [sig ] MED: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:21.538269] [INFO ] [LOCAL ] Saved forecast: MED 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MED.txt [2025-10-16T00:27:21.538456] [INFO ] [sig ] [1141/1803] Completed MED in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:21.538496] [INFO ] [sig ] [1142/1803] Forecasting MEG... [2025-10-16T00:27:21.538526] [INFO ] [sig ] Generating forecast for: MEG [2025-10-16T00:27:21.538581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-10-16T00:27:21.546619] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MEG'. [2025-10-16T00:27:21.546878] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-10-16T00:27:21.571043] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:21.571713] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-10-16T00:27:21.571767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:21.571800] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:21.571827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:21.571883] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:21.588662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:21.589206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:21.589294] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:21.589329] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:21.625608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:21.625702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:21.625747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:21.625777] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:21.629866] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=24.35%) [2025-10-16T00:27:21.630129] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-10-16T00:27:21.630266] [INFO ] [sig ] MEG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:21.770417] [INFO ] [LOCAL ] Saved forecast: MEG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MEG.txt [2025-10-16T00:27:21.770614] [INFO ] [sig ] [1142/1803] Completed MEG in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:21.770684] [INFO ] [sig ] [1143/1803] Forecasting MEGI... [2025-10-16T00:27:21.770732] [INFO ] [sig ] Generating forecast for: MEGI [2025-10-16T00:27:21.770766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-10-16T00:27:21.779344] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MEGI'. [2025-10-16T00:27:21.779581] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-10-16T00:27:21.803954] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:21.804633] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-10-16T00:27:21.804712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:21.804750] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:21.804778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:21.804836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:21.821990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:21.822566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:21.822664] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:21.822718] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:21.858885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:21.858962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:21.858997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:21.859025] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:21.861987] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=26.88%) [2025-10-16T00:27:21.862233] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-10-16T00:27:21.862357] [INFO ] [sig ] MEGI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:22.000926] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MEGI.txt [2025-10-16T00:27:22.001107] [INFO ] [sig ] [1143/1803] Completed MEGI in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:22.001147] [INFO ] [sig ] [1144/1803] Forecasting MEI... [2025-10-16T00:27:22.001178] [INFO ] [sig ] Generating forecast for: MEI [2025-10-16T00:27:22.001209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-10-16T00:27:22.009730] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MEI'. [2025-10-16T00:27:22.010019] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-10-16T00:27:22.034419] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:22.035127] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-10-16T00:27:22.035181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:22.035215] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:22.035244] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:22.035300] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:22.052320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:22.052865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:22.052942] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:22.052975] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:22.088294] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:22.088387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:22.088423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:22.088452] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:22.091566] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=95.21%) [2025-10-16T00:27:22.091847] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-10-16T00:27:22.091979] [INFO ] [sig ] MEI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:22.230262] [INFO ] [LOCAL ] Saved forecast: MEI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MEI.txt [2025-10-16T00:27:22.230449] [INFO ] [sig ] [1144/1803] Completed MEI in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:22.230489] [INFO ] [sig ] [1145/1803] Forecasting MET... [2025-10-16T00:27:22.230520] [INFO ] [sig ] Generating forecast for: MET [2025-10-16T00:27:22.230551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'. [2025-10-16T00:27:22.238903] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MET'. [2025-10-16T00:27:22.239167] [INFO ] [FORECASTER] Starting predict_future for MET [2025-10-16T00:27:22.263419] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:22.264123] [DEBUG] [LOCAL ] No optimal features file found for MET: ./output/feature-sets/MET.txt [2025-10-16T00:27:22.264177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:22.264210] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:22.264237] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:22.264293] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:22.281304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:22.281848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:22.281928] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:22.281960] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:22.317772] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:22.317848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:22.317883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:22.317911] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:22.320879] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: DOWN (p=7.99%) [2025-10-16T00:27:22.321124] [INFO ] [FORECASTER] Completed predict_future for MET [2025-10-16T00:27:22.321257] [INFO ] [sig ] MET: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:22.461535] [INFO ] [LOCAL ] Saved forecast: MET 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MET.txt [2025-10-16T00:27:22.461754] [INFO ] [sig ] [1145/1803] Completed MET in 0.2s | 4.20 sym/s | Total: 4.5m | ETA: 2.6m [2025-10-16T00:27:22.461842] [INFO ] [sig ] [1146/1803] Forecasting MFA... [2025-10-16T00:27:22.461888] [INFO ] [sig ] Generating forecast for: MFA [2025-10-16T00:27:22.461923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-10-16T00:27:22.470205] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MFA'. [2025-10-16T00:27:22.470453] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-10-16T00:27:22.494807] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:22.495454] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-10-16T00:27:22.495507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:22.495540] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:22.495568] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:22.495625] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:22.512600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:22.513141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:22.513216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:22.513250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:22.550953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:22.551028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:22.551062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:22.551090] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:22.554016] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=67.89%) [2025-10-16T00:27:22.554261] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-10-16T00:27:22.554384] [INFO ] [sig ] MFA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:22.694089] [INFO ] [LOCAL ] Saved forecast: MFA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MFA.txt [2025-10-16T00:27:22.694273] [INFO ] [sig ] [1146/1803] Completed MFA in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:22.694314] [INFO ] [sig ] [1147/1803] Forecasting MFAN... [2025-10-16T00:27:22.694344] [INFO ] [sig ] Generating forecast for: MFAN [2025-10-16T00:27:22.694375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'. [2025-10-16T00:27:22.702793] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'MFAN'. [2025-10-16T00:27:22.703030] [INFO ] [FORECASTER] Starting predict_future for MFAN [2025-10-16T00:27:22.727620] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:22.728354] [DEBUG] [LOCAL ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt [2025-10-16T00:27:22.728407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:22.728440] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:22.728467] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:22.728524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:22.745457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:22.746026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:22.746103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:22.746137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:22.779741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:22.779817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:22.779851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:22.779879] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:22.782869] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: DOWN (p=1.66%) [2025-10-16T00:27:22.783131] [INFO ] [FORECASTER] Completed predict_future for MFAN [2025-10-16T00:27:22.783253] [INFO ] [sig ] MFAN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:22.922597] [INFO ] [LOCAL ] Saved forecast: MFAN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MFAN.txt [2025-10-16T00:27:22.922821] [INFO ] [sig ] [1147/1803] Completed MFAN in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:22.922877] [INFO ] [sig ] [1148/1803] Forecasting MFAO... [2025-10-16T00:27:22.922909] [INFO ] [sig ] Generating forecast for: MFAO [2025-10-16T00:27:22.922940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'. [2025-10-16T00:27:22.930908] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'MFAO'. [2025-10-16T00:27:22.931152] [INFO ] [FORECASTER] Starting predict_future for MFAO [2025-10-16T00:27:22.955539] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:22.956235] [DEBUG] [LOCAL ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt [2025-10-16T00:27:22.956288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:22.956321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:22.956349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:22.956404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:22.973450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:22.973995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:22.974072] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:22.974106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:23.008113] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:23.008212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:23.008248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:23.008278] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:23.011491] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: UP (p=70.95%) [2025-10-16T00:27:23.011786] [INFO ] [FORECASTER] Completed predict_future for MFAO [2025-10-16T00:27:23.011926] [INFO ] [sig ] MFAO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:23.152563] [INFO ] [LOCAL ] Saved forecast: MFAO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MFAO.txt [2025-10-16T00:27:23.152774] [INFO ] [sig ] [1148/1803] Completed MFAO in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:23.152833] [INFO ] [sig ] [1149/1803] Forecasting MFC... [2025-10-16T00:27:23.152866] [INFO ] [sig ] Generating forecast for: MFC [2025-10-16T00:27:23.152899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-10-16T00:27:23.161094] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MFC'. [2025-10-16T00:27:23.161334] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-10-16T00:27:23.185373] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:23.186048] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-10-16T00:27:23.186101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:23.186133] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:23.186160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:23.186215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:23.203173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:23.203706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:23.203797] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:23.203831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:23.240689] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:23.240770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:23.240805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:23.240834] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:23.243838] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=91.52%) [2025-10-16T00:27:23.244079] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-10-16T00:27:23.244212] [INFO ] [sig ] MFC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:23.385211] [INFO ] [LOCAL ] Saved forecast: MFC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MFC.txt [2025-10-16T00:27:23.385471] [INFO ] [sig ] [1149/1803] Completed MFC in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:23.385512] [INFO ] [sig ] [1150/1803] Forecasting MFG... [2025-10-16T00:27:23.385544] [INFO ] [sig ] Generating forecast for: MFG [2025-10-16T00:27:23.385575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-10-16T00:27:23.394708] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MFG'. [2025-10-16T00:27:23.395105] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-10-16T00:27:23.419413] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:23.420108] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-10-16T00:27:23.420161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:23.420194] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:23.420222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:23.420278] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:23.437261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:23.437801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:23.437878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:23.437912] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:23.473501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:23.473575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:23.473610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:23.473637] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:23.476593] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=93.09%) [2025-10-16T00:27:23.476866] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-10-16T00:27:23.477000] [INFO ] [sig ] MFG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:23.616883] [INFO ] [LOCAL ] Saved forecast: MFG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MFG.txt [2025-10-16T00:27:23.617067] [INFO ] [sig ] [1150/1803] Completed MFG in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:23.617107] [INFO ] [sig ] [1151/1803] Forecasting MFM... [2025-10-16T00:27:23.617137] [INFO ] [sig ] Generating forecast for: MFM [2025-10-16T00:27:23.617168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-10-16T00:27:23.625848] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MFM'. [2025-10-16T00:27:23.626089] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-10-16T00:27:23.650302] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:23.650998] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-10-16T00:27:23.651065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:23.651100] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:23.651128] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:23.651185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:23.668218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:23.668825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:23.668901] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:23.668934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:23.705834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:23.705906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:23.705940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:23.705969] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:23.708988] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=86.49%) [2025-10-16T00:27:23.709294] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-10-16T00:27:23.709430] [INFO ] [sig ] MFM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:23.850597] [INFO ] [LOCAL ] Saved forecast: MFM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MFM.txt [2025-10-16T00:27:23.850823] [INFO ] [sig ] [1151/1803] Completed MFM in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:23.850875] [INFO ] [sig ] [1152/1803] Forecasting MFSG... [2025-10-16T00:27:23.850906] [INFO ] [sig ] Generating forecast for: MFSG [2025-10-16T00:27:23.850938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'. [2025-10-16T00:27:23.859342] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MFSG'. [2025-10-16T00:27:23.859615] [INFO ] [FORECASTER] Starting predict_future for MFSG [2025-10-16T00:27:23.883917] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:23.884586] [DEBUG] [LOCAL ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt [2025-10-16T00:27:23.884661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:23.884718] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:23.884750] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:23.884851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:23.903556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:23.904128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:23.904210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:23.904244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:23.943630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:23.943742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:23.943781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:23.943810] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:23.946846] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: DOWN (p=12.05%) [2025-10-16T00:27:23.947096] [INFO ] [FORECASTER] Completed predict_future for MFSG [2025-10-16T00:27:23.947219] [INFO ] [sig ] MFSG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:24.087029] [INFO ] [LOCAL ] Saved forecast: MFSG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MFSG.txt [2025-10-16T00:27:24.087231] [INFO ] [sig ] [1152/1803] Completed MFSG in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:24.087272] [INFO ] [sig ] [1153/1803] Forecasting MFSI... [2025-10-16T00:27:24.087302] [INFO ] [sig ] Generating forecast for: MFSI [2025-10-16T00:27:24.087339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'. [2025-10-16T00:27:24.095436] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'MFSI'. [2025-10-16T00:27:24.095708] [INFO ] [FORECASTER] Starting predict_future for MFSI [2025-10-16T00:27:24.120166] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:24.120866] [DEBUG] [LOCAL ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt [2025-10-16T00:27:24.120921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:24.120956] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:24.120984] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:24.121042] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:24.138023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:24.138544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:24.138680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:24.138734] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:24.174456] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:24.174585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:24.174625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:24.174693] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:24.177931] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-10-16T00:27:24.178188] [INFO ] [FORECASTER] Completed predict_future for MFSI [2025-10-16T00:27:24.178316] [INFO ] [sig ] MFSI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:24.317506] [INFO ] [LOCAL ] Saved forecast: MFSI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MFSI.txt [2025-10-16T00:27:24.317748] [INFO ] [sig ] [1153/1803] Completed MFSI in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:24.317809] [INFO ] [sig ] [1154/1803] Forecasting MFSV... [2025-10-16T00:27:24.317843] [INFO ] [sig ] Generating forecast for: MFSV [2025-10-16T00:27:24.317876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'. [2025-10-16T00:27:24.326054] [DEBUG] [REMOTE ] Successfully parsed 1792 rows of historical data for symbol 'MFSV'. [2025-10-16T00:27:24.326325] [INFO ] [FORECASTER] Starting predict_future for MFSV [2025-10-16T00:27:24.350846] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:24.351498] [DEBUG] [LOCAL ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt [2025-10-16T00:27:24.351551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:24.351585] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:24.351614] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:24.351691] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:24.369205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:24.369785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:24.369863] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:24.369898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:24.405318] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:24.405403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:24.405439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:24.405468] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:24.408577] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: DOWN (p=10.51%) [2025-10-16T00:27:24.408888] [INFO ] [FORECASTER] Completed predict_future for MFSV [2025-10-16T00:27:24.409018] [INFO ] [sig ] MFSV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:24.549250] [INFO ] [LOCAL ] Saved forecast: MFSV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MFSV.txt [2025-10-16T00:27:24.549456] [INFO ] [sig ] [1154/1803] Completed MFSV in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:24.549497] [INFO ] [sig ] [1155/1803] Forecasting MG... [2025-10-16T00:27:24.549526] [INFO ] [sig ] Generating forecast for: MG [2025-10-16T00:27:24.549558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-10-16T00:27:24.558049] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MG'. [2025-10-16T00:27:24.558328] [INFO ] [FORECASTER] Starting predict_future for MG [2025-10-16T00:27:24.582949] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:24.583673] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-10-16T00:27:24.583731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:24.583765] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:24.583793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:24.583854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:24.600918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:24.601447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:24.601525] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:24.601558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:24.637678] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:24.637752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:24.637815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:24.637845] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:24.642910] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=37.87%) [2025-10-16T00:27:24.643153] [INFO ] [FORECASTER] Completed predict_future for MG [2025-10-16T00:27:24.643283] [INFO ] [sig ] MG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:24.783859] [INFO ] [LOCAL ] Saved forecast: MG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MG.txt [2025-10-16T00:27:24.784037] [INFO ] [sig ] [1155/1803] Completed MG in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:24.784077] [INFO ] [sig ] [1156/1803] Forecasting MGA... [2025-10-16T00:27:24.784115] [INFO ] [sig ] Generating forecast for: MGA [2025-10-16T00:27:24.784145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-10-16T00:27:24.792919] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGA'. [2025-10-16T00:27:24.793166] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-10-16T00:27:24.817806] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:24.818464] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-10-16T00:27:24.818516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:24.818567] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:24.818620] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:24.818711] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:24.835765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:24.836308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:24.836399] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:24.836433] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:24.873825] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:24.873898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:24.873933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:24.873960] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:24.876951] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-10-16T00:27:24.877200] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-10-16T00:27:24.877329] [INFO ] [sig ] MGA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:25.017212] [INFO ] [LOCAL ] Saved forecast: MGA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MGA.txt [2025-10-16T00:27:25.017420] [INFO ] [sig ] [1156/1803] Completed MGA in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:25.017460] [INFO ] [sig ] [1157/1803] Forecasting MGF... [2025-10-16T00:27:25.017489] [INFO ] [sig ] Generating forecast for: MGF [2025-10-16T00:27:25.017520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'. [2025-10-16T00:27:25.025509] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGF'. [2025-10-16T00:27:25.025783] [INFO ] [FORECASTER] Starting predict_future for MGF [2025-10-16T00:27:25.050128] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:25.050816] [DEBUG] [LOCAL ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt [2025-10-16T00:27:25.050870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:25.050903] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:25.050931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:25.050987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:25.068166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:25.068748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:25.068826] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:25.068860] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:25.102044] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:25.102123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:25.102158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:25.102186] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:25.105224] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=31.63%) [2025-10-16T00:27:25.105493] [INFO ] [FORECASTER] Completed predict_future for MGF [2025-10-16T00:27:25.105617] [INFO ] [sig ] MGF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:25.245759] [INFO ] [LOCAL ] Saved forecast: MGF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MGF.txt [2025-10-16T00:27:25.245985] [INFO ] [sig ] [1157/1803] Completed MGF in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:25.246026] [INFO ] [sig ] [1158/1803] Forecasting MGM... [2025-10-16T00:27:25.246055] [INFO ] [sig ] Generating forecast for: MGM [2025-10-16T00:27:25.246086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-10-16T00:27:25.255380] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGM'. [2025-10-16T00:27:25.255739] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-10-16T00:27:25.280573] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:25.281242] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-10-16T00:27:25.281308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:25.281343] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:25.281371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:25.281428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:25.298234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:25.298987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:25.299080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:25.299122] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:25.336920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:25.337017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:25.337053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:25.337081] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:25.340175] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-10-16T00:27:25.340431] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-10-16T00:27:25.340563] [INFO ] [sig ] MGM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:25.480691] [INFO ] [LOCAL ] Saved forecast: MGM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MGM.txt [2025-10-16T00:27:25.480980] [INFO ] [sig ] [1158/1803] Completed MGM in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:25.481028] [INFO ] [sig ] [1159/1803] Forecasting MGR... [2025-10-16T00:27:25.481059] [INFO ] [sig ] Generating forecast for: MGR [2025-10-16T00:27:25.481090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'. [2025-10-16T00:27:25.489460] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGR'. [2025-10-16T00:27:25.489735] [INFO ] [FORECASTER] Starting predict_future for MGR [2025-10-16T00:27:25.514256] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:25.514940] [DEBUG] [LOCAL ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt [2025-10-16T00:27:25.514994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:25.515026] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:25.515054] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:25.515110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:25.531933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:25.532469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:25.532549] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:25.532581] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:25.568397] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:25.568467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:25.568501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:25.568529] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:25.571575] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=39.12%) [2025-10-16T00:27:25.571848] [INFO ] [FORECASTER] Completed predict_future for MGR [2025-10-16T00:27:25.571987] [INFO ] [sig ] MGR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:25.710827] [INFO ] [LOCAL ] Saved forecast: MGR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MGR.txt [2025-10-16T00:27:25.711035] [INFO ] [sig ] [1159/1803] Completed MGR in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:25.711076] [INFO ] [sig ] [1160/1803] Forecasting MGRB... [2025-10-16T00:27:25.711106] [INFO ] [sig ] Generating forecast for: MGRB [2025-10-16T00:27:25.711151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'. [2025-10-16T00:27:25.719383] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGRB'. [2025-10-16T00:27:25.719633] [INFO ] [FORECASTER] Starting predict_future for MGRB [2025-10-16T00:27:25.743962] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:25.744594] [DEBUG] [LOCAL ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt [2025-10-16T00:27:25.744685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:25.744767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:25.744799] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:25.744855] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:25.761808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:25.762314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:25.762394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:25.762427] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:25.801422] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:25.801502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:25.801537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:25.801565] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:25.804603] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: DOWN (p=16.03%) [2025-10-16T00:27:25.804880] [INFO ] [FORECASTER] Completed predict_future for MGRB [2025-10-16T00:27:25.805016] [INFO ] [sig ] MGRB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:25.943910] [INFO ] [LOCAL ] Saved forecast: MGRB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MGRB.txt [2025-10-16T00:27:25.944121] [INFO ] [sig ] [1160/1803] Completed MGRB in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-16T00:27:25.944163] [INFO ] [sig ] [1161/1803] Forecasting MGRD... [2025-10-16T00:27:25.944195] [INFO ] [sig ] Generating forecast for: MGRD [2025-10-16T00:27:25.944226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'. [2025-10-16T00:27:25.952440] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGRD'. [2025-10-16T00:27:25.952750] [INFO ] [FORECASTER] Starting predict_future for MGRD [2025-10-16T00:27:25.977488] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:25.978168] [DEBUG] [LOCAL ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt [2025-10-16T00:27:25.978222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:25.978254] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:25.978281] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:25.978354] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:25.995452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:25.996007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:25.996085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:25.996119] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:26.037480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:26.037592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:26.037629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:26.037696] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:26.040897] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: UP (p=97.61%) [2025-10-16T00:27:26.041173] [INFO ] [FORECASTER] Completed predict_future for MGRD [2025-10-16T00:27:26.041309] [INFO ] [sig ] MGRD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:26.178400] [INFO ] [LOCAL ] Saved forecast: MGRD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MGRD.txt [2025-10-16T00:27:26.178684] [INFO ] [sig ] [1161/1803] Completed MGRD in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:26.178744] [INFO ] [sig ] [1162/1803] Forecasting MGRE... [2025-10-16T00:27:26.178778] [INFO ] [sig ] Generating forecast for: MGRE [2025-10-16T00:27:26.178808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'. [2025-10-16T00:27:26.187221] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGRE'. [2025-10-16T00:27:26.187503] [INFO ] [FORECASTER] Starting predict_future for MGRE [2025-10-16T00:27:26.211610] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:26.212282] [DEBUG] [LOCAL ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt [2025-10-16T00:27:26.212335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:26.212367] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:26.212395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:26.212451] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:26.229364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:26.229975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:26.230055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:26.230089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:26.271269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:26.271374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:26.271410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:26.271438] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:26.274573] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-10-16T00:27:26.274861] [INFO ] [FORECASTER] Completed predict_future for MGRE [2025-10-16T00:27:26.275001] [INFO ] [sig ] MGRE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:26.412723] [INFO ] [LOCAL ] Saved forecast: MGRE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MGRE.txt [2025-10-16T00:27:26.412948] [INFO ] [sig ] [1162/1803] Completed MGRE in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:26.412991] [INFO ] [sig ] [1163/1803] Forecasting MGY... [2025-10-16T00:27:26.413021] [INFO ] [sig ] Generating forecast for: MGY [2025-10-16T00:27:26.413053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-10-16T00:27:26.421457] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MGY'. [2025-10-16T00:27:26.421726] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-10-16T00:27:26.446176] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:26.446856] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-10-16T00:27:26.446910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:26.446944] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:26.446971] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:26.447027] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:26.463700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:26.464221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:26.464315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:26.464349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:26.504338] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:26.504412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:26.504446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:26.504474] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:26.507473] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=94.76%) [2025-10-16T00:27:26.507761] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-10-16T00:27:26.507910] [INFO ] [sig ] MGY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:26.646418] [INFO ] [LOCAL ] Saved forecast: MGY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MGY.txt [2025-10-16T00:27:26.646696] [INFO ] [sig ] [1163/1803] Completed MGY in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:26.646758] [INFO ] [sig ] [1164/1803] Forecasting MHD... [2025-10-16T00:27:26.646801] [INFO ] [sig ] Generating forecast for: MHD [2025-10-16T00:27:26.646834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-10-16T00:27:26.655477] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MHD'. [2025-10-16T00:27:26.655810] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-10-16T00:27:26.681201] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:26.681981] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-10-16T00:27:26.682035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:26.682068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:26.682096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:26.682153] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:26.699067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:26.699578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:26.699678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:26.699731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:26.740062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:26.740142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:26.740180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:26.740208] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:26.743442] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=93.02%) [2025-10-16T00:27:26.743817] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-10-16T00:27:26.743994] [INFO ] [sig ] MHD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:26.884498] [INFO ] [LOCAL ] Saved forecast: MHD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MHD.txt [2025-10-16T00:27:26.884780] [INFO ] [sig ] [1164/1803] Completed MHD in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:26.884840] [INFO ] [sig ] [1165/1803] Forecasting MHF... [2025-10-16T00:27:26.884874] [INFO ] [sig ] Generating forecast for: MHF [2025-10-16T00:27:26.884906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-10-16T00:27:26.893561] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MHF'. [2025-10-16T00:27:26.893848] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-10-16T00:27:26.918083] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:26.918810] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-10-16T00:27:26.918876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:26.918910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:26.918983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:26.919049] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:26.935803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:26.936318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:26.936397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:26.936429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:26.980472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:26.980674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:26.980738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:26.980772] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:26.984194] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=61.69%) [2025-10-16T00:27:26.984468] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-10-16T00:27:26.984602] [INFO ] [sig ] MHF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:27.125947] [INFO ] [LOCAL ] Saved forecast: MHF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MHF.txt [2025-10-16T00:27:27.126190] [INFO ] [sig ] [1165/1803] Completed MHF in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:27.126236] [INFO ] [sig ] [1166/1803] Forecasting MHK... [2025-10-16T00:27:27.126267] [INFO ] [sig ] Generating forecast for: MHK [2025-10-16T00:27:27.126299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-10-16T00:27:27.135512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MHK'. [2025-10-16T00:27:27.135893] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-10-16T00:27:27.160289] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:27.161050] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-10-16T00:27:27.161105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:27.161138] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:27.161167] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:27.161229] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:27.178685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:27.179418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:27.179505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:27.179540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:27.222229] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:27.222330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:27.222369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:27.222399] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:27.225667] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=69.03%) [2025-10-16T00:27:27.225933] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-10-16T00:27:27.226064] [INFO ] [sig ] MHK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:27.369036] [INFO ] [LOCAL ] Saved forecast: MHK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MHK.txt [2025-10-16T00:27:27.369277] [INFO ] [sig ] [1166/1803] Completed MHK in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:27.369336] [INFO ] [sig ] [1167/1803] Forecasting MHN... [2025-10-16T00:27:27.369370] [INFO ] [sig ] Generating forecast for: MHN [2025-10-16T00:27:27.369411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-10-16T00:27:27.377922] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MHN'. [2025-10-16T00:27:27.378187] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-10-16T00:27:27.403257] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:27.403981] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-10-16T00:27:27.404038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:27.404072] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:27.404100] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:27.404158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:27.422072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:27.422694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:27.422781] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:27.422817] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:27.466844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:27.466956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:27.466995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:27.467026] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:27.470395] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=90.73%) [2025-10-16T00:27:27.470678] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-10-16T00:27:27.470833] [INFO ] [sig ] MHN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:27.614390] [INFO ] [LOCAL ] Saved forecast: MHN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MHN.txt [2025-10-16T00:27:27.614626] [INFO ] [sig ] [1167/1803] Completed MHN in 0.2s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:27.614708] [INFO ] [sig ] [1168/1803] Forecasting MHO... [2025-10-16T00:27:27.614751] [INFO ] [sig ] Generating forecast for: MHO [2025-10-16T00:27:27.614785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-10-16T00:27:27.623697] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MHO'. [2025-10-16T00:27:27.624045] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-10-16T00:27:27.650369] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:27.651782] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-10-16T00:27:27.651864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:27.651905] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:27.651940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:27.652014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:27.676180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:27.677062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:27.677158] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:27.677196] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:27.715957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:27.716165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:27.716209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:27.716241] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:27.721771] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=56.97%) [2025-10-16T00:27:27.722111] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-10-16T00:27:27.722269] [INFO ] [sig ] MHO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:27.876886] [INFO ] [LOCAL ] Saved forecast: MHO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MHO.txt [2025-10-16T00:27:27.877177] [INFO ] [sig ] [1168/1803] Completed MHO in 0.3s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:27.877226] [INFO ] [sig ] [1169/1803] Forecasting MIN... [2025-10-16T00:27:27.877257] [INFO ] [sig ] Generating forecast for: MIN [2025-10-16T00:27:27.877290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'. [2025-10-16T00:27:27.889062] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MIN'. [2025-10-16T00:27:27.889506] [INFO ] [FORECASTER] Starting predict_future for MIN [2025-10-16T00:27:27.918338] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:27.919515] [DEBUG] [LOCAL ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt [2025-10-16T00:27:27.919594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:27.919680] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:27.919745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:27.919842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:27.942984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:27.943893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:27.943997] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:27.944034] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:27.997129] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:27.997317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:27.997362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:27.997393] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:28.001768] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=74.54%) [2025-10-16T00:27:28.002429] [INFO ] [FORECASTER] Completed predict_future for MIN [2025-10-16T00:27:28.002667] [INFO ] [sig ] MIN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:28.213615] [INFO ] [LOCAL ] Saved forecast: MIN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MIN.txt [2025-10-16T00:27:28.214030] [INFO ] [sig ] [1169/1803] Completed MIN in 0.3s | 4.20 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:28.214101] [INFO ] [sig ] [1170/1803] Forecasting MIR... [2025-10-16T00:27:28.214149] [INFO ] [sig ] Generating forecast for: MIR [2025-10-16T00:27:28.214195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'. [2025-10-16T00:27:28.228089] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MIR'. [2025-10-16T00:27:28.228754] [INFO ] [FORECASTER] Starting predict_future for MIR [2025-10-16T00:27:28.264266] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:28.265460] [DEBUG] [LOCAL ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt [2025-10-16T00:27:28.265542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:28.265593] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:28.265636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:28.265772] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:28.293101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:28.294323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:28.294444] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:28.294525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:28.342378] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:28.342564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:28.342615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:28.342710] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:28.346479] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: DOWN (p=5.45%) [2025-10-16T00:27:28.346890] [INFO ] [FORECASTER] Completed predict_future for MIR [2025-10-16T00:27:28.347086] [INFO ] [sig ] MIR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:28.546886] [INFO ] [LOCAL ] Saved forecast: MIR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MIR.txt [2025-10-16T00:27:28.547233] [INFO ] [sig ] [1170/1803] Completed MIR in 0.3s | 4.19 sym/s | Total: 4.6m | ETA: 2.5m [2025-10-16T00:27:28.547299] [INFO ] [sig ] [1171/1803] Forecasting MITP... [2025-10-16T00:27:28.547347] [INFO ] [sig ] Generating forecast for: MITP [2025-10-16T00:27:28.547396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'. [2025-10-16T00:27:28.557462] [DEBUG] [REMOTE ] Successfully parsed 1791 rows of historical data for symbol 'MITP'. [2025-10-16T00:27:28.557981] [INFO ] [FORECASTER] Starting predict_future for MITP [2025-10-16T00:27:28.598187] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:28.599431] [DEBUG] [LOCAL ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt [2025-10-16T00:27:28.599513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:28.599567] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:28.599612] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:28.599737] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:28.625879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:28.627032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:28.627157] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:28.627220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:28.661219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:28.661413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:28.661469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:28.661504] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:28.666961] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=90.29%) [2025-10-16T00:27:28.667691] [INFO ] [FORECASTER] Completed predict_future for MITP [2025-10-16T00:27:28.667920] [INFO ] [sig ] MITP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:28.835244] [INFO ] [LOCAL ] Saved forecast: MITP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MITP.txt [2025-10-16T00:27:28.835490] [INFO ] [sig ] [1171/1803] Completed MITP in 0.3s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:28.835536] [INFO ] [sig ] [1172/1803] Forecasting MITT... [2025-10-16T00:27:28.835569] [INFO ] [sig ] Generating forecast for: MITT [2025-10-16T00:27:28.835602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'. [2025-10-16T00:27:28.845360] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MITT'. [2025-10-16T00:27:28.845723] [INFO ] [FORECASTER] Starting predict_future for MITT [2025-10-16T00:27:28.874601] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:28.875592] [DEBUG] [LOCAL ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt [2025-10-16T00:27:28.875678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:28.875747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:28.875781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:28.875839] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:28.896182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:28.896942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:28.897030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:28.897066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:28.924852] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:28.925002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:28.925067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:28.925101] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:28.928885] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=72.43%) [2025-10-16T00:27:28.929243] [INFO ] [FORECASTER] Completed predict_future for MITT [2025-10-16T00:27:28.929385] [INFO ] [sig ] MITT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:29.090185] [INFO ] [LOCAL ] Saved forecast: MITT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MITT.txt [2025-10-16T00:27:29.090431] [INFO ] [sig ] [1172/1803] Completed MITT in 0.3s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:29.090476] [INFO ] [sig ] [1173/1803] Forecasting MIY... [2025-10-16T00:27:29.090506] [INFO ] [sig ] Generating forecast for: MIY [2025-10-16T00:27:29.090537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-10-16T00:27:29.099897] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MIY'. [2025-10-16T00:27:29.100376] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-10-16T00:27:29.125466] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:29.126156] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-10-16T00:27:29.126210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:29.126246] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:29.126275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:29.126331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:29.143472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:29.144033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:29.144114] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:29.144148] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:29.178456] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:29.178531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:29.178593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:29.178639] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:29.181746] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=6.29%) [2025-10-16T00:27:29.181999] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-10-16T00:27:29.182121] [INFO ] [sig ] MIY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:29.321592] [INFO ] [LOCAL ] Saved forecast: MIY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MIY.txt [2025-10-16T00:27:29.321815] [INFO ] [sig ] [1173/1803] Completed MIY in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:29.321871] [INFO ] [sig ] [1174/1803] Forecasting MKC... [2025-10-16T00:27:29.321903] [INFO ] [sig ] Generating forecast for: MKC [2025-10-16T00:27:29.321934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-10-16T00:27:29.331185] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MKC'. [2025-10-16T00:27:29.331530] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-10-16T00:27:29.360050] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:29.360821] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-10-16T00:27:29.360890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:29.360965] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:29.361014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:29.361076] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:29.381548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:29.382179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:29.382272] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:29.382317] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:29.414042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:29.414164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:29.414227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:29.414284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:29.417564] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=9.04%) [2025-10-16T00:27:29.417975] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-10-16T00:27:29.418160] [INFO ] [sig ] MKC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:29.558430] [INFO ] [LOCAL ] Saved forecast: MKC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MKC.txt [2025-10-16T00:27:29.558683] [INFO ] [sig ] [1174/1803] Completed MKC in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:29.558744] [INFO ] [sig ] [1175/1803] Forecasting MKL... [2025-10-16T00:27:29.558778] [INFO ] [sig ] Generating forecast for: MKL [2025-10-16T00:27:29.558810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-10-16T00:27:29.567278] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MKL'. [2025-10-16T00:27:29.567551] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-10-16T00:27:29.591914] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:29.592564] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-10-16T00:27:29.592618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:29.592695] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:29.592767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:29.592828] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:29.609725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:29.610279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:29.610374] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:29.610411] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:29.639635] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:29.639743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:29.639782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:29.639810] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:29.642832] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=34.54%) [2025-10-16T00:27:29.643081] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-10-16T00:27:29.643225] [INFO ] [sig ] MKL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:29.781076] [INFO ] [LOCAL ] Saved forecast: MKL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MKL.txt [2025-10-16T00:27:29.781284] [INFO ] [sig ] [1175/1803] Completed MKL in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:29.781324] [INFO ] [sig ] [1176/1803] Forecasting MLI... [2025-10-16T00:27:29.781355] [INFO ] [sig ] Generating forecast for: MLI [2025-10-16T00:27:29.781386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-10-16T00:27:29.789218] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MLI'. [2025-10-16T00:27:29.789481] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-10-16T00:27:29.813715] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:29.814403] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-10-16T00:27:29.814456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:29.814488] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:29.814516] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:29.814571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:29.831351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:29.831923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:29.832002] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:29.832035] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:29.867120] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:29.867208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:29.867244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:29.867276] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:29.870397] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=69.15%) [2025-10-16T00:27:29.870677] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-10-16T00:27:29.870817] [INFO ] [sig ] MLI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:30.008891] [INFO ] [LOCAL ] Saved forecast: MLI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MLI.txt [2025-10-16T00:27:30.009109] [INFO ] [sig ] [1176/1803] Completed MLI in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:30.009151] [INFO ] [sig ] [1177/1803] Forecasting MLM... [2025-10-16T00:27:30.009182] [INFO ] [sig ] Generating forecast for: MLM [2025-10-16T00:27:30.009213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-10-16T00:27:30.017224] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MLM'. [2025-10-16T00:27:30.017487] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-10-16T00:27:30.041848] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:30.042526] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-10-16T00:27:30.042584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:30.042618] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:30.042672] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:30.042750] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:30.059395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:30.059959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:30.060040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:30.060074] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:30.094098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:30.094186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:30.094221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:30.094249] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:30.097230] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=28.34%) [2025-10-16T00:27:30.097479] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-10-16T00:27:30.097604] [INFO ] [sig ] MLM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:30.235541] [INFO ] [LOCAL ] Saved forecast: MLM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MLM.txt [2025-10-16T00:27:30.235797] [INFO ] [sig ] [1177/1803] Completed MLM in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:30.235857] [INFO ] [sig ] [1178/1803] Forecasting MLNK... [2025-10-16T00:27:30.235891] [INFO ] [sig ] Generating forecast for: MLNK [2025-10-16T00:27:30.235922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'. [2025-10-16T00:27:30.246952] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MLNK'. [2025-10-16T00:27:30.247382] [INFO ] [FORECASTER] Starting predict_future for MLNK [2025-10-16T00:27:30.281916] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:30.282855] [DEBUG] [LOCAL ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt [2025-10-16T00:27:30.282910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:30.282999] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:30.283036] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:30.283094] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:30.299992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:30.300530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:30.300610] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:30.300666] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:30.335919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:30.335994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:30.336029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:30.336057] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:30.338983] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: DOWN (p=23.59%) [2025-10-16T00:27:30.339226] [INFO ] [FORECASTER] Completed predict_future for MLNK [2025-10-16T00:27:30.339358] [INFO ] [sig ] MLNK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:30.476860] [INFO ] [LOCAL ] Saved forecast: MLNK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MLNK.txt [2025-10-16T00:27:30.477065] [INFO ] [sig ] [1178/1803] Completed MLNK in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:30.477106] [INFO ] [sig ] [1179/1803] Forecasting MLP... [2025-10-16T00:27:30.477135] [INFO ] [sig ] Generating forecast for: MLP [2025-10-16T00:27:30.477165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-10-16T00:27:30.485007] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MLP'. [2025-10-16T00:27:30.485246] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-10-16T00:27:30.509244] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:30.509921] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-10-16T00:27:30.509974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:30.510018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:30.510047] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:30.510104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:30.526809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:30.527312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:30.527388] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:30.527421] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:30.561806] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:30.561895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:30.561930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:30.561958] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:30.564864] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-10-16T00:27:30.565106] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-10-16T00:27:30.565234] [INFO ] [sig ] MLP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:30.704461] [INFO ] [LOCAL ] Saved forecast: MLP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MLP.txt [2025-10-16T00:27:30.704634] [INFO ] [sig ] [1179/1803] Completed MLP in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:30.704714] [INFO ] [sig ] [1180/1803] Forecasting MLR... [2025-10-16T00:27:30.704751] [INFO ] [sig ] Generating forecast for: MLR [2025-10-16T00:27:30.704782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-10-16T00:27:30.712903] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MLR'. [2025-10-16T00:27:30.713140] [INFO ] [FORECASTER] Starting predict_future for MLR [2025-10-16T00:27:30.737287] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:30.738018] [DEBUG] [LOCAL ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt [2025-10-16T00:27:30.738072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:30.738105] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:30.738133] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:30.738188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:30.755014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:30.755516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:30.755593] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:30.755626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:30.790749] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:30.790821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:30.790857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:30.790885] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:30.793919] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-10-16T00:27:30.794160] [INFO ] [FORECASTER] Completed predict_future for MLR [2025-10-16T00:27:30.794283] [INFO ] [sig ] MLR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:30.931207] [INFO ] [LOCAL ] Saved forecast: MLR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MLR.txt [2025-10-16T00:27:30.931394] [INFO ] [sig ] [1180/1803] Completed MLR in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:30.931435] [INFO ] [sig ] [1181/1803] Forecasting MMC... [2025-10-16T00:27:30.931464] [INFO ] [sig ] Generating forecast for: MMC [2025-10-16T00:27:30.931494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-10-16T00:27:30.939874] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMC'. [2025-10-16T00:27:30.940115] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-10-16T00:27:30.964242] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:30.964933] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-10-16T00:27:30.964986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:30.965018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:30.965045] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:30.965101] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:30.982030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:30.982574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:30.982670] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:30.982724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:31.021073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:31.021143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:31.021178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:31.021205] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:31.024087] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=6.04%) [2025-10-16T00:27:31.024325] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-10-16T00:27:31.024451] [INFO ] [sig ] MMC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:31.162452] [INFO ] [LOCAL ] Saved forecast: MMC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MMC.txt [2025-10-16T00:27:31.162618] [INFO ] [sig ] [1181/1803] Completed MMC in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:31.162688] [INFO ] [sig ] [1182/1803] Forecasting MMD... [2025-10-16T00:27:31.162734] [INFO ] [sig ] Generating forecast for: MMD [2025-10-16T00:27:31.162766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-10-16T00:27:31.172348] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMD'. [2025-10-16T00:27:31.172756] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-10-16T00:27:31.201589] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:31.202381] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-10-16T00:27:31.202438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:31.202474] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:31.202503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:31.202561] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:31.221786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:31.222559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:31.222672] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:31.222728] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:31.260751] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:31.260930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:31.260975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:31.261007] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:31.264539] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-10-16T00:27:31.264846] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-10-16T00:27:31.264993] [INFO ] [sig ] MMD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:31.407785] [INFO ] [LOCAL ] Saved forecast: MMD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MMD.txt [2025-10-16T00:27:31.408075] [INFO ] [sig ] [1182/1803] Completed MMD in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:31.408118] [INFO ] [sig ] [1183/1803] Forecasting MMI... [2025-10-16T00:27:31.408149] [INFO ] [sig ] Generating forecast for: MMI [2025-10-16T00:27:31.408180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'. [2025-10-16T00:27:31.416874] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMI'. [2025-10-16T00:27:31.417119] [INFO ] [FORECASTER] Starting predict_future for MMI [2025-10-16T00:27:31.441872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:31.442505] [DEBUG] [LOCAL ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt [2025-10-16T00:27:31.442558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:31.442590] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:31.442617] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:31.442697] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:31.459442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:31.460002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:31.460081] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:31.460114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:31.493523] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:31.493590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:31.493624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:31.493684] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:31.496592] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=89.95%) [2025-10-16T00:27:31.496865] [INFO ] [FORECASTER] Completed predict_future for MMI [2025-10-16T00:27:31.497001] [INFO ] [sig ] MMI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:31.635255] [INFO ] [LOCAL ] Saved forecast: MMI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MMI.txt [2025-10-16T00:27:31.635434] [INFO ] [sig ] [1183/1803] Completed MMI in 0.2s | 4.19 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:31.635473] [INFO ] [sig ] [1184/1803] Forecasting MMM... [2025-10-16T00:27:31.635503] [INFO ] [sig ] Generating forecast for: MMM [2025-10-16T00:27:31.635534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'. [2025-10-16T00:27:31.643728] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMM'. [2025-10-16T00:27:31.643978] [INFO ] [FORECASTER] Starting predict_future for MMM [2025-10-16T00:27:31.668095] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:31.668823] [DEBUG] [LOCAL ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt [2025-10-16T00:27:31.668877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:31.668909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:31.668935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:31.668991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:31.685798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:31.686325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:31.686403] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:31.686436] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:31.723293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:31.723377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:31.723414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:31.723442] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:31.726377] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=62.10%) [2025-10-16T00:27:31.726615] [INFO ] [FORECASTER] Completed predict_future for MMM [2025-10-16T00:27:31.727114] [INFO ] [sig ] MMM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:31.865701] [INFO ] [LOCAL ] Saved forecast: MMM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MMM.txt [2025-10-16T00:27:31.865909] [INFO ] [sig ] [1184/1803] Completed MMM in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:31.865951] [INFO ] [sig ] [1185/1803] Forecasting MMS... [2025-10-16T00:27:31.865980] [INFO ] [sig ] Generating forecast for: MMS [2025-10-16T00:27:31.866011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-10-16T00:27:31.874220] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMS'. [2025-10-16T00:27:31.874478] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-10-16T00:27:31.898685] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:31.899365] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-10-16T00:27:31.899431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:31.899474] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:31.899504] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:31.899560] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:31.916408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:31.916949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:31.917027] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:31.917060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:31.954680] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:31.954771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:31.954814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:31.954845] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:31.957747] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=55.27%) [2025-10-16T00:27:31.957995] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-10-16T00:27:31.958116] [INFO ] [sig ] MMS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:32.095345] [INFO ] [LOCAL ] Saved forecast: MMS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MMS.txt [2025-10-16T00:27:32.095554] [INFO ] [sig ] [1185/1803] Completed MMS in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:32.095595] [INFO ] [sig ] [1186/1803] Forecasting MMT... [2025-10-16T00:27:32.095623] [INFO ] [sig ] Generating forecast for: MMT [2025-10-16T00:27:32.095686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'. [2025-10-16T00:27:32.103879] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMT'. [2025-10-16T00:27:32.104142] [INFO ] [FORECASTER] Starting predict_future for MMT [2025-10-16T00:27:32.128271] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:32.129012] [DEBUG] [LOCAL ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt [2025-10-16T00:27:32.129065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:32.129109] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:32.129138] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:32.129194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:32.146127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:32.146629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:32.146732] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:32.146770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:32.180915] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:32.180990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:32.181024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:32.181052] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:32.183963] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: DOWN (p=32.11%) [2025-10-16T00:27:32.184207] [INFO ] [FORECASTER] Completed predict_future for MMT [2025-10-16T00:27:32.184334] [INFO ] [sig ] MMT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:32.321607] [INFO ] [LOCAL ] Saved forecast: MMT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MMT.txt [2025-10-16T00:27:32.321826] [INFO ] [sig ] [1186/1803] Completed MMT in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-16T00:27:32.321878] [INFO ] [sig ] [1187/1803] Forecasting MMU... [2025-10-16T00:27:32.321909] [INFO ] [sig ] Generating forecast for: MMU [2025-10-16T00:27:32.321939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'. [2025-10-16T00:27:32.330020] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MMU'. [2025-10-16T00:27:32.330278] [INFO ] [FORECASTER] Starting predict_future for MMU [2025-10-16T00:27:32.354589] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:32.355253] [DEBUG] [LOCAL ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt [2025-10-16T00:27:32.355306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:32.355339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:32.355366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:32.355422] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:32.372288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:32.372846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:32.372927] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:32.372960] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:32.406791] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:32.406865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:32.406900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:32.406929] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:32.409877] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=97.66%) [2025-10-16T00:27:32.410118] [INFO ] [FORECASTER] Completed predict_future for MMU [2025-10-16T00:27:32.410239] [INFO ] [sig ] MMU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:32.548371] [INFO ] [LOCAL ] Saved forecast: MMU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MMU.txt [2025-10-16T00:27:32.548584] [INFO ] [sig ] [1187/1803] Completed MMU in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:32.548665] [INFO ] [sig ] [1188/1803] Forecasting MNR... [2025-10-16T00:27:32.548719] [INFO ] [sig ] Generating forecast for: MNR [2025-10-16T00:27:32.548797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'. [2025-10-16T00:27:32.556752] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MNR'. [2025-10-16T00:27:32.556999] [INFO ] [FORECASTER] Starting predict_future for MNR [2025-10-16T00:27:32.581216] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:32.581933] [DEBUG] [LOCAL ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt [2025-10-16T00:27:32.581985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:32.582017] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:32.582044] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:32.582100] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:32.598855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:32.599361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:32.599438] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:32.599471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:32.632498] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:32.632567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:32.632602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:32.632630] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:32.635594] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=81.67%) [2025-10-16T00:27:32.635865] [INFO ] [FORECASTER] Completed predict_future for MNR [2025-10-16T00:27:32.635989] [INFO ] [sig ] MNR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:32.774782] [INFO ] [LOCAL ] Saved forecast: MNR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MNR.txt [2025-10-16T00:27:32.774982] [INFO ] [sig ] [1188/1803] Completed MNR in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:32.775023] [INFO ] [sig ] [1189/1803] Forecasting MNSO... [2025-10-16T00:27:32.775052] [INFO ] [sig ] Generating forecast for: MNSO [2025-10-16T00:27:32.775082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-10-16T00:27:32.783356] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MNSO'. [2025-10-16T00:27:32.783622] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-10-16T00:27:32.807760] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:32.808391] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-10-16T00:27:32.808444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:32.808476] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:32.808503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:32.808573] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:32.825405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:32.825969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:32.826047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:32.826080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:32.858752] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:32.858821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:32.858856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:32.858883] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:32.861771] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=7.14%) [2025-10-16T00:27:32.862012] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-10-16T00:27:32.862133] [INFO ] [sig ] MNSO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:33.000036] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MNSO.txt [2025-10-16T00:27:33.000227] [INFO ] [sig ] [1189/1803] Completed MNSO in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:33.000268] [INFO ] [sig ] [1190/1803] Forecasting MOD... [2025-10-16T00:27:33.000299] [INFO ] [sig ] Generating forecast for: MOD [2025-10-16T00:27:33.000329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-10-16T00:27:33.008668] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MOD'. [2025-10-16T00:27:33.008918] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-10-16T00:27:33.033042] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:33.033729] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-10-16T00:27:33.033783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:33.033816] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:33.033843] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:33.033899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:33.050637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:33.051170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:33.051248] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:33.051281] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:33.085553] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:33.085625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:33.085695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:33.085738] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:33.088715] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=70.43%) [2025-10-16T00:27:33.088962] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-10-16T00:27:33.089081] [INFO ] [sig ] MOD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:33.226627] [INFO ] [LOCAL ] Saved forecast: MOD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MOD.txt [2025-10-16T00:27:33.226846] [INFO ] [sig ] [1190/1803] Completed MOD in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:33.226890] [INFO ] [sig ] [1191/1803] Forecasting MODG... [2025-10-16T00:27:33.226920] [INFO ] [sig ] Generating forecast for: MODG [2025-10-16T00:27:33.226951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-10-16T00:27:33.235079] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MODG'. [2025-10-16T00:27:33.235332] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-10-16T00:27:33.259523] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:33.260187] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-10-16T00:27:33.260269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:33.260309] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:33.260337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:33.260392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:33.277258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:33.277804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:33.277881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:33.277915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:33.310895] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:33.310978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:33.311013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:33.311041] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:33.313985] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=1.91%) [2025-10-16T00:27:33.314229] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-10-16T00:27:33.314348] [INFO ] [sig ] MODG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:33.452665] [INFO ] [LOCAL ] Saved forecast: MODG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MODG.txt [2025-10-16T00:27:33.452874] [INFO ] [sig ] [1191/1803] Completed MODG in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:33.452916] [INFO ] [sig ] [1192/1803] Forecasting MOH... [2025-10-16T00:27:33.452947] [INFO ] [sig ] Generating forecast for: MOH [2025-10-16T00:27:33.452978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-10-16T00:27:33.461313] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MOH'. [2025-10-16T00:27:33.461554] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-10-16T00:27:33.485943] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:33.486628] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-10-16T00:27:33.486706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:33.486746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:33.486775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:33.486831] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:33.503914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:33.504419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:33.504496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:33.504529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:33.536861] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:33.536931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:33.536965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:33.536993] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:33.539972] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-10-16T00:27:33.540214] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-10-16T00:27:33.540333] [INFO ] [sig ] MOH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:33.679569] [INFO ] [LOCAL ] Saved forecast: MOH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MOH.txt [2025-10-16T00:27:33.679787] [INFO ] [sig ] [1192/1803] Completed MOH in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:33.679847] [INFO ] [sig ] [1193/1803] Forecasting MOS... [2025-10-16T00:27:33.679879] [INFO ] [sig ] Generating forecast for: MOS [2025-10-16T00:27:33.679910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-10-16T00:27:33.688143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MOS'. [2025-10-16T00:27:33.688393] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-10-16T00:27:33.712913] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:33.713548] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-10-16T00:27:33.713601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:33.713671] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:33.713721] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:33.713780] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:33.730374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:33.730916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:33.730994] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:33.731027] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:33.765373] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:33.765463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:33.765502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:33.765531] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:33.768622] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-10-16T00:27:33.768902] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-10-16T00:27:33.769027] [INFO ] [sig ] MOS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:33.907846] [INFO ] [LOCAL ] Saved forecast: MOS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MOS.txt [2025-10-16T00:27:33.908030] [INFO ] [sig ] [1193/1803] Completed MOS in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:33.908070] [INFO ] [sig ] [1194/1803] Forecasting MOV... [2025-10-16T00:27:33.908099] [INFO ] [sig ] Generating forecast for: MOV [2025-10-16T00:27:33.908130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'. [2025-10-16T00:27:33.917028] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MOV'. [2025-10-16T00:27:33.917464] [INFO ] [FORECASTER] Starting predict_future for MOV [2025-10-16T00:27:33.942271] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:33.943002] [DEBUG] [LOCAL ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt [2025-10-16T00:27:33.943057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:33.943091] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:33.943120] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:33.943177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:33.960010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:33.960531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:33.960674] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:33.960729] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:33.992359] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:33.992454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:33.992499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:33.992534] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:33.995510] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=2.00%) [2025-10-16T00:27:33.995802] [INFO ] [FORECASTER] Completed predict_future for MOV [2025-10-16T00:27:33.995935] [INFO ] [sig ] MOV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:34.135842] [INFO ] [LOCAL ] Saved forecast: MOV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MOV.txt [2025-10-16T00:27:34.136096] [INFO ] [sig ] [1194/1803] Completed MOV in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:34.136138] [INFO ] [sig ] [1195/1803] Forecasting MP... [2025-10-16T00:27:34.136167] [INFO ] [sig ] Generating forecast for: MP [2025-10-16T00:27:34.136199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-10-16T00:27:34.144314] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MP'. [2025-10-16T00:27:34.144575] [INFO ] [FORECASTER] Starting predict_future for MP [2025-10-16T00:27:34.169033] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:34.169746] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-10-16T00:27:34.169801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:34.169834] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:34.169862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:34.169918] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:34.186816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:34.187340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:34.187418] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:34.187452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:34.220128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:34.220302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:34.220343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:34.220378] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:34.223892] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=2.44%) [2025-10-16T00:27:34.224163] [INFO ] [FORECASTER] Completed predict_future for MP [2025-10-16T00:27:34.224297] [INFO ] [sig ] MP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:34.372160] [INFO ] [LOCAL ] Saved forecast: MP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MP.txt [2025-10-16T00:27:34.372407] [INFO ] [sig ] [1195/1803] Completed MP in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:34.372448] [INFO ] [sig ] [1196/1803] Forecasting MPA... [2025-10-16T00:27:34.372478] [INFO ] [sig ] Generating forecast for: MPA [2025-10-16T00:27:34.372508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-10-16T00:27:34.380616] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MPA'. [2025-10-16T00:27:34.380893] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-10-16T00:27:34.405927] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:34.406626] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-10-16T00:27:34.406706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:34.406746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:34.406775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:34.406832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:34.425726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:34.426507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:34.426599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:34.426633] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:34.457461] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:34.457533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:34.457569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:34.457597] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:34.460638] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=90.70%) [2025-10-16T00:27:34.460919] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-10-16T00:27:34.461050] [INFO ] [sig ] MPA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:34.604576] [INFO ] [LOCAL ] Saved forecast: MPA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MPA.txt [2025-10-16T00:27:34.604816] [INFO ] [sig ] [1196/1803] Completed MPA in 0.2s | 4.20 sym/s | Total: 4.7m | ETA: 2.4m [2025-10-16T00:27:34.604873] [INFO ] [sig ] [1197/1803] Forecasting MPC... [2025-10-16T00:27:34.604906] [INFO ] [sig ] Generating forecast for: MPC [2025-10-16T00:27:34.604937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-10-16T00:27:34.613601] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MPC'. [2025-10-16T00:27:34.613931] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-10-16T00:27:34.638524] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:34.639211] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-10-16T00:27:34.639265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:34.639298] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:34.639326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:34.639382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:34.656011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:34.656514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:34.656592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:34.656625] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:34.691161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:34.691235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:34.691270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:34.691298] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:34.695437] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=74.07%) [2025-10-16T00:27:34.695708] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-10-16T00:27:34.695836] [INFO ] [sig ] MPC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:34.834414] [INFO ] [LOCAL ] Saved forecast: MPC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MPC.txt [2025-10-16T00:27:34.834624] [INFO ] [sig ] [1197/1803] Completed MPC in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:34.834698] [INFO ] [sig ] [1198/1803] Forecasting MPLX... [2025-10-16T00:27:34.834741] [INFO ] [sig ] Generating forecast for: MPLX [2025-10-16T00:27:34.834774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'. [2025-10-16T00:27:34.842580] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MPLX'. [2025-10-16T00:27:34.842848] [INFO ] [FORECASTER] Starting predict_future for MPLX [2025-10-16T00:27:34.866872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:34.867512] [DEBUG] [LOCAL ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt [2025-10-16T00:27:34.867564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:34.867597] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:34.867624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:34.867711] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:34.884430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:34.884972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:34.885050] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:34.885083] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:34.918112] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:34.918180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:34.918229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:34.918259] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:34.921173] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: UP (p=94.29%) [2025-10-16T00:27:34.921410] [INFO ] [FORECASTER] Completed predict_future for MPLX [2025-10-16T00:27:34.921531] [INFO ] [sig ] MPLX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:35.060166] [INFO ] [LOCAL ] Saved forecast: MPLX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MPLX.txt [2025-10-16T00:27:35.060380] [INFO ] [sig ] [1198/1803] Completed MPLX in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:35.060428] [INFO ] [sig ] [1199/1803] Forecasting MPV... [2025-10-16T00:27:35.060465] [INFO ] [sig ] Generating forecast for: MPV [2025-10-16T00:27:35.060503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'. [2025-10-16T00:27:35.069276] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MPV'. [2025-10-16T00:27:35.069584] [INFO ] [FORECASTER] Starting predict_future for MPV [2025-10-16T00:27:35.096017] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:35.097061] [DEBUG] [LOCAL ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt [2025-10-16T00:27:35.097131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:35.097183] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:35.097228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:35.097320] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:35.114871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:35.115532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:35.115616] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:35.115678] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:35.147034] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:35.147121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:35.147157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:35.147187] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:35.150340] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=0.32%) [2025-10-16T00:27:35.150603] [INFO ] [FORECASTER] Completed predict_future for MPV [2025-10-16T00:27:35.150764] [INFO ] [sig ] MPV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:35.338168] [INFO ] [LOCAL ] Saved forecast: MPV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MPV.txt [2025-10-16T00:27:35.338401] [INFO ] [sig ] [1199/1803] Completed MPV in 0.3s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:35.338443] [INFO ] [sig ] [1200/1803] Forecasting MPW... [2025-10-16T00:27:35.338474] [INFO ] [sig ] Generating forecast for: MPW [2025-10-16T00:27:35.338506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'. [2025-10-16T00:27:35.347110] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MPW'. [2025-10-16T00:27:35.347394] [INFO ] [FORECASTER] Starting predict_future for MPW [2025-10-16T00:27:35.372112] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:35.372804] [DEBUG] [LOCAL ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt [2025-10-16T00:27:35.372857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:35.372891] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:35.372931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:35.372988] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:35.391133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:35.391737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:35.391825] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:35.391860] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:35.416434] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:35.416511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:35.416546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:35.416599] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:35.419733] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: DOWN (p=1.98%) [2025-10-16T00:27:35.419985] [INFO ] [FORECASTER] Completed predict_future for MPW [2025-10-16T00:27:35.420105] [INFO ] [sig ] MPW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:35.559950] [INFO ] [LOCAL ] Saved forecast: MPW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MPW.txt [2025-10-16T00:27:35.560150] [INFO ] [sig ] [1200/1803] Completed MPW in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:35.560233] [INFO ] [sig ] [1201/1803] Forecasting MPX... [2025-10-16T00:27:35.560273] [INFO ] [sig ] Generating forecast for: MPX [2025-10-16T00:27:35.560306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-10-16T00:27:35.567889] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MPX'. [2025-10-16T00:27:35.568137] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-10-16T00:27:35.592759] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:35.593399] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-10-16T00:27:35.593456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:35.593488] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:35.593515] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:35.593570] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:35.610839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:35.611353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:35.611429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:35.611463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:35.635966] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:35.636051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:35.636086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:35.636114] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:35.639122] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=96.93%) [2025-10-16T00:27:35.639374] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-10-16T00:27:35.639513] [INFO ] [sig ] MPX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:35.779585] [INFO ] [LOCAL ] Saved forecast: MPX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MPX.txt [2025-10-16T00:27:35.779797] [INFO ] [sig ] [1201/1803] Completed MPX in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:35.779857] [INFO ] [sig ] [1202/1803] Forecasting MQT... [2025-10-16T00:27:35.779890] [INFO ] [sig ] Generating forecast for: MQT [2025-10-16T00:27:35.779922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'. [2025-10-16T00:27:35.787845] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MQT'. [2025-10-16T00:27:35.788135] [INFO ] [FORECASTER] Starting predict_future for MQT [2025-10-16T00:27:35.812678] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:35.813322] [DEBUG] [LOCAL ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt [2025-10-16T00:27:35.813382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:35.813423] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:35.813458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:35.813527] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:35.830935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:35.831446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:35.831525] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:35.831559] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:35.863401] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:35.863533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:35.863577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:35.863607] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:35.867007] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=95.79%) [2025-10-16T00:27:35.867271] [INFO ] [FORECASTER] Completed predict_future for MQT [2025-10-16T00:27:35.867398] [INFO ] [sig ] MQT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:36.008119] [INFO ] [LOCAL ] Saved forecast: MQT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MQT.txt [2025-10-16T00:27:36.008307] [INFO ] [sig ] [1202/1803] Completed MQT in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:36.008348] [INFO ] [sig ] [1203/1803] Forecasting MSB... [2025-10-16T00:27:36.008379] [INFO ] [sig ] Generating forecast for: MSB [2025-10-16T00:27:36.008410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-10-16T00:27:36.016598] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MSB'. [2025-10-16T00:27:36.016907] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-10-16T00:27:36.043334] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:36.044325] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-10-16T00:27:36.044391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:36.044427] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:36.044456] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:36.044514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:36.062099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:36.062664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:36.062753] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:36.062788] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:36.097451] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:36.097536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:36.097573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:36.097603] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:36.100774] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=14.60%) [2025-10-16T00:27:36.101027] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-10-16T00:27:36.101151] [INFO ] [sig ] MSB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:36.242005] [INFO ] [LOCAL ] Saved forecast: MSB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MSB.txt [2025-10-16T00:27:36.242266] [INFO ] [sig ] [1203/1803] Completed MSB in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:36.242309] [INFO ] [sig ] [1204/1803] Forecasting MSD... [2025-10-16T00:27:36.242340] [INFO ] [sig ] Generating forecast for: MSD [2025-10-16T00:27:36.242373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-10-16T00:27:36.250322] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MSD'. [2025-10-16T00:27:36.250586] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-10-16T00:27:36.274729] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:36.275376] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-10-16T00:27:36.275429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:36.275461] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:36.275488] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:36.275543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:36.292405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:36.293014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:36.293094] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:36.293127] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:36.319006] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:36.319091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:36.319128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:36.319157] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:36.322151] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=8.57%) [2025-10-16T00:27:36.322398] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-10-16T00:27:36.322515] [INFO ] [sig ] MSD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:36.459878] [INFO ] [LOCAL ] Saved forecast: MSD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MSD.txt [2025-10-16T00:27:36.460094] [INFO ] [sig ] [1204/1803] Completed MSD in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:36.460136] [INFO ] [sig ] [1205/1803] Forecasting MTD... [2025-10-16T00:27:36.460168] [INFO ] [sig ] Generating forecast for: MTD [2025-10-16T00:27:36.460199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-10-16T00:27:36.468812] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MTD'. [2025-10-16T00:27:36.469085] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-10-16T00:27:36.493556] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:36.494295] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-10-16T00:27:36.494349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:36.494383] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:36.494410] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:36.494466] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:36.511548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:36.512136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:36.512216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:36.512250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:36.545541] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:36.545689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:36.545764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:36.545796] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:36.549013] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=7.25%) [2025-10-16T00:27:36.549273] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-10-16T00:27:36.549402] [INFO ] [sig ] MTD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:36.691394] [INFO ] [LOCAL ] Saved forecast: MTD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MTD.txt [2025-10-16T00:27:36.691624] [INFO ] [sig ] [1205/1803] Completed MTD in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:36.691702] [INFO ] [sig ] [1206/1803] Forecasting MUA... [2025-10-16T00:27:36.691745] [INFO ] [sig ] Generating forecast for: MUA [2025-10-16T00:27:36.691778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-10-16T00:27:36.700299] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MUA'. [2025-10-16T00:27:36.700583] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-10-16T00:27:36.726757] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:36.727555] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-10-16T00:27:36.727610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:36.727668] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:36.727720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:36.727781] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:36.744845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:36.745370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:36.745450] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:36.745484] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:36.778517] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:36.778623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:36.778701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:36.778741] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:36.781723] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-10-16T00:27:36.781969] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-10-16T00:27:36.782096] [INFO ] [sig ] MUA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:36.920376] [INFO ] [LOCAL ] Saved forecast: MUA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MUA.txt [2025-10-16T00:27:36.920597] [INFO ] [sig ] [1206/1803] Completed MUA in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:36.920639] [INFO ] [sig ] [1207/1803] Forecasting MUE... [2025-10-16T00:27:36.920714] [INFO ] [sig ] Generating forecast for: MUE [2025-10-16T00:27:36.920749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-10-16T00:27:36.928917] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MUE'. [2025-10-16T00:27:36.929171] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-10-16T00:27:36.953309] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:36.953988] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-10-16T00:27:36.954042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:36.954076] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:36.954104] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:36.954222] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:36.971363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:36.971934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:36.972014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:36.972048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:36.995806] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:36.995881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:36.995917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:36.995945] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:36.998923] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=65.04%) [2025-10-16T00:27:36.999172] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-10-16T00:27:36.999293] [INFO ] [sig ] MUE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:37.137767] [INFO ] [LOCAL ] Saved forecast: MUE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MUE.txt [2025-10-16T00:27:37.137953] [INFO ] [sig ] [1207/1803] Completed MUE in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:37.137993] [INFO ] [sig ] [1208/1803] Forecasting MVF... [2025-10-16T00:27:37.138024] [INFO ] [sig ] Generating forecast for: MVF [2025-10-16T00:27:37.138055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-10-16T00:27:37.146000] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MVF'. [2025-10-16T00:27:37.146254] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-10-16T00:27:37.170618] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:37.171289] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-10-16T00:27:37.171344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:37.171377] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:37.171404] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:37.171463] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:37.188198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:37.188799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:37.188881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:37.188913] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:37.213410] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:37.213481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:37.213519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:37.213547] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:37.216438] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-10-16T00:27:37.216708] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-10-16T00:27:37.216834] [INFO ] [sig ] MVF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:37.354960] [INFO ] [LOCAL ] Saved forecast: MVF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MVF.txt [2025-10-16T00:27:37.355126] [INFO ] [sig ] [1208/1803] Completed MVF in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:37.355168] [INFO ] [sig ] [1209/1803] Forecasting MVO... [2025-10-16T00:27:37.355198] [INFO ] [sig ] Generating forecast for: MVO [2025-10-16T00:27:37.355229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-10-16T00:27:37.362977] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MVO'. [2025-10-16T00:27:37.363254] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-10-16T00:27:37.387620] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:37.388286] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-10-16T00:27:37.388340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:37.388373] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:37.388403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:37.388472] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:37.405569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:37.406113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:37.406190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:37.406223] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:37.435216] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:37.435289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:37.435324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:37.435353] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:37.438312] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-10-16T00:27:37.438567] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-10-16T00:27:37.438726] [INFO ] [sig ] MVO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:37.580523] [INFO ] [LOCAL ] Saved forecast: MVO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MVO.txt [2025-10-16T00:27:37.580782] [INFO ] [sig ] [1209/1803] Completed MVO in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:37.580843] [INFO ] [sig ] [1210/1803] Forecasting MVT... [2025-10-16T00:27:37.580878] [INFO ] [sig ] Generating forecast for: MVT [2025-10-16T00:27:37.580910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'. [2025-10-16T00:27:37.590338] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MVT'. [2025-10-16T00:27:37.590825] [INFO ] [FORECASTER] Starting predict_future for MVT [2025-10-16T00:27:37.619987] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:37.620910] [DEBUG] [LOCAL ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt [2025-10-16T00:27:37.620968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:37.621003] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:37.621033] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:37.621091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:37.640414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:37.641072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:37.641161] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:37.641195] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:37.678000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:37.678135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:37.678627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:37.678709] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:37.682423] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: DOWN (p=49.69%) [2025-10-16T00:27:37.682736] [INFO ] [FORECASTER] Completed predict_future for MVT [2025-10-16T00:27:37.682891] [INFO ] [sig ] MVT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:37.841830] [INFO ] [LOCAL ] Saved forecast: MVT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MVT.txt [2025-10-16T00:27:37.842139] [INFO ] [sig ] [1210/1803] Completed MVT in 0.3s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:37.842223] [INFO ] [sig ] [1211/1803] Forecasting MX... [2025-10-16T00:27:37.842293] [INFO ] [sig ] Generating forecast for: MX [2025-10-16T00:27:37.842365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-10-16T00:27:37.851608] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MX'. [2025-10-16T00:27:37.851937] [INFO ] [FORECASTER] Starting predict_future for MX [2025-10-16T00:27:37.879726] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:37.880463] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-10-16T00:27:37.880519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:37.880553] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:37.880582] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:37.880660] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:37.899710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:37.900299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:37.900383] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:37.900419] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:37.940802] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:37.940948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:37.940989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:37.941019] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:37.944694] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-10-16T00:27:37.944977] [INFO ] [FORECASTER] Completed predict_future for MX [2025-10-16T00:27:37.945121] [INFO ] [sig ] MX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:38.090829] [INFO ] [LOCAL ] Saved forecast: MX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MX.txt [2025-10-16T00:27:38.091095] [INFO ] [sig ] [1211/1803] Completed MX in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-16T00:27:38.091138] [INFO ] [sig ] [1212/1803] Forecasting MXF... [2025-10-16T00:27:38.091169] [INFO ] [sig ] Generating forecast for: MXF [2025-10-16T00:27:38.091201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-10-16T00:27:38.099744] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MXF'. [2025-10-16T00:27:38.100006] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-10-16T00:27:38.124765] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:38.125543] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-10-16T00:27:38.125606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:38.125661] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:38.125718] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:38.125780] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:38.143408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:38.143966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:38.144046] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:38.144080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:38.179512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:38.179626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:38.179773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:38.179830] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:38.183031] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=82.83%) [2025-10-16T00:27:38.183299] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-10-16T00:27:38.183429] [INFO ] [sig ] MXF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:38.323910] [INFO ] [LOCAL ] Saved forecast: MXF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/MXF.txt [2025-10-16T00:27:38.324156] [INFO ] [sig ] [1212/1803] Completed MXF in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:38.324200] [INFO ] [sig ] [1213/1803] Forecasting MYN... [2025-10-16T00:27:38.324231] [INFO ] [sig ] Generating forecast for: MYN [2025-10-16T00:27:38.324263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-10-16T00:27:38.333029] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'MYN'. [2025-10-16T00:27:38.333369] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-10-16T00:27:38.357620] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:38.358326] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-10-16T00:27:38.358379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:38.358412] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:38.358440] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:38.358500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:38.375333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:38.375946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:38.376029] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:38.376062] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:38.411384] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:38.411526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:38.411565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:38.411595] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:38.414900] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=40.68%) [2025-10-16T00:27:38.415164] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-10-16T00:27:38.415296] [INFO ] [sig ] MYN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:38.557201] [INFO ] [LOCAL ] Saved forecast: MYN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/MYN.txt [2025-10-16T00:27:38.557487] [INFO ] [sig ] [1213/1803] Completed MYN in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:38.557535] [INFO ] [sig ] [1214/1803] Forecasting NAT... [2025-10-16T00:27:38.557567] [INFO ] [sig ] Generating forecast for: NAT [2025-10-16T00:27:38.557599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-10-16T00:27:38.566043] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NAT'. [2025-10-16T00:27:38.566362] [INFO ] [FORECASTER] Starting predict_future for NAT [2025-10-16T00:27:38.590766] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:38.591462] [DEBUG] [LOCAL ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt [2025-10-16T00:27:38.591516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:38.591550] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:38.591578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:38.591634] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:38.608975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:38.609628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:38.609759] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:38.609819] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:38.646067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:38.646240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:38.646284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:38.646315] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:38.649738] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-10-16T00:27:38.650011] [INFO ] [FORECASTER] Completed predict_future for NAT [2025-10-16T00:27:38.650143] [INFO ] [sig ] NAT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:38.791731] [INFO ] [LOCAL ] Saved forecast: NAT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NAT.txt [2025-10-16T00:27:38.791973] [INFO ] [sig ] [1214/1803] Completed NAT in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:38.792016] [INFO ] [sig ] [1215/1803] Forecasting NAZ... [2025-10-16T00:27:38.792047] [INFO ] [sig ] Generating forecast for: NAZ [2025-10-16T00:27:38.792087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-10-16T00:27:38.800639] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NAZ'. [2025-10-16T00:27:38.801029] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-10-16T00:27:38.826378] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:38.827148] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-10-16T00:27:38.827203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:38.827239] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:38.827268] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:38.827327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:38.845575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:38.846478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:38.846583] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:38.846622] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:38.882360] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:38.882542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:38.882585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:38.882615] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:38.887192] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=89.09%) [2025-10-16T00:27:38.887622] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-10-16T00:27:38.887850] [INFO ] [sig ] NAZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:39.072551] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NAZ.txt [2025-10-16T00:27:39.072817] [INFO ] [sig ] [1215/1803] Completed NAZ in 0.3s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:39.072879] [INFO ] [sig ] [1216/1803] Forecasting NBB... [2025-10-16T00:27:39.072914] [INFO ] [sig ] Generating forecast for: NBB [2025-10-16T00:27:39.072945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-10-16T00:27:39.081563] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NBB'. [2025-10-16T00:27:39.081929] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-10-16T00:27:39.106876] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:39.107675] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-10-16T00:27:39.107734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:39.107770] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:39.107797] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:39.107854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:39.127714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:39.128805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:39.128894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:39.128930] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:39.166775] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:39.166907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:39.166963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:39.166999] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:39.171032] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=13.02%) [2025-10-16T00:27:39.171311] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-10-16T00:27:39.171476] [INFO ] [sig ] NBB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:39.319016] [INFO ] [LOCAL ] Saved forecast: NBB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NBB.txt [2025-10-16T00:27:39.319233] [INFO ] [sig ] [1216/1803] Completed NBB in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:39.319274] [INFO ] [sig ] [1217/1803] Forecasting NC... [2025-10-16T00:27:39.319305] [INFO ] [sig ] Generating forecast for: NC [2025-10-16T00:27:39.319337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-10-16T00:27:39.328002] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'NC'. [2025-10-16T00:27:39.328363] [INFO ] [FORECASTER] Starting predict_future for NC [2025-10-16T00:27:39.353375] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:39.354087] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-10-16T00:27:39.354141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:39.354174] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:39.354201] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:39.354257] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:39.371108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:39.371681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:39.371767] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:39.371800] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:39.406525] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:39.406602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:39.406638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:39.406712] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:39.409701] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=17.97%) [2025-10-16T00:27:39.409955] [INFO ] [FORECASTER] Completed predict_future for NC [2025-10-16T00:27:39.410111] [INFO ] [sig ] NC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:39.549766] [INFO ] [LOCAL ] Saved forecast: NC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NC.txt [2025-10-16T00:27:39.549984] [INFO ] [sig ] [1217/1803] Completed NC in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:39.550033] [INFO ] [sig ] [1218/1803] Forecasting NCA... [2025-10-16T00:27:39.550064] [INFO ] [sig ] Generating forecast for: NCA [2025-10-16T00:27:39.550095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-10-16T00:27:39.558279] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NCA'. [2025-10-16T00:27:39.558572] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-10-16T00:27:39.582871] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:39.583538] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-10-16T00:27:39.583590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:39.583623] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:39.583682] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:39.583757] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:39.601255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:39.601825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:39.601904] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:39.601938] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:39.636543] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:39.636664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:39.636723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:39.636757] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:39.639829] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-10-16T00:27:39.640082] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-10-16T00:27:39.640215] [INFO ] [sig ] NCA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:39.780106] [INFO ] [LOCAL ] Saved forecast: NCA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NCA.txt [2025-10-16T00:27:39.780306] [INFO ] [sig ] [1218/1803] Completed NCA in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:39.780347] [INFO ] [sig ] [1219/1803] Forecasting NCV... [2025-10-16T00:27:39.780377] [INFO ] [sig ] Generating forecast for: NCV [2025-10-16T00:27:39.780409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'. [2025-10-16T00:27:39.788539] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NCV'. [2025-10-16T00:27:39.788835] [INFO ] [FORECASTER] Starting predict_future for NCV [2025-10-16T00:27:39.813126] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:39.813809] [DEBUG] [LOCAL ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt [2025-10-16T00:27:39.813863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:39.813896] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:39.813924] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:39.813981] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:39.831016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:39.831544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:39.831621] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:39.831686] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:39.864320] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:39.864407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:39.864442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:39.864470] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:39.867521] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-10-16T00:27:39.867812] [INFO ] [FORECASTER] Completed predict_future for NCV [2025-10-16T00:27:39.867945] [INFO ] [sig ] NCV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:40.007371] [INFO ] [LOCAL ] Saved forecast: NCV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NCV.txt [2025-10-16T00:27:40.007586] [INFO ] [sig ] [1219/1803] Completed NCV in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:40.007627] [INFO ] [sig ] [1220/1803] Forecasting NCZ... [2025-10-16T00:27:40.007694] [INFO ] [sig ] Generating forecast for: NCZ [2025-10-16T00:27:40.007739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-10-16T00:27:40.016336] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NCZ'. [2025-10-16T00:27:40.016595] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-10-16T00:27:40.040897] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:40.041572] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-10-16T00:27:40.041625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:40.041693] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:40.041775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:40.041842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:40.058812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:40.059320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:40.059397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:40.059430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:40.095555] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:40.095638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:40.095717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:40.095751] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:40.098848] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=6.75%) [2025-10-16T00:27:40.099097] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-10-16T00:27:40.099224] [INFO ] [sig ] NCZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:40.239525] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NCZ.txt [2025-10-16T00:27:40.239752] [INFO ] [sig ] [1220/1803] Completed NCZ in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:40.239811] [INFO ] [sig ] [1221/1803] Forecasting NEXA... [2025-10-16T00:27:40.239844] [INFO ] [sig ] Generating forecast for: NEXA [2025-10-16T00:27:40.239876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-10-16T00:27:40.248133] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NEXA'. [2025-10-16T00:27:40.248399] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-10-16T00:27:40.272860] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:40.273500] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-10-16T00:27:40.273562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:40.273601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:40.273661] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:40.273746] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:40.291125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:40.291699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:40.291779] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:40.291812] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:40.324355] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:40.324438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:40.324473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:40.324503] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:40.327496] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=76.98%) [2025-10-16T00:27:40.327786] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-10-16T00:27:40.327921] [INFO ] [sig ] NEXA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:40.468593] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NEXA.txt [2025-10-16T00:27:40.468868] [INFO ] [sig ] [1221/1803] Completed NEXA in 0.2s | 4.20 sym/s | Total: 4.8m | ETA: 2.3m [2025-10-16T00:27:40.468918] [INFO ] [sig ] [1222/1803] Forecasting NGL... [2025-10-16T00:27:40.468949] [INFO ] [sig ] Generating forecast for: NGL [2025-10-16T00:27:40.468979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-10-16T00:27:40.477909] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NGL'. [2025-10-16T00:27:40.478164] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-10-16T00:27:40.502448] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:40.503149] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-10-16T00:27:40.503203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:40.503237] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:40.503265] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:40.503322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:40.520388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:40.520957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:40.521034] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:40.521067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:40.555801] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:40.555906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:40.555970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:40.556008] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:40.559083] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=47.11%) [2025-10-16T00:27:40.559331] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-10-16T00:27:40.559460] [INFO ] [sig ] NGL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:40.698794] [INFO ] [LOCAL ] Saved forecast: NGL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NGL.txt [2025-10-16T00:27:40.699005] [INFO ] [sig ] [1222/1803] Completed NGL in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:40.699048] [INFO ] [sig ] [1223/1803] Forecasting NGS... [2025-10-16T00:27:40.699080] [INFO ] [sig ] Generating forecast for: NGS [2025-10-16T00:27:40.699113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-10-16T00:27:40.707319] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NGS'. [2025-10-16T00:27:40.707565] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-10-16T00:27:40.732028] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:40.732749] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-10-16T00:27:40.732803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:40.732835] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:40.732862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:40.732918] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:40.750119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:40.750704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:40.750782] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:40.750816] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:40.787682] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:40.787789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:40.787825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:40.787853] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:40.793198] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=12.84%) [2025-10-16T00:27:40.793446] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-10-16T00:27:40.793573] [INFO ] [sig ] NGS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:40.933941] [INFO ] [LOCAL ] Saved forecast: NGS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NGS.txt [2025-10-16T00:27:40.934145] [INFO ] [sig ] [1223/1803] Completed NGS in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:40.934186] [INFO ] [sig ] [1224/1803] Forecasting NIE... [2025-10-16T00:27:40.934217] [INFO ] [sig ] Generating forecast for: NIE [2025-10-16T00:27:40.934247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-10-16T00:27:40.943167] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NIE'. [2025-10-16T00:27:40.943493] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-10-16T00:27:40.968346] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:40.969100] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-10-16T00:27:40.969155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:40.969190] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:40.969219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:40.969276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:40.986217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:40.986778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:40.986858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:40.986892] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:41.021958] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:41.022038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:41.022075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:41.022104] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:41.025377] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=75.49%) [2025-10-16T00:27:41.025632] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-10-16T00:27:41.025802] [INFO ] [sig ] NIE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:41.165154] [INFO ] [LOCAL ] Saved forecast: NIE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NIE.txt [2025-10-16T00:27:41.165376] [INFO ] [sig ] [1224/1803] Completed NIE in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:41.165418] [INFO ] [sig ] [1225/1803] Forecasting NIM... [2025-10-16T00:27:41.165453] [INFO ] [sig ] Generating forecast for: NIM [2025-10-16T00:27:41.165487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-10-16T00:27:41.173720] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NIM'. [2025-10-16T00:27:41.173972] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-10-16T00:27:41.199057] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:41.199779] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-10-16T00:27:41.199833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:41.199866] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:41.199894] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:41.199949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:41.216740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:41.217249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:41.217325] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:41.217359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:41.251990] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:41.252079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:41.252115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:41.252143] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:41.255172] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=63.24%) [2025-10-16T00:27:41.255421] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-10-16T00:27:41.255553] [INFO ] [sig ] NIM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:41.395519] [INFO ] [LOCAL ] Saved forecast: NIM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NIM.txt [2025-10-16T00:27:41.395748] [INFO ] [sig ] [1225/1803] Completed NIM in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:41.395807] [INFO ] [sig ] [1226/1803] Forecasting NINE... [2025-10-16T00:27:41.395839] [INFO ] [sig ] Generating forecast for: NINE [2025-10-16T00:27:41.395869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'. [2025-10-16T00:27:41.404265] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NINE'. [2025-10-16T00:27:41.404507] [INFO ] [FORECASTER] Starting predict_future for NINE [2025-10-16T00:27:41.428779] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:41.429415] [DEBUG] [LOCAL ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt [2025-10-16T00:27:41.429469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:41.429510] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:41.429543] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:41.429612] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:41.446637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:41.447183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:41.447259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:41.447292] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:41.483724] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:41.483799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:41.483833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:41.483862] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:41.486813] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=7.15%) [2025-10-16T00:27:41.487064] [INFO ] [FORECASTER] Completed predict_future for NINE [2025-10-16T00:27:41.487187] [INFO ] [sig ] NINE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:41.651418] [INFO ] [LOCAL ] Saved forecast: NINE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NINE.txt [2025-10-16T00:27:41.651618] [INFO ] [sig ] [1226/1803] Completed NINE in 0.3s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:41.651697] [INFO ] [sig ] [1227/1803] Forecasting NIO... [2025-10-16T00:27:41.651742] [INFO ] [sig ] Generating forecast for: NIO [2025-10-16T00:27:41.651775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-10-16T00:27:41.660186] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NIO'. [2025-10-16T00:27:41.660427] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-10-16T00:27:41.684400] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:41.685081] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-10-16T00:27:41.685135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:41.685168] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:41.685196] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:41.685252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:41.702130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:41.702660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:41.702741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:41.702776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:41.742454] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:41.742530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:41.742565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:41.742593] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:41.745527] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=94.06%) [2025-10-16T00:27:41.745811] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-10-16T00:27:41.745945] [INFO ] [sig ] NIO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:41.885158] [INFO ] [LOCAL ] Saved forecast: NIO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NIO.txt [2025-10-16T00:27:41.885340] [INFO ] [sig ] [1227/1803] Completed NIO in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:41.885381] [INFO ] [sig ] [1228/1803] Forecasting NKX... [2025-10-16T00:27:41.885412] [INFO ] [sig ] Generating forecast for: NKX [2025-10-16T00:27:41.885443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-10-16T00:27:41.894521] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NKX'. [2025-10-16T00:27:41.894809] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-10-16T00:27:41.918928] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:41.919555] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-10-16T00:27:41.919607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:41.919639] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:41.919713] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:41.919775] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:41.937856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:41.938386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:41.938466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:41.938501] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:41.974111] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:41.974188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:41.974224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:41.974252] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:41.977198] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=83.60%) [2025-10-16T00:27:41.977441] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-10-16T00:27:41.977571] [INFO ] [sig ] NKX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:42.118763] [INFO ] [LOCAL ] Saved forecast: NKX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NKX.txt [2025-10-16T00:27:42.118969] [INFO ] [sig ] [1228/1803] Completed NKX in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:42.119010] [INFO ] [sig ] [1229/1803] Forecasting NMAI... [2025-10-16T00:27:42.119040] [INFO ] [sig ] Generating forecast for: NMAI [2025-10-16T00:27:42.119071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-10-16T00:27:42.127176] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NMAI'. [2025-10-16T00:27:42.127417] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-10-16T00:27:42.151550] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:42.152212] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-10-16T00:27:42.152265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:42.152297] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:42.152325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:42.152380] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:42.169202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:42.169797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:42.169874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:42.169909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:42.203923] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:42.203999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:42.204033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:42.204061] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:42.206972] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=59.53%) [2025-10-16T00:27:42.207214] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-10-16T00:27:42.207344] [INFO ] [sig ] NMAI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:42.346126] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NMAI.txt [2025-10-16T00:27:42.346310] [INFO ] [sig ] [1229/1803] Completed NMAI in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:42.346352] [INFO ] [sig ] [1230/1803] Forecasting NMG... [2025-10-16T00:27:42.346382] [INFO ] [sig ] Generating forecast for: NMG [2025-10-16T00:27:42.346413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-10-16T00:27:42.354495] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NMG'. [2025-10-16T00:27:42.354771] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-10-16T00:27:42.379111] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:42.379841] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-10-16T00:27:42.379895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:42.379927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:42.379954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:42.380010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:42.397104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:42.397637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:42.397739] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:42.397774] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:42.433901] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:42.433972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:42.434006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:42.434034] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:42.436929] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=26.23%) [2025-10-16T00:27:42.437171] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-10-16T00:27:42.437294] [INFO ] [sig ] NMG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:42.581504] [INFO ] [LOCAL ] Saved forecast: NMG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NMG.txt [2025-10-16T00:27:42.581758] [INFO ] [sig ] [1230/1803] Completed NMG in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:42.581818] [INFO ] [sig ] [1231/1803] Forecasting NMI... [2025-10-16T00:27:42.581851] [INFO ] [sig ] Generating forecast for: NMI [2025-10-16T00:27:42.581883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-10-16T00:27:42.590545] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NMI'. [2025-10-16T00:27:42.590972] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-10-16T00:27:42.615442] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:42.616138] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-10-16T00:27:42.616192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:42.616225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:42.616253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:42.616309] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:42.633187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:42.633750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:42.633833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:42.633866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:42.667707] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:42.667808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:42.667878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:42.667922] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:42.671090] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=68.93%) [2025-10-16T00:27:42.671346] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-10-16T00:27:42.671482] [INFO ] [sig ] NMI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:42.810987] [INFO ] [LOCAL ] Saved forecast: NMI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NMI.txt [2025-10-16T00:27:42.811263] [INFO ] [sig ] [1231/1803] Completed NMI in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:42.811314] [INFO ] [sig ] [1232/1803] Forecasting NMR... [2025-10-16T00:27:42.811362] [INFO ] [sig ] Generating forecast for: NMR [2025-10-16T00:27:42.811404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'. [2025-10-16T00:27:42.820357] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NMR'. [2025-10-16T00:27:42.820745] [INFO ] [FORECASTER] Starting predict_future for NMR [2025-10-16T00:27:42.846181] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:42.846982] [DEBUG] [LOCAL ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt [2025-10-16T00:27:42.847039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:42.847073] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:42.847102] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:42.847158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:42.864681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:42.865428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:42.865513] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:42.865546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:42.901755] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:42.901919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:42.901961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:42.902006] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:42.905514] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-10-16T00:27:42.905848] [INFO ] [FORECASTER] Completed predict_future for NMR [2025-10-16T00:27:42.905995] [INFO ] [sig ] NMR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:43.050460] [INFO ] [LOCAL ] Saved forecast: NMR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NMR.txt [2025-10-16T00:27:43.050736] [INFO ] [sig ] [1232/1803] Completed NMR in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:43.050798] [INFO ] [sig ] [1233/1803] Forecasting NMS... [2025-10-16T00:27:43.050833] [INFO ] [sig ] Generating forecast for: NMS [2025-10-16T00:27:43.050866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'. [2025-10-16T00:27:43.060087] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NMS'. [2025-10-16T00:27:43.060580] [INFO ] [FORECASTER] Starting predict_future for NMS [2025-10-16T00:27:43.086059] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:43.086833] [DEBUG] [LOCAL ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt [2025-10-16T00:27:43.086889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:43.086975] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:43.087013] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:43.087072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:43.110470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:43.111324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:43.111411] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:43.111445] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:43.146172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:43.146292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:43.146330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:43.146360] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:43.149710] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: UP (p=85.81%) [2025-10-16T00:27:43.149997] [INFO ] [FORECASTER] Completed predict_future for NMS [2025-10-16T00:27:43.150131] [INFO ] [sig ] NMS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:43.295447] [INFO ] [LOCAL ] Saved forecast: NMS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NMS.txt [2025-10-16T00:27:43.295730] [INFO ] [sig ] [1233/1803] Completed NMS in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:43.295801] [INFO ] [sig ] [1234/1803] Forecasting NMT... [2025-10-16T00:27:43.295834] [INFO ] [sig ] Generating forecast for: NMT [2025-10-16T00:27:43.295866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'. [2025-10-16T00:27:43.304484] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NMT'. [2025-10-16T00:27:43.304851] [INFO ] [FORECASTER] Starting predict_future for NMT [2025-10-16T00:27:43.329354] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:43.330130] [DEBUG] [LOCAL ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt [2025-10-16T00:27:43.330186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:43.330221] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:43.330250] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:43.330308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:43.347254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:43.347845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:43.347924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:43.347958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:43.380759] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:43.380924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:43.380966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:43.380996] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:43.384330] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: UP (p=97.80%) [2025-10-16T00:27:43.384605] [INFO ] [FORECASTER] Completed predict_future for NMT [2025-10-16T00:27:43.384771] [INFO ] [sig ] NMT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:43.527840] [INFO ] [LOCAL ] Saved forecast: NMT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NMT.txt [2025-10-16T00:27:43.528078] [INFO ] [sig ] [1234/1803] Completed NMT in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:43.528119] [INFO ] [sig ] [1235/1803] Forecasting NNI... [2025-10-16T00:27:43.528150] [INFO ] [sig ] Generating forecast for: NNI [2025-10-16T00:27:43.528182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-10-16T00:27:43.536730] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NNI'. [2025-10-16T00:27:43.536992] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-10-16T00:27:43.561668] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:43.562396] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-10-16T00:27:43.562451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:43.562485] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:43.562513] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:43.562570] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:43.579798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:43.580367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:43.580465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:43.580499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:43.615328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:43.615493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:43.615534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:43.615564] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:43.618961] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=83.34%) [2025-10-16T00:27:43.619224] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-10-16T00:27:43.619350] [INFO ] [sig ] NNI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:43.758035] [INFO ] [LOCAL ] Saved forecast: NNI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NNI.txt [2025-10-16T00:27:43.758256] [INFO ] [sig ] [1235/1803] Completed NNI in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:43.758297] [INFO ] [sig ] [1236/1803] Forecasting NNY... [2025-10-16T00:27:43.758328] [INFO ] [sig ] Generating forecast for: NNY [2025-10-16T00:27:43.758360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-10-16T00:27:43.766391] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NNY'. [2025-10-16T00:27:43.766695] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-10-16T00:27:43.790836] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:43.791492] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-10-16T00:27:43.791545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:43.791577] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:43.791604] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:43.791683] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:43.808963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:43.809472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:43.809550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:43.809583] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:43.844851] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:43.844994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:43.845034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:43.845064] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:43.848311] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=48.35%) [2025-10-16T00:27:43.848588] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-10-16T00:27:43.848758] [INFO ] [sig ] NNY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:43.990373] [INFO ] [LOCAL ] Saved forecast: NNY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NNY.txt [2025-10-16T00:27:43.990596] [INFO ] [sig ] [1236/1803] Completed NNY in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-16T00:27:43.990682] [INFO ] [sig ] [1237/1803] Forecasting NOK... [2025-10-16T00:27:43.990749] [INFO ] [sig ] Generating forecast for: NOK [2025-10-16T00:27:43.990785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'. [2025-10-16T00:27:43.999511] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NOK'. [2025-10-16T00:27:43.999845] [INFO ] [FORECASTER] Starting predict_future for NOK [2025-10-16T00:27:44.024778] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:44.025499] [DEBUG] [LOCAL ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt [2025-10-16T00:27:44.025575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:44.025618] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:44.025690] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:44.025777] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:44.042876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:44.043401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:44.043480] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:44.043513] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:44.078105] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:44.078233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:44.078272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:44.078301] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:44.081632] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: UP (p=85.98%) [2025-10-16T00:27:44.081917] [INFO ] [FORECASTER] Completed predict_future for NOK [2025-10-16T00:27:44.082043] [INFO ] [sig ] NOK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:44.224962] [INFO ] [LOCAL ] Saved forecast: NOK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NOK.txt [2025-10-16T00:27:44.225261] [INFO ] [sig ] [1237/1803] Completed NOK in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:44.225314] [INFO ] [sig ] [1238/1803] Forecasting NOTE... [2025-10-16T00:27:44.225347] [INFO ] [sig ] Generating forecast for: NOTE [2025-10-16T00:27:44.225378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-10-16T00:27:44.233844] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NOTE'. [2025-10-16T00:27:44.234129] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-10-16T00:27:44.260546] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:44.261339] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-10-16T00:27:44.261395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:44.261430] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:44.261458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:44.261514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:44.278904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:44.279448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:44.279530] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:44.279564] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:44.315268] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:44.315353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:44.315389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:44.315420] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:44.318498] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=9.92%) [2025-10-16T00:27:44.318831] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-10-16T00:27:44.318970] [INFO ] [sig ] NOTE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:44.466394] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NOTE.txt [2025-10-16T00:27:44.466602] [INFO ] [sig ] [1238/1803] Completed NOTE in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:44.466664] [INFO ] [sig ] [1239/1803] Forecasting NPFD... [2025-10-16T00:27:44.466722] [INFO ] [sig ] Generating forecast for: NPFD [2025-10-16T00:27:44.466769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-10-16T00:27:44.475810] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NPFD'. [2025-10-16T00:27:44.476142] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-10-16T00:27:44.501504] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:44.502222] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-10-16T00:27:44.502278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:44.502312] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:44.502339] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:44.502398] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:44.520111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:44.520669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:44.520757] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:44.520793] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:44.557180] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:44.557306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:44.557346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:44.557378] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:44.560833] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=40.36%) [2025-10-16T00:27:44.561102] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-10-16T00:27:44.561268] [INFO ] [sig ] NPFD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:44.705130] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NPFD.txt [2025-10-16T00:27:44.705388] [INFO ] [sig ] [1239/1803] Completed NPFD in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:44.705430] [INFO ] [sig ] [1240/1803] Forecasting NPK... [2025-10-16T00:27:44.705461] [INFO ] [sig ] Generating forecast for: NPK [2025-10-16T00:27:44.705493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-10-16T00:27:44.713597] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NPK'. [2025-10-16T00:27:44.713894] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-10-16T00:27:44.738936] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:44.739666] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-10-16T00:27:44.739728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:44.739764] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:44.739793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:44.739851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:44.757489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:44.758071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:44.758152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:44.758188] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:44.794146] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:44.794301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:44.794342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:44.794372] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:44.797788] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-10-16T00:27:44.798073] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-10-16T00:27:44.798209] [INFO ] [sig ] NPK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:44.942258] [INFO ] [LOCAL ] Saved forecast: NPK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NPK.txt [2025-10-16T00:27:44.942509] [INFO ] [sig ] [1240/1803] Completed NPK in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:44.942551] [INFO ] [sig ] [1241/1803] Forecasting NPV... [2025-10-16T00:27:44.942581] [INFO ] [sig ] Generating forecast for: NPV [2025-10-16T00:27:44.942612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'. [2025-10-16T00:27:44.950924] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NPV'. [2025-10-16T00:27:44.951170] [INFO ] [FORECASTER] Starting predict_future for NPV [2025-10-16T00:27:44.976336] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:44.977131] [DEBUG] [LOCAL ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt [2025-10-16T00:27:44.977186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:44.977219] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:44.977247] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:44.977304] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:44.995496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:44.996121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:44.996201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:44.996237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:45.031110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:45.031257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:45.031296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:45.031326] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:45.034622] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=56.55%) [2025-10-16T00:27:45.034943] [INFO ] [FORECASTER] Completed predict_future for NPV [2025-10-16T00:27:45.035079] [INFO ] [sig ] NPV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:45.177076] [INFO ] [LOCAL ] Saved forecast: NPV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NPV.txt [2025-10-16T00:27:45.177305] [INFO ] [sig ] [1241/1803] Completed NPV in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:45.177347] [INFO ] [sig ] [1242/1803] Forecasting NRDY... [2025-10-16T00:27:45.177376] [INFO ] [sig ] Generating forecast for: NRDY [2025-10-16T00:27:45.177407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'. [2025-10-16T00:27:45.185698] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NRDY'. [2025-10-16T00:27:45.185975] [INFO ] [FORECASTER] Starting predict_future for NRDY [2025-10-16T00:27:45.210533] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:45.211276] [DEBUG] [LOCAL ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt [2025-10-16T00:27:45.211331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:45.211364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:45.211393] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:45.211450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:45.228571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:45.229361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:45.229445] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:45.229498] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:45.266503] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:45.266712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:45.266780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:45.266814] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:45.270326] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: DOWN (p=1.40%) [2025-10-16T00:27:45.270605] [INFO ] [FORECASTER] Completed predict_future for NRDY [2025-10-16T00:27:45.270775] [INFO ] [sig ] NRDY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:45.414613] [INFO ] [LOCAL ] Saved forecast: NRDY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NRDY.txt [2025-10-16T00:27:45.414866] [INFO ] [sig ] [1242/1803] Completed NRDY in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:45.414915] [INFO ] [sig ] [1243/1803] Forecasting NREF... [2025-10-16T00:27:45.414954] [INFO ] [sig ] Generating forecast for: NREF [2025-10-16T00:27:45.415032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-10-16T00:27:45.423422] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NREF'. [2025-10-16T00:27:45.423764] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-10-16T00:27:45.448565] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:45.449292] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-10-16T00:27:45.449347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:45.449383] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:45.449413] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:45.449472] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:45.467708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:45.468277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:45.468355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:45.468390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:45.504432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:45.504531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:45.504567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:45.504603] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:45.507789] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=82.03%) [2025-10-16T00:27:45.508041] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-10-16T00:27:45.508165] [INFO ] [sig ] NREF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:45.655924] [INFO ] [LOCAL ] Saved forecast: NREF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NREF.txt [2025-10-16T00:27:45.656164] [INFO ] [sig ] [1243/1803] Completed NREF in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:45.656225] [INFO ] [sig ] [1244/1803] Forecasting NRGV... [2025-10-16T00:27:45.656259] [INFO ] [sig ] Generating forecast for: NRGV [2025-10-16T00:27:45.656290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'. [2025-10-16T00:27:45.664538] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NRGV'. [2025-10-16T00:27:45.664842] [INFO ] [FORECASTER] Starting predict_future for NRGV [2025-10-16T00:27:45.690056] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:45.690809] [DEBUG] [LOCAL ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt [2025-10-16T00:27:45.690879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:45.690914] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:45.690942] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:45.691002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:45.709222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:45.709818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:45.709900] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:45.709934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:45.746231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:45.746351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:45.746389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:45.746420] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:45.749807] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=95.40%) [2025-10-16T00:27:45.750075] [INFO ] [FORECASTER] Completed predict_future for NRGV [2025-10-16T00:27:45.750204] [INFO ] [sig ] NRGV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:45.897834] [INFO ] [LOCAL ] Saved forecast: NRGV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NRGV.txt [2025-10-16T00:27:45.898080] [INFO ] [sig ] [1244/1803] Completed NRGV in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:45.898123] [INFO ] [sig ] [1245/1803] Forecasting NRP... [2025-10-16T00:27:45.898153] [INFO ] [sig ] Generating forecast for: NRP [2025-10-16T00:27:45.898184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-10-16T00:27:45.906336] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NRP'. [2025-10-16T00:27:45.906595] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-10-16T00:27:45.931424] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:45.932243] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-10-16T00:27:45.932299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:45.932335] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:45.932365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:45.932423] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:45.950515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:45.951113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:45.951215] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:45.951281] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:45.985149] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:45.985268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:45.985305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:45.985336] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:45.988789] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=24.61%) [2025-10-16T00:27:45.989057] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-10-16T00:27:45.989195] [INFO ] [sig ] NRP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:46.136528] [INFO ] [LOCAL ] Saved forecast: NRP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NRP.txt [2025-10-16T00:27:46.136771] [INFO ] [sig ] [1245/1803] Completed NRP in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:46.136830] [INFO ] [sig ] [1246/1803] Forecasting NRT... [2025-10-16T00:27:46.136863] [INFO ] [sig ] Generating forecast for: NRT [2025-10-16T00:27:46.136902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'. [2025-10-16T00:27:46.145024] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NRT'. [2025-10-16T00:27:46.145283] [INFO ] [FORECASTER] Starting predict_future for NRT [2025-10-16T00:27:46.170462] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:46.171204] [DEBUG] [LOCAL ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt [2025-10-16T00:27:46.171294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:46.171335] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:46.171366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:46.171424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:46.190140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:46.190797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:46.190882] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:46.190918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:46.225348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:46.225450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:46.225489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:46.225522] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:46.228814] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=19.29%) [2025-10-16T00:27:46.229091] [INFO ] [FORECASTER] Completed predict_future for NRT [2025-10-16T00:27:46.229223] [INFO ] [sig ] NRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:46.376107] [INFO ] [LOCAL ] Saved forecast: NRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NRT.txt [2025-10-16T00:27:46.376315] [INFO ] [sig ] [1246/1803] Completed NRT in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:46.376356] [INFO ] [sig ] [1247/1803] Forecasting NUV... [2025-10-16T00:27:46.376387] [INFO ] [sig ] Generating forecast for: NUV [2025-10-16T00:27:46.376417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'. [2025-10-16T00:27:46.384504] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NUV'. [2025-10-16T00:27:46.384773] [INFO ] [FORECASTER] Starting predict_future for NUV [2025-10-16T00:27:46.409340] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:46.410096] [DEBUG] [LOCAL ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt [2025-10-16T00:27:46.410151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:46.410185] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:46.410213] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:46.410270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:46.428460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:46.429257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:46.429342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:46.429378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:46.466223] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:46.466363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:46.466402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:46.466433] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:46.469835] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=64.09%) [2025-10-16T00:27:46.470145] [INFO ] [FORECASTER] Completed predict_future for NUV [2025-10-16T00:27:46.470281] [INFO ] [sig ] NUV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:46.624867] [INFO ] [LOCAL ] Saved forecast: NUV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NUV.txt [2025-10-16T00:27:46.625131] [INFO ] [sig ] [1247/1803] Completed NUV in 0.2s | 4.20 sym/s | Total: 4.9m | ETA: 2.2m [2025-10-16T00:27:46.625175] [INFO ] [sig ] [1248/1803] Forecasting NUW... [2025-10-16T00:27:46.625207] [INFO ] [sig ] Generating forecast for: NUW [2025-10-16T00:27:46.625240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'. [2025-10-16T00:27:46.634548] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NUW'. [2025-10-16T00:27:46.634908] [INFO ] [FORECASTER] Starting predict_future for NUW [2025-10-16T00:27:46.659452] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:46.660167] [DEBUG] [LOCAL ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt [2025-10-16T00:27:46.660220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:46.660252] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:46.660279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:46.660335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:46.677002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:46.677510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:46.677587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:46.677620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:46.711615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:46.711716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:46.711760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:46.711790] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:46.714770] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=30.66%) [2025-10-16T00:27:46.715015] [INFO ] [FORECASTER] Completed predict_future for NUW [2025-10-16T00:27:46.715144] [INFO ] [sig ] NUW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:46.853620] [INFO ] [LOCAL ] Saved forecast: NUW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NUW.txt [2025-10-16T00:27:46.853880] [INFO ] [sig ] [1248/1803] Completed NUW in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:46.853925] [INFO ] [sig ] [1249/1803] Forecasting NVR... [2025-10-16T00:27:46.853955] [INFO ] [sig ] Generating forecast for: NVR [2025-10-16T00:27:46.853986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'. [2025-10-16T00:27:46.862003] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'NVR'. [2025-10-16T00:27:46.862246] [INFO ] [FORECASTER] Starting predict_future for NVR [2025-10-16T00:27:46.886543] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:46.887216] [DEBUG] [LOCAL ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt [2025-10-16T00:27:46.887268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:46.887300] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:46.887328] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:46.887388] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:46.904102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:46.904605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:46.904738] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:46.904790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:46.940348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:46.940424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:46.940459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:46.940487] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:46.943465] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=83.55%) [2025-10-16T00:27:46.943756] [INFO ] [FORECASTER] Completed predict_future for NVR [2025-10-16T00:27:46.943890] [INFO ] [sig ] NVR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:47.082466] [INFO ] [LOCAL ] Saved forecast: NVR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NVR.txt [2025-10-16T00:27:47.082735] [INFO ] [sig ] [1249/1803] Completed NVR in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:47.082797] [INFO ] [sig ] [1250/1803] Forecasting NXC... [2025-10-16T00:27:47.082832] [INFO ] [sig ] Generating forecast for: NXC [2025-10-16T00:27:47.082865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-10-16T00:27:47.092116] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NXC'. [2025-10-16T00:27:47.092526] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-10-16T00:27:47.119203] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:47.119961] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-10-16T00:27:47.120018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:47.120060] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:47.120134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:47.120216] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:47.138958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:47.139534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:47.139618] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:47.139685] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:47.178240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:47.178380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:47.178440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:47.178474] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:47.182191] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=89.00%) [2025-10-16T00:27:47.182527] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-10-16T00:27:47.182704] [INFO ] [sig ] NXC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:47.346045] [INFO ] [LOCAL ] Saved forecast: NXC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NXC.txt [2025-10-16T00:27:47.346308] [INFO ] [sig ] [1250/1803] Completed NXC in 0.3s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:47.346353] [INFO ] [sig ] [1251/1803] Forecasting NXDT... [2025-10-16T00:27:47.346384] [INFO ] [sig ] Generating forecast for: NXDT [2025-10-16T00:27:47.346416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'. [2025-10-16T00:27:47.355459] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NXDT'. [2025-10-16T00:27:47.355840] [INFO ] [FORECASTER] Starting predict_future for NXDT [2025-10-16T00:27:47.383332] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:47.384139] [DEBUG] [LOCAL ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt [2025-10-16T00:27:47.384211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:47.384247] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:47.384278] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:47.384334] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:47.401202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:47.401788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:47.401868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:47.401902] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:47.442316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:47.442435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:47.442473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:47.442502] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:47.445792] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: UP (p=52.83%) [2025-10-16T00:27:47.446052] [INFO ] [FORECASTER] Completed predict_future for NXDT [2025-10-16T00:27:47.446194] [INFO ] [sig ] NXDT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:47.583979] [INFO ] [LOCAL ] Saved forecast: NXDT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NXDT.txt [2025-10-16T00:27:47.584185] [INFO ] [sig ] [1251/1803] Completed NXDT in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:47.584225] [INFO ] [sig ] [1252/1803] Forecasting NXE... [2025-10-16T00:27:47.584255] [INFO ] [sig ] Generating forecast for: NXE [2025-10-16T00:27:47.584286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-10-16T00:27:47.592600] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NXE'. [2025-10-16T00:27:47.592917] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-10-16T00:27:47.616873] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:47.617515] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-10-16T00:27:47.617569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:47.617601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:47.617628] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:47.617720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:47.634448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:47.634994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:47.635073] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:47.635107] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:47.671073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:47.671168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:47.671203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:47.671230] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:47.675839] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=76.38%) [2025-10-16T00:27:47.676092] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-10-16T00:27:47.676225] [INFO ] [sig ] NXE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:47.814169] [INFO ] [LOCAL ] Saved forecast: NXE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NXE.txt [2025-10-16T00:27:47.814438] [INFO ] [sig ] [1252/1803] Completed NXE in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:47.814481] [INFO ] [sig ] [1253/1803] Forecasting NXN... [2025-10-16T00:27:47.814512] [INFO ] [sig ] Generating forecast for: NXN [2025-10-16T00:27:47.814543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'. [2025-10-16T00:27:47.822693] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NXN'. [2025-10-16T00:27:47.823076] [INFO ] [FORECASTER] Starting predict_future for NXN [2025-10-16T00:27:47.848089] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:47.849085] [DEBUG] [LOCAL ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt [2025-10-16T00:27:47.849142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:47.849175] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:47.849203] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:47.849259] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:47.866113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:47.866956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:47.867047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:47.867081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:47.902873] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:47.903046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:47.903087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:47.903117] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:47.906576] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: UP (p=90.22%) [2025-10-16T00:27:47.906875] [INFO ] [FORECASTER] Completed predict_future for NXN [2025-10-16T00:27:47.907012] [INFO ] [sig ] NXN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:48.043953] [INFO ] [LOCAL ] Saved forecast: NXN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/NXN.txt [2025-10-16T00:27:48.044167] [INFO ] [sig ] [1253/1803] Completed NXN in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:48.044208] [INFO ] [sig ] [1254/1803] Forecasting NXP... [2025-10-16T00:27:48.044238] [INFO ] [sig ] Generating forecast for: NXP [2025-10-16T00:27:48.044269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-10-16T00:27:48.052212] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'NXP'. [2025-10-16T00:27:48.052499] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-10-16T00:27:48.076664] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:48.077346] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-10-16T00:27:48.077399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:48.077432] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:48.077461] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:48.077518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:48.094213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:48.094785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:48.094862] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:48.094896] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:48.131149] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:48.131235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:48.131271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:48.131298] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:48.134278] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=4.44%) [2025-10-16T00:27:48.134526] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-10-16T00:27:48.134697] [INFO ] [sig ] NXP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:48.273451] [INFO ] [LOCAL ] Saved forecast: NXP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/NXP.txt [2025-10-16T00:27:48.273676] [INFO ] [sig ] [1254/1803] Completed NXP in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:48.273736] [INFO ] [sig ] [1255/1803] Forecasting OCFT... [2025-10-16T00:27:48.273770] [INFO ] [sig ] Generating forecast for: OCFT [2025-10-16T00:27:48.273801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'. [2025-10-16T00:27:48.281578] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'OCFT'. [2025-10-16T00:27:48.281865] [INFO ] [FORECASTER] Starting predict_future for OCFT [2025-10-16T00:27:48.306310] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:48.307013] [DEBUG] [LOCAL ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt [2025-10-16T00:27:48.307066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:48.307099] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:48.307126] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:48.307183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:48.324028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:48.324563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:48.324659] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:48.324714] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:48.359041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:48.359124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:48.359159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:48.359187] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:48.362243] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: DOWN (p=6.58%) [2025-10-16T00:27:48.362502] [INFO ] [FORECASTER] Completed predict_future for OCFT [2025-10-16T00:27:48.362638] [INFO ] [sig ] OCFT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:48.500860] [INFO ] [LOCAL ] Saved forecast: OCFT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/OCFT.txt [2025-10-16T00:27:48.501093] [INFO ] [sig ] [1255/1803] Completed OCFT in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:48.501178] [INFO ] [sig ] [1256/1803] Forecasting ODC... [2025-10-16T00:27:48.501218] [INFO ] [sig ] Generating forecast for: ODC [2025-10-16T00:27:48.501251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-10-16T00:27:48.509949] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ODC'. [2025-10-16T00:27:48.510262] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-10-16T00:27:48.535150] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:48.535949] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-10-16T00:27:48.536003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:48.536036] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:48.536064] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:48.536119] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:48.553518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:48.554129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:48.554215] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:48.554250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:48.586776] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:48.586861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:48.586898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:48.586927] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:48.589935] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=56.41%) [2025-10-16T00:27:48.590188] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-10-16T00:27:48.590315] [INFO ] [sig ] ODC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:48.735265] [INFO ] [LOCAL ] Saved forecast: ODC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ODC.txt [2025-10-16T00:27:48.735505] [INFO ] [sig ] [1256/1803] Completed ODC in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:48.735546] [INFO ] [sig ] [1257/1803] Forecasting ODV... [2025-10-16T00:27:48.735577] [INFO ] [sig ] Generating forecast for: ODV [2025-10-16T00:27:48.735608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'. [2025-10-16T00:27:48.744093] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ODV'. [2025-10-16T00:27:48.744371] [INFO ] [FORECASTER] Starting predict_future for ODV [2025-10-16T00:27:48.768827] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:48.769469] [DEBUG] [LOCAL ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt [2025-10-16T00:27:48.769523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:48.769555] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:48.769582] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:48.769637] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:48.786532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:48.787091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:48.787171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:48.787204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:48.819149] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:48.819224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:48.819259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:48.819287] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:48.822208] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=84.38%) [2025-10-16T00:27:48.822451] [INFO ] [FORECASTER] Completed predict_future for ODV [2025-10-16T00:27:48.822570] [INFO ] [sig ] ODV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:48.961304] [INFO ] [LOCAL ] Saved forecast: ODV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ODV.txt [2025-10-16T00:27:48.961520] [INFO ] [sig ] [1257/1803] Completed ODV in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:48.961561] [INFO ] [sig ] [1258/1803] Forecasting OIA... [2025-10-16T00:27:48.961591] [INFO ] [sig ] Generating forecast for: OIA [2025-10-16T00:27:48.961621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-10-16T00:27:48.969463] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'OIA'. [2025-10-16T00:27:48.969754] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-10-16T00:27:48.994130] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:48.994820] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-10-16T00:27:48.994874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:48.994920] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:48.994950] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:48.995007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:49.011941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:49.012457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:49.012537] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:49.012571] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:49.044672] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:49.044753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:49.044789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:49.044818] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:49.047829] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=68.44%) [2025-10-16T00:27:49.048077] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-10-16T00:27:49.048196] [INFO ] [sig ] OIA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:49.187778] [INFO ] [LOCAL ] Saved forecast: OIA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/OIA.txt [2025-10-16T00:27:49.187986] [INFO ] [sig ] [1258/1803] Completed OIA in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:49.188027] [INFO ] [sig ] [1259/1803] Forecasting OIS... [2025-10-16T00:27:49.188056] [INFO ] [sig ] Generating forecast for: OIS [2025-10-16T00:27:49.188088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-10-16T00:27:49.196267] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'OIS'. [2025-10-16T00:27:49.196522] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-10-16T00:27:49.221012] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:49.221673] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-10-16T00:27:49.221729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:49.221763] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:49.221790] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:49.221846] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:49.238592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:49.239201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:49.239281] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:49.239314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:49.272085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:49.272161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:49.272197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:49.272224] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:49.275167] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=63.85%) [2025-10-16T00:27:49.275413] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-10-16T00:27:49.275534] [INFO ] [sig ] OIS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:49.415003] [INFO ] [LOCAL ] Saved forecast: OIS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/OIS.txt [2025-10-16T00:27:49.415194] [INFO ] [sig ] [1259/1803] Completed OIS in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:49.415233] [INFO ] [sig ] [1260/1803] Forecasting ONIT... [2025-10-16T00:27:49.415264] [INFO ] [sig ] Generating forecast for: ONIT [2025-10-16T00:27:49.415295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'. [2025-10-16T00:27:49.423398] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ONIT'. [2025-10-16T00:27:49.423685] [INFO ] [FORECASTER] Starting predict_future for ONIT [2025-10-16T00:27:49.447987] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:49.448704] [DEBUG] [LOCAL ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt [2025-10-16T00:27:49.448763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:49.448796] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:49.448823] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:49.448879] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:49.465812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:49.466366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:49.466444] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:49.466477] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:49.498543] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:49.498669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:49.498732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:49.498766] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:49.501820] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: UP (p=82.86%) [2025-10-16T00:27:49.502068] [INFO ] [FORECASTER] Completed predict_future for ONIT [2025-10-16T00:27:49.502190] [INFO ] [sig ] ONIT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:49.640678] [INFO ] [LOCAL ] Saved forecast: ONIT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ONIT.txt [2025-10-16T00:27:49.640890] [INFO ] [sig ] [1260/1803] Completed ONIT in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:49.640932] [INFO ] [sig ] [1261/1803] Forecasting ONL... [2025-10-16T00:27:49.640961] [INFO ] [sig ] Generating forecast for: ONL [2025-10-16T00:27:49.640991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-10-16T00:27:49.649330] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ONL'. [2025-10-16T00:27:49.649606] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-10-16T00:27:49.673797] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:49.674459] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-10-16T00:27:49.674513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:49.674545] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:49.674572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:49.674628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:49.691285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:49.691861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:49.691940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:49.691973] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:49.724887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:49.724966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:49.725001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:49.725029] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:49.728125] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=28.15%) [2025-10-16T00:27:49.728371] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-10-16T00:27:49.728489] [INFO ] [sig ] ONL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:49.867830] [INFO ] [LOCAL ] Saved forecast: ONL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ONL.txt [2025-10-16T00:27:49.868053] [INFO ] [sig ] [1261/1803] Completed ONL in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.2m [2025-10-16T00:27:49.868094] [INFO ] [sig ] [1262/1803] Forecasting ONTF... [2025-10-16T00:27:49.868124] [INFO ] [sig ] Generating forecast for: ONTF [2025-10-16T00:27:49.868155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-10-16T00:27:49.876931] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ONTF'. [2025-10-16T00:27:49.877276] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-10-16T00:27:49.901805] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:49.902468] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-10-16T00:27:49.902523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:49.902555] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:49.902583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:49.902722] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:49.919570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:49.920123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:49.920201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:49.920234] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:49.955985] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:49.956173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:49.956217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:49.956246] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:49.959764] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=45.05%) [2025-10-16T00:27:49.960038] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-10-16T00:27:49.960176] [INFO ] [sig ] ONTF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:50.099195] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ONTF.txt [2025-10-16T00:27:50.099435] [INFO ] [sig ] [1262/1803] Completed ONTF in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:50.099475] [INFO ] [sig ] [1263/1803] Forecasting OPAD... [2025-10-16T00:27:50.099504] [INFO ] [sig ] Generating forecast for: OPAD [2025-10-16T00:27:50.099536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-10-16T00:27:50.107984] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'OPAD'. [2025-10-16T00:27:50.108294] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-10-16T00:27:50.132350] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:50.133037] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-10-16T00:27:50.133090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:50.133123] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:50.133151] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:50.133207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:50.150069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:50.150578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:50.150677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:50.150731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:50.189869] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:50.189982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:50.190019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:50.190047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:50.193184] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-10-16T00:27:50.193442] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-10-16T00:27:50.193570] [INFO ] [sig ] OPAD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:50.331365] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/OPAD.txt [2025-10-16T00:27:50.331571] [INFO ] [sig ] [1263/1803] Completed OPAD in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:50.331613] [INFO ] [sig ] [1264/1803] Forecasting OPP... [2025-10-16T00:27:50.331668] [INFO ] [sig ] Generating forecast for: OPP [2025-10-16T00:27:50.331723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-10-16T00:27:50.339528] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'OPP'. [2025-10-16T00:27:50.339811] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-10-16T00:27:50.364004] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:50.364685] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-10-16T00:27:50.364741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:50.364776] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:50.364805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:50.364860] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:50.381551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:50.382097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:50.382176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:50.382209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:50.417326] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:50.417452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:50.417491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:50.417519] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:50.420791] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=74.43%) [2025-10-16T00:27:50.421047] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-10-16T00:27:50.421172] [INFO ] [sig ] OPP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:50.559004] [INFO ] [LOCAL ] Saved forecast: OPP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/OPP.txt [2025-10-16T00:27:50.559237] [INFO ] [sig ] [1264/1803] Completed OPP in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:50.559277] [INFO ] [sig ] [1265/1803] Forecasting ORC... [2025-10-16T00:27:50.559307] [INFO ] [sig ] Generating forecast for: ORC [2025-10-16T00:27:50.559338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-10-16T00:27:50.567316] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ORC'. [2025-10-16T00:27:50.567578] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-10-16T00:27:50.591560] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:50.592231] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-10-16T00:27:50.592284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:50.592344] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:50.592373] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:50.592428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:50.609326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:50.609936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:50.610018] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:50.610051] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:50.645174] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:50.645255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:50.645320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:50.645349] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:50.649923] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=97.52%) [2025-10-16T00:27:50.650168] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-10-16T00:27:50.650299] [INFO ] [sig ] ORC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:50.787330] [INFO ] [LOCAL ] Saved forecast: ORC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ORC.txt [2025-10-16T00:27:50.787537] [INFO ] [sig ] [1265/1803] Completed ORC in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:50.787578] [INFO ] [sig ] [1266/1803] Forecasting ORN... [2025-10-16T00:27:50.787609] [INFO ] [sig ] Generating forecast for: ORN [2025-10-16T00:27:50.787660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-10-16T00:27:50.796336] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ORN'. [2025-10-16T00:27:50.796587] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-10-16T00:27:50.820724] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:50.821425] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-10-16T00:27:50.821479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:50.821511] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:50.821539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:50.821595] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:50.838351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:50.838932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:50.839011] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:50.839043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:50.877580] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:50.877761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:50.877813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:50.877844] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:50.880922] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=59.74%) [2025-10-16T00:27:50.881173] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-10-16T00:27:50.881299] [INFO ] [sig ] ORN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:51.019583] [INFO ] [LOCAL ] Saved forecast: ORN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ORN.txt [2025-10-16T00:27:51.019865] [INFO ] [sig ] [1266/1803] Completed ORN in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:51.019919] [INFO ] [sig ] [1267/1803] Forecasting OWLT... [2025-10-16T00:27:51.019952] [INFO ] [sig ] Generating forecast for: OWLT [2025-10-16T00:27:51.019984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'. [2025-10-16T00:27:51.029231] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'OWLT'. [2025-10-16T00:27:51.029700] [INFO ] [FORECASTER] Starting predict_future for OWLT [2025-10-16T00:27:51.054238] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:51.055005] [DEBUG] [LOCAL ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt [2025-10-16T00:27:51.055060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:51.055094] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:51.055122] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:51.055178] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:51.071922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:51.072433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:51.072509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:51.072543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:51.106532] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:51.106665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:51.106723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:51.106756] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:51.109949] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=38.77%) [2025-10-16T00:27:51.110214] [INFO ] [FORECASTER] Completed predict_future for OWLT [2025-10-16T00:27:51.110346] [INFO ] [sig ] OWLT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:51.251819] [INFO ] [LOCAL ] Saved forecast: OWLT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/OWLT.txt [2025-10-16T00:27:51.252038] [INFO ] [sig ] [1267/1803] Completed OWLT in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:51.252079] [INFO ] [sig ] [1268/1803] Forecasting PAC... [2025-10-16T00:27:51.252110] [INFO ] [sig ] Generating forecast for: PAC [2025-10-16T00:27:51.252141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-10-16T00:27:51.260435] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PAC'. [2025-10-16T00:27:51.260723] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-10-16T00:27:51.284690] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:51.285353] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-10-16T00:27:51.285406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:51.285440] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:51.285469] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:51.285524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:51.302275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:51.302843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:51.302922] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:51.302955] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:51.337214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:51.337326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:51.337363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:51.337392] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:51.340524] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=92.78%) [2025-10-16T00:27:51.340816] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-10-16T00:27:51.340946] [INFO ] [sig ] PAC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:51.478102] [INFO ] [LOCAL ] Saved forecast: PAC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PAC.txt [2025-10-16T00:27:51.478359] [INFO ] [sig ] [1268/1803] Completed PAC in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:51.478406] [INFO ] [sig ] [1269/1803] Forecasting PACK... [2025-10-16T00:27:51.478437] [INFO ] [sig ] Generating forecast for: PACK [2025-10-16T00:27:51.478469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-10-16T00:27:51.486692] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PACK'. [2025-10-16T00:27:51.486997] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-10-16T00:27:51.511287] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:51.512021] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-10-16T00:27:51.512076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:51.512108] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:51.512136] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:51.512192] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:51.528892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:51.529413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:51.529494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:51.529527] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:51.565844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:51.565929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:51.565964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:51.565993] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:51.569019] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=82.70%) [2025-10-16T00:27:51.569268] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-10-16T00:27:51.569390] [INFO ] [sig ] PACK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:51.706847] [INFO ] [LOCAL ] Saved forecast: PACK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PACK.txt [2025-10-16T00:27:51.707090] [INFO ] [sig ] [1269/1803] Completed PACK in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:51.707132] [INFO ] [sig ] [1270/1803] Forecasting PAI... [2025-10-16T00:27:51.707162] [INFO ] [sig ] Generating forecast for: PAI [2025-10-16T00:27:51.707192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'. [2025-10-16T00:27:51.715434] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PAI'. [2025-10-16T00:27:51.715744] [INFO ] [FORECASTER] Starting predict_future for PAI [2025-10-16T00:27:51.739811] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:51.740461] [DEBUG] [LOCAL ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt [2025-10-16T00:27:51.740514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:51.740547] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:51.740574] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:51.740630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:51.757458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:51.758076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:51.758156] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:51.758190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:51.789578] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:51.789701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:51.789750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:51.789781] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:51.792845] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: UP (p=91.10%) [2025-10-16T00:27:51.793102] [INFO ] [FORECASTER] Completed predict_future for PAI [2025-10-16T00:27:51.793231] [INFO ] [sig ] PAI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:51.930737] [INFO ] [LOCAL ] Saved forecast: PAI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PAI.txt [2025-10-16T00:27:51.930949] [INFO ] [sig ] [1270/1803] Completed PAI in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:51.930990] [INFO ] [sig ] [1271/1803] Forecasting PCF... [2025-10-16T00:27:51.931020] [INFO ] [sig ] Generating forecast for: PCF [2025-10-16T00:27:51.931051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-10-16T00:27:51.939406] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PCF'. [2025-10-16T00:27:51.939689] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-10-16T00:27:51.963748] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:51.964435] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-10-16T00:27:51.964488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:51.964521] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:51.964548] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:51.964604] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:51.981504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:51.982085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:51.982166] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:51.982199] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:52.017610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:52.017738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:52.017782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:52.017812] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:52.020948] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=7.35%) [2025-10-16T00:27:52.021206] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-10-16T00:27:52.021336] [INFO ] [sig ] PCF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:52.162840] [INFO ] [LOCAL ] Saved forecast: PCF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PCF.txt [2025-10-16T00:27:52.163054] [INFO ] [sig ] [1271/1803] Completed PCF in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:52.163096] [INFO ] [sig ] [1272/1803] Forecasting PCM... [2025-10-16T00:27:52.163127] [INFO ] [sig ] Generating forecast for: PCM [2025-10-16T00:27:52.163159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-10-16T00:27:52.171135] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PCM'. [2025-10-16T00:27:52.171410] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-10-16T00:27:52.195972] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:52.196678] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-10-16T00:27:52.196734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:52.196783] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:52.196812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:52.196869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:52.215523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:52.216255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:52.216341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:52.216376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:52.250941] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:52.251052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:52.251091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:52.251122] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:52.254399] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=95.73%) [2025-10-16T00:27:52.254695] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-10-16T00:27:52.254845] [INFO ] [sig ] PCM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:52.396331] [INFO ] [LOCAL ] Saved forecast: PCM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PCM.txt [2025-10-16T00:27:52.396557] [INFO ] [sig ] [1272/1803] Completed PCM in 0.2s | 4.20 sym/s | Total: 5.0m | ETA: 2.1m [2025-10-16T00:27:52.396598] [INFO ] [sig ] [1273/1803] Forecasting PCQ... [2025-10-16T00:27:52.396629] [INFO ] [sig ] Generating forecast for: PCQ [2025-10-16T00:27:52.396699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-10-16T00:27:52.404906] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PCQ'. [2025-10-16T00:27:52.405158] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-10-16T00:27:52.430497] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:52.431336] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-10-16T00:27:52.431391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:52.431426] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:52.431454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:52.431512] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:52.448353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:52.449007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:52.449088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:52.449122] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:52.485073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:52.485248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:52.485292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:52.485324] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:52.488951] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=99.06%) [2025-10-16T00:27:52.489223] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-10-16T00:27:52.489353] [INFO ] [sig ] PCQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:52.630773] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PCQ.txt [2025-10-16T00:27:52.631042] [INFO ] [sig ] [1273/1803] Completed PCQ in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:52.631100] [INFO ] [sig ] [1274/1803] Forecasting PDS... [2025-10-16T00:27:52.631133] [INFO ] [sig ] Generating forecast for: PDS [2025-10-16T00:27:52.631166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-10-16T00:27:52.639593] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PDS'. [2025-10-16T00:27:52.639895] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-10-16T00:27:52.664452] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:52.665186] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-10-16T00:27:52.665242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:52.665277] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:52.665306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:52.665365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:52.689425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:52.690307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:52.690393] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:52.690429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:52.741866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:52.742035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:52.742078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:52.742108] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:52.745737] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=89.57%) [2025-10-16T00:27:52.746037] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-10-16T00:27:52.746176] [INFO ] [sig ] PDS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:52.894287] [INFO ] [LOCAL ] Saved forecast: PDS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PDS.txt [2025-10-16T00:27:52.894525] [INFO ] [sig ] [1274/1803] Completed PDS in 0.3s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:52.894569] [INFO ] [sig ] [1275/1803] Forecasting PDT... [2025-10-16T00:27:52.894600] [INFO ] [sig ] Generating forecast for: PDT [2025-10-16T00:27:52.894632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-10-16T00:27:52.903103] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PDT'. [2025-10-16T00:27:52.903383] [INFO ] [FORECASTER] Starting predict_future for PDT [2025-10-16T00:27:52.928016] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:52.928867] [DEBUG] [LOCAL ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt [2025-10-16T00:27:52.928924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:52.928958] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:52.929041] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:52.929111] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:52.946898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:52.947805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:52.947912] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:52.947953] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:52.984626] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:52.984824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:52.984869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:52.984898] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:52.988264] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-10-16T00:27:52.988523] [INFO ] [FORECASTER] Completed predict_future for PDT [2025-10-16T00:27:52.988721] [INFO ] [sig ] PDT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:53.135272] [INFO ] [LOCAL ] Saved forecast: PDT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PDT.txt [2025-10-16T00:27:53.135513] [INFO ] [sig ] [1275/1803] Completed PDT in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:53.135555] [INFO ] [sig ] [1276/1803] Forecasting PEO... [2025-10-16T00:27:53.135586] [INFO ] [sig ] Generating forecast for: PEO [2025-10-16T00:27:53.135618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-10-16T00:27:53.144551] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PEO'. [2025-10-16T00:27:53.144945] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-10-16T00:27:53.169612] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:53.170390] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-10-16T00:27:53.170446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:53.170479] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:53.170507] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:53.170564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:53.187443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:53.188132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:53.188214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:53.188248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:53.221118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:53.221256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:53.221298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:53.221328] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:53.224590] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=95.48%) [2025-10-16T00:27:53.224876] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-10-16T00:27:53.225007] [INFO ] [sig ] PEO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:53.364680] [INFO ] [LOCAL ] Saved forecast: PEO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PEO.txt [2025-10-16T00:27:53.364937] [INFO ] [sig ] [1276/1803] Completed PEO in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:53.364982] [INFO ] [sig ] [1277/1803] Forecasting PERF... [2025-10-16T00:27:53.365012] [INFO ] [sig ] Generating forecast for: PERF [2025-10-16T00:27:53.365044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-10-16T00:27:53.373665] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PERF'. [2025-10-16T00:27:53.374012] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-10-16T00:27:53.399308] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:53.400122] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-10-16T00:27:53.400179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:53.400213] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:53.400241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:53.400298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:53.417191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:53.418093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:53.418177] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:53.418211] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:53.452573] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:53.452791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:53.452848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:53.452879] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:53.456297] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=17.98%) [2025-10-16T00:27:53.456570] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-10-16T00:27:53.456727] [INFO ] [sig ] PERF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:53.596851] [INFO ] [LOCAL ] Saved forecast: PERF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PERF.txt [2025-10-16T00:27:53.597121] [INFO ] [sig ] [1277/1803] Completed PERF in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:53.597163] [INFO ] [sig ] [1278/1803] Forecasting PFD... [2025-10-16T00:27:53.597194] [INFO ] [sig ] Generating forecast for: PFD [2025-10-16T00:27:53.597226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-10-16T00:27:53.605440] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PFD'. [2025-10-16T00:27:53.605767] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-10-16T00:27:53.630100] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:53.630905] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-10-16T00:27:53.630961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:53.630994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:53.631022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:53.631080] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:53.647879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:53.648508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:53.648613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:53.648705] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:53.678492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:53.679105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:53.679162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:53.679194] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:53.682901] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-10-16T00:27:53.683184] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-10-16T00:27:53.683317] [INFO ] [sig ] PFD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:53.822524] [INFO ] [LOCAL ] Saved forecast: PFD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PFD.txt [2025-10-16T00:27:53.822790] [INFO ] [sig ] [1278/1803] Completed PFD in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:53.822850] [INFO ] [sig ] [1279/1803] Forecasting PFH... [2025-10-16T00:27:53.822883] [INFO ] [sig ] Generating forecast for: PFH [2025-10-16T00:27:53.822914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-10-16T00:27:53.830979] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PFH'. [2025-10-16T00:27:53.831303] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-10-16T00:27:53.855691] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:53.856424] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-10-16T00:27:53.856479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:53.856513] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:53.856558] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:53.856615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:53.873320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:53.873999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:53.874083] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:53.874117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:53.905371] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:53.905540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:53.905581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:53.905612] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:53.908993] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=95.75%) [2025-10-16T00:27:53.909270] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-10-16T00:27:53.909398] [INFO ] [sig ] PFH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:54.049433] [INFO ] [LOCAL ] Saved forecast: PFH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PFH.txt [2025-10-16T00:27:54.049634] [INFO ] [sig ] [1279/1803] Completed PFH in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:54.049715] [INFO ] [sig ] [1280/1803] Forecasting PFL... [2025-10-16T00:27:54.049752] [INFO ] [sig ] Generating forecast for: PFL [2025-10-16T00:27:54.049784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-10-16T00:27:54.057448] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PFL'. [2025-10-16T00:27:54.057728] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-10-16T00:27:54.081955] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:54.082752] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-10-16T00:27:54.082810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:54.082844] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:54.082872] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:54.082928] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:54.100200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:54.101045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:54.101130] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:54.101166] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:54.135394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:54.135556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:54.135598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:54.135628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:54.139120] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=82.71%) [2025-10-16T00:27:54.139409] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-10-16T00:27:54.139536] [INFO ] [sig ] PFL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:54.280851] [INFO ] [LOCAL ] Saved forecast: PFL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PFL.txt [2025-10-16T00:27:54.281071] [INFO ] [sig ] [1280/1803] Completed PFL in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:54.281113] [INFO ] [sig ] [1281/1803] Forecasting PFN... [2025-10-16T00:27:54.281142] [INFO ] [sig ] Generating forecast for: PFN [2025-10-16T00:27:54.281174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-10-16T00:27:54.289674] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PFN'. [2025-10-16T00:27:54.289943] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-10-16T00:27:54.314386] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:54.315136] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-10-16T00:27:54.315190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:54.315225] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:54.315253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:54.315310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:54.332394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:54.332947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:54.333025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:54.333060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:54.374023] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:54.374287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:54.374355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:54.374410] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:54.377703] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-10-16T00:27:54.377953] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-10-16T00:27:54.378080] [INFO ] [sig ] PFN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:54.519032] [INFO ] [LOCAL ] Saved forecast: PFN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PFN.txt [2025-10-16T00:27:54.519275] [INFO ] [sig ] [1281/1803] Completed PFN in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:54.519317] [INFO ] [sig ] [1282/1803] Forecasting PFO... [2025-10-16T00:27:54.519347] [INFO ] [sig ] Generating forecast for: PFO [2025-10-16T00:27:54.519378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-10-16T00:27:54.529486] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PFO'. [2025-10-16T00:27:54.529911] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-10-16T00:27:54.554872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:54.555768] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-10-16T00:27:54.555826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:54.555860] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:54.555888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:54.555944] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:54.573049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:54.573786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:54.573874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:54.573909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:54.610475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:54.610670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:54.610736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:54.610770] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:54.614153] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=76.92%) [2025-10-16T00:27:54.614425] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-10-16T00:27:54.614553] [INFO ] [sig ] PFO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:54.753920] [INFO ] [LOCAL ] Saved forecast: PFO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PFO.txt [2025-10-16T00:27:54.754131] [INFO ] [sig ] [1282/1803] Completed PFO in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:54.754173] [INFO ] [sig ] [1283/1803] Forecasting PGP... [2025-10-16T00:27:54.754203] [INFO ] [sig ] Generating forecast for: PGP [2025-10-16T00:27:54.754234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-10-16T00:27:54.762330] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PGP'. [2025-10-16T00:27:54.762574] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-10-16T00:27:54.786782] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:54.787425] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-10-16T00:27:54.787479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:54.787512] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:54.787540] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:54.787596] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:54.804475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:54.805017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:54.805095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:54.805129] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:54.839676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:54.839758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:54.839796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:54.839825] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:54.842783] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=91.54%) [2025-10-16T00:27:54.843032] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-10-16T00:27:54.843165] [INFO ] [sig ] PGP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:54.981268] [INFO ] [LOCAL ] Saved forecast: PGP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PGP.txt [2025-10-16T00:27:54.981465] [INFO ] [sig ] [1283/1803] Completed PGP in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:54.981505] [INFO ] [sig ] [1284/1803] Forecasting PGRE... [2025-10-16T00:27:54.981536] [INFO ] [sig ] Generating forecast for: PGRE [2025-10-16T00:27:54.981567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-10-16T00:27:54.990172] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PGRE'. [2025-10-16T00:27:54.990433] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-10-16T00:27:55.014550] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:55.015230] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-10-16T00:27:55.015285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:55.015319] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:55.015348] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:55.015405] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:55.032427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:55.032979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:55.033057] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:55.033092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:55.068998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:55.069073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:55.069126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:55.069156] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:55.072070] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=89.30%) [2025-10-16T00:27:55.072321] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-10-16T00:27:55.072451] [INFO ] [sig ] PGRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:55.211307] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PGRE.txt [2025-10-16T00:27:55.211487] [INFO ] [sig ] [1284/1803] Completed PGRE in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:55.211528] [INFO ] [sig ] [1285/1803] Forecasting PGZ... [2025-10-16T00:27:55.211558] [INFO ] [sig ] Generating forecast for: PGZ [2025-10-16T00:27:55.211589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-10-16T00:27:55.219594] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PGZ'. [2025-10-16T00:27:55.219867] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-10-16T00:27:55.244103] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:55.244800] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-10-16T00:27:55.244855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:55.244898] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:55.244925] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:55.244981] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:55.261953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:55.262453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:55.262528] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:55.262561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:55.294415] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:55.294495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:55.294529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:55.294557] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:55.297513] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=41.63%) [2025-10-16T00:27:55.297801] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-10-16T00:27:55.297936] [INFO ] [sig ] PGZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:55.439258] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PGZ.txt [2025-10-16T00:27:55.439492] [INFO ] [sig ] [1285/1803] Completed PGZ in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:55.439551] [INFO ] [sig ] [1286/1803] Forecasting PHK... [2025-10-16T00:27:55.439584] [INFO ] [sig ] Generating forecast for: PHK [2025-10-16T00:27:55.439616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-10-16T00:27:55.449308] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PHK'. [2025-10-16T00:27:55.449712] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-10-16T00:27:55.474635] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:55.475355] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-10-16T00:27:55.475410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:55.475443] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:55.475487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:55.475545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:55.493468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:55.494054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:55.494135] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:55.494167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:55.528413] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:55.528490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:55.528527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:55.528584] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:55.531682] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-10-16T00:27:55.531945] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-10-16T00:27:55.532079] [INFO ] [sig ] PHK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:55.678494] [INFO ] [LOCAL ] Saved forecast: PHK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PHK.txt [2025-10-16T00:27:55.678810] [INFO ] [sig ] [1286/1803] Completed PHK in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-16T00:27:55.678876] [INFO ] [sig ] [1287/1803] Forecasting PIM... [2025-10-16T00:27:55.678911] [INFO ] [sig ] Generating forecast for: PIM [2025-10-16T00:27:55.678951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-10-16T00:27:55.687628] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PIM'. [2025-10-16T00:27:55.687895] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-10-16T00:27:55.713592] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:55.714336] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-10-16T00:27:55.714391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:55.714426] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:55.714455] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:55.714513] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:55.734200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:55.734986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:55.735093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:55.735148] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:55.771693] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:55.771824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:55.771862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:55.771893] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:55.775094] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=18.05%) [2025-10-16T00:27:55.775363] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-10-16T00:27:55.775495] [INFO ] [sig ] PIM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:55.915393] [INFO ] [LOCAL ] Saved forecast: PIM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PIM.txt [2025-10-16T00:27:55.915617] [INFO ] [sig ] [1287/1803] Completed PIM in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:55.915689] [INFO ] [sig ] [1288/1803] Forecasting PINE... [2025-10-16T00:27:55.915734] [INFO ] [sig ] Generating forecast for: PINE [2025-10-16T00:27:55.915766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-10-16T00:27:55.924208] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PINE'. [2025-10-16T00:27:55.924500] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-10-16T00:27:55.949499] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:55.950224] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-10-16T00:27:55.950280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:55.950362] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:55.950401] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:55.950462] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:55.968061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:55.968630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:55.968737] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:55.968775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:55.999042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:55.999122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:55.999158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:55.999188] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:56.002169] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=92.09%) [2025-10-16T00:27:56.002427] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-10-16T00:27:56.002549] [INFO ] [sig ] PINE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:56.145033] [INFO ] [LOCAL ] Saved forecast: PINE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PINE.txt [2025-10-16T00:27:56.145243] [INFO ] [sig ] [1288/1803] Completed PINE in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:56.145285] [INFO ] [sig ] [1289/1803] Forecasting PKE... [2025-10-16T00:27:56.145317] [INFO ] [sig ] Generating forecast for: PKE [2025-10-16T00:27:56.145349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-10-16T00:27:56.153491] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PKE'. [2025-10-16T00:27:56.153772] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-10-16T00:27:56.178006] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:56.178721] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-10-16T00:27:56.178776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:56.178810] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:56.178841] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:56.178897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:56.195455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:56.196001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:56.196080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:56.196113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:56.225140] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:56.225221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:56.225256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:56.225284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:56.228352] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=46.29%) [2025-10-16T00:27:56.229248] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-10-16T00:27:56.229766] [INFO ] [sig ] PKE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:56.401061] [INFO ] [LOCAL ] Saved forecast: PKE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PKE.txt [2025-10-16T00:27:56.401287] [INFO ] [sig ] [1289/1803] Completed PKE in 0.3s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:56.401329] [INFO ] [sig ] [1290/1803] Forecasting PML... [2025-10-16T00:27:56.401360] [INFO ] [sig ] Generating forecast for: PML [2025-10-16T00:27:56.401392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-10-16T00:27:56.409667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PML'. [2025-10-16T00:27:56.409934] [INFO ] [FORECASTER] Starting predict_future for PML [2025-10-16T00:27:56.434257] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:56.435014] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-10-16T00:27:56.435069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:56.435103] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:56.435131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:56.435193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:56.452219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:56.452777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:56.452854] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:56.452888] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:56.486969] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:56.487054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:56.487089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:56.487118] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:56.490153] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=39.72%) [2025-10-16T00:27:56.490401] [INFO ] [FORECASTER] Completed predict_future for PML [2025-10-16T00:27:56.490526] [INFO ] [sig ] PML: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:56.630616] [INFO ] [LOCAL ] Saved forecast: PML 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PML.txt [2025-10-16T00:27:56.630846] [INFO ] [sig ] [1290/1803] Completed PML in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:56.630895] [INFO ] [sig ] [1291/1803] Forecasting PMM... [2025-10-16T00:27:56.630926] [INFO ] [sig ] Generating forecast for: PMM [2025-10-16T00:27:56.630957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-10-16T00:27:56.640079] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PMM'. [2025-10-16T00:27:56.640410] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-10-16T00:27:56.664951] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:56.665603] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-10-16T00:27:56.665680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:56.665729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:56.665760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:56.665817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:56.682733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:56.683241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:56.683317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:56.683350] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:56.716545] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:56.716685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:56.716755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:56.716787] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:56.719997] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=79.19%) [2025-10-16T00:27:56.720257] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-10-16T00:27:56.720391] [INFO ] [sig ] PMM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:56.870296] [INFO ] [LOCAL ] Saved forecast: PMM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PMM.txt [2025-10-16T00:27:56.870536] [INFO ] [sig ] [1291/1803] Completed PMM in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:56.870577] [INFO ] [sig ] [1292/1803] Forecasting PMO... [2025-10-16T00:27:56.870606] [INFO ] [sig ] Generating forecast for: PMO [2025-10-16T00:27:56.870639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-10-16T00:27:56.879316] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PMO'. [2025-10-16T00:27:56.879575] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-10-16T00:27:56.903955] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:56.904637] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-10-16T00:27:56.904718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:56.904753] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:56.904780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:56.904835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:56.921716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:56.922266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:56.922343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:56.922377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:56.957053] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:56.957157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:56.957193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:56.957221] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:56.960331] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=12.11%) [2025-10-16T00:27:56.960585] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-10-16T00:27:56.960746] [INFO ] [sig ] PMO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:57.109613] [INFO ] [LOCAL ] Saved forecast: PMO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PMO.txt [2025-10-16T00:27:57.109857] [INFO ] [sig ] [1292/1803] Completed PMO in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:57.109903] [INFO ] [sig ] [1293/1803] Forecasting PNI... [2025-10-16T00:27:57.109934] [INFO ] [sig ] Generating forecast for: PNI [2025-10-16T00:27:57.109965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-10-16T00:27:57.118164] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PNI'. [2025-10-16T00:27:57.118426] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-10-16T00:27:57.143096] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:57.143805] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-10-16T00:27:57.143860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:57.143893] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:57.143922] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:57.143992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:57.161248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:57.161837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:57.161916] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:57.161952] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:57.196817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:57.196919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:57.196959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:57.196989] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:57.200129] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=26.43%) [2025-10-16T00:27:57.200385] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-10-16T00:27:57.200515] [INFO ] [sig ] PNI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:57.342816] [INFO ] [LOCAL ] Saved forecast: PNI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PNI.txt [2025-10-16T00:27:57.343068] [INFO ] [sig ] [1293/1803] Completed PNI in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:57.343111] [INFO ] [sig ] [1294/1803] Forecasting PNNT... [2025-10-16T00:27:57.343142] [INFO ] [sig ] Generating forecast for: PNNT [2025-10-16T00:27:57.343174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'. [2025-10-16T00:27:57.351666] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PNNT'. [2025-10-16T00:27:57.352068] [INFO ] [FORECASTER] Starting predict_future for PNNT [2025-10-16T00:27:57.377593] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:57.378378] [DEBUG] [LOCAL ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt [2025-10-16T00:27:57.378435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:57.378470] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:57.378498] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:57.378577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:57.396616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:57.397189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:57.397271] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:57.397305] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:57.433408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:57.433555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:57.433598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:57.433628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:57.437164] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=29.25%) [2025-10-16T00:27:57.437432] [INFO ] [FORECASTER] Completed predict_future for PNNT [2025-10-16T00:27:57.438091] [INFO ] [sig ] PNNT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:57.581342] [INFO ] [LOCAL ] Saved forecast: PNNT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PNNT.txt [2025-10-16T00:27:57.581562] [INFO ] [sig ] [1294/1803] Completed PNNT in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:57.581605] [INFO ] [sig ] [1295/1803] Forecasting PPT... [2025-10-16T00:27:57.581637] [INFO ] [sig ] Generating forecast for: PPT [2025-10-16T00:27:57.581717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'. [2025-10-16T00:27:57.590210] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PPT'. [2025-10-16T00:27:57.590476] [INFO ] [FORECASTER] Starting predict_future for PPT [2025-10-16T00:27:57.615405] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:57.616127] [DEBUG] [LOCAL ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt [2025-10-16T00:27:57.616182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:57.616215] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:57.616244] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:57.616300] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:57.633763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:57.634295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:57.634373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:57.634407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:57.669720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:57.669806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:57.669841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:57.669869] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:57.672888] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: UP (p=57.15%) [2025-10-16T00:27:57.673163] [INFO ] [FORECASTER] Completed predict_future for PPT [2025-10-16T00:27:57.673286] [INFO ] [sig ] PPT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:57.816012] [INFO ] [LOCAL ] Saved forecast: PPT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PPT.txt [2025-10-16T00:27:57.816212] [INFO ] [sig ] [1295/1803] Completed PPT in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:57.816253] [INFO ] [sig ] [1296/1803] Forecasting PRCS... [2025-10-16T00:27:57.816284] [INFO ] [sig ] Generating forecast for: PRCS [2025-10-16T00:27:57.816315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCS' from 'https://tdm.silogroup.org/data/derivative_storage/PRCS.csv'. [2025-10-16T00:27:57.824861] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'PRCS'. [2025-10-16T00:27:57.825178] [INFO ] [FORECASTER] Starting predict_future for PRCS [2025-10-16T00:27:57.856548] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:57.857616] [DEBUG] [LOCAL ] No optimal features file found for PRCS: ./output/feature-sets/PRCS.txt [2025-10-16T00:27:57.857773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:57.857823] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:57.857858] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:57.857933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:57.875111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:57.875795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:57.875883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:57.875924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:57.908310] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:57.908438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:57.908476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:57.908505] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:57.911829] [DEBUG] [FORECASTER] PRCS: Forecast T+1@11:T+2@11: UP (p=84.68%) [2025-10-16T00:27:57.912090] [INFO ] [FORECASTER] Completed predict_future for PRCS [2025-10-16T00:27:57.912216] [INFO ] [sig ] PRCS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:58.052143] [INFO ] [LOCAL ] Saved forecast: PRCS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PRCS.txt [2025-10-16T00:27:58.052363] [INFO ] [sig ] [1296/1803] Completed PRCS in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:58.052405] [INFO ] [sig ] [1297/1803] Forecasting PRH... [2025-10-16T00:27:58.052435] [INFO ] [sig ] Generating forecast for: PRH [2025-10-16T00:27:58.052466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-10-16T00:27:58.060590] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PRH'. [2025-10-16T00:27:58.060870] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-10-16T00:27:58.085324] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:58.086034] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-10-16T00:27:58.086087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:58.086121] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:58.086149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:58.086204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:58.102840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:58.103404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:58.103484] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:58.103517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:58.135479] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:58.135675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:58.135737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:58.135771] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:58.139214] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=99.45%) [2025-10-16T00:27:58.139480] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-10-16T00:27:58.139612] [INFO ] [sig ] PRH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:58.282025] [INFO ] [LOCAL ] Saved forecast: PRH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PRH.txt [2025-10-16T00:27:58.282238] [INFO ] [sig ] [1297/1803] Completed PRH in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:58.282279] [INFO ] [sig ] [1298/1803] Forecasting PRT... [2025-10-16T00:27:58.282309] [INFO ] [sig ] Generating forecast for: PRT [2025-10-16T00:27:58.282385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'. [2025-10-16T00:27:58.290219] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PRT'. [2025-10-16T00:27:58.290480] [INFO ] [FORECASTER] Starting predict_future for PRT [2025-10-16T00:27:58.315440] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:58.316217] [DEBUG] [LOCAL ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt [2025-10-16T00:27:58.316272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:58.316305] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:58.316334] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:58.316390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:58.334030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:58.334547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:58.334626] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:58.334695] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:58.365769] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:58.365847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:58.365884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:58.365933] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:58.368926] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=10.85%) [2025-10-16T00:27:58.369184] [INFO ] [FORECASTER] Completed predict_future for PRT [2025-10-16T00:27:58.369308] [INFO ] [sig ] PRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:58.511973] [INFO ] [LOCAL ] Saved forecast: PRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PRT.txt [2025-10-16T00:27:58.512189] [INFO ] [sig ] [1298/1803] Completed PRT in 0.2s | 4.20 sym/s | Total: 5.1m | ETA: 2.0m [2025-10-16T00:27:58.512230] [INFO ] [sig ] [1299/1803] Forecasting PSBD... [2025-10-16T00:27:58.512260] [INFO ] [sig ] Generating forecast for: PSBD [2025-10-16T00:27:58.512291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'. [2025-10-16T00:27:58.520405] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PSBD'. [2025-10-16T00:27:58.520679] [INFO ] [FORECASTER] Starting predict_future for PSBD [2025-10-16T00:27:58.545441] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:58.546214] [DEBUG] [LOCAL ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt [2025-10-16T00:27:58.546277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:58.546312] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:58.546340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:58.546397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:58.563936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:58.564455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:58.564544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:58.564607] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:58.596611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:58.596716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:58.596759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:58.596789] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:58.599821] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: UP (p=94.48%) [2025-10-16T00:27:58.600075] [INFO ] [FORECASTER] Completed predict_future for PSBD [2025-10-16T00:27:58.600201] [INFO ] [sig ] PSBD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:58.746055] [INFO ] [LOCAL ] Saved forecast: PSBD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PSBD.txt [2025-10-16T00:27:58.746258] [INFO ] [sig ] [1299/1803] Completed PSBD in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:27:58.746299] [INFO ] [sig ] [1300/1803] Forecasting PSF... [2025-10-16T00:27:58.746329] [INFO ] [sig ] Generating forecast for: PSF [2025-10-16T00:27:58.746360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-10-16T00:27:58.754163] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PSF'. [2025-10-16T00:27:58.754417] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-10-16T00:27:58.778626] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:58.779293] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-10-16T00:27:58.779346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:58.779379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:58.779406] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:58.779473] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:58.796517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:58.797061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:58.797139] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:58.797172] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:58.828281] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:58.828352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:58.828387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:58.828415] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:58.831381] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=12.65%) [2025-10-16T00:27:58.831618] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-10-16T00:27:58.831779] [INFO ] [sig ] PSF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:58.971691] [INFO ] [LOCAL ] Saved forecast: PSF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PSF.txt [2025-10-16T00:27:58.971878] [INFO ] [sig ] [1300/1803] Completed PSF in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:27:58.971926] [INFO ] [sig ] [1301/1803] Forecasting PSQH... [2025-10-16T00:27:58.971963] [INFO ] [sig ] Generating forecast for: PSQH [2025-10-16T00:27:58.972001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-10-16T00:27:58.980329] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PSQH'. [2025-10-16T00:27:58.980577] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-10-16T00:27:59.005107] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:59.005835] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-10-16T00:27:59.005920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:59.005960] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:59.005988] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:59.006044] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:59.023124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:59.023632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:59.023735] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:59.023771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:59.055922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:59.055996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:59.056031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:59.056058] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:59.059018] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=75.70%) [2025-10-16T00:27:59.059259] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-10-16T00:27:59.059383] [INFO ] [sig ] PSQH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:27:59.200514] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/PSQH.txt [2025-10-16T00:27:59.200736] [INFO ] [sig ] [1301/1803] Completed PSQH in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:27:59.200795] [INFO ] [sig ] [1302/1803] Forecasting PVL... [2025-10-16T00:27:59.200829] [INFO ] [sig ] Generating forecast for: PVL [2025-10-16T00:27:59.200860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-10-16T00:27:59.209106] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'PVL'. [2025-10-16T00:27:59.209377] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-10-16T00:27:59.234300] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:59.235067] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-10-16T00:27:59.235127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:59.235191] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:59.235243] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:59.235304] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:59.252603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:59.253195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:59.253275] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:59.253309] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:59.285814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:59.285892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:59.285927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:59.285956] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:59.289126] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-10-16T00:27:59.289379] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-10-16T00:27:59.289505] [INFO ] [sig ] PVL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:59.429624] [INFO ] [LOCAL ] Saved forecast: PVL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/PVL.txt [2025-10-16T00:27:59.429899] [INFO ] [sig ] [1302/1803] Completed PVL in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:27:59.429944] [INFO ] [sig ] [1303/1803] Forecasting QD... [2025-10-16T00:27:59.429976] [INFO ] [sig ] Generating forecast for: QD [2025-10-16T00:27:59.430009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-10-16T00:27:59.438164] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'QD'. [2025-10-16T00:27:59.438420] [INFO ] [FORECASTER] Starting predict_future for QD [2025-10-16T00:27:59.463936] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:59.464879] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-10-16T00:27:59.464936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:59.464975] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:59.465003] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:59.465074] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:59.487320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:59.488035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:59.488118] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:59.488162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:59.523395] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:59.523507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:59.523544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:59.523573] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:59.526893] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=35.30%) [2025-10-16T00:27:59.527157] [INFO ] [FORECASTER] Completed predict_future for QD [2025-10-16T00:27:59.527283] [INFO ] [sig ] QD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:59.665710] [INFO ] [LOCAL ] Saved forecast: QD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/QD.txt [2025-10-16T00:27:59.665938] [INFO ] [sig ] [1303/1803] Completed QD in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:27:59.665988] [INFO ] [sig ] [1304/1803] Forecasting QUAD... [2025-10-16T00:27:59.666020] [INFO ] [sig ] Generating forecast for: QUAD [2025-10-16T00:27:59.666051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-10-16T00:27:59.674366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'QUAD'. [2025-10-16T00:27:59.674620] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-10-16T00:27:59.698677] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:59.699333] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-10-16T00:27:59.699387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:59.699419] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:59.699448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:59.699505] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:59.716454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:59.717019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:59.717131] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:59.717171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:59.750354] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:59.750439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:59.750474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:59.750503] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:59.753510] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=31.40%) [2025-10-16T00:27:59.753812] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-10-16T00:27:59.753965] [INFO ] [sig ] QUAD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:27:59.892201] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/QUAD.txt [2025-10-16T00:27:59.892467] [INFO ] [sig ] [1304/1803] Completed QUAD in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:27:59.892509] [INFO ] [sig ] [1305/1803] Forecasting QVCD... [2025-10-16T00:27:59.892539] [INFO ] [sig ] Generating forecast for: QVCD [2025-10-16T00:27:59.892570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'. [2025-10-16T00:27:59.901376] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'QVCD'. [2025-10-16T00:27:59.901731] [INFO ] [FORECASTER] Starting predict_future for QVCD [2025-10-16T00:27:59.926559] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:27:59.927249] [DEBUG] [LOCAL ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt [2025-10-16T00:27:59.927303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:27:59.927336] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:27:59.927365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:27:59.927420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:27:59.944527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:27:59.945077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:27:59.945154] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:27:59.945188] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:27:59.979481] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:27:59.979555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:27:59.979589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:27:59.979635] [INFO ] [FORECASTER] Training complete [2025-10-16T00:27:59.982583] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=13.68%) [2025-10-16T00:27:59.982856] [INFO ] [FORECASTER] Completed predict_future for QVCD [2025-10-16T00:27:59.982987] [INFO ] [sig ] QVCD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:00.123163] [INFO ] [LOCAL ] Saved forecast: QVCD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/QVCD.txt [2025-10-16T00:28:00.123380] [INFO ] [sig ] [1305/1803] Completed QVCD in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:00.123421] [INFO ] [sig ] [1306/1803] Forecasting RBOT... [2025-10-16T00:28:00.123452] [INFO ] [sig ] Generating forecast for: RBOT [2025-10-16T00:28:00.123482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'. [2025-10-16T00:28:00.132155] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RBOT'. [2025-10-16T00:28:00.132395] [INFO ] [FORECASTER] Starting predict_future for RBOT [2025-10-16T00:28:00.156746] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:00.157397] [DEBUG] [LOCAL ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt [2025-10-16T00:28:00.157452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:00.157486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:00.157515] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:00.157572] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:00.174977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:00.175521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:00.175598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:00.175632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:00.211822] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:00.211970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:00.212018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:00.212053] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:00.215413] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-10-16T00:28:00.215699] [INFO ] [FORECASTER] Completed predict_future for RBOT [2025-10-16T00:28:00.215838] [INFO ] [sig ] RBOT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:00.358096] [INFO ] [LOCAL ] Saved forecast: RBOT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RBOT.txt [2025-10-16T00:28:00.358309] [INFO ] [sig ] [1306/1803] Completed RBOT in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:00.358350] [INFO ] [sig ] [1307/1803] Forecasting RC... [2025-10-16T00:28:00.358380] [INFO ] [sig ] Generating forecast for: RC [2025-10-16T00:28:00.358412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-10-16T00:28:00.366628] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RC'. [2025-10-16T00:28:00.366894] [INFO ] [FORECASTER] Starting predict_future for RC [2025-10-16T00:28:00.391133] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:00.391829] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-10-16T00:28:00.391883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:00.391916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:00.391943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:00.392011] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:00.409110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:00.409624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:00.409726] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:00.409766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:00.446895] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:00.447035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:00.447074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:00.447104] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:00.451721] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-10-16T00:28:00.451984] [INFO ] [FORECASTER] Completed predict_future for RC [2025-10-16T00:28:00.452115] [INFO ] [sig ] RC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:00.594598] [INFO ] [LOCAL ] Saved forecast: RC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RC.txt [2025-10-16T00:28:00.594834] [INFO ] [sig ] [1307/1803] Completed RC in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:00.594886] [INFO ] [sig ] [1308/1803] Forecasting RCS... [2025-10-16T00:28:00.594918] [INFO ] [sig ] Generating forecast for: RCS [2025-10-16T00:28:00.594949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-10-16T00:28:00.603198] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RCS'. [2025-10-16T00:28:00.603471] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-10-16T00:28:00.627846] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:00.628511] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-10-16T00:28:00.628581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:00.628630] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:00.628697] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:00.628765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:00.645918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:00.646429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:00.646505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:00.646540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:00.680522] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:00.680606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:00.680663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:00.680717] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:00.683700] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=44.83%) [2025-10-16T00:28:00.683953] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-10-16T00:28:00.684075] [INFO ] [sig ] RCS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:00.824493] [INFO ] [LOCAL ] Saved forecast: RCS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RCS.txt [2025-10-16T00:28:00.824710] [INFO ] [sig ] [1308/1803] Completed RCS in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:00.824770] [INFO ] [sig ] [1309/1803] Forecasting RERE... [2025-10-16T00:28:00.824803] [INFO ] [sig ] Generating forecast for: RERE [2025-10-16T00:28:00.824834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-10-16T00:28:00.833169] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RERE'. [2025-10-16T00:28:00.833411] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-10-16T00:28:00.857858] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:00.858511] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-10-16T00:28:00.858591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:00.858660] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:00.858715] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:00.858777] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:00.875550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:00.876090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:00.876169] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:00.876202] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:00.912489] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:00.912586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:00.912622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:00.912682] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:00.915810] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=99.43%) [2025-10-16T00:28:00.916074] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-10-16T00:28:00.916198] [INFO ] [sig ] RERE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:01.057337] [INFO ] [LOCAL ] Saved forecast: RERE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RERE.txt [2025-10-16T00:28:01.057526] [INFO ] [sig ] [1309/1803] Completed RERE in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:01.057566] [INFO ] [sig ] [1310/1803] Forecasting RES... [2025-10-16T00:28:01.057596] [INFO ] [sig ] Generating forecast for: RES [2025-10-16T00:28:01.057627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-10-16T00:28:01.065833] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RES'. [2025-10-16T00:28:01.066076] [INFO ] [FORECASTER] Starting predict_future for RES [2025-10-16T00:28:01.090465] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:01.091151] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-10-16T00:28:01.091204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:01.091237] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:01.091265] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:01.091321] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:01.109333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:01.110242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:01.110328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:01.110363] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:01.151340] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:01.151418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:01.151455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:01.151485] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:01.154544] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-10-16T00:28:01.154832] [INFO ] [FORECASTER] Completed predict_future for RES [2025-10-16T00:28:01.154966] [INFO ] [sig ] RES: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:01.297051] [INFO ] [LOCAL ] Saved forecast: RES 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RES.txt [2025-10-16T00:28:01.297266] [INFO ] [sig ] [1310/1803] Completed RES in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:01.297358] [INFO ] [sig ] [1311/1803] Forecasting RFI... [2025-10-16T00:28:01.297398] [INFO ] [sig ] Generating forecast for: RFI [2025-10-16T00:28:01.297430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-10-16T00:28:01.305871] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RFI'. [2025-10-16T00:28:01.306151] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-10-16T00:28:01.331192] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:01.331920] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-10-16T00:28:01.331976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:01.332014] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:01.332043] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:01.332100] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:01.349424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:01.350014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:01.350095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:01.350132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:01.385218] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:01.385382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:01.385423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:01.385453] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:01.388865] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-10-16T00:28:01.389132] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-10-16T00:28:01.389257] [INFO ] [sig ] RFI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:01.527230] [INFO ] [LOCAL ] Saved forecast: RFI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RFI.txt [2025-10-16T00:28:01.527444] [INFO ] [sig ] [1311/1803] Completed RFI in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-16T00:28:01.527485] [INFO ] [sig ] [1312/1803] Forecasting RFL... [2025-10-16T00:28:01.527516] [INFO ] [sig ] Generating forecast for: RFL [2025-10-16T00:28:01.527546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-10-16T00:28:01.536019] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RFL'. [2025-10-16T00:28:01.536282] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-10-16T00:28:01.560453] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:01.561140] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-10-16T00:28:01.561194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:01.561226] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:01.561254] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:01.561310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:01.578100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:01.578665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:01.578747] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:01.578782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:01.617926] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:01.618045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:01.618084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:01.618132] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:01.624708] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=94.63%) [2025-10-16T00:28:01.625714] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-10-16T00:28:01.625853] [INFO ] [sig ] RFL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:01.777674] [INFO ] [LOCAL ] Saved forecast: RFL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RFL.txt [2025-10-16T00:28:01.777965] [INFO ] [sig ] [1312/1803] Completed RFL in 0.3s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:01.778031] [INFO ] [sig ] [1313/1803] Forecasting RFM... [2025-10-16T00:28:01.778066] [INFO ] [sig ] Generating forecast for: RFM [2025-10-16T00:28:01.778098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-10-16T00:28:01.787485] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RFM'. [2025-10-16T00:28:01.787868] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-10-16T00:28:01.825272] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:01.826113] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-10-16T00:28:01.826169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:01.826205] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:01.826235] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:01.826293] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:01.843670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:01.844281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:01.844363] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:01.844398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:01.880428] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:01.880508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:01.880543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:01.880571] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:01.883781] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=85.25%) [2025-10-16T00:28:01.884175] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-10-16T00:28:01.884356] [INFO ] [sig ] RFM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:02.024099] [INFO ] [LOCAL ] Saved forecast: RFM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RFM.txt [2025-10-16T00:28:02.024305] [INFO ] [sig ] [1313/1803] Completed RFM in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:02.024346] [INFO ] [sig ] [1314/1803] Forecasting RFMZ... [2025-10-16T00:28:02.024375] [INFO ] [sig ] Generating forecast for: RFMZ [2025-10-16T00:28:02.024406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-10-16T00:28:02.032731] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RFMZ'. [2025-10-16T00:28:02.032995] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-10-16T00:28:02.058020] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:02.058792] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-10-16T00:28:02.058848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:02.058882] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:02.058910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:02.058966] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:02.076175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:02.076740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:02.076826] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:02.076867] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:02.110311] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:02.110407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:02.110445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:02.110475] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:02.113718] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=80.10%) [2025-10-16T00:28:02.113996] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-10-16T00:28:02.114132] [INFO ] [sig ] RFMZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:02.260830] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RFMZ.txt [2025-10-16T00:28:02.261141] [INFO ] [sig ] [1314/1803] Completed RFMZ in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:02.261215] [INFO ] [sig ] [1315/1803] Forecasting RGT... [2025-10-16T00:28:02.261268] [INFO ] [sig ] Generating forecast for: RGT [2025-10-16T00:28:02.261318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'. [2025-10-16T00:28:02.271616] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'RGT'. [2025-10-16T00:28:02.272035] [INFO ] [FORECASTER] Starting predict_future for RGT [2025-10-16T00:28:02.300622] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:02.301383] [DEBUG] [LOCAL ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt [2025-10-16T00:28:02.301441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:02.301475] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:02.301505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:02.301563] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:02.319489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:02.320084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:02.320164] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:02.320198] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:02.352425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:02.352502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:02.352537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:02.352564] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:02.355604] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: DOWN (p=27.09%) [2025-10-16T00:28:02.355879] [INFO ] [FORECASTER] Completed predict_future for RGT [2025-10-16T00:28:02.356007] [INFO ] [sig ] RGT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:02.496079] [INFO ] [LOCAL ] Saved forecast: RGT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RGT.txt [2025-10-16T00:28:02.496309] [INFO ] [sig ] [1315/1803] Completed RGT in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:02.496350] [INFO ] [sig ] [1316/1803] Forecasting RIG... [2025-10-16T00:28:02.496381] [INFO ] [sig ] Generating forecast for: RIG [2025-10-16T00:28:02.496412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-10-16T00:28:02.504470] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RIG'. [2025-10-16T00:28:02.504753] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-10-16T00:28:02.529095] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:02.529790] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-10-16T00:28:02.529844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:02.529877] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:02.529904] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:02.529959] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:02.546639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:02.547185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:02.547263] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:02.547296] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:02.580959] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:02.581092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:02.581131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:02.581160] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:02.584408] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=18.08%) [2025-10-16T00:28:02.584701] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-10-16T00:28:02.584840] [INFO ] [sig ] RIG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:02.727735] [INFO ] [LOCAL ] Saved forecast: RIG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RIG.txt [2025-10-16T00:28:02.727935] [INFO ] [sig ] [1316/1803] Completed RIG in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:02.727976] [INFO ] [sig ] [1317/1803] Forecasting RLTY... [2025-10-16T00:28:02.728006] [INFO ] [sig ] Generating forecast for: RLTY [2025-10-16T00:28:02.728037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-10-16T00:28:02.736366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RLTY'. [2025-10-16T00:28:02.736621] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-10-16T00:28:02.760690] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:02.761344] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-10-16T00:28:02.761398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:02.761430] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:02.761457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:02.761562] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:02.778210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:02.778803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:02.778881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:02.778914] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:02.816595] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:02.816941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:02.817010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:02.817068] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:02.820616] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=13.08%) [2025-10-16T00:28:02.820933] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-10-16T00:28:02.821074] [INFO ] [sig ] RLTY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:02.960970] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RLTY.txt [2025-10-16T00:28:02.961190] [INFO ] [sig ] [1317/1803] Completed RLTY in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:02.961238] [INFO ] [sig ] [1318/1803] Forecasting RLX... [2025-10-16T00:28:02.961270] [INFO ] [sig ] Generating forecast for: RLX [2025-10-16T00:28:02.961301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-10-16T00:28:02.970499] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RLX'. [2025-10-16T00:28:02.970796] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-10-16T00:28:02.995029] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:02.995805] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-10-16T00:28:02.995861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:02.995895] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:02.995923] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:02.995986] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:03.013609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:03.014374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:03.014458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:03.014494] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:03.049540] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:03.049701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:03.049757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:03.049790] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:03.054316] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=35.20%) [2025-10-16T00:28:03.054728] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-10-16T00:28:03.054921] [INFO ] [sig ] RLX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:03.201088] [INFO ] [LOCAL ] Saved forecast: RLX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RLX.txt [2025-10-16T00:28:03.201316] [INFO ] [sig ] [1318/1803] Completed RLX in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:03.201358] [INFO ] [sig ] [1319/1803] Forecasting RM... [2025-10-16T00:28:03.201388] [INFO ] [sig ] Generating forecast for: RM [2025-10-16T00:28:03.201420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-10-16T00:28:03.209482] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RM'. [2025-10-16T00:28:03.209746] [INFO ] [FORECASTER] Starting predict_future for RM [2025-10-16T00:28:03.235772] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:03.236456] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-10-16T00:28:03.236511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:03.236546] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:03.236575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:03.236632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:03.254099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:03.254608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:03.254711] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:03.254755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:03.289013] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:03.289089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:03.289126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:03.289172] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:03.292250] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=72.78%) [2025-10-16T00:28:03.292505] [INFO ] [FORECASTER] Completed predict_future for RM [2025-10-16T00:28:03.292634] [INFO ] [sig ] RM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:03.434311] [INFO ] [LOCAL ] Saved forecast: RM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RM.txt [2025-10-16T00:28:03.434498] [INFO ] [sig ] [1319/1803] Completed RM in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:03.434540] [INFO ] [sig ] [1320/1803] Forecasting RMT... [2025-10-16T00:28:03.434570] [INFO ] [sig ] Generating forecast for: RMT [2025-10-16T00:28:03.434602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'. [2025-10-16T00:28:03.443143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RMT'. [2025-10-16T00:28:03.443498] [INFO ] [FORECASTER] Starting predict_future for RMT [2025-10-16T00:28:03.470587] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:03.471368] [DEBUG] [LOCAL ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt [2025-10-16T00:28:03.471425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:03.471460] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:03.471488] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:03.471546] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:03.489041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:03.489557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:03.489662] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:03.489717] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:03.523862] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:03.523945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:03.524050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:03.524088] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:03.528598] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=54.66%) [2025-10-16T00:28:03.528889] [INFO ] [FORECASTER] Completed predict_future for RMT [2025-10-16T00:28:03.529022] [INFO ] [sig ] RMT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:03.669276] [INFO ] [LOCAL ] Saved forecast: RMT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RMT.txt [2025-10-16T00:28:03.669498] [INFO ] [sig ] [1320/1803] Completed RMT in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:03.669539] [INFO ] [sig ] [1321/1803] Forecasting RNP... [2025-10-16T00:28:03.669569] [INFO ] [sig ] Generating forecast for: RNP [2025-10-16T00:28:03.669600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-10-16T00:28:03.678252] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RNP'. [2025-10-16T00:28:03.678586] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-10-16T00:28:03.703773] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:03.704464] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-10-16T00:28:03.704519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:03.704554] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:03.704583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:03.704638] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:03.722186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:03.722778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:03.722859] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:03.722893] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:03.759768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:03.759910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:03.759951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:03.759982] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:03.764054] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=96.04%) [2025-10-16T00:28:03.764360] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-10-16T00:28:03.764546] [INFO ] [sig ] RNP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:03.908176] [INFO ] [LOCAL ] Saved forecast: RNP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RNP.txt [2025-10-16T00:28:03.908409] [INFO ] [sig ] [1321/1803] Completed RNP in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:03.908452] [INFO ] [sig ] [1322/1803] Forecasting RPT... [2025-10-16T00:28:03.908482] [INFO ] [sig ] Generating forecast for: RPT [2025-10-16T00:28:03.908513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'. [2025-10-16T00:28:03.916834] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RPT'. [2025-10-16T00:28:03.917199] [INFO ] [FORECASTER] Starting predict_future for RPT [2025-10-16T00:28:03.943591] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:03.944365] [DEBUG] [LOCAL ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt [2025-10-16T00:28:03.944420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:03.944454] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:03.944481] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:03.944538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:03.961879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:03.962405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:03.962482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:03.962516] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:03.995810] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:03.995884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:03.995918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:03.995946] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:03.998868] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: DOWN (p=35.05%) [2025-10-16T00:28:03.999119] [INFO ] [FORECASTER] Completed predict_future for RPT [2025-10-16T00:28:03.999244] [INFO ] [sig ] RPT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:04.138987] [INFO ] [LOCAL ] Saved forecast: RPT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/RPT.txt [2025-10-16T00:28:04.139189] [INFO ] [sig ] [1322/1803] Completed RPT in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:04.139230] [INFO ] [sig ] [1323/1803] Forecasting RSF... [2025-10-16T00:28:04.139260] [INFO ] [sig ] Generating forecast for: RSF [2025-10-16T00:28:04.139291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'. [2025-10-16T00:28:04.147056] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RSF'. [2025-10-16T00:28:04.147301] [INFO ] [FORECASTER] Starting predict_future for RSF [2025-10-16T00:28:04.171635] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:04.172324] [DEBUG] [LOCAL ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt [2025-10-16T00:28:04.172377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:04.172409] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:04.172437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:04.172493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:04.189380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:04.189922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:04.189999] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:04.190032] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:04.226430] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:04.226607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:04.226674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:04.226727] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:04.230162] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: UP (p=88.15%) [2025-10-16T00:28:04.230437] [INFO ] [FORECASTER] Completed predict_future for RSF [2025-10-16T00:28:04.230572] [INFO ] [sig ] RSF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:04.380326] [INFO ] [LOCAL ] Saved forecast: RSF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RSF.txt [2025-10-16T00:28:04.380590] [INFO ] [sig ] [1323/1803] Completed RSF in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:04.380639] [INFO ] [sig ] [1324/1803] Forecasting RSKD... [2025-10-16T00:28:04.380719] [INFO ] [sig ] Generating forecast for: RSKD [2025-10-16T00:28:04.380754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-10-16T00:28:04.389075] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RSKD'. [2025-10-16T00:28:04.389336] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-10-16T00:28:04.416252] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:04.417002] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-10-16T00:28:04.417061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:04.417134] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:04.417180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:04.417239] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:04.435717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:04.436306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:04.436388] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:04.436422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:04.471550] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:04.471633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:04.471709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:04.471746] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:04.474802] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-10-16T00:28:04.475071] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-10-16T00:28:04.475232] [INFO ] [sig ] RSKD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:04.617972] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RSKD.txt [2025-10-16T00:28:04.618201] [INFO ] [sig ] [1324/1803] Completed RSKD in 0.2s | 4.20 sym/s | Total: 5.2m | ETA: 1.9m [2025-10-16T00:28:04.618249] [INFO ] [sig ] [1325/1803] Forecasting RWT... [2025-10-16T00:28:04.618281] [INFO ] [sig ] Generating forecast for: RWT [2025-10-16T00:28:04.618312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'. [2025-10-16T00:28:04.626530] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'RWT'. [2025-10-16T00:28:04.626801] [INFO ] [FORECASTER] Starting predict_future for RWT [2025-10-16T00:28:04.651994] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:04.652862] [DEBUG] [LOCAL ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt [2025-10-16T00:28:04.652919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:04.652954] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:04.652986] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:04.653076] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:04.670449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:04.671244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:04.671331] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:04.671366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:04.707329] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:04.707495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:04.707538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:04.707567] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:04.711075] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=60.84%) [2025-10-16T00:28:04.711348] [INFO ] [FORECASTER] Completed predict_future for RWT [2025-10-16T00:28:04.711476] [INFO ] [sig ] RWT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:04.853898] [INFO ] [LOCAL ] Saved forecast: RWT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/RWT.txt [2025-10-16T00:28:04.854143] [INFO ] [sig ] [1325/1803] Completed RWT in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:04.854185] [INFO ] [sig ] [1326/1803] Forecasting S... [2025-10-16T00:28:04.854215] [INFO ] [sig ] Generating forecast for: S [2025-10-16T00:28:04.854246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-10-16T00:28:04.862345] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'S'. [2025-10-16T00:28:04.862623] [INFO ] [FORECASTER] Starting predict_future for S [2025-10-16T00:28:04.886830] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:04.887498] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-10-16T00:28:04.887551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:04.887585] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:04.887613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:04.887690] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:04.905014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:04.905521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:04.905597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:04.905630] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:04.937826] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:04.937902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:04.937938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:04.937966] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:04.941027] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=87.44%) [2025-10-16T00:28:04.941271] [INFO ] [FORECASTER] Completed predict_future for S [2025-10-16T00:28:04.941390] [INFO ] [sig ] S: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:05.081328] [INFO ] [LOCAL ] Saved forecast: S 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/S.txt [2025-10-16T00:28:05.081539] [INFO ] [sig ] [1326/1803] Completed S in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:05.081579] [INFO ] [sig ] [1327/1803] Forecasting SA... [2025-10-16T00:28:05.081610] [INFO ] [sig ] Generating forecast for: SA [2025-10-16T00:28:05.081661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-10-16T00:28:05.089628] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SA'. [2025-10-16T00:28:05.089935] [INFO ] [FORECASTER] Starting predict_future for SA [2025-10-16T00:28:05.114755] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:05.115407] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-10-16T00:28:05.115460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:05.115493] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:05.115521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:05.115577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:05.132726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:05.133238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:05.133314] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:05.133347] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:05.166153] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:05.166262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:05.166300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:05.166329] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:05.169498] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=68.08%) [2025-10-16T00:28:05.169795] [INFO ] [FORECASTER] Completed predict_future for SA [2025-10-16T00:28:05.169922] [INFO ] [sig ] SA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:05.352393] [INFO ] [LOCAL ] Saved forecast: SA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SA.txt [2025-10-16T00:28:05.352693] [INFO ] [sig ] [1327/1803] Completed SA in 0.3s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:05.352754] [INFO ] [sig ] [1328/1803] Forecasting SABA... [2025-10-16T00:28:05.352789] [INFO ] [sig ] Generating forecast for: SABA [2025-10-16T00:28:05.352832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'. [2025-10-16T00:28:05.361544] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SABA'. [2025-10-16T00:28:05.361862] [INFO ] [FORECASTER] Starting predict_future for SABA [2025-10-16T00:28:05.386761] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:05.387428] [DEBUG] [LOCAL ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt [2025-10-16T00:28:05.387482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:05.387514] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:05.387540] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:05.387601] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:05.404497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:05.405061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:05.405181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:05.405235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:05.438967] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:05.439038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:05.439080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:05.439115] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:05.442156] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=69.69%) [2025-10-16T00:28:05.442397] [INFO ] [FORECASTER] Completed predict_future for SABA [2025-10-16T00:28:05.442523] [INFO ] [sig ] SABA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:05.580314] [INFO ] [LOCAL ] Saved forecast: SABA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SABA.txt [2025-10-16T00:28:05.580529] [INFO ] [sig ] [1328/1803] Completed SABA in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:05.580569] [INFO ] [sig ] [1329/1803] Forecasting SAFE... [2025-10-16T00:28:05.580599] [INFO ] [sig ] Generating forecast for: SAFE [2025-10-16T00:28:05.580630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-10-16T00:28:05.588691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAFE'. [2025-10-16T00:28:05.588943] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-10-16T00:28:05.613071] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:05.613734] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-10-16T00:28:05.613788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:05.613820] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:05.613847] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:05.613907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:05.630705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:05.631223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:05.631302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:05.631335] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:05.665613] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:05.665708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:05.665752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:05.665782] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:05.668743] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=51.48%) [2025-10-16T00:28:05.668987] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-10-16T00:28:05.669112] [INFO ] [sig ] SAFE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:05.806394] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SAFE.txt [2025-10-16T00:28:05.806602] [INFO ] [sig ] [1329/1803] Completed SAFE in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:05.806664] [INFO ] [sig ] [1330/1803] Forecasting SAH... [2025-10-16T00:28:05.806719] [INFO ] [sig ] Generating forecast for: SAH [2025-10-16T00:28:05.806753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-10-16T00:28:05.814464] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAH'. [2025-10-16T00:28:05.814755] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-10-16T00:28:05.839164] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:05.839927] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-10-16T00:28:05.839998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:05.840032] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:05.840111] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:05.840179] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:05.856935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:05.857454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:05.857539] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:05.857571] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:05.889802] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:05.889923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:05.889960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:05.889989] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:05.893029] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=2.05%) [2025-10-16T00:28:05.893284] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-10-16T00:28:05.893413] [INFO ] [sig ] SAH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:06.036496] [INFO ] [LOCAL ] Saved forecast: SAH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SAH.txt [2025-10-16T00:28:06.036790] [INFO ] [sig ] [1330/1803] Completed SAH in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:06.036852] [INFO ] [sig ] [1331/1803] Forecasting SAM... [2025-10-16T00:28:06.036885] [INFO ] [sig ] Generating forecast for: SAM [2025-10-16T00:28:06.036917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-10-16T00:28:06.045073] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAM'. [2025-10-16T00:28:06.045350] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-10-16T00:28:06.069431] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:06.070103] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-10-16T00:28:06.070156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:06.070189] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:06.070217] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:06.070272] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:06.088714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:06.089313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:06.089396] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:06.089430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:06.126249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:06.126369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:06.126408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:06.126436] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:06.129693] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=21.89%) [2025-10-16T00:28:06.129958] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-10-16T00:28:06.130093] [INFO ] [sig ] SAM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:06.269569] [INFO ] [LOCAL ] Saved forecast: SAM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SAM.txt [2025-10-16T00:28:06.269828] [INFO ] [sig ] [1331/1803] Completed SAM in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:06.269889] [INFO ] [sig ] [1332/1803] Forecasting SAN... [2025-10-16T00:28:06.269930] [INFO ] [sig ] Generating forecast for: SAN [2025-10-16T00:28:06.269963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-10-16T00:28:06.277958] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAN'. [2025-10-16T00:28:06.278296] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-10-16T00:28:06.302887] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:06.303593] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-10-16T00:28:06.303670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:06.303723] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:06.303753] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:06.303809] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:06.321216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:06.321853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:06.321938] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:06.321973] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:06.364562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:06.364746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:06.364816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:06.364856] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:06.368309] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=3.49%) [2025-10-16T00:28:06.368751] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-10-16T00:28:06.368910] [INFO ] [sig ] SAN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:06.559176] [INFO ] [LOCAL ] Saved forecast: SAN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SAN.txt [2025-10-16T00:28:06.559416] [INFO ] [sig ] [1332/1803] Completed SAN in 0.3s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:06.559461] [INFO ] [sig ] [1333/1803] Forecasting SAND... [2025-10-16T00:28:06.559495] [INFO ] [sig ] Generating forecast for: SAND [2025-10-16T00:28:06.559530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'. [2025-10-16T00:28:06.567694] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAND'. [2025-10-16T00:28:06.567996] [INFO ] [FORECASTER] Starting predict_future for SAND [2025-10-16T00:28:06.592530] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:06.593251] [DEBUG] [LOCAL ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt [2025-10-16T00:28:06.593306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:06.593339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:06.593367] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:06.593423] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:06.610147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:06.610704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:06.610788] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:06.610822] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:06.647266] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:06.647822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:06.647872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:06.647903] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:06.651307] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: UP (p=59.04%) [2025-10-16T00:28:06.651601] [INFO ] [FORECASTER] Completed predict_future for SAND [2025-10-16T00:28:06.651771] [INFO ] [sig ] SAND: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:06.789000] [INFO ] [LOCAL ] Saved forecast: SAND 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SAND.txt [2025-10-16T00:28:06.789207] [INFO ] [sig ] [1333/1803] Completed SAND in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:06.789249] [INFO ] [sig ] [1334/1803] Forecasting SAP... [2025-10-16T00:28:06.789279] [INFO ] [sig ] Generating forecast for: SAP [2025-10-16T00:28:06.789311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-10-16T00:28:06.797976] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAP'. [2025-10-16T00:28:06.798275] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-10-16T00:28:06.822425] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:06.823113] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-10-16T00:28:06.823167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:06.823201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:06.823228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:06.823284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:06.840068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:06.840672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:06.840756] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:06.840790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:06.878887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:06.878989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:06.879025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:06.879054] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:06.882194] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=23.68%) [2025-10-16T00:28:06.882467] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-10-16T00:28:06.882598] [INFO ] [sig ] SAP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:07.020982] [INFO ] [LOCAL ] Saved forecast: SAP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SAP.txt [2025-10-16T00:28:07.021202] [INFO ] [sig ] [1334/1803] Completed SAP in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:07.021245] [INFO ] [sig ] [1335/1803] Forecasting SAR... [2025-10-16T00:28:07.021275] [INFO ] [sig ] Generating forecast for: SAR [2025-10-16T00:28:07.021306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'. [2025-10-16T00:28:07.030202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SAR'. [2025-10-16T00:28:07.030550] [INFO ] [FORECASTER] Starting predict_future for SAR [2025-10-16T00:28:07.059520] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:07.060334] [DEBUG] [LOCAL ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt [2025-10-16T00:28:07.060391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:07.060427] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:07.060456] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:07.060514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:07.080243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:07.081547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:07.081694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:07.081750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:07.120858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:07.121054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:07.121128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:07.121198] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:07.125158] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-10-16T00:28:07.125514] [INFO ] [FORECASTER] Completed predict_future for SAR [2025-10-16T00:28:07.125704] [INFO ] [sig ] SAR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:07.273418] [INFO ] [LOCAL ] Saved forecast: SAR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SAR.txt [2025-10-16T00:28:07.273687] [INFO ] [sig ] [1335/1803] Completed SAR in 0.3s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:07.273746] [INFO ] [sig ] [1336/1803] Forecasting SARO... [2025-10-16T00:28:07.273781] [INFO ] [sig ] Generating forecast for: SARO [2025-10-16T00:28:07.273812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'. [2025-10-16T00:28:07.282529] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SARO'. [2025-10-16T00:28:07.282856] [INFO ] [FORECASTER] Starting predict_future for SARO [2025-10-16T00:28:07.307742] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:07.308509] [DEBUG] [LOCAL ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt [2025-10-16T00:28:07.308581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:07.308630] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:07.308699] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:07.308770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:07.326275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:07.327138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:07.327226] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:07.327261] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:07.363581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:07.363787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:07.363837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:07.363870] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:07.367368] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: DOWN (p=33.50%) [2025-10-16T00:28:07.367674] [INFO ] [FORECASTER] Completed predict_future for SARO [2025-10-16T00:28:07.367827] [INFO ] [sig ] SARO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:07.511472] [INFO ] [LOCAL ] Saved forecast: SARO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SARO.txt [2025-10-16T00:28:07.511706] [INFO ] [sig ] [1336/1803] Completed SARO in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-16T00:28:07.511766] [INFO ] [sig ] [1337/1803] Forecasting SB... [2025-10-16T00:28:07.511800] [INFO ] [sig ] Generating forecast for: SB [2025-10-16T00:28:07.511832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-10-16T00:28:07.520318] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SB'. [2025-10-16T00:28:07.520604] [INFO ] [FORECASTER] Starting predict_future for SB [2025-10-16T00:28:07.545721] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:07.546565] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-10-16T00:28:07.546665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:07.546722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:07.546754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:07.546811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:07.563991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:07.564579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:07.564683] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:07.564738] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:07.599636] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:07.599839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:07.599885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:07.599917] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:07.603356] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=70.58%) [2025-10-16T00:28:07.603633] [INFO ] [FORECASTER] Completed predict_future for SB [2025-10-16T00:28:07.603810] [INFO ] [sig ] SB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:07.745957] [INFO ] [LOCAL ] Saved forecast: SB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SB.txt [2025-10-16T00:28:07.746184] [INFO ] [sig ] [1337/1803] Completed SB in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:07.746227] [INFO ] [sig ] [1338/1803] Forecasting SBH... [2025-10-16T00:28:07.746260] [INFO ] [sig ] Generating forecast for: SBH [2025-10-16T00:28:07.746294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-10-16T00:28:07.754821] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SBH'. [2025-10-16T00:28:07.755093] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-10-16T00:28:07.779791] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:07.780500] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-10-16T00:28:07.780555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:07.780588] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:07.780616] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:07.780697] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:07.798045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:07.798772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:07.798856] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:07.798890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:07.835720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:07.835859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:07.835899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:07.835930] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:07.839541] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=99.45%) [2025-10-16T00:28:07.839896] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-10-16T00:28:07.840041] [INFO ] [sig ] SBH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:07.983512] [INFO ] [LOCAL ] Saved forecast: SBH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SBH.txt [2025-10-16T00:28:07.983727] [INFO ] [sig ] [1338/1803] Completed SBH in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:07.983787] [INFO ] [sig ] [1339/1803] Forecasting SBI... [2025-10-16T00:28:07.983820] [INFO ] [sig ] Generating forecast for: SBI [2025-10-16T00:28:07.983858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-10-16T00:28:07.994950] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SBI'. [2025-10-16T00:28:07.995476] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-10-16T00:28:08.025299] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:08.026094] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-10-16T00:28:08.026151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:08.026186] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:08.026214] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:08.026271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:08.043285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:08.044162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:08.044256] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:08.044291] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:08.077960] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:08.078142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:08.078185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:08.078215] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:08.081806] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=29.66%) [2025-10-16T00:28:08.082098] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-10-16T00:28:08.082231] [INFO ] [sig ] SBI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:08.225103] [INFO ] [LOCAL ] Saved forecast: SBI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SBI.txt [2025-10-16T00:28:08.225360] [INFO ] [sig ] [1339/1803] Completed SBI in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:08.225404] [INFO ] [sig ] [1340/1803] Forecasting SBR... [2025-10-16T00:28:08.225434] [INFO ] [sig ] Generating forecast for: SBR [2025-10-16T00:28:08.225465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'. [2025-10-16T00:28:08.234146] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SBR'. [2025-10-16T00:28:08.234532] [INFO ] [FORECASTER] Starting predict_future for SBR [2025-10-16T00:28:08.259583] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:08.260385] [DEBUG] [LOCAL ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt [2025-10-16T00:28:08.260441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:08.260476] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:08.260503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:08.260560] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:08.277485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:08.278307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:08.278397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:08.278432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:08.313190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:08.313364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:08.313407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:08.313437] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:08.316885] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=52.48%) [2025-10-16T00:28:08.317190] [INFO ] [FORECASTER] Completed predict_future for SBR [2025-10-16T00:28:08.317323] [INFO ] [sig ] SBR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:08.456613] [INFO ] [LOCAL ] Saved forecast: SBR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SBR.txt [2025-10-16T00:28:08.456898] [INFO ] [sig ] [1340/1803] Completed SBR in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:08.456960] [INFO ] [sig ] [1341/1803] Forecasting SBS... [2025-10-16T00:28:08.456993] [INFO ] [sig ] Generating forecast for: SBS [2025-10-16T00:28:08.457025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-10-16T00:28:08.465770] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SBS'. [2025-10-16T00:28:08.466124] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-10-16T00:28:08.490770] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:08.491452] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-10-16T00:28:08.491505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:08.491538] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:08.491565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:08.491621] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:08.508368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:08.508953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:08.509032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:08.509065] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:08.546154] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:08.546233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:08.546269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:08.546297] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:08.549285] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=58.32%) [2025-10-16T00:28:08.549528] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-10-16T00:28:08.549688] [INFO ] [sig ] SBS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:08.689705] [INFO ] [LOCAL ] Saved forecast: SBS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SBS.txt [2025-10-16T00:28:08.689945] [INFO ] [sig ] [1341/1803] Completed SBS in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:08.689988] [INFO ] [sig ] [1342/1803] Forecasting SBSI... [2025-10-16T00:28:08.690019] [INFO ] [sig ] Generating forecast for: SBSI [2025-10-16T00:28:08.690049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-10-16T00:28:08.698479] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SBSI'. [2025-10-16T00:28:08.698811] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-10-16T00:28:08.723004] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:08.723675] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-10-16T00:28:08.723732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:08.723766] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:08.723794] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:08.723851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:08.740876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:08.741450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:08.741545] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:08.741599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:08.778065] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:08.778180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:08.778218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:08.778247] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:08.781459] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=53.63%) [2025-10-16T00:28:08.781758] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-10-16T00:28:08.781901] [INFO ] [sig ] SBSI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:08.921983] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SBSI.txt [2025-10-16T00:28:08.922240] [INFO ] [sig ] [1342/1803] Completed SBSI in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:08.922293] [INFO ] [sig ] [1343/1803] Forecasting SBSW... [2025-10-16T00:28:08.922330] [INFO ] [sig ] Generating forecast for: SBSW [2025-10-16T00:28:08.922363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'. [2025-10-16T00:28:08.930958] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SBSW'. [2025-10-16T00:28:08.931249] [INFO ] [FORECASTER] Starting predict_future for SBSW [2025-10-16T00:28:08.955575] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:08.956291] [DEBUG] [LOCAL ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt [2025-10-16T00:28:08.956347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:08.956427] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:08.956465] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:08.956524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:08.974362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:08.974960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:08.975040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:08.975074] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:09.011286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:09.011407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:09.011445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:09.011475] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:09.014674] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: UP (p=51.69%) [2025-10-16T00:28:09.014939] [INFO ] [FORECASTER] Completed predict_future for SBSW [2025-10-16T00:28:09.015075] [INFO ] [sig ] SBSW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:09.158816] [INFO ] [LOCAL ] Saved forecast: SBSW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SBSW.txt [2025-10-16T00:28:09.159048] [INFO ] [sig ] [1343/1803] Completed SBSW in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:09.159091] [INFO ] [sig ] [1344/1803] Forecasting SCCO... [2025-10-16T00:28:09.159121] [INFO ] [sig ] Generating forecast for: SCCO [2025-10-16T00:28:09.159152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'. [2025-10-16T00:28:09.167381] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCCO'. [2025-10-16T00:28:09.167688] [INFO ] [FORECASTER] Starting predict_future for SCCO [2025-10-16T00:28:09.191976] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:09.192663] [DEBUG] [LOCAL ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt [2025-10-16T00:28:09.192755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:09.192791] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:09.192819] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:09.192874] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:09.210433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:09.211080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:09.211164] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:09.211199] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:09.249119] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:09.249264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:09.249312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:09.249341] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:09.252759] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: DOWN (p=46.17%) [2025-10-16T00:28:09.253073] [INFO ] [FORECASTER] Completed predict_future for SCCO [2025-10-16T00:28:09.253219] [INFO ] [sig ] SCCO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:09.395502] [INFO ] [LOCAL ] Saved forecast: SCCO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCCO.txt [2025-10-16T00:28:09.395765] [INFO ] [sig ] [1344/1803] Completed SCCO in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:09.395827] [INFO ] [sig ] [1345/1803] Forecasting SCD... [2025-10-16T00:28:09.395860] [INFO ] [sig ] Generating forecast for: SCD [2025-10-16T00:28:09.395891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-10-16T00:28:09.404169] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCD'. [2025-10-16T00:28:09.404447] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-10-16T00:28:09.429848] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:09.430560] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-10-16T00:28:09.430616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:09.430680] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:09.430729] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:09.430790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:09.448083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:09.448715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:09.448797] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:09.448833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:09.484578] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:09.484728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:09.484778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:09.484809] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:09.487984] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=47.06%) [2025-10-16T00:28:09.488250] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-10-16T00:28:09.488383] [INFO ] [sig ] SCD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:09.632420] [INFO ] [LOCAL ] Saved forecast: SCD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCD.txt [2025-10-16T00:28:09.632701] [INFO ] [sig ] [1345/1803] Completed SCD in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:09.632797] [INFO ] [sig ] [1346/1803] Forecasting SCHW... [2025-10-16T00:28:09.632858] [INFO ] [sig ] Generating forecast for: SCHW [2025-10-16T00:28:09.632904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'. [2025-10-16T00:28:09.641232] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCHW'. [2025-10-16T00:28:09.641517] [INFO ] [FORECASTER] Starting predict_future for SCHW [2025-10-16T00:28:09.668695] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:09.669494] [DEBUG] [LOCAL ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt [2025-10-16T00:28:09.669554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:09.669590] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:09.669617] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:09.669704] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:09.687524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:09.688123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:09.688203] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:09.688238] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:09.726258] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:09.726408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:09.726449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:09.726478] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:09.729988] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-10-16T00:28:09.730263] [INFO ] [FORECASTER] Completed predict_future for SCHW [2025-10-16T00:28:09.730397] [INFO ] [sig ] SCHW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:09.874139] [INFO ] [LOCAL ] Saved forecast: SCHW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCHW.txt [2025-10-16T00:28:09.874333] [INFO ] [sig ] [1346/1803] Completed SCHW in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:09.874373] [INFO ] [sig ] [1347/1803] Forecasting SCI... [2025-10-16T00:28:09.874403] [INFO ] [sig ] Generating forecast for: SCI [2025-10-16T00:28:09.874434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-10-16T00:28:09.882385] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCI'. [2025-10-16T00:28:09.882673] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-10-16T00:28:09.907331] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:09.908058] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-10-16T00:28:09.908114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:09.908149] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:09.908180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:09.908243] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:09.929134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:09.929983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:09.930066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:09.930102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:09.966846] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:09.966935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:09.966972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:09.967000] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:09.970050] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-10-16T00:28:09.970324] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-10-16T00:28:09.970451] [INFO ] [sig ] SCI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:10.115176] [INFO ] [LOCAL ] Saved forecast: SCI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCI.txt [2025-10-16T00:28:10.115379] [INFO ] [sig ] [1347/1803] Completed SCI in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:10.115422] [INFO ] [sig ] [1348/1803] Forecasting SCL... [2025-10-16T00:28:10.115453] [INFO ] [sig ] Generating forecast for: SCL [2025-10-16T00:28:10.115484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-10-16T00:28:10.124205] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCL'. [2025-10-16T00:28:10.124485] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-10-16T00:28:10.149371] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:10.150086] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-10-16T00:28:10.150140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:10.150174] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:10.150202] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:10.150259] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:10.168130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:10.168800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:10.168882] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:10.168915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:10.206083] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:10.206171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:10.206206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:10.206234] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:10.209399] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=23.37%) [2025-10-16T00:28:10.209711] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-10-16T00:28:10.209855] [INFO ] [sig ] SCL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:10.357689] [INFO ] [LOCAL ] Saved forecast: SCL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCL.txt [2025-10-16T00:28:10.357907] [INFO ] [sig ] [1348/1803] Completed SCL in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:10.357950] [INFO ] [sig ] [1349/1803] Forecasting SCM... [2025-10-16T00:28:10.357981] [INFO ] [sig ] Generating forecast for: SCM [2025-10-16T00:28:10.358011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-10-16T00:28:10.367361] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCM'. [2025-10-16T00:28:10.367714] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-10-16T00:28:10.393071] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:10.393782] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-10-16T00:28:10.393838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:10.393872] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:10.393901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:10.393957] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:10.411503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:10.412070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:10.412154] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:10.412202] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:10.451766] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:10.451900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:10.451938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:10.451967] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:10.455226] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-10-16T00:28:10.455488] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-10-16T00:28:10.456027] [INFO ] [sig ] SCM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:10.599523] [INFO ] [LOCAL ] Saved forecast: SCM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCM.txt [2025-10-16T00:28:10.599780] [INFO ] [sig ] [1349/1803] Completed SCM in 0.2s | 4.20 sym/s | Total: 5.3m | ETA: 1.8m [2025-10-16T00:28:10.599840] [INFO ] [sig ] [1350/1803] Forecasting SCS... [2025-10-16T00:28:10.599873] [INFO ] [sig ] Generating forecast for: SCS [2025-10-16T00:28:10.599904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-10-16T00:28:10.608986] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SCS'. [2025-10-16T00:28:10.609263] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-10-16T00:28:10.633895] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:10.634598] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-10-16T00:28:10.634677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:10.634729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:10.634762] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:10.634821] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:10.652904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:10.653479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:10.653557] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:10.653592] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:10.689873] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:10.689984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:10.690022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:10.690051] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:10.693255] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=23.86%) [2025-10-16T00:28:10.693532] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-10-16T00:28:10.693693] [INFO ] [sig ] SCS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:10.837757] [INFO ] [LOCAL ] Saved forecast: SCS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SCS.txt [2025-10-16T00:28:10.837953] [INFO ] [sig ] [1350/1803] Completed SCS in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:10.837994] [INFO ] [sig ] [1351/1803] Forecasting SD... [2025-10-16T00:28:10.838023] [INFO ] [sig ] Generating forecast for: SD [2025-10-16T00:28:10.838054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-10-16T00:28:10.847344] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SD'. [2025-10-16T00:28:10.847704] [INFO ] [FORECASTER] Starting predict_future for SD [2025-10-16T00:28:10.873262] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:10.874011] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-10-16T00:28:10.874081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:10.874117] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:10.874147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:10.874214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:10.892017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:10.892789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:10.892875] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:10.892909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:10.928701] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:10.928864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:10.928908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:10.928938] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:10.932400] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=27.49%) [2025-10-16T00:28:10.932700] [INFO ] [FORECASTER] Completed predict_future for SD [2025-10-16T00:28:10.932853] [INFO ] [sig ] SD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:11.079459] [INFO ] [LOCAL ] Saved forecast: SD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SD.txt [2025-10-16T00:28:11.079732] [INFO ] [sig ] [1351/1803] Completed SD in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:11.079793] [INFO ] [sig ] [1352/1803] Forecasting SDHC... [2025-10-16T00:28:11.079828] [INFO ] [sig ] Generating forecast for: SDHC [2025-10-16T00:28:11.079859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'. [2025-10-16T00:28:11.088944] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SDHC'. [2025-10-16T00:28:11.089354] [INFO ] [FORECASTER] Starting predict_future for SDHC [2025-10-16T00:28:11.115777] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:11.116598] [DEBUG] [LOCAL ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt [2025-10-16T00:28:11.116683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:11.116735] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:11.116767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:11.116826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:11.135486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:11.136299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:11.136401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:11.136436] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:11.174973] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:11.175151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:11.175195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:11.175233] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:11.178897] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=93.90%) [2025-10-16T00:28:11.179190] [INFO ] [FORECASTER] Completed predict_future for SDHC [2025-10-16T00:28:11.179333] [INFO ] [sig ] SDHC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:11.329551] [INFO ] [LOCAL ] Saved forecast: SDHC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SDHC.txt [2025-10-16T00:28:11.329795] [INFO ] [sig ] [1352/1803] Completed SDHC in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:11.329854] [INFO ] [sig ] [1353/1803] Forecasting SDHY... [2025-10-16T00:28:11.329888] [INFO ] [sig ] Generating forecast for: SDHY [2025-10-16T00:28:11.329964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-10-16T00:28:11.338337] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SDHY'. [2025-10-16T00:28:11.338637] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-10-16T00:28:11.363892] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:11.364716] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-10-16T00:28:11.364774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:11.364807] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:11.364836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:11.364896] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:11.382588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:11.383171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:11.383257] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:11.383292] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:11.420796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:11.420977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:11.421022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:11.421052] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:11.424791] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=80.06%) [2025-10-16T00:28:11.425109] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-10-16T00:28:11.425251] [INFO ] [sig ] SDHY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:11.580934] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SDHY.txt [2025-10-16T00:28:11.581171] [INFO ] [sig ] [1353/1803] Completed SDHY in 0.3s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:11.581214] [INFO ] [sig ] [1354/1803] Forecasting SDRL... [2025-10-16T00:28:11.581245] [INFO ] [sig ] Generating forecast for: SDRL [2025-10-16T00:28:11.581276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-10-16T00:28:11.589953] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SDRL'. [2025-10-16T00:28:11.590209] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-10-16T00:28:11.615847] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:11.616563] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-10-16T00:28:11.616617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:11.616680] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:11.616726] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:11.616786] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:11.634396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:11.634953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:11.635033] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:11.635066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:11.670569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:11.670685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:11.670737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:11.670769] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:11.673913] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=81.86%) [2025-10-16T00:28:11.674166] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-10-16T00:28:11.674310] [INFO ] [sig ] SDRL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:11.815104] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SDRL.txt [2025-10-16T00:28:11.815300] [INFO ] [sig ] [1354/1803] Completed SDRL in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:11.815341] [INFO ] [sig ] [1355/1803] Forecasting SE... [2025-10-16T00:28:11.815371] [INFO ] [sig ] Generating forecast for: SE [2025-10-16T00:28:11.815402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-10-16T00:28:11.824040] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SE'. [2025-10-16T00:28:11.824302] [INFO ] [FORECASTER] Starting predict_future for SE [2025-10-16T00:28:11.849714] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:11.850876] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-10-16T00:28:11.850955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:11.851023] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:11.851064] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:11.851126] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:11.869215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:11.869922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:11.870009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:11.870045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:11.908080] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:11.908198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:11.908238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:11.908269] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:11.911681] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=80.45%) [2025-10-16T00:28:11.911988] [INFO ] [FORECASTER] Completed predict_future for SE [2025-10-16T00:28:11.912191] [INFO ] [sig ] SE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:12.056345] [INFO ] [LOCAL ] Saved forecast: SE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SE.txt [2025-10-16T00:28:12.056587] [INFO ] [sig ] [1355/1803] Completed SE in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:12.056629] [INFO ] [sig ] [1356/1803] Forecasting SEE... [2025-10-16T00:28:12.056699] [INFO ] [sig ] Generating forecast for: SEE [2025-10-16T00:28:12.056741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-10-16T00:28:12.065689] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SEE'. [2025-10-16T00:28:12.065943] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-10-16T00:28:12.090990] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:12.091701] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-10-16T00:28:12.091789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:12.091829] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:12.091859] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:12.091915] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:12.111174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:12.111815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:12.111899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:12.111935] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:12.146968] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:12.147059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:12.147095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:12.147125] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:12.150262] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=97.52%) [2025-10-16T00:28:12.150519] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-10-16T00:28:12.150679] [INFO ] [sig ] SEE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:12.292052] [INFO ] [LOCAL ] Saved forecast: SEE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SEE.txt [2025-10-16T00:28:12.292257] [INFO ] [sig ] [1356/1803] Completed SEE in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:12.292299] [INFO ] [sig ] [1357/1803] Forecasting SEG... [2025-10-16T00:28:12.292333] [INFO ] [sig ] Generating forecast for: SEG [2025-10-16T00:28:12.292366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'. [2025-10-16T00:28:12.301282] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SEG'. [2025-10-16T00:28:12.301704] [INFO ] [FORECASTER] Starting predict_future for SEG [2025-10-16T00:28:12.327988] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:12.328884] [DEBUG] [LOCAL ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt [2025-10-16T00:28:12.328940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:12.328976] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:12.329005] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:12.329065] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:12.349787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:12.350354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:12.350435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:12.350470] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:12.386592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:12.386721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:12.386769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:12.386799] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:12.393767] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: DOWN (p=45.09%) [2025-10-16T00:28:12.394094] [INFO ] [FORECASTER] Completed predict_future for SEG [2025-10-16T00:28:12.394278] [INFO ] [sig ] SEG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:12.567361] [INFO ] [LOCAL ] Saved forecast: SEG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SEG.txt [2025-10-16T00:28:12.567588] [INFO ] [sig ] [1357/1803] Completed SEG in 0.3s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:12.567628] [INFO ] [sig ] [1358/1803] Forecasting SEI... [2025-10-16T00:28:12.567694] [INFO ] [sig ] Generating forecast for: SEI [2025-10-16T00:28:12.567739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'. [2025-10-16T00:28:12.576364] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SEI'. [2025-10-16T00:28:12.576636] [INFO ] [FORECASTER] Starting predict_future for SEI [2025-10-16T00:28:12.608263] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:12.609720] [DEBUG] [LOCAL ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt [2025-10-16T00:28:12.609793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:12.609867] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:12.609916] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:12.610005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:12.631726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:12.632570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:12.632697] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:12.632754] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:12.669483] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:12.669586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:12.669623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:12.669690] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:12.672921] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: UP (p=64.52%) [2025-10-16T00:28:12.673188] [INFO ] [FORECASTER] Completed predict_future for SEI [2025-10-16T00:28:12.673319] [INFO ] [sig ] SEI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:12.812576] [INFO ] [LOCAL ] Saved forecast: SEI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SEI.txt [2025-10-16T00:28:12.812798] [INFO ] [sig ] [1358/1803] Completed SEI in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:12.812855] [INFO ] [sig ] [1359/1803] Forecasting SEM... [2025-10-16T00:28:12.812889] [INFO ] [sig ] Generating forecast for: SEM [2025-10-16T00:28:12.812920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-10-16T00:28:12.821252] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SEM'. [2025-10-16T00:28:12.821512] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-10-16T00:28:12.845573] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:12.846260] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-10-16T00:28:12.846314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:12.846346] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:12.846374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:12.846430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:12.863406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:12.863982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:12.864093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:12.864132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:12.898399] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:12.898530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:12.898601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:12.898665] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:12.901902] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=44.94%) [2025-10-16T00:28:12.902161] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-10-16T00:28:12.902287] [INFO ] [sig ] SEM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:13.040661] [INFO ] [LOCAL ] Saved forecast: SEM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SEM.txt [2025-10-16T00:28:13.040892] [INFO ] [sig ] [1359/1803] Completed SEM in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:13.040936] [INFO ] [sig ] [1360/1803] Forecasting SEMR... [2025-10-16T00:28:13.040967] [INFO ] [sig ] Generating forecast for: SEMR [2025-10-16T00:28:13.040999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-10-16T00:28:13.049385] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SEMR'. [2025-10-16T00:28:13.049639] [INFO ] [FORECASTER] Starting predict_future for SEMR [2025-10-16T00:28:13.073979] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:13.074677] [DEBUG] [LOCAL ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt [2025-10-16T00:28:13.074733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:13.074768] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:13.074796] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:13.074853] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:13.091927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:13.092500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:13.092579] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:13.092612] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:13.128876] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:13.128978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:13.129016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:13.129045] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:13.132137] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: DOWN (p=0.61%) [2025-10-16T00:28:13.132393] [INFO ] [FORECASTER] Completed predict_future for SEMR [2025-10-16T00:28:13.132517] [INFO ] [sig ] SEMR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:13.270530] [INFO ] [LOCAL ] Saved forecast: SEMR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SEMR.txt [2025-10-16T00:28:13.270758] [INFO ] [sig ] [1360/1803] Completed SEMR in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:13.270818] [INFO ] [sig ] [1361/1803] Forecasting SES... [2025-10-16T00:28:13.270851] [INFO ] [sig ] Generating forecast for: SES [2025-10-16T00:28:13.270883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-10-16T00:28:13.279563] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SES'. [2025-10-16T00:28:13.279894] [INFO ] [FORECASTER] Starting predict_future for SES [2025-10-16T00:28:13.303953] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:13.304630] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-10-16T00:28:13.304710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:13.304749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:13.304777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:13.304833] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:13.321922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:13.322452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:13.322529] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:13.322563] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:13.363902] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:13.364070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:13.364129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:13.364162] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:13.367686] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=52.41%) [2025-10-16T00:28:13.367976] [INFO ] [FORECASTER] Completed predict_future for SES [2025-10-16T00:28:13.368128] [INFO ] [sig ] SES: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:13.518425] [INFO ] [LOCAL ] Saved forecast: SES 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SES.txt [2025-10-16T00:28:13.518710] [INFO ] [sig ] [1361/1803] Completed SES in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-16T00:28:13.518770] [INFO ] [sig ] [1362/1803] Forecasting SF... [2025-10-16T00:28:13.518805] [INFO ] [sig ] Generating forecast for: SF [2025-10-16T00:28:13.518837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-10-16T00:28:13.527928] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SF'. [2025-10-16T00:28:13.528287] [INFO ] [FORECASTER] Starting predict_future for SF [2025-10-16T00:28:13.553380] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:13.554196] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-10-16T00:28:13.554254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:13.554290] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:13.554320] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:13.554380] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:13.572306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:13.573174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:13.573261] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:13.573299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:13.605956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:13.606042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:13.606077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:13.606106] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:13.611121] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=86.24%) [2025-10-16T00:28:13.611375] [INFO ] [FORECASTER] Completed predict_future for SF [2025-10-16T00:28:13.611498] [INFO ] [sig ] SF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:13.753523] [INFO ] [LOCAL ] Saved forecast: SF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SF.txt [2025-10-16T00:28:13.753739] [INFO ] [sig ] [1362/1803] Completed SF in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:13.753798] [INFO ] [sig ] [1363/1803] Forecasting SFB... [2025-10-16T00:28:13.753833] [INFO ] [sig ] Generating forecast for: SFB [2025-10-16T00:28:13.753864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-10-16T00:28:13.762373] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SFB'. [2025-10-16T00:28:13.762618] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-10-16T00:28:13.787392] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:13.788084] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-10-16T00:28:13.788138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:13.788172] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:13.788200] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:13.788256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:13.805693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:13.806230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:13.806309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:13.806341] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:13.841695] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:13.841908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:13.841970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:13.842007] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:13.845893] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=48.54%) [2025-10-16T00:28:13.846183] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-10-16T00:28:13.846323] [INFO ] [sig ] SFB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:13.985953] [INFO ] [LOCAL ] Saved forecast: SFB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SFB.txt [2025-10-16T00:28:13.986139] [INFO ] [sig ] [1363/1803] Completed SFB in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:13.986178] [INFO ] [sig ] [1364/1803] Forecasting SFBS... [2025-10-16T00:28:13.986210] [INFO ] [sig ] Generating forecast for: SFBS [2025-10-16T00:28:13.986240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-10-16T00:28:13.994511] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SFBS'. [2025-10-16T00:28:13.994811] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-10-16T00:28:14.018924] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:14.019626] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-10-16T00:28:14.019705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:14.019746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:14.019776] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:14.019833] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:14.036906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:14.037413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:14.037489] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:14.037524] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:14.072408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:14.072491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:14.072526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:14.072561] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:14.075608] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=67.47%) [2025-10-16T00:28:14.075884] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-10-16T00:28:14.076013] [INFO ] [sig ] SFBS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:14.216103] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SFBS.txt [2025-10-16T00:28:14.216278] [INFO ] [sig ] [1364/1803] Completed SFBS in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:14.216318] [INFO ] [sig ] [1365/1803] Forecasting SFL... [2025-10-16T00:28:14.216348] [INFO ] [sig ] Generating forecast for: SFL [2025-10-16T00:28:14.216379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-10-16T00:28:14.224673] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SFL'. [2025-10-16T00:28:14.224915] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-10-16T00:28:14.249275] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:14.249997] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-10-16T00:28:14.250051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:14.250098] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:14.250128] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:14.250185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:14.267310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:14.267873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:14.267951] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:14.267986] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:14.309630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:14.309783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:14.309852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:14.309906] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:14.313585] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=0.38%) [2025-10-16T00:28:14.313867] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-10-16T00:28:14.314035] [INFO ] [sig ] SFL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:14.453981] [INFO ] [LOCAL ] Saved forecast: SFL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SFL.txt [2025-10-16T00:28:14.454200] [INFO ] [sig ] [1365/1803] Completed SFL in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:14.454626] [INFO ] [sig ] [1366/1803] Forecasting SG... [2025-10-16T00:28:14.454708] [INFO ] [sig ] Generating forecast for: SG [2025-10-16T00:28:14.454752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-10-16T00:28:14.462912] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SG'. [2025-10-16T00:28:14.463168] [INFO ] [FORECASTER] Starting predict_future for SG [2025-10-16T00:28:14.487772] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:14.488418] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-10-16T00:28:14.488472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:14.488505] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:14.488533] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:14.488618] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:14.505788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:14.506295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:14.506370] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:14.506403] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:14.544212] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:14.544289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:14.544324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:14.544352] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:14.547447] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=0.80%) [2025-10-16T00:28:14.547723] [INFO ] [FORECASTER] Completed predict_future for SG [2025-10-16T00:28:14.547855] [INFO ] [sig ] SG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:14.689316] [INFO ] [LOCAL ] Saved forecast: SG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SG.txt [2025-10-16T00:28:14.689545] [INFO ] [sig ] [1366/1803] Completed SG in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:14.689586] [INFO ] [sig ] [1367/1803] Forecasting SGHC... [2025-10-16T00:28:14.689617] [INFO ] [sig ] Generating forecast for: SGHC [2025-10-16T00:28:14.689678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-10-16T00:28:14.698153] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SGHC'. [2025-10-16T00:28:14.698394] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-10-16T00:28:14.722699] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:14.723374] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-10-16T00:28:14.723439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:14.723477] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:14.723505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:14.723562] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:14.740971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:14.741536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:14.741613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:14.741674] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:14.777424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:14.777519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:14.777555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:14.777584] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:14.780753] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=66.99%) [2025-10-16T00:28:14.781002] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-10-16T00:28:14.781129] [INFO ] [sig ] SGHC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:14.919288] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SGHC.txt [2025-10-16T00:28:14.919500] [INFO ] [sig ] [1367/1803] Completed SGHC in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:14.919541] [INFO ] [sig ] [1368/1803] Forecasting SGU... [2025-10-16T00:28:14.919571] [INFO ] [sig ] Generating forecast for: SGU [2025-10-16T00:28:14.919603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'. [2025-10-16T00:28:14.927609] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SGU'. [2025-10-16T00:28:14.927904] [INFO ] [FORECASTER] Starting predict_future for SGU [2025-10-16T00:28:14.951981] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:14.952713] [DEBUG] [LOCAL ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt [2025-10-16T00:28:14.952768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:14.952801] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:14.952828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:14.952884] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:14.969565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:14.970166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:14.970245] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:14.970278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:15.004429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:15.004518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:15.004554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:15.004583] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:15.007670] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: UP (p=66.03%) [2025-10-16T00:28:15.007935] [INFO ] [FORECASTER] Completed predict_future for SGU [2025-10-16T00:28:15.008062] [INFO ] [sig ] SGU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:15.145059] [INFO ] [LOCAL ] Saved forecast: SGU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SGU.txt [2025-10-16T00:28:15.145269] [INFO ] [sig ] [1368/1803] Completed SGU in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:15.145310] [INFO ] [sig ] [1369/1803] Forecasting SHAK... [2025-10-16T00:28:15.145340] [INFO ] [sig ] Generating forecast for: SHAK [2025-10-16T00:28:15.145372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-10-16T00:28:15.154469] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SHAK'. [2025-10-16T00:28:15.154870] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-10-16T00:28:15.180874] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:15.181692] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-10-16T00:28:15.181753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:15.181789] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:15.181818] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:15.181875] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:15.199800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:15.200553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:15.200663] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:15.200721] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:15.240989] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:15.241171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:15.241214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:15.241244] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:15.244857] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=62.80%) [2025-10-16T00:28:15.245142] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-10-16T00:28:15.245285] [INFO ] [sig ] SHAK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:15.394248] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHAK.txt [2025-10-16T00:28:15.394504] [INFO ] [sig ] [1369/1803] Completed SHAK in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:15.394546] [INFO ] [sig ] [1370/1803] Forecasting SHCO... [2025-10-16T00:28:15.394577] [INFO ] [sig ] Generating forecast for: SHCO [2025-10-16T00:28:15.394609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-10-16T00:28:15.403519] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SHCO'. [2025-10-16T00:28:15.403843] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-10-16T00:28:15.428809] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:15.429514] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-10-16T00:28:15.429568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:15.429603] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:15.429632] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:15.429731] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:15.447348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:15.447956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:15.448037] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:15.448071] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:15.492775] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:15.493002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:15.493062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:15.493104] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:15.498092] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=50.53%) [2025-10-16T00:28:15.498491] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-10-16T00:28:15.498754] [INFO ] [sig ] SHCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:15.643385] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHCO.txt [2025-10-16T00:28:15.643631] [INFO ] [sig ] [1370/1803] Completed SHCO in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:15.643709] [INFO ] [sig ] [1371/1803] Forecasting SHEL... [2025-10-16T00:28:15.643749] [INFO ] [sig ] Generating forecast for: SHEL [2025-10-16T00:28:15.643781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-10-16T00:28:15.652166] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SHEL'. [2025-10-16T00:28:15.652491] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-10-16T00:28:15.677284] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:15.678096] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-10-16T00:28:15.678154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:15.678190] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:15.678220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:15.678279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:15.695753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:15.696425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:15.696511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:15.696547] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:15.733414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:15.733535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:15.733575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:15.733605] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:15.736923] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-10-16T00:28:15.737191] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-10-16T00:28:15.737325] [INFO ] [sig ] SHEL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:15.878241] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHEL.txt [2025-10-16T00:28:15.878491] [INFO ] [sig ] [1371/1803] Completed SHEL in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:15.878535] [INFO ] [sig ] [1372/1803] Forecasting SHG... [2025-10-16T00:28:15.878607] [INFO ] [sig ] Generating forecast for: SHG [2025-10-16T00:28:15.878683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-10-16T00:28:15.887596] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SHG'. [2025-10-16T00:28:15.887921] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-10-16T00:28:15.913006] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:15.913853] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-10-16T00:28:15.913912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:15.913967] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:15.914000] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:15.914110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:15.931304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:15.931885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:15.931966] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:15.931999] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:15.967500] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:15.967667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:15.967727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:15.967760] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:15.971146] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=74.77%) [2025-10-16T00:28:15.971407] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-10-16T00:28:15.971541] [INFO ] [sig ] SHG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:16.112854] [INFO ] [LOCAL ] Saved forecast: SHG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHG.txt [2025-10-16T00:28:16.113112] [INFO ] [sig ] [1372/1803] Completed SHG in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:16.113156] [INFO ] [sig ] [1373/1803] Forecasting SHO... [2025-10-16T00:28:16.113188] [INFO ] [sig ] Generating forecast for: SHO [2025-10-16T00:28:16.113220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-10-16T00:28:16.121836] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SHO'. [2025-10-16T00:28:16.122198] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-10-16T00:28:16.147096] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:16.147890] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-10-16T00:28:16.147948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:16.147982] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:16.148010] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:16.148066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:16.164879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:16.165713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:16.165801] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:16.165836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:16.202026] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:16.202198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:16.202239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:16.202270] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:16.205902] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=53.93%) [2025-10-16T00:28:16.206230] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-10-16T00:28:16.206371] [INFO ] [sig ] SHO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:16.350397] [INFO ] [LOCAL ] Saved forecast: SHO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHO.txt [2025-10-16T00:28:16.350611] [INFO ] [sig ] [1373/1803] Completed SHO in 0.2s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:16.350680] [INFO ] [sig ] [1374/1803] Forecasting SHOC... [2025-10-16T00:28:16.350729] [INFO ] [sig ] Generating forecast for: SHOC [2025-10-16T00:28:16.350762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-10-16T00:28:16.359339] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'SHOC'. [2025-10-16T00:28:16.359904] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-10-16T00:28:16.397639] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:16.398998] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-10-16T00:28:16.399109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:16.399169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:16.399208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:16.399270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:16.417266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:16.418138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:16.418223] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:16.418257] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:16.452843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:16.452951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:16.452990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:16.453022] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:16.456212] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=82.30%) [2025-10-16T00:28:16.456476] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-10-16T00:28:16.456621] [INFO ] [sig ] SHOC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:16.600591] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHOC.txt [2025-10-16T00:28:16.600960] [INFO ] [sig ] [1374/1803] Completed SHOC in 0.3s | 4.20 sym/s | Total: 5.4m | ETA: 1.7m [2025-10-16T00:28:16.601014] [INFO ] [sig ] [1375/1803] Forecasting SHW... [2025-10-16T00:28:16.601046] [INFO ] [sig ] Generating forecast for: SHW [2025-10-16T00:28:16.601080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'. [2025-10-16T00:28:16.610346] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SHW'. [2025-10-16T00:28:16.610669] [INFO ] [FORECASTER] Starting predict_future for SHW [2025-10-16T00:28:16.635171] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:16.635863] [DEBUG] [LOCAL ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt [2025-10-16T00:28:16.635917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:16.635951] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:16.635979] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:16.636035] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:16.652909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:16.653462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:16.653547] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:16.653581] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:16.690735] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:16.690828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:16.690899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:16.690930] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:16.695729] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=95.96%) [2025-10-16T00:28:16.695987] [INFO ] [FORECASTER] Completed predict_future for SHW [2025-10-16T00:28:16.696115] [INFO ] [sig ] SHW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:16.837566] [INFO ] [LOCAL ] Saved forecast: SHW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SHW.txt [2025-10-16T00:28:16.837881] [INFO ] [sig ] [1375/1803] Completed SHW in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:16.837938] [INFO ] [sig ] [1376/1803] Forecasting SID... [2025-10-16T00:28:16.837973] [INFO ] [sig ] Generating forecast for: SID [2025-10-16T00:28:16.838005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-10-16T00:28:16.846980] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SID'. [2025-10-16T00:28:16.847397] [INFO ] [FORECASTER] Starting predict_future for SID [2025-10-16T00:28:16.873478] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:16.874292] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-10-16T00:28:16.874353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:16.874388] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:16.874424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:16.874523] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:16.894701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:16.895583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:16.895694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:16.895750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:16.931803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:16.931922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:16.931960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:16.931991] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:16.935287] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=3.23%) [2025-10-16T00:28:16.935548] [INFO ] [FORECASTER] Completed predict_future for SID [2025-10-16T00:28:16.935711] [INFO ] [sig ] SID: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:17.079468] [INFO ] [LOCAL ] Saved forecast: SID 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SID.txt [2025-10-16T00:28:17.079767] [INFO ] [sig ] [1376/1803] Completed SID in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:17.079828] [INFO ] [sig ] [1377/1803] Forecasting SIG... [2025-10-16T00:28:17.079863] [INFO ] [sig ] Generating forecast for: SIG [2025-10-16T00:28:17.079898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-10-16T00:28:17.088627] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SIG'. [2025-10-16T00:28:17.088941] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-10-16T00:28:17.114499] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:17.115401] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-10-16T00:28:17.115461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:17.115497] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:17.115525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:17.115584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:17.133375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:17.134381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:17.134473] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:17.134509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:17.172190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:17.172406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:17.172451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:17.172483] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:17.176150] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-10-16T00:28:17.176469] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-10-16T00:28:17.176613] [INFO ] [sig ] SIG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:17.321459] [INFO ] [LOCAL ] Saved forecast: SIG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SIG.txt [2025-10-16T00:28:17.321781] [INFO ] [sig ] [1377/1803] Completed SIG in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:17.321844] [INFO ] [sig ] [1378/1803] Forecasting SII... [2025-10-16T00:28:17.321878] [INFO ] [sig ] Generating forecast for: SII [2025-10-16T00:28:17.321912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-10-16T00:28:17.331224] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SII'. [2025-10-16T00:28:17.331736] [INFO ] [FORECASTER] Starting predict_future for SII [2025-10-16T00:28:17.358128] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:17.358982] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-10-16T00:28:17.359040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:17.359076] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:17.359106] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:17.359165] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:17.385815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:17.386749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:17.386848] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:17.386884] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:17.421345] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:17.421531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:17.421576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:17.421605] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:17.425276] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=99.65%) [2025-10-16T00:28:17.425606] [INFO ] [FORECASTER] Completed predict_future for SII [2025-10-16T00:28:17.425789] [INFO ] [sig ] SII: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:17.570764] [INFO ] [LOCAL ] Saved forecast: SII 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SII.txt [2025-10-16T00:28:17.571089] [INFO ] [sig ] [1378/1803] Completed SII in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:17.571140] [INFO ] [sig ] [1379/1803] Forecasting SILA... [2025-10-16T00:28:17.571173] [INFO ] [sig ] Generating forecast for: SILA [2025-10-16T00:28:17.571206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'. [2025-10-16T00:28:17.579847] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SILA'. [2025-10-16T00:28:17.580148] [INFO ] [FORECASTER] Starting predict_future for SILA [2025-10-16T00:28:17.605718] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:17.606471] [DEBUG] [LOCAL ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt [2025-10-16T00:28:17.606527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:17.606564] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:17.606610] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:17.606692] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:17.624045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:17.624578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:17.624686] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:17.624744] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:17.659040] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:17.659124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:17.659160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:17.659188] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:17.662275] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: DOWN (p=20.79%) [2025-10-16T00:28:17.662526] [INFO ] [FORECASTER] Completed predict_future for SILA [2025-10-16T00:28:17.662691] [INFO ] [sig ] SILA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:17.804844] [INFO ] [LOCAL ] Saved forecast: SILA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SILA.txt [2025-10-16T00:28:17.805058] [INFO ] [sig ] [1379/1803] Completed SILA in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:17.805108] [INFO ] [sig ] [1380/1803] Forecasting SITC... [2025-10-16T00:28:17.805147] [INFO ] [sig ] Generating forecast for: SITC [2025-10-16T00:28:17.805181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-10-16T00:28:17.814135] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SITC'. [2025-10-16T00:28:17.814395] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-10-16T00:28:17.838949] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:17.839612] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-10-16T00:28:17.839696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:17.839741] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:17.839772] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:17.839829] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:17.857104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:17.857627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:17.857733] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:17.857772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:17.893566] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:17.893764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:17.893816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:17.893847] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:17.897260] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=77.36%) [2025-10-16T00:28:17.897543] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-10-16T00:28:17.897713] [INFO ] [sig ] SITC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:18.038233] [INFO ] [LOCAL ] Saved forecast: SITC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SITC.txt [2025-10-16T00:28:18.038445] [INFO ] [sig ] [1380/1803] Completed SITC in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:18.038484] [INFO ] [sig ] [1381/1803] Forecasting SITE... [2025-10-16T00:28:18.038515] [INFO ] [sig ] Generating forecast for: SITE [2025-10-16T00:28:18.038546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-10-16T00:28:18.046529] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SITE'. [2025-10-16T00:28:18.046800] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-10-16T00:28:18.071079] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:18.071811] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-10-16T00:28:18.071866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:18.071899] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:18.071926] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:18.071982] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:18.088964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:18.089488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:18.089566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:18.089600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:18.123500] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:18.123583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:18.123618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:18.123674] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:18.126705] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=77.13%) [2025-10-16T00:28:18.126954] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-10-16T00:28:18.127081] [INFO ] [sig ] SITE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:18.265513] [INFO ] [LOCAL ] Saved forecast: SITE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SITE.txt [2025-10-16T00:28:18.265730] [INFO ] [sig ] [1381/1803] Completed SITE in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:18.265788] [INFO ] [sig ] [1382/1803] Forecasting SJM... [2025-10-16T00:28:18.265824] [INFO ] [sig ] Generating forecast for: SJM [2025-10-16T00:28:18.265856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-10-16T00:28:18.274215] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SJM'. [2025-10-16T00:28:18.274505] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-10-16T00:28:18.298544] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:18.299259] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-10-16T00:28:18.299312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:18.299345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:18.299372] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:18.299427] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:18.316276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:18.316881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:18.316962] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:18.316997] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:18.352348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:18.352522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:18.352564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:18.352593] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:18.356007] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=10.02%) [2025-10-16T00:28:18.356269] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-10-16T00:28:18.356397] [INFO ] [sig ] SJM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:18.496182] [INFO ] [LOCAL ] Saved forecast: SJM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SJM.txt [2025-10-16T00:28:18.496438] [INFO ] [sig ] [1382/1803] Completed SJM in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:18.496482] [INFO ] [sig ] [1383/1803] Forecasting SJT... [2025-10-16T00:28:18.496514] [INFO ] [sig ] Generating forecast for: SJT [2025-10-16T00:28:18.496546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'. [2025-10-16T00:28:18.504815] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SJT'. [2025-10-16T00:28:18.505236] [INFO ] [FORECASTER] Starting predict_future for SJT [2025-10-16T00:28:18.530661] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:18.531426] [DEBUG] [LOCAL ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt [2025-10-16T00:28:18.531482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:18.531516] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:18.531546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:18.531603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:18.549144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:18.549882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:18.549968] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:18.550004] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:18.583996] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:18.584164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:18.584206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:18.584236] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:18.587661] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=64.04%) [2025-10-16T00:28:18.587944] [INFO ] [FORECASTER] Completed predict_future for SJT [2025-10-16T00:28:18.588081] [INFO ] [sig ] SJT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:18.728906] [INFO ] [LOCAL ] Saved forecast: SJT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SJT.txt [2025-10-16T00:28:18.729149] [INFO ] [sig ] [1383/1803] Completed SJT in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:18.729192] [INFO ] [sig ] [1384/1803] Forecasting SKE... [2025-10-16T00:28:18.729222] [INFO ] [sig ] Generating forecast for: SKE [2025-10-16T00:28:18.729255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-10-16T00:28:18.737492] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKE'. [2025-10-16T00:28:18.737846] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-10-16T00:28:18.762522] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:18.763291] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-10-16T00:28:18.763345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:18.763379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:18.763407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:18.763465] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:18.780620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:18.781335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:18.781417] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:18.781452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:18.817021] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:18.817192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:18.817254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:18.817288] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:18.820926] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=55.41%) [2025-10-16T00:28:18.821204] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-10-16T00:28:18.821334] [INFO ] [sig ] SKE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:18.963357] [INFO ] [LOCAL ] Saved forecast: SKE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SKE.txt [2025-10-16T00:28:18.963596] [INFO ] [sig ] [1384/1803] Completed SKE in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:18.963665] [INFO ] [sig ] [1385/1803] Forecasting SKIL... [2025-10-16T00:28:18.963723] [INFO ] [sig ] Generating forecast for: SKIL [2025-10-16T00:28:18.963760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-10-16T00:28:18.972004] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKIL'. [2025-10-16T00:28:18.972329] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-10-16T00:28:18.998308] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:18.999199] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-10-16T00:28:18.999260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:18.999296] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:18.999384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:18.999457] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:19.018426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:19.019331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:19.019430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:19.019468] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:19.055118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:19.055297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:19.055340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:19.055371] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:19.058970] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=36.87%) [2025-10-16T00:28:19.059298] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-10-16T00:28:19.059443] [INFO ] [sig ] SKIL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:19.223778] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SKIL.txt [2025-10-16T00:28:19.224039] [INFO ] [sig ] [1385/1803] Completed SKIL in 0.3s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:19.224101] [INFO ] [sig ] [1386/1803] Forecasting SKLZ... [2025-10-16T00:28:19.224136] [INFO ] [sig ] Generating forecast for: SKLZ [2025-10-16T00:28:19.224170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-10-16T00:28:19.232730] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKLZ'. [2025-10-16T00:28:19.232992] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-10-16T00:28:19.261051] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:19.261867] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-10-16T00:28:19.261923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:19.261960] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:19.262023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:19.262105] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:19.280152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:19.280948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:19.281048] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:19.281094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:19.320670] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:19.320867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:19.320922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:19.320961] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:19.325564] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=4.85%) [2025-10-16T00:28:19.325911] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-10-16T00:28:19.326075] [INFO ] [sig ] SKLZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:19.465092] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SKLZ.txt [2025-10-16T00:28:19.465286] [INFO ] [sig ] [1386/1803] Completed SKLZ in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-16T00:28:19.465327] [INFO ] [sig ] [1387/1803] Forecasting SKM... [2025-10-16T00:28:19.465357] [INFO ] [sig ] Generating forecast for: SKM [2025-10-16T00:28:19.465388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-10-16T00:28:19.473578] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKM'. [2025-10-16T00:28:19.473842] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-10-16T00:28:19.498014] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:19.498747] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-10-16T00:28:19.498804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:19.498837] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:19.498865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:19.498921] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:19.515769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:19.516328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:19.516405] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:19.516439] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:19.550827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:19.550981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:19.551020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:19.551049] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:19.554363] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=51.20%) [2025-10-16T00:28:19.554626] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-10-16T00:28:19.554794] [INFO ] [sig ] SKM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:19.693344] [INFO ] [LOCAL ] Saved forecast: SKM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SKM.txt [2025-10-16T00:28:19.693575] [INFO ] [sig ] [1387/1803] Completed SKM in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:19.693617] [INFO ] [sig ] [1388/1803] Forecasting SKT... [2025-10-16T00:28:19.693679] [INFO ] [sig ] Generating forecast for: SKT [2025-10-16T00:28:19.693731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'. [2025-10-16T00:28:19.702700] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKT'. [2025-10-16T00:28:19.703028] [INFO ] [FORECASTER] Starting predict_future for SKT [2025-10-16T00:28:19.727921] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:19.728823] [DEBUG] [LOCAL ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt [2025-10-16T00:28:19.728879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:19.728912] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:19.728940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:19.728997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:19.746016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:19.746749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:19.746833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:19.746867] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:19.783344] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:19.783533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:19.783575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:19.783604] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:19.788050] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: UP (p=95.50%) [2025-10-16T00:28:19.788346] [INFO ] [FORECASTER] Completed predict_future for SKT [2025-10-16T00:28:19.788522] [INFO ] [sig ] SKT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:19.931273] [INFO ] [LOCAL ] Saved forecast: SKT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SKT.txt [2025-10-16T00:28:19.931492] [INFO ] [sig ] [1388/1803] Completed SKT in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:19.931543] [INFO ] [sig ] [1389/1803] Forecasting SKY... [2025-10-16T00:28:19.931583] [INFO ] [sig ] Generating forecast for: SKY [2025-10-16T00:28:19.931618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-10-16T00:28:19.940866] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKY'. [2025-10-16T00:28:19.941171] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-10-16T00:28:19.965812] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:19.966479] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-10-16T00:28:19.966558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:19.966612] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:19.966670] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:19.966754] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:19.983578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:19.984130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:19.984212] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:19.984245] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:20.018881] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:20.019040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:20.019082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:20.019113] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:20.022711] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=37.43%) [2025-10-16T00:28:20.022981] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-10-16T00:28:20.023111] [INFO ] [sig ] SKY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:20.165302] [INFO ] [LOCAL ] Saved forecast: SKY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SKY.txt [2025-10-16T00:28:20.165533] [INFO ] [sig ] [1389/1803] Completed SKY in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:20.165578] [INFO ] [sig ] [1390/1803] Forecasting SKYH... [2025-10-16T00:28:20.165609] [INFO ] [sig ] Generating forecast for: SKYH [2025-10-16T00:28:20.165661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-10-16T00:28:20.174745] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SKYH'. [2025-10-16T00:28:20.175142] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-10-16T00:28:20.200717] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:20.201519] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-10-16T00:28:20.201578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:20.201614] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:20.201679] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:20.201762] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:20.221890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:20.222767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:20.222854] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:20.222890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:20.258236] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:20.258331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:20.258366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:20.258394] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:20.261529] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=70.08%) [2025-10-16T00:28:20.261822] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-10-16T00:28:20.261959] [INFO ] [sig ] SKYH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:20.415466] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SKYH.txt [2025-10-16T00:28:20.415983] [INFO ] [sig ] [1390/1803] Completed SKYH in 0.3s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:20.416059] [INFO ] [sig ] [1391/1803] Forecasting SLB... [2025-10-16T00:28:20.416100] [INFO ] [sig ] Generating forecast for: SLB [2025-10-16T00:28:20.416139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-10-16T00:28:20.427168] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SLB'. [2025-10-16T00:28:20.427524] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-10-16T00:28:20.454059] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:20.454882] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-10-16T00:28:20.454939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:20.454974] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:20.455002] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:20.455060] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:20.472044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:20.472839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:20.472925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:20.472959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:20.512062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:20.512237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:20.512301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:20.512333] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:20.516307] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=12.82%) [2025-10-16T00:28:20.516691] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-10-16T00:28:20.516887] [INFO ] [sig ] SLB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:20.721692] [INFO ] [LOCAL ] Saved forecast: SLB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SLB.txt [2025-10-16T00:28:20.722058] [INFO ] [sig ] [1391/1803] Completed SLB in 0.3s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:20.722135] [INFO ] [sig ] [1392/1803] Forecasting SLF... [2025-10-16T00:28:20.722188] [INFO ] [sig ] Generating forecast for: SLF [2025-10-16T00:28:20.722244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-10-16T00:28:20.735388] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SLF'. [2025-10-16T00:28:20.735979] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-10-16T00:28:20.776504] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:20.777896] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-10-16T00:28:20.777987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:20.778058] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:20.778106] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:20.778194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:20.804576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:20.805794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:20.805923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:20.805978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:20.848176] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:20.848391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:20.848459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:20.848511] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:20.853939] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=73.19%) [2025-10-16T00:28:20.854368] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-10-16T00:28:20.854556] [INFO ] [sig ] SLF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:21.070080] [INFO ] [LOCAL ] Saved forecast: SLF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SLF.txt [2025-10-16T00:28:21.070470] [INFO ] [sig ] [1392/1803] Completed SLF in 0.3s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:21.070543] [INFO ] [sig ] [1393/1803] Forecasting SLG... [2025-10-16T00:28:21.070599] [INFO ] [sig ] Generating forecast for: SLG [2025-10-16T00:28:21.070687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-10-16T00:28:21.082543] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SLG'. [2025-10-16T00:28:21.083099] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-10-16T00:28:21.119467] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:21.120406] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-10-16T00:28:21.120468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:21.120503] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:21.120552] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:21.120622] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:21.139422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:21.140340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:21.140431] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:21.140470] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:21.188492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:21.193500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:21.193595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:21.193635] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:21.199878] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=15.66%) [2025-10-16T00:28:21.200412] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-10-16T00:28:21.200629] [INFO ] [sig ] SLG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:21.372925] [INFO ] [LOCAL ] Saved forecast: SLG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SLG.txt [2025-10-16T00:28:21.373277] [INFO ] [sig ] [1393/1803] Completed SLG in 0.3s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:21.373341] [INFO ] [sig ] [1394/1803] Forecasting SLGN... [2025-10-16T00:28:21.373376] [INFO ] [sig ] Generating forecast for: SLGN [2025-10-16T00:28:21.373408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-10-16T00:28:21.384062] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SLGN'. [2025-10-16T00:28:21.384491] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-10-16T00:28:21.414417] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:21.415297] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-10-16T00:28:21.415357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:21.415393] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:21.415423] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:21.415481] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:21.435449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:21.436423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:21.436542] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:21.436599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:21.473129] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:21.473315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:21.473368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:21.473400] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:21.477277] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=0.78%) [2025-10-16T00:28:21.477577] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-10-16T00:28:21.477745] [INFO ] [sig ] SLGN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:21.639211] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SLGN.txt [2025-10-16T00:28:21.639502] [INFO ] [sig ] [1394/1803] Completed SLGN in 0.3s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:21.639566] [INFO ] [sig ] [1395/1803] Forecasting SLQT... [2025-10-16T00:28:21.639600] [INFO ] [sig ] Generating forecast for: SLQT [2025-10-16T00:28:21.639633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'. [2025-10-16T00:28:21.648509] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SLQT'. [2025-10-16T00:28:21.648951] [INFO ] [FORECASTER] Starting predict_future for SLQT [2025-10-16T00:28:21.674185] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:21.675009] [DEBUG] [LOCAL ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt [2025-10-16T00:28:21.675067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:21.675102] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:21.675130] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:21.675188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:21.692205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:21.693061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:21.693153] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:21.693189] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:21.729220] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:21.729350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:21.729387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:21.729416] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:21.732572] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: UP (p=91.43%) [2025-10-16T00:28:21.732862] [INFO ] [FORECASTER] Completed predict_future for SLQT [2025-10-16T00:28:21.732997] [INFO ] [sig ] SLQT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:21.870933] [INFO ] [LOCAL ] Saved forecast: SLQT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SLQT.txt [2025-10-16T00:28:21.871136] [INFO ] [sig ] [1395/1803] Completed SLQT in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:21.871178] [INFO ] [sig ] [1396/1803] Forecasting SLVM... [2025-10-16T00:28:21.871208] [INFO ] [sig ] Generating forecast for: SLVM [2025-10-16T00:28:21.871239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-10-16T00:28:21.879300] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SLVM'. [2025-10-16T00:28:21.879549] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-10-16T00:28:21.903573] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:21.904256] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-10-16T00:28:21.904309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:21.904343] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:21.904371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:21.904427] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:21.921436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:21.922011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:21.922088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:21.922121] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:21.958868] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:21.958940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:21.958976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:21.959004] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:21.962053] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=45.72%) [2025-10-16T00:28:21.962297] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-10-16T00:28:21.962419] [INFO ] [sig ] SLVM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:22.101125] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SLVM.txt [2025-10-16T00:28:22.101316] [INFO ] [sig ] [1396/1803] Completed SLVM in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:22.101358] [INFO ] [sig ] [1397/1803] Forecasting SM... [2025-10-16T00:28:22.101388] [INFO ] [sig ] Generating forecast for: SM [2025-10-16T00:28:22.101418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-10-16T00:28:22.109509] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SM'. [2025-10-16T00:28:22.109770] [INFO ] [FORECASTER] Starting predict_future for SM [2025-10-16T00:28:22.133803] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:22.134465] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-10-16T00:28:22.134519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:22.134551] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:22.134579] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:22.134635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:22.151481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:22.152025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:22.152102] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:22.152136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:22.188776] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:22.188848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:22.188883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:22.188911] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:22.191827] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=16.74%) [2025-10-16T00:28:22.192067] [INFO ] [FORECASTER] Completed predict_future for SM [2025-10-16T00:28:22.192192] [INFO ] [sig ] SM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:22.331162] [INFO ] [LOCAL ] Saved forecast: SM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SM.txt [2025-10-16T00:28:22.331362] [INFO ] [sig ] [1397/1803] Completed SM in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:22.331421] [INFO ] [sig ] [1398/1803] Forecasting SMBK... [2025-10-16T00:28:22.331454] [INFO ] [sig ] Generating forecast for: SMBK [2025-10-16T00:28:22.331485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-10-16T00:28:22.339921] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMBK'. [2025-10-16T00:28:22.340158] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-10-16T00:28:22.364368] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:22.365055] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-10-16T00:28:22.365108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:22.365185] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:22.365222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:22.365280] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:22.382127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:22.382634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:22.382736] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:22.382773] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:22.423364] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:22.423437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:22.423489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:22.423521] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:22.426495] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-10-16T00:28:22.426783] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-10-16T00:28:22.426950] [INFO ] [sig ] SMBK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:22.564677] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SMBK.txt [2025-10-16T00:28:22.564886] [INFO ] [sig ] [1398/1803] Completed SMBK in 0.2s | 4.20 sym/s | Total: 5.5m | ETA: 1.6m [2025-10-16T00:28:22.564927] [INFO ] [sig ] [1399/1803] Forecasting SMC... [2025-10-16T00:28:22.564957] [INFO ] [sig ] Generating forecast for: SMC [2025-10-16T00:28:22.564988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'. [2025-10-16T00:28:22.574584] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMC'. [2025-10-16T00:28:22.574975] [INFO ] [FORECASTER] Starting predict_future for SMC [2025-10-16T00:28:22.602561] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:22.603322] [DEBUG] [LOCAL ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt [2025-10-16T00:28:22.603382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:22.603446] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:22.603501] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:22.603563] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:22.622512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:22.623179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:22.623266] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:22.623304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:22.670118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:22.670259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:22.670333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:22.670386] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:22.674403] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: UP (p=88.06%) [2025-10-16T00:28:22.674718] [INFO ] [FORECASTER] Completed predict_future for SMC [2025-10-16T00:28:22.674870] [INFO ] [sig ] SMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:22.839455] [INFO ] [LOCAL ] Saved forecast: SMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SMC.txt [2025-10-16T00:28:22.839745] [INFO ] [sig ] [1399/1803] Completed SMC in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:22.839807] [INFO ] [sig ] [1400/1803] Forecasting SMFG... [2025-10-16T00:28:22.839843] [INFO ] [sig ] Generating forecast for: SMFG [2025-10-16T00:28:22.839878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-10-16T00:28:22.848869] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMFG'. [2025-10-16T00:28:22.849174] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-10-16T00:28:22.877243] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:22.877984] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-10-16T00:28:22.878046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:22.878106] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:22.878141] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:22.878215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:22.897024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:22.897631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:22.897740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:22.897779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:22.942990] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:22.943121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:22.943163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:22.943193] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:22.946813] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=84.20%) [2025-10-16T00:28:22.947081] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-10-16T00:28:22.947214] [INFO ] [sig ] SMFG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:23.107012] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SMFG.txt [2025-10-16T00:28:23.107268] [INFO ] [sig ] [1400/1803] Completed SMFG in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:23.107312] [INFO ] [sig ] [1401/1803] Forecasting SMG... [2025-10-16T00:28:23.107343] [INFO ] [sig ] Generating forecast for: SMG [2025-10-16T00:28:23.107375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'. [2025-10-16T00:28:23.115666] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMG'. [2025-10-16T00:28:23.115990] [INFO ] [FORECASTER] Starting predict_future for SMG [2025-10-16T00:28:23.144461] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:23.145215] [DEBUG] [LOCAL ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt [2025-10-16T00:28:23.145270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:23.145304] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:23.145332] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:23.145391] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:23.164001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:23.164571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:23.164678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:23.164733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:23.205760] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:23.205907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:23.205947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:23.205976] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:23.209885] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: UP (p=95.82%) [2025-10-16T00:28:23.210233] [INFO ] [FORECASTER] Completed predict_future for SMG [2025-10-16T00:28:23.210379] [INFO ] [sig ] SMG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:23.371603] [INFO ] [LOCAL ] Saved forecast: SMG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SMG.txt [2025-10-16T00:28:23.371895] [INFO ] [sig ] [1401/1803] Completed SMG in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:23.371950] [INFO ] [sig ] [1402/1803] Forecasting SMHI... [2025-10-16T00:28:23.372015] [INFO ] [sig ] Generating forecast for: SMHI [2025-10-16T00:28:23.372087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-10-16T00:28:23.380386] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMHI'. [2025-10-16T00:28:23.380707] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-10-16T00:28:23.408303] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:23.409172] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-10-16T00:28:23.409243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:23.409314] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:23.409360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:23.409459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:23.427314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:23.427897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:23.427982] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:23.428016] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:23.460155] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:23.460267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:23.460305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:23.460335] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:23.463702] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=3.79%) [2025-10-16T00:28:23.463970] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-10-16T00:28:23.464099] [INFO ] [sig ] SMHI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:23.625101] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SMHI.txt [2025-10-16T00:28:23.625347] [INFO ] [sig ] [1402/1803] Completed SMHI in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:23.625390] [INFO ] [sig ] [1403/1803] Forecasting SMP... [2025-10-16T00:28:23.625421] [INFO ] [sig ] Generating forecast for: SMP [2025-10-16T00:28:23.625452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'. [2025-10-16T00:28:23.634374] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMP'. [2025-10-16T00:28:23.634698] [INFO ] [FORECASTER] Starting predict_future for SMP [2025-10-16T00:28:23.659631] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:23.660367] [DEBUG] [LOCAL ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt [2025-10-16T00:28:23.660422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:23.660457] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:23.660485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:23.660543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:23.677293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:23.677914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:23.677998] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:23.678031] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:23.728694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:23.728841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:23.728883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:23.728914] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:23.732704] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: DOWN (p=13.83%) [2025-10-16T00:28:23.732999] [INFO ] [FORECASTER] Completed predict_future for SMP [2025-10-16T00:28:23.733140] [INFO ] [sig ] SMP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:23.892810] [INFO ] [LOCAL ] Saved forecast: SMP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SMP.txt [2025-10-16T00:28:23.893059] [INFO ] [sig ] [1403/1803] Completed SMP in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:23.893123] [INFO ] [sig ] [1404/1803] Forecasting SMR... [2025-10-16T00:28:23.893166] [INFO ] [sig ] Generating forecast for: SMR [2025-10-16T00:28:23.893243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'. [2025-10-16T00:28:23.901543] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMR'. [2025-10-16T00:28:23.901864] [INFO ] [FORECASTER] Starting predict_future for SMR [2025-10-16T00:28:23.929332] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:23.930177] [DEBUG] [LOCAL ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt [2025-10-16T00:28:23.930235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:23.930268] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:23.930296] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:23.930352] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:23.951406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:23.952105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:23.952225] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:23.952281] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:23.995672] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:23.995808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:23.995849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:23.995879] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:23.999292] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=10.09%) [2025-10-16T00:28:23.999562] [INFO ] [FORECASTER] Completed predict_future for SMR [2025-10-16T00:28:24.000101] [INFO ] [sig ] SMR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:24.156031] [INFO ] [LOCAL ] Saved forecast: SMR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SMR.txt [2025-10-16T00:28:24.156277] [INFO ] [sig ] [1404/1803] Completed SMR in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:24.156320] [INFO ] [sig ] [1405/1803] Forecasting SMRT... [2025-10-16T00:28:24.156351] [INFO ] [sig ] Generating forecast for: SMRT [2025-10-16T00:28:24.156384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'. [2025-10-16T00:28:24.164828] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMRT'. [2025-10-16T00:28:24.165137] [INFO ] [FORECASTER] Starting predict_future for SMRT [2025-10-16T00:28:24.193072] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:24.194144] [DEBUG] [LOCAL ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt [2025-10-16T00:28:24.194224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:24.194281] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:24.194319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:24.194393] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:24.215393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:24.216046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:24.216133] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:24.216169] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:24.258986] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:24.259125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:24.259185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:24.259217] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:24.262728] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=8.69%) [2025-10-16T00:28:24.263031] [INFO ] [FORECASTER] Completed predict_future for SMRT [2025-10-16T00:28:24.263189] [INFO ] [sig ] SMRT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:24.417402] [INFO ] [LOCAL ] Saved forecast: SMRT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SMRT.txt [2025-10-16T00:28:24.417686] [INFO ] [sig ] [1405/1803] Completed SMRT in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:24.417747] [INFO ] [sig ] [1406/1803] Forecasting SMWB... [2025-10-16T00:28:24.417783] [INFO ] [sig ] Generating forecast for: SMWB [2025-10-16T00:28:24.417816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-10-16T00:28:24.426552] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SMWB'. [2025-10-16T00:28:24.426866] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-10-16T00:28:24.454432] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:24.455165] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-10-16T00:28:24.455220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:24.455260] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:24.455318] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:24.455391] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:24.475694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:24.476328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:24.476411] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:24.476448] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:24.519771] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:24.519902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:24.519941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:24.519970] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:24.523196] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=8.05%) [2025-10-16T00:28:24.523454] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-10-16T00:28:24.523578] [INFO ] [sig ] SMWB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:24.660501] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SMWB.txt [2025-10-16T00:28:24.660742] [INFO ] [sig ] [1406/1803] Completed SMWB in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:24.660802] [INFO ] [sig ] [1407/1803] Forecasting SN... [2025-10-16T00:28:24.660836] [INFO ] [sig ] Generating forecast for: SN [2025-10-16T00:28:24.660868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-10-16T00:28:24.669129] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SN'. [2025-10-16T00:28:24.669435] [INFO ] [FORECASTER] Starting predict_future for SN [2025-10-16T00:28:24.696396] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:24.697121] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-10-16T00:28:24.697178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:24.697212] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:24.697241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:24.697314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:24.715863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:24.716431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:24.716511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:24.716546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:24.758784] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:24.758897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:24.758936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:24.758966] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:24.762597] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=12.67%) [2025-10-16T00:28:24.762893] [INFO ] [FORECASTER] Completed predict_future for SN [2025-10-16T00:28:24.763027] [INFO ] [sig ] SN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:24.920183] [INFO ] [LOCAL ] Saved forecast: SN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SN.txt [2025-10-16T00:28:24.920432] [INFO ] [sig ] [1407/1803] Completed SN in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:24.920475] [INFO ] [sig ] [1408/1803] Forecasting SNA... [2025-10-16T00:28:24.920505] [INFO ] [sig ] Generating forecast for: SNA [2025-10-16T00:28:24.920587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-10-16T00:28:24.929125] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNA'. [2025-10-16T00:28:24.929428] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-10-16T00:28:24.956918] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:24.957632] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-10-16T00:28:24.957713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:24.957751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:24.957779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:24.957837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:24.975845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:24.976450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:24.976535] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:24.976569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:25.005209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:25.005321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:25.005373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:25.005406] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:25.008877] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=11.96%) [2025-10-16T00:28:25.009231] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-10-16T00:28:25.009365] [INFO ] [sig ] SNA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:25.165577] [INFO ] [LOCAL ] Saved forecast: SNA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SNA.txt [2025-10-16T00:28:25.165885] [INFO ] [sig ] [1408/1803] Completed SNA in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:25.165960] [INFO ] [sig ] [1409/1803] Forecasting SNAP... [2025-10-16T00:28:25.165994] [INFO ] [sig ] Generating forecast for: SNAP [2025-10-16T00:28:25.166027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-10-16T00:28:25.175386] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNAP'. [2025-10-16T00:28:25.175803] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-10-16T00:28:25.202857] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:25.203620] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-10-16T00:28:25.203715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:25.203786] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:25.203858] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:25.203974] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:25.223507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:25.224090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:25.224174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:25.224211] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:25.259322] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:25.259433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:25.259472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:25.259503] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:25.262889] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-10-16T00:28:25.263152] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-10-16T00:28:25.263279] [INFO ] [sig ] SNAP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:25.420123] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SNAP.txt [2025-10-16T00:28:25.420414] [INFO ] [sig ] [1409/1803] Completed SNAP in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:25.420492] [INFO ] [sig ] [1410/1803] Forecasting SNDA... [2025-10-16T00:28:25.420539] [INFO ] [sig ] Generating forecast for: SNDA [2025-10-16T00:28:25.420575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'. [2025-10-16T00:28:25.428502] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNDA'. [2025-10-16T00:28:25.428839] [INFO ] [FORECASTER] Starting predict_future for SNDA [2025-10-16T00:28:25.455671] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:25.456396] [DEBUG] [LOCAL ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt [2025-10-16T00:28:25.456453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:25.456488] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:25.456517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:25.456574] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:25.474639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:25.475207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:25.475288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:25.475323] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:25.502675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:25.502772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:25.502810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:25.502841] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:25.506005] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=5.88%) [2025-10-16T00:28:25.506282] [INFO ] [FORECASTER] Completed predict_future for SNDA [2025-10-16T00:28:25.506411] [INFO ] [sig ] SNDA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:25.662587] [INFO ] [LOCAL ] Saved forecast: SNDA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SNDA.txt [2025-10-16T00:28:25.662868] [INFO ] [sig ] [1410/1803] Completed SNDA in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:25.662923] [INFO ] [sig ] [1411/1803] Forecasting SNDR... [2025-10-16T00:28:25.662954] [INFO ] [sig ] Generating forecast for: SNDR [2025-10-16T00:28:25.662985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'. [2025-10-16T00:28:25.671336] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNDR'. [2025-10-16T00:28:25.671668] [INFO ] [FORECASTER] Starting predict_future for SNDR [2025-10-16T00:28:25.696682] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:25.697406] [DEBUG] [LOCAL ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt [2025-10-16T00:28:25.697464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:25.697500] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:25.697530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:25.697590] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:25.715139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:25.715721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:25.715806] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:25.715842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:25.745983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:25.746089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:25.746129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:25.746161] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:25.749758] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=49.96%) [2025-10-16T00:28:25.750042] [INFO ] [FORECASTER] Completed predict_future for SNDR [2025-10-16T00:28:25.750173] [INFO ] [sig ] SNDR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:25.890672] [INFO ] [LOCAL ] Saved forecast: SNDR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SNDR.txt [2025-10-16T00:28:25.890919] [INFO ] [sig ] [1411/1803] Completed SNDR in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:25.890961] [INFO ] [sig ] [1412/1803] Forecasting SNN... [2025-10-16T00:28:25.890990] [INFO ] [sig ] Generating forecast for: SNN [2025-10-16T00:28:25.891021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-10-16T00:28:25.899290] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNN'. [2025-10-16T00:28:25.899600] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-10-16T00:28:25.923984] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:25.924639] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-10-16T00:28:25.924720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:25.924755] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:25.924782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:25.924836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:25.941502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:25.942064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:25.942146] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:25.942179] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:25.977357] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:25.977473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:25.977532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:25.977565] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:25.981286] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=79.76%) [2025-10-16T00:28:25.981573] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-10-16T00:28:25.981741] [INFO ] [sig ] SNN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:26.120109] [INFO ] [LOCAL ] Saved forecast: SNN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SNN.txt [2025-10-16T00:28:26.120321] [INFO ] [sig ] [1412/1803] Completed SNN in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-16T00:28:26.120362] [INFO ] [sig ] [1413/1803] Forecasting SNOW... [2025-10-16T00:28:26.120392] [INFO ] [sig ] Generating forecast for: SNOW [2025-10-16T00:28:26.120424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'. [2025-10-16T00:28:26.128528] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNOW'. [2025-10-16T00:28:26.128849] [INFO ] [FORECASTER] Starting predict_future for SNOW [2025-10-16T00:28:26.152980] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:26.153633] [DEBUG] [LOCAL ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt [2025-10-16T00:28:26.153712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:26.153749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:26.153776] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:26.153832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:26.170474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:26.171097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:26.171180] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:26.171214] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:26.202786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:26.202910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:26.202948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:26.202977] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:26.206173] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=4.46%) [2025-10-16T00:28:26.206442] [INFO ] [FORECASTER] Completed predict_future for SNOW [2025-10-16T00:28:26.206567] [INFO ] [sig ] SNOW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:26.343671] [INFO ] [LOCAL ] Saved forecast: SNOW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SNOW.txt [2025-10-16T00:28:26.343900] [INFO ] [sig ] [1413/1803] Completed SNOW in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:26.343942] [INFO ] [sig ] [1414/1803] Forecasting SNV... [2025-10-16T00:28:26.343972] [INFO ] [sig ] Generating forecast for: SNV [2025-10-16T00:28:26.344002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'. [2025-10-16T00:28:26.352884] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNV'. [2025-10-16T00:28:26.353217] [INFO ] [FORECASTER] Starting predict_future for SNV [2025-10-16T00:28:26.377877] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:26.378575] [DEBUG] [LOCAL ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt [2025-10-16T00:28:26.378639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:26.378716] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:26.378750] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:26.378819] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:26.395807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:26.396334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:26.396426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:26.396466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:26.433816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:26.433905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:26.433944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:26.433973] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:26.437058] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=85.70%) [2025-10-16T00:28:26.437312] [INFO ] [FORECASTER] Completed predict_future for SNV [2025-10-16T00:28:26.437445] [INFO ] [sig ] SNV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:26.578722] [INFO ] [LOCAL ] Saved forecast: SNV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SNV.txt [2025-10-16T00:28:26.578969] [INFO ] [sig ] [1414/1803] Completed SNV in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:26.579011] [INFO ] [sig ] [1415/1803] Forecasting SNX... [2025-10-16T00:28:26.579041] [INFO ] [sig ] Generating forecast for: SNX [2025-10-16T00:28:26.579071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-10-16T00:28:26.587779] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SNX'. [2025-10-16T00:28:26.588036] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-10-16T00:28:26.613039] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:26.613756] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-10-16T00:28:26.613812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:26.613848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:26.613875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:26.613932] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:26.631938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:26.632528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:26.632610] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:26.632669] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:26.669261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:26.669353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:26.669390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:26.669418] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:26.672498] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=1.01%) [2025-10-16T00:28:26.672796] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-10-16T00:28:26.672928] [INFO ] [sig ] SNX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:26.814453] [INFO ] [LOCAL ] Saved forecast: SNX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SNX.txt [2025-10-16T00:28:26.814760] [INFO ] [sig ] [1415/1803] Completed SNX in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:26.814822] [INFO ] [sig ] [1416/1803] Forecasting SO... [2025-10-16T00:28:26.814858] [INFO ] [sig ] Generating forecast for: SO [2025-10-16T00:28:26.814891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-10-16T00:28:26.823935] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SO'. [2025-10-16T00:28:26.824337] [INFO ] [FORECASTER] Starting predict_future for SO [2025-10-16T00:28:26.851471] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:26.852279] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-10-16T00:28:26.852348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:26.852398] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:26.852430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:26.852504] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:26.872512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:26.873289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:26.873384] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:26.873422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:26.909962] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:26.910055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:26.910094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:26.910124] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:26.913619] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=90.93%) [2025-10-16T00:28:26.913948] [INFO ] [FORECASTER] Completed predict_future for SO [2025-10-16T00:28:26.914108] [INFO ] [sig ] SO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:27.070917] [INFO ] [LOCAL ] Saved forecast: SO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SO.txt [2025-10-16T00:28:27.071175] [INFO ] [sig ] [1416/1803] Completed SO in 0.3s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:27.071217] [INFO ] [sig ] [1417/1803] Forecasting SOBO... [2025-10-16T00:28:27.071247] [INFO ] [sig ] Generating forecast for: SOBO [2025-10-16T00:28:27.071279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'. [2025-10-16T00:28:27.079959] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOBO'. [2025-10-16T00:28:27.080251] [INFO ] [FORECASTER] Starting predict_future for SOBO [2025-10-16T00:28:27.104966] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:27.105726] [DEBUG] [LOCAL ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt [2025-10-16T00:28:27.105782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:27.105815] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:27.105842] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:27.105898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:27.122618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:27.123248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:27.123330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:27.123364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:27.157424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:27.157501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:27.157536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:27.157982] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:27.161204] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=19.24%) [2025-10-16T00:28:27.161463] [INFO ] [FORECASTER] Completed predict_future for SOBO [2025-10-16T00:28:27.161595] [INFO ] [sig ] SOBO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:27.299577] [INFO ] [LOCAL ] Saved forecast: SOBO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SOBO.txt [2025-10-16T00:28:27.299824] [INFO ] [sig ] [1417/1803] Completed SOBO in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:27.299883] [INFO ] [sig ] [1418/1803] Forecasting SOC... [2025-10-16T00:28:27.299916] [INFO ] [sig ] Generating forecast for: SOC [2025-10-16T00:28:27.299949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'. [2025-10-16T00:28:27.307976] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOC'. [2025-10-16T00:28:27.308261] [INFO ] [FORECASTER] Starting predict_future for SOC [2025-10-16T00:28:27.332582] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:27.333308] [DEBUG] [LOCAL ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt [2025-10-16T00:28:27.333362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:27.333395] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:27.333424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:27.333480] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:27.350450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:27.351007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:27.351084] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:27.351118] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:27.384676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:27.384800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:27.384838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:27.384867] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:27.388071] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-10-16T00:28:27.388341] [INFO ] [FORECASTER] Completed predict_future for SOC [2025-10-16T00:28:27.388474] [INFO ] [sig ] SOC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:27.531019] [INFO ] [LOCAL ] Saved forecast: SOC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SOC.txt [2025-10-16T00:28:27.531254] [INFO ] [sig ] [1418/1803] Completed SOC in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:27.531314] [INFO ] [sig ] [1419/1803] Forecasting SOJC... [2025-10-16T00:28:27.531347] [INFO ] [sig ] Generating forecast for: SOJC [2025-10-16T00:28:27.531379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-10-16T00:28:27.540830] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOJC'. [2025-10-16T00:28:27.541145] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-10-16T00:28:27.566435] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:27.567346] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-10-16T00:28:27.567401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:27.567435] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:27.567463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:27.567520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:27.585022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:27.585604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:27.585712] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:27.585758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:27.619231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:27.619308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:27.619344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:27.619388] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:27.622463] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=95.97%) [2025-10-16T00:28:27.622749] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-10-16T00:28:27.622882] [INFO ] [sig ] SOJC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:27.776391] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SOJC.txt [2025-10-16T00:28:27.776632] [INFO ] [sig ] [1419/1803] Completed SOJC in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:27.776748] [INFO ] [sig ] [1420/1803] Forecasting SOJD... [2025-10-16T00:28:27.776787] [INFO ] [sig ] Generating forecast for: SOJD [2025-10-16T00:28:27.776819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-10-16T00:28:27.785755] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOJD'. [2025-10-16T00:28:27.786003] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-10-16T00:28:27.810135] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:27.810811] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-10-16T00:28:27.810865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:27.810898] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:27.810926] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:27.810982] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:27.827948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:27.828454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:27.828532] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:27.828602] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:27.861849] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:27.861923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:27.861956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:27.861984] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:27.864900] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=96.29%) [2025-10-16T00:28:27.865143] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-10-16T00:28:27.865262] [INFO ] [sig ] SOJD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:28.005204] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SOJD.txt [2025-10-16T00:28:28.005476] [INFO ] [sig ] [1420/1803] Completed SOJD in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:28.005525] [INFO ] [sig ] [1421/1803] Forecasting SOJE... [2025-10-16T00:28:28.005557] [INFO ] [sig ] Generating forecast for: SOJE [2025-10-16T00:28:28.005589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-10-16T00:28:28.013762] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOJE'. [2025-10-16T00:28:28.014027] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-10-16T00:28:28.039165] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:28.039879] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-10-16T00:28:28.039933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:28.039969] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:28.039999] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:28.040070] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:28.057962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:28.058508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:28.058623] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:28.058701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:28.087702] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:28.087777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:28.087813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:28.087842] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:28.090913] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=85.38%) [2025-10-16T00:28:28.091197] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-10-16T00:28:28.091327] [INFO ] [sig ] SOJE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:28.235099] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SOJE.txt [2025-10-16T00:28:28.235301] [INFO ] [sig ] [1421/1803] Completed SOJE in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:28.235343] [INFO ] [sig ] [1422/1803] Forecasting SOL... [2025-10-16T00:28:28.235374] [INFO ] [sig ] Generating forecast for: SOL [2025-10-16T00:28:28.235406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-10-16T00:28:28.243429] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOL'. [2025-10-16T00:28:28.243713] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-10-16T00:28:28.268264] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:28.269024] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-10-16T00:28:28.269079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:28.269113] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:28.269142] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:28.269198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:28.285941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:28.286448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:28.286525] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:28.286558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:28.314966] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:28.315047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:28.315083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:28.315113] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:28.318226] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-10-16T00:28:28.318483] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-10-16T00:28:28.318682] [INFO ] [sig ] SOL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:28.461924] [INFO ] [LOCAL ] Saved forecast: SOL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SOL.txt [2025-10-16T00:28:28.462117] [INFO ] [sig ] [1422/1803] Completed SOL in 0.2s | 4.20 sym/s | Total: 5.6m | ETA: 1.5m [2025-10-16T00:28:28.462158] [INFO ] [sig ] [1423/1803] Forecasting SOLV... [2025-10-16T00:28:28.462187] [INFO ] [sig ] Generating forecast for: SOLV [2025-10-16T00:28:28.462218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'. [2025-10-16T00:28:28.470336] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOLV'. [2025-10-16T00:28:28.470605] [INFO ] [FORECASTER] Starting predict_future for SOLV [2025-10-16T00:28:28.494975] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:28.495623] [DEBUG] [LOCAL ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt [2025-10-16T00:28:28.495700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:28.495742] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:28.495772] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:28.495828] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:28.513087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:28.513610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:28.513716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:28.513760] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:28.542708] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:28.542828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:28.542865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:28.542894] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:28.546060] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: DOWN (p=20.95%) [2025-10-16T00:28:28.546317] [INFO ] [FORECASTER] Completed predict_future for SOLV [2025-10-16T00:28:28.546439] [INFO ] [sig ] SOLV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:28.690486] [INFO ] [LOCAL ] Saved forecast: SOLV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SOLV.txt [2025-10-16T00:28:28.690764] [INFO ] [sig ] [1423/1803] Completed SOLV in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:28.690834] [INFO ] [sig ] [1424/1803] Forecasting SON... [2025-10-16T00:28:28.690889] [INFO ] [sig ] Generating forecast for: SON [2025-10-16T00:28:28.690926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-10-16T00:28:28.699549] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SON'. [2025-10-16T00:28:28.699877] [INFO ] [FORECASTER] Starting predict_future for SON [2025-10-16T00:28:28.725182] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:28.725926] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-10-16T00:28:28.725982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:28.726018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:28.726047] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:28.726106] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:28.744248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:28.744863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:28.744945] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:28.744979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:28.778063] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:28.778165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:28.778201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:28.778230] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:28.781460] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=15.63%) [2025-10-16T00:28:28.781765] [INFO ] [FORECASTER] Completed predict_future for SON [2025-10-16T00:28:28.781922] [INFO ] [sig ] SON: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:28.924286] [INFO ] [LOCAL ] Saved forecast: SON 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SON.txt [2025-10-16T00:28:28.924513] [INFO ] [sig ] [1424/1803] Completed SON in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:28.924576] [INFO ] [sig ] [1425/1803] Forecasting SONY... [2025-10-16T00:28:28.924611] [INFO ] [sig ] Generating forecast for: SONY [2025-10-16T00:28:28.924675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'. [2025-10-16T00:28:28.932882] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SONY'. [2025-10-16T00:28:28.933160] [INFO ] [FORECASTER] Starting predict_future for SONY [2025-10-16T00:28:28.958090] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:28.958847] [DEBUG] [LOCAL ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt [2025-10-16T00:28:28.958904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:28.958938] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:28.958968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:28.959026] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:28.976623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:28.977213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:28.977317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:28.977352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:29.017864] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:29.018058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:29.018115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:29.018159] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:29.023071] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: UP (p=54.96%) [2025-10-16T00:28:29.023427] [INFO ] [FORECASTER] Completed predict_future for SONY [2025-10-16T00:28:29.023586] [INFO ] [sig ] SONY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:29.172532] [INFO ] [LOCAL ] Saved forecast: SONY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SONY.txt [2025-10-16T00:28:29.172779] [INFO ] [sig ] [1425/1803] Completed SONY in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:29.172845] [INFO ] [sig ] [1426/1803] Forecasting SOR... [2025-10-16T00:28:29.172877] [INFO ] [sig ] Generating forecast for: SOR [2025-10-16T00:28:29.172909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'. [2025-10-16T00:28:29.180501] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOR'. [2025-10-16T00:28:29.180797] [INFO ] [FORECASTER] Starting predict_future for SOR [2025-10-16T00:28:29.205664] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:29.206404] [DEBUG] [LOCAL ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt [2025-10-16T00:28:29.206460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:29.206494] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:29.206521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:29.206579] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:29.224499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:29.225063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:29.225141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:29.225177] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:29.256690] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:29.256774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:29.256810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:29.256855] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:29.259952] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=50.32%) [2025-10-16T00:28:29.260209] [INFO ] [FORECASTER] Completed predict_future for SOR [2025-10-16T00:28:29.260331] [INFO ] [sig ] SOR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:29.402447] [INFO ] [LOCAL ] Saved forecast: SOR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SOR.txt [2025-10-16T00:28:29.402634] [INFO ] [sig ] [1426/1803] Completed SOR in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:29.402732] [INFO ] [sig ] [1427/1803] Forecasting SOS... [2025-10-16T00:28:29.402775] [INFO ] [sig ] Generating forecast for: SOS [2025-10-16T00:28:29.402814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'. [2025-10-16T00:28:29.410906] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SOS'. [2025-10-16T00:28:29.411167] [INFO ] [FORECASTER] Starting predict_future for SOS [2025-10-16T00:28:29.435473] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:29.436149] [DEBUG] [LOCAL ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt [2025-10-16T00:28:29.436202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:29.436235] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:29.436306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:29.436373] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:29.453673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:29.454189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:29.454266] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:29.454299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:29.489404] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:29.489484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:29.489519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:29.489547] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:29.492577] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: DOWN (p=10.70%) [2025-10-16T00:28:29.492851] [INFO ] [FORECASTER] Completed predict_future for SOS [2025-10-16T00:28:29.492976] [INFO ] [sig ] SOS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:29.632513] [INFO ] [LOCAL ] Saved forecast: SOS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SOS.txt [2025-10-16T00:28:29.632715] [INFO ] [sig ] [1427/1803] Completed SOS in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:29.632773] [INFO ] [sig ] [1428/1803] Forecasting SPB... [2025-10-16T00:28:29.632807] [INFO ] [sig ] Generating forecast for: SPB [2025-10-16T00:28:29.632839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-10-16T00:28:29.641399] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPB'. [2025-10-16T00:28:29.641680] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-10-16T00:28:29.666167] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:29.666857] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-10-16T00:28:29.666910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:29.666943] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:29.666970] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:29.667026] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:29.683894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:29.684396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:29.684474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:29.684506] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:29.720030] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:29.720152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:29.720192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:29.720221] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:29.723469] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=41.75%) [2025-10-16T00:28:29.723771] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-10-16T00:28:29.723903] [INFO ] [sig ] SPB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:29.864991] [INFO ] [LOCAL ] Saved forecast: SPB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SPB.txt [2025-10-16T00:28:29.865192] [INFO ] [sig ] [1428/1803] Completed SPB in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:29.865234] [INFO ] [sig ] [1429/1803] Forecasting SPCE... [2025-10-16T00:28:29.865264] [INFO ] [sig ] Generating forecast for: SPCE [2025-10-16T00:28:29.865294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-10-16T00:28:29.873703] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPCE'. [2025-10-16T00:28:29.873995] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-10-16T00:28:29.898484] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:29.899248] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-10-16T00:28:29.899304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:29.899338] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:29.899366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:29.899422] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:29.916435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:29.917029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:29.917107] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:29.917140] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:29.951227] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:29.951299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:29.951333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:29.951361] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:29.954358] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-10-16T00:28:29.954599] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-10-16T00:28:29.954757] [INFO ] [sig ] SPCE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:30.100287] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SPCE.txt [2025-10-16T00:28:30.100519] [INFO ] [sig ] [1429/1803] Completed SPCE in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:30.100567] [INFO ] [sig ] [1430/1803] Forecasting SPE... [2025-10-16T00:28:30.100600] [INFO ] [sig ] Generating forecast for: SPE [2025-10-16T00:28:30.100639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-10-16T00:28:30.109568] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPE'. [2025-10-16T00:28:30.109993] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-10-16T00:28:30.135891] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:30.136695] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-10-16T00:28:30.136753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:30.136788] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:30.136817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:30.136873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:30.154108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:30.154822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:30.154903] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:30.154937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:30.186659] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:30.186815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:30.186853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:30.186882] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:30.191850] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-10-16T00:28:30.192108] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-10-16T00:28:30.192253] [INFO ] [sig ] SPE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:30.334796] [INFO ] [LOCAL ] Saved forecast: SPE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPE.txt [2025-10-16T00:28:30.334999] [INFO ] [sig ] [1430/1803] Completed SPE in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:30.335039] [INFO ] [sig ] [1431/1803] Forecasting SPG... [2025-10-16T00:28:30.335070] [INFO ] [sig ] Generating forecast for: SPG [2025-10-16T00:28:30.335102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-10-16T00:28:30.343366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPG'. [2025-10-16T00:28:30.343614] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-10-16T00:28:30.368117] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:30.368852] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-10-16T00:28:30.368906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:30.368940] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:30.368968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:30.369025] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:30.386219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:30.386802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:30.386881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:30.386914] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:30.422341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:30.422420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:30.422456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:30.422485] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:30.425578] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=81.66%) [2025-10-16T00:28:30.425900] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-10-16T00:28:30.426039] [INFO ] [sig ] SPG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:30.567868] [INFO ] [LOCAL ] Saved forecast: SPG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPG.txt [2025-10-16T00:28:30.568058] [INFO ] [sig ] [1431/1803] Completed SPG in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:30.568105] [INFO ] [sig ] [1432/1803] Forecasting SPGI... [2025-10-16T00:28:30.568136] [INFO ] [sig ] Generating forecast for: SPGI [2025-10-16T00:28:30.568167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-10-16T00:28:30.576815] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPGI'. [2025-10-16T00:28:30.577082] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-10-16T00:28:30.601709] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:30.602398] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-10-16T00:28:30.602459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:30.602525] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:30.602565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:30.602624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:30.620361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:30.620940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:30.621021] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:30.621056] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:30.657260] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:30.657342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:30.657377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:30.657405] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:30.660507] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=75.74%) [2025-10-16T00:28:30.660805] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-10-16T00:28:30.660934] [INFO ] [sig ] SPGI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:30.805887] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPGI.txt [2025-10-16T00:28:30.806130] [INFO ] [sig ] [1432/1803] Completed SPGI in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:30.806172] [INFO ] [sig ] [1433/1803] Forecasting SPH... [2025-10-16T00:28:30.806202] [INFO ] [sig ] Generating forecast for: SPH [2025-10-16T00:28:30.806233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-10-16T00:28:30.815023] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPH'. [2025-10-16T00:28:30.815430] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-10-16T00:28:30.842286] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:30.843163] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-10-16T00:28:30.843222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:30.843260] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:30.843290] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:30.843350] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:30.861727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:30.862583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:30.862712] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:30.862765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:30.898784] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:30.898959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:30.899002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:30.899053] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:30.902811] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=19.28%) [2025-10-16T00:28:30.903118] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-10-16T00:28:30.903257] [INFO ] [sig ] SPH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:31.064332] [INFO ] [LOCAL ] Saved forecast: SPH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SPH.txt [2025-10-16T00:28:31.064582] [INFO ] [sig ] [1433/1803] Completed SPH in 0.3s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:31.064625] [INFO ] [sig ] [1434/1803] Forecasting SPHR... [2025-10-16T00:28:31.064694] [INFO ] [sig ] Generating forecast for: SPHR [2025-10-16T00:28:31.064740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'. [2025-10-16T00:28:31.073466] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPHR'. [2025-10-16T00:28:31.073891] [INFO ] [FORECASTER] Starting predict_future for SPHR [2025-10-16T00:28:31.101888] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:31.102739] [DEBUG] [LOCAL ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt [2025-10-16T00:28:31.102802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:31.102836] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:31.102866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:31.102925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:31.121346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:31.122182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:31.122271] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:31.122308] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:31.161421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:31.161594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:31.161637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:31.161739] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:31.165738] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-10-16T00:28:31.166178] [INFO ] [FORECASTER] Completed predict_future for SPHR [2025-10-16T00:28:31.166372] [INFO ] [sig ] SPHR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:31.351091] [INFO ] [LOCAL ] Saved forecast: SPHR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPHR.txt [2025-10-16T00:28:31.351324] [INFO ] [sig ] [1434/1803] Completed SPHR in 0.3s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:31.351367] [INFO ] [sig ] [1435/1803] Forecasting SPIR... [2025-10-16T00:28:31.351397] [INFO ] [sig ] Generating forecast for: SPIR [2025-10-16T00:28:31.351428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'. [2025-10-16T00:28:31.360184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPIR'. [2025-10-16T00:28:31.360494] [INFO ] [FORECASTER] Starting predict_future for SPIR [2025-10-16T00:28:31.386017] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:31.386798] [DEBUG] [LOCAL ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt [2025-10-16T00:28:31.386854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:31.386889] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:31.386918] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:31.386978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:31.405832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:31.406370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:31.406463] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:31.406517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:31.443102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:31.443274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:31.443319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:31.443350] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:31.446969] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=6.16%) [2025-10-16T00:28:31.447290] [INFO ] [FORECASTER] Completed predict_future for SPIR [2025-10-16T00:28:31.447429] [INFO ] [sig ] SPIR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:31.594389] [INFO ] [LOCAL ] Saved forecast: SPIR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SPIR.txt [2025-10-16T00:28:31.594617] [INFO ] [sig ] [1435/1803] Completed SPIR in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:31.594687] [INFO ] [sig ] [1436/1803] Forecasting SPMC... [2025-10-16T00:28:31.594738] [INFO ] [sig ] Generating forecast for: SPMC [2025-10-16T00:28:31.594771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'. [2025-10-16T00:28:31.603277] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPMC'. [2025-10-16T00:28:31.603582] [INFO ] [FORECASTER] Starting predict_future for SPMC [2025-10-16T00:28:31.628776] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:31.629560] [DEBUG] [LOCAL ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt [2025-10-16T00:28:31.629618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:31.629686] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:31.629736] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:31.629799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:31.647007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:31.647679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:31.647769] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:31.647804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:31.681753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:31.681861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:31.681897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:31.681925] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:31.684906] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: UP (p=56.29%) [2025-10-16T00:28:31.685157] [INFO ] [FORECASTER] Completed predict_future for SPMC [2025-10-16T00:28:31.685278] [INFO ] [sig ] SPMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:31.825046] [INFO ] [LOCAL ] Saved forecast: SPMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPMC.txt [2025-10-16T00:28:31.825244] [INFO ] [sig ] [1436/1803] Completed SPMC in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:31.825285] [INFO ] [sig ] [1437/1803] Forecasting SPNT... [2025-10-16T00:28:31.825314] [INFO ] [sig ] Generating forecast for: SPNT [2025-10-16T00:28:31.825345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'. [2025-10-16T00:28:31.834275] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPNT'. [2025-10-16T00:28:31.834545] [INFO ] [FORECASTER] Starting predict_future for SPNT [2025-10-16T00:28:31.858687] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:31.859342] [DEBUG] [LOCAL ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt [2025-10-16T00:28:31.859396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:31.859429] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:31.859458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:31.859518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:31.876636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:31.877222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:31.877298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:31.877331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:31.908377] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:31.908455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:31.908490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:31.908518] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:31.911528] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=59.86%) [2025-10-16T00:28:31.911813] [INFO ] [FORECASTER] Completed predict_future for SPNT [2025-10-16T00:28:31.911939] [INFO ] [sig ] SPNT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:32.050638] [INFO ] [LOCAL ] Saved forecast: SPNT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPNT.txt [2025-10-16T00:28:32.050884] [INFO ] [sig ] [1437/1803] Completed SPNT in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-16T00:28:32.050928] [INFO ] [sig ] [1438/1803] Forecasting SPOT... [2025-10-16T00:28:32.050958] [INFO ] [sig ] Generating forecast for: SPOT [2025-10-16T00:28:32.050989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'. [2025-10-16T00:28:32.059299] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPOT'. [2025-10-16T00:28:32.059565] [INFO ] [FORECASTER] Starting predict_future for SPOT [2025-10-16T00:28:32.083834] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:32.084496] [DEBUG] [LOCAL ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt [2025-10-16T00:28:32.084550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:32.084583] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:32.084611] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:32.084689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:32.101714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:32.102279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:32.102357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:32.102390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:32.135831] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:32.135921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:32.135958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:32.135986] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:32.139052] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=69.30%) [2025-10-16T00:28:32.139306] [INFO ] [FORECASTER] Completed predict_future for SPOT [2025-10-16T00:28:32.139425] [INFO ] [sig ] SPOT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:32.281725] [INFO ] [LOCAL ] Saved forecast: SPOT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPOT.txt [2025-10-16T00:28:32.281943] [INFO ] [sig ] [1438/1803] Completed SPOT in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:32.282011] [INFO ] [sig ] [1439/1803] Forecasting SPR... [2025-10-16T00:28:32.282044] [INFO ] [sig ] Generating forecast for: SPR [2025-10-16T00:28:32.282076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'. [2025-10-16T00:28:32.290356] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPR'. [2025-10-16T00:28:32.290622] [INFO ] [FORECASTER] Starting predict_future for SPR [2025-10-16T00:28:32.315236] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:32.315970] [DEBUG] [LOCAL ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt [2025-10-16T00:28:32.316024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:32.316058] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:32.316088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:32.316145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:32.333620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:32.334232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:32.334317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:32.334351] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:32.370755] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:32.370866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:32.370914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:32.370949] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:32.374092] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-10-16T00:28:32.374389] [INFO ] [FORECASTER] Completed predict_future for SPR [2025-10-16T00:28:32.374516] [INFO ] [sig ] SPR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:32.517013] [INFO ] [LOCAL ] Saved forecast: SPR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SPR.txt [2025-10-16T00:28:32.517263] [INFO ] [sig ] [1439/1803] Completed SPR in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:32.517306] [INFO ] [sig ] [1440/1803] Forecasting SPRU... [2025-10-16T00:28:32.517338] [INFO ] [sig ] Generating forecast for: SPRU [2025-10-16T00:28:32.517370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'. [2025-10-16T00:28:32.525963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPRU'. [2025-10-16T00:28:32.526268] [INFO ] [FORECASTER] Starting predict_future for SPRU [2025-10-16T00:28:32.551006] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:32.551726] [DEBUG] [LOCAL ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt [2025-10-16T00:28:32.551781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:32.551860] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:32.551898] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:32.551955] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:32.569472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:32.570185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:32.570277] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:32.570320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:32.607745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:32.607897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:32.607937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:32.607987] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:32.611340] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: DOWN (p=38.47%) [2025-10-16T00:28:32.611605] [INFO ] [FORECASTER] Completed predict_future for SPRU [2025-10-16T00:28:32.611768] [INFO ] [sig ] SPRU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:32.766952] [INFO ] [LOCAL ] Saved forecast: SPRU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SPRU.txt [2025-10-16T00:28:32.767176] [INFO ] [sig ] [1440/1803] Completed SPRU in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:32.767217] [INFO ] [sig ] [1441/1803] Forecasting SPXC... [2025-10-16T00:28:32.767247] [INFO ] [sig ] Generating forecast for: SPXC [2025-10-16T00:28:32.767278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-10-16T00:28:32.775885] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPXC'. [2025-10-16T00:28:32.776151] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-10-16T00:28:32.800943] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:32.801810] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-10-16T00:28:32.801864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:32.801899] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:32.801927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:32.801985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:32.819011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:32.819863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:32.819958] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:32.819992] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:32.856567] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:32.856742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:32.856792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:32.856823] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:32.860157] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=89.16%) [2025-10-16T00:28:32.860421] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-10-16T00:28:32.860547] [INFO ] [sig ] SPXC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:33.000471] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPXC.txt [2025-10-16T00:28:33.000732] [INFO ] [sig ] [1441/1803] Completed SPXC in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:33.000805] [INFO ] [sig ] [1442/1803] Forecasting SPXX... [2025-10-16T00:28:33.000846] [INFO ] [sig ] Generating forecast for: SPXX [2025-10-16T00:28:33.000882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-10-16T00:28:33.009042] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SPXX'. [2025-10-16T00:28:33.009366] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-10-16T00:28:33.034037] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:33.034809] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-10-16T00:28:33.034865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:33.034898] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:33.034926] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:33.035001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:33.052108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:33.052784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:33.052865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:33.052899] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:33.088297] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:33.088437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:33.088475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:33.088505] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:33.091944] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=63.86%) [2025-10-16T00:28:33.092227] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-10-16T00:28:33.092360] [INFO ] [sig ] SPXX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:33.233660] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SPXX.txt [2025-10-16T00:28:33.233903] [INFO ] [sig ] [1442/1803] Completed SPXX in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:33.233946] [INFO ] [sig ] [1443/1803] Forecasting SQM... [2025-10-16T00:28:33.233976] [INFO ] [sig ] Generating forecast for: SQM [2025-10-16T00:28:33.234007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-10-16T00:28:33.241864] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SQM'. [2025-10-16T00:28:33.242113] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-10-16T00:28:33.266513] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:33.267227] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-10-16T00:28:33.267281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:33.267314] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:33.267343] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:33.267400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:33.284593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:33.285171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:33.285247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:33.285280] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:33.322383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:33.322480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:33.322517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:33.322546] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:33.325707] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=6.17%) [2025-10-16T00:28:33.325979] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-10-16T00:28:33.326106] [INFO ] [sig ] SQM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:33.465397] [INFO ] [LOCAL ] Saved forecast: SQM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SQM.txt [2025-10-16T00:28:33.465607] [INFO ] [sig ] [1443/1803] Completed SQM in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:33.465673] [INFO ] [sig ] [1444/1803] Forecasting SQNS... [2025-10-16T00:28:33.465726] [INFO ] [sig ] Generating forecast for: SQNS [2025-10-16T00:28:33.465760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-10-16T00:28:33.474207] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SQNS'. [2025-10-16T00:28:33.474488] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-10-16T00:28:33.498436] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:33.499168] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-10-16T00:28:33.499223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:33.499256] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:33.499283] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:33.499338] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:33.515954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:33.516474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:33.516552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:33.516585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:33.553339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:33.553470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:33.553507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:33.553536] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:33.556800] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=54.74%) [2025-10-16T00:28:33.557064] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-10-16T00:28:33.557194] [INFO ] [sig ] SQNS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:33.695844] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SQNS.txt [2025-10-16T00:28:33.696072] [INFO ] [sig ] [1444/1803] Completed SQNS in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:33.696114] [INFO ] [sig ] [1445/1803] Forecasting SR... [2025-10-16T00:28:33.696144] [INFO ] [sig ] Generating forecast for: SR [2025-10-16T00:28:33.696175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'. [2025-10-16T00:28:33.704888] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SR'. [2025-10-16T00:28:33.705220] [INFO ] [FORECASTER] Starting predict_future for SR [2025-10-16T00:28:33.729687] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:33.730412] [DEBUG] [LOCAL ] No optimal features file found for SR: ./output/feature-sets/SR.txt [2025-10-16T00:28:33.730466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:33.730499] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:33.730528] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:33.730584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:33.747512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:33.748236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:33.748318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:33.748351] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:33.788789] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:33.788961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:33.789002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:33.789032] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:33.792603] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=90.46%) [2025-10-16T00:28:33.792927] [INFO ] [FORECASTER] Completed predict_future for SR [2025-10-16T00:28:33.793068] [INFO ] [sig ] SR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:33.933005] [INFO ] [LOCAL ] Saved forecast: SR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SR.txt [2025-10-16T00:28:33.933224] [INFO ] [sig ] [1445/1803] Completed SR in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:33.933271] [INFO ] [sig ] [1446/1803] Forecasting SRE... [2025-10-16T00:28:33.933302] [INFO ] [sig ] Generating forecast for: SRE [2025-10-16T00:28:33.933333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-10-16T00:28:33.942019] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SRE'. [2025-10-16T00:28:33.942290] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-10-16T00:28:33.967115] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:33.967821] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-10-16T00:28:33.967875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:33.967908] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:33.967935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:33.967991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:33.984992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:33.985543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:33.985621] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:33.985695] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:34.029078] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:34.029222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:34.029262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:34.029291] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:34.032608] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=93.33%) [2025-10-16T00:28:34.032925] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-10-16T00:28:34.033444] [INFO ] [sig ] SRE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:34.175051] [INFO ] [LOCAL ] Saved forecast: SRE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SRE.txt [2025-10-16T00:28:34.175286] [INFO ] [sig ] [1446/1803] Completed SRE in 0.2s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:34.175328] [INFO ] [sig ] [1447/1803] Forecasting SREA... [2025-10-16T00:28:34.175359] [INFO ] [sig ] Generating forecast for: SREA [2025-10-16T00:28:34.175390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-10-16T00:28:34.185849] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SREA'. [2025-10-16T00:28:34.186448] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-10-16T00:28:34.215312] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:34.216209] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-10-16T00:28:34.216269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:34.216307] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:34.216335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:34.216394] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:34.240307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:34.241287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:34.241379] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:34.241415] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:34.276398] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:34.276592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:34.276671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:34.276749] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:34.280293] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=99.81%) [2025-10-16T00:28:34.280616] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-10-16T00:28:34.280898] [INFO ] [sig ] SREA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:34.444848] [INFO ] [LOCAL ] Saved forecast: SREA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SREA.txt [2025-10-16T00:28:34.445058] [INFO ] [sig ] [1447/1803] Completed SREA in 0.3s | 4.20 sym/s | Total: 5.7m | ETA: 1.4m [2025-10-16T00:28:34.445100] [INFO ] [sig ] [1448/1803] Forecasting SRFM... [2025-10-16T00:28:34.445130] [INFO ] [sig ] Generating forecast for: SRFM [2025-10-16T00:28:34.445162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-10-16T00:28:34.453224] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'SRFM'. [2025-10-16T00:28:34.453494] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-10-16T00:28:34.479482] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:34.480208] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-10-16T00:28:34.480263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:34.480296] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:34.480324] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:34.480380] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:34.498626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:34.499214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:34.499296] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:34.499332] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:34.543370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:34.543455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:34.543491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:34.543521] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:34.546711] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=71.07%) [2025-10-16T00:28:34.546966] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-10-16T00:28:34.547096] [INFO ] [sig ] SRFM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:34.692141] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SRFM.txt [2025-10-16T00:28:34.692349] [INFO ] [sig ] [1448/1803] Completed SRFM in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:34.692389] [INFO ] [sig ] [1449/1803] Forecasting SRG... [2025-10-16T00:28:34.692419] [INFO ] [sig ] Generating forecast for: SRG [2025-10-16T00:28:34.692449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-10-16T00:28:34.701540] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SRG'. [2025-10-16T00:28:34.701979] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-10-16T00:28:34.727105] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:34.727909] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-10-16T00:28:34.727964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:34.727999] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:34.728027] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:34.728084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:34.745054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:34.745800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:34.745889] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:34.745923] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:34.789998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:34.790189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:34.790233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:34.790263] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:34.793898] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=71.08%) [2025-10-16T00:28:34.794198] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-10-16T00:28:34.794343] [INFO ] [sig ] SRG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:34.934805] [INFO ] [LOCAL ] Saved forecast: SRG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SRG.txt [2025-10-16T00:28:34.935060] [INFO ] [sig ] [1449/1803] Completed SRG in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:34.935102] [INFO ] [sig ] [1450/1803] Forecasting SRI... [2025-10-16T00:28:34.935132] [INFO ] [sig ] Generating forecast for: SRI [2025-10-16T00:28:34.935212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-10-16T00:28:34.943696] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SRI'. [2025-10-16T00:28:34.944031] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-10-16T00:28:34.968711] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:34.969397] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-10-16T00:28:34.969450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:34.969483] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:34.969511] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:34.969571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:34.986396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:34.986952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:34.987031] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:34.987065] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:35.022537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:35.022624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:35.022692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:35.022737] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:35.025881] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=72.10%) [2025-10-16T00:28:35.026134] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-10-16T00:28:35.026263] [INFO ] [sig ] SRI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:35.166857] [INFO ] [LOCAL ] Saved forecast: SRI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SRI.txt [2025-10-16T00:28:35.167106] [INFO ] [sig ] [1450/1803] Completed SRI in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:35.167148] [INFO ] [sig ] [1451/1803] Forecasting SRV... [2025-10-16T00:28:35.167178] [INFO ] [sig ] Generating forecast for: SRV [2025-10-16T00:28:35.167209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'. [2025-10-16T00:28:35.176202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SRV'. [2025-10-16T00:28:35.176554] [INFO ] [FORECASTER] Starting predict_future for SRV [2025-10-16T00:28:35.201194] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:35.201998] [DEBUG] [LOCAL ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt [2025-10-16T00:28:35.202052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:35.202086] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:35.202114] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:35.202170] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:35.219125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:35.219837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:35.219920] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:35.219954] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:35.258986] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:35.259188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:35.259237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:35.259267] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:35.263059] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: DOWN (p=18.73%) [2025-10-16T00:28:35.263372] [INFO ] [FORECASTER] Completed predict_future for SRV [2025-10-16T00:28:35.263517] [INFO ] [sig ] SRV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:35.422683] [INFO ] [LOCAL ] Saved forecast: SRV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SRV.txt [2025-10-16T00:28:35.423006] [INFO ] [sig ] [1451/1803] Completed SRV in 0.3s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:35.423081] [INFO ] [sig ] [1452/1803] Forecasting SSB... [2025-10-16T00:28:35.423127] [INFO ] [sig ] Generating forecast for: SSB [2025-10-16T00:28:35.423172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-10-16T00:28:35.435290] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SSB'. [2025-10-16T00:28:35.435790] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-10-16T00:28:35.463114] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:35.464028] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-10-16T00:28:35.464095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:35.464130] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:35.464159] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:35.464216] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:35.482639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:35.483524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:35.483678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:35.483735] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:35.521532] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:35.521766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:35.521821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:35.521854] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:35.525452] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=27.08%) [2025-10-16T00:28:35.525839] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-10-16T00:28:35.525994] [INFO ] [sig ] SSB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:35.692362] [INFO ] [LOCAL ] Saved forecast: SSB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SSB.txt [2025-10-16T00:28:35.692718] [INFO ] [sig ] [1452/1803] Completed SSB in 0.3s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:35.692833] [INFO ] [sig ] [1453/1803] Forecasting SSD... [2025-10-16T00:28:35.692898] [INFO ] [sig ] Generating forecast for: SSD [2025-10-16T00:28:35.692952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-10-16T00:28:35.702535] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SSD'. [2025-10-16T00:28:35.702922] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-10-16T00:28:35.728069] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:35.728944] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-10-16T00:28:35.729041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:35.729083] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:35.729112] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:35.729168] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:35.746265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:35.747164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:35.747254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:35.747289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:35.784483] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:35.784691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:35.784749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:35.784781] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:35.788245] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-10-16T00:28:35.788544] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-10-16T00:28:35.788737] [INFO ] [sig ] SSD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:35.929337] [INFO ] [LOCAL ] Saved forecast: SSD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SSD.txt [2025-10-16T00:28:35.929593] [INFO ] [sig ] [1453/1803] Completed SSD in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:35.929638] [INFO ] [sig ] [1454/1803] Forecasting SSL... [2025-10-16T00:28:35.929721] [INFO ] [sig ] Generating forecast for: SSL [2025-10-16T00:28:35.929757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-10-16T00:28:35.938201] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SSL'. [2025-10-16T00:28:35.938695] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-10-16T00:28:35.964922] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:35.965825] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-10-16T00:28:35.965887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:35.965921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:35.965949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:35.966007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:35.983242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:35.984053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:35.984143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:35.984177] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:36.024160] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:36.024337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:36.024378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:36.024430] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:36.027843] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=95.38%) [2025-10-16T00:28:36.028105] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-10-16T00:28:36.028234] [INFO ] [sig ] SSL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:36.166249] [INFO ] [LOCAL ] Saved forecast: SSL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SSL.txt [2025-10-16T00:28:36.166442] [INFO ] [sig ] [1454/1803] Completed SSL in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:36.166482] [INFO ] [sig ] [1455/1803] Forecasting SST... [2025-10-16T00:28:36.166512] [INFO ] [sig ] Generating forecast for: SST [2025-10-16T00:28:36.166543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'. [2025-10-16T00:28:36.175524] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SST'. [2025-10-16T00:28:36.175881] [INFO ] [FORECASTER] Starting predict_future for SST [2025-10-16T00:28:36.200581] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:36.201260] [DEBUG] [LOCAL ] No optimal features file found for SST: ./output/feature-sets/SST.txt [2025-10-16T00:28:36.201313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:36.201347] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:36.201374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:36.201435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:36.218112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:36.218684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:36.218765] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:36.218799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:36.248970] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:36.249047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:36.249082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:36.249110] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:36.252098] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=50.88%) [2025-10-16T00:28:36.252348] [INFO ] [FORECASTER] Completed predict_future for SST [2025-10-16T00:28:36.252471] [INFO ] [sig ] SST: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:36.390910] [INFO ] [LOCAL ] Saved forecast: SST 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SST.txt [2025-10-16T00:28:36.391181] [INFO ] [sig ] [1455/1803] Completed SST in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:36.391223] [INFO ] [sig ] [1456/1803] Forecasting SSTK... [2025-10-16T00:28:36.391253] [INFO ] [sig ] Generating forecast for: SSTK [2025-10-16T00:28:36.391284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-10-16T00:28:36.399587] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SSTK'. [2025-10-16T00:28:36.399899] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-10-16T00:28:36.424235] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:36.424917] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-10-16T00:28:36.424971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:36.425003] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:36.425031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:36.425088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:36.441745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:36.442320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:36.442436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:36.442474] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:36.473414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:36.473560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:36.473600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:36.473628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:36.476942] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=3.44%) [2025-10-16T00:28:36.477206] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-10-16T00:28:36.477330] [INFO ] [sig ] SSTK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:36.623763] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SSTK.txt [2025-10-16T00:28:36.624032] [INFO ] [sig ] [1456/1803] Completed SSTK in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:36.624079] [INFO ] [sig ] [1457/1803] Forecasting ST... [2025-10-16T00:28:36.624113] [INFO ] [sig ] Generating forecast for: ST [2025-10-16T00:28:36.624146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'. [2025-10-16T00:28:36.632807] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ST'. [2025-10-16T00:28:36.633064] [INFO ] [FORECASTER] Starting predict_future for ST [2025-10-16T00:28:36.657268] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:36.657977] [DEBUG] [LOCAL ] No optimal features file found for ST: ./output/feature-sets/ST.txt [2025-10-16T00:28:36.658031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:36.658064] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:36.658093] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:36.658150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:36.675188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:36.675777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:36.675859] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:36.675894] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:36.714887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:36.715054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:36.715094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:36.715122] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:36.718469] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-10-16T00:28:36.718811] [INFO ] [FORECASTER] Completed predict_future for ST [2025-10-16T00:28:36.718957] [INFO ] [sig ] ST: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:36.861165] [INFO ] [LOCAL ] Saved forecast: ST 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ST.txt [2025-10-16T00:28:36.861386] [INFO ] [sig ] [1457/1803] Completed ST in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:36.861446] [INFO ] [sig ] [1458/1803] Forecasting STAG... [2025-10-16T00:28:36.861479] [INFO ] [sig ] Generating forecast for: STAG [2025-10-16T00:28:36.861511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-10-16T00:28:36.870893] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STAG'. [2025-10-16T00:28:36.871233] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-10-16T00:28:36.895726] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:36.896405] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-10-16T00:28:36.896458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:36.896490] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:36.896518] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:36.896577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:36.913305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:36.913860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:36.913938] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:36.913972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:36.953838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:36.953918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:36.953952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:36.953980] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:36.956940] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=77.42%) [2025-10-16T00:28:36.957186] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-10-16T00:28:36.957318] [INFO ] [sig ] STAG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:37.095131] [INFO ] [LOCAL ] Saved forecast: STAG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STAG.txt [2025-10-16T00:28:37.095380] [INFO ] [sig ] [1458/1803] Completed STAG in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:37.095422] [INFO ] [sig ] [1459/1803] Forecasting STC... [2025-10-16T00:28:37.095453] [INFO ] [sig ] Generating forecast for: STC [2025-10-16T00:28:37.095486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-10-16T00:28:37.105039] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STC'. [2025-10-16T00:28:37.105441] [INFO ] [FORECASTER] Starting predict_future for STC [2025-10-16T00:28:37.131053] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:37.131753] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-10-16T00:28:37.131810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:37.131848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:37.131875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:37.131931] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:37.150135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:37.150679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:37.150761] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:37.150795] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:37.193413] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:37.193594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:37.193636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:37.193741] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:37.199556] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=64.77%) [2025-10-16T00:28:37.199868] [INFO ] [FORECASTER] Completed predict_future for STC [2025-10-16T00:28:37.200012] [INFO ] [sig ] STC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:37.337770] [INFO ] [LOCAL ] Saved forecast: STC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STC.txt [2025-10-16T00:28:37.337981] [INFO ] [sig ] [1459/1803] Completed STC in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:37.338023] [INFO ] [sig ] [1460/1803] Forecasting STE... [2025-10-16T00:28:37.338060] [INFO ] [sig ] Generating forecast for: STE [2025-10-16T00:28:37.338092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-10-16T00:28:37.346549] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STE'. [2025-10-16T00:28:37.346824] [INFO ] [FORECASTER] Starting predict_future for STE [2025-10-16T00:28:37.371463] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:37.372213] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-10-16T00:28:37.372268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:37.372302] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:37.372330] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:37.372386] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:37.389592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:37.390142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:37.390219] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:37.390252] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:37.429679] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:37.429764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:37.429800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:37.429835] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:37.432878] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=2.52%) [2025-10-16T00:28:37.433125] [INFO ] [FORECASTER] Completed predict_future for STE [2025-10-16T00:28:37.433258] [INFO ] [sig ] STE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:37.573363] [INFO ] [LOCAL ] Saved forecast: STE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STE.txt [2025-10-16T00:28:37.573567] [INFO ] [sig ] [1460/1803] Completed STE in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:37.573608] [INFO ] [sig ] [1461/1803] Forecasting STEL... [2025-10-16T00:28:37.573638] [INFO ] [sig ] Generating forecast for: STEL [2025-10-16T00:28:37.573714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-10-16T00:28:37.581699] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STEL'. [2025-10-16T00:28:37.581992] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-10-16T00:28:37.606222] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:37.606923] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-10-16T00:28:37.606976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:37.607009] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:37.607038] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:37.607094] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:37.624213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:37.624771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:37.624849] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:37.624883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:37.665590] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:37.665699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:37.665750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:37.665781] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:37.669008] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=8.22%) [2025-10-16T00:28:37.669256] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-10-16T00:28:37.669389] [INFO ] [sig ] STEL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:37.815726] [INFO ] [LOCAL ] Saved forecast: STEL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STEL.txt [2025-10-16T00:28:37.815942] [INFO ] [sig ] [1461/1803] Completed STEL in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:37.815985] [INFO ] [sig ] [1462/1803] Forecasting STEM... [2025-10-16T00:28:37.816015] [INFO ] [sig ] Generating forecast for: STEM [2025-10-16T00:28:37.816047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-10-16T00:28:37.824524] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STEM'. [2025-10-16T00:28:37.824863] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-10-16T00:28:37.849405] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:37.850080] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-10-16T00:28:37.850134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:37.850167] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:37.850194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:37.850250] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:37.867853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:37.868378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:37.868456] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:37.868489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:37.908111] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:37.908202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:37.908238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:37.908266] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:37.911356] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=30.23%) [2025-10-16T00:28:37.911617] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-10-16T00:28:37.911783] [INFO ] [sig ] STEM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:38.051914] [INFO ] [LOCAL ] Saved forecast: STEM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STEM.txt [2025-10-16T00:28:38.052136] [INFO ] [sig ] [1462/1803] Completed STEM in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:38.052220] [INFO ] [sig ] [1463/1803] Forecasting STEW... [2025-10-16T00:28:38.052260] [INFO ] [sig ] Generating forecast for: STEW [2025-10-16T00:28:38.052294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'. [2025-10-16T00:28:38.060640] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STEW'. [2025-10-16T00:28:38.060930] [INFO ] [FORECASTER] Starting predict_future for STEW [2025-10-16T00:28:38.085356] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:38.086078] [DEBUG] [LOCAL ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt [2025-10-16T00:28:38.086132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:38.086166] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:38.086194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:38.086250] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:38.103051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:38.103589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:38.103694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:38.103746] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:38.138715] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:38.138883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:38.138925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:38.138956] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:38.142286] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-10-16T00:28:38.142557] [INFO ] [FORECASTER] Completed predict_future for STEW [2025-10-16T00:28:38.142717] [INFO ] [sig ] STEW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:38.283708] [INFO ] [LOCAL ] Saved forecast: STEW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STEW.txt [2025-10-16T00:28:38.283898] [INFO ] [sig ] [1463/1803] Completed STEW in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-16T00:28:38.283948] [INFO ] [sig ] [1464/1803] Forecasting STK... [2025-10-16T00:28:38.283977] [INFO ] [sig ] Generating forecast for: STK [2025-10-16T00:28:38.284009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-10-16T00:28:38.292598] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STK'. [2025-10-16T00:28:38.292918] [INFO ] [FORECASTER] Starting predict_future for STK [2025-10-16T00:28:38.317446] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:38.318245] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-10-16T00:28:38.318300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:38.318334] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:38.318361] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:38.318418] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:38.336144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:38.336747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:38.336853] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:38.336889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:38.376280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:38.376363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:38.376399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:38.376427] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:38.379550] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=7.30%) [2025-10-16T00:28:38.379833] [INFO ] [FORECASTER] Completed predict_future for STK [2025-10-16T00:28:38.379970] [INFO ] [sig ] STK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:38.524701] [INFO ] [LOCAL ] Saved forecast: STK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STK.txt [2025-10-16T00:28:38.524908] [INFO ] [sig ] [1464/1803] Completed STK in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:38.524951] [INFO ] [sig ] [1465/1803] Forecasting STLA... [2025-10-16T00:28:38.524981] [INFO ] [sig ] Generating forecast for: STLA [2025-10-16T00:28:38.525012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-10-16T00:28:38.533369] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STLA'. [2025-10-16T00:28:38.533666] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-10-16T00:28:38.558707] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:38.559402] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-10-16T00:28:38.559457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:38.559489] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:38.559515] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:38.559571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:38.577506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:38.578102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:38.578183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:38.578216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:38.618611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:38.618732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:38.618775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:38.618805] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:38.622148] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-10-16T00:28:38.622410] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-10-16T00:28:38.622542] [INFO ] [sig ] STLA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:38.821336] [INFO ] [LOCAL ] Saved forecast: STLA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STLA.txt [2025-10-16T00:28:38.821528] [INFO ] [sig ] [1465/1803] Completed STLA in 0.3s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:38.821569] [INFO ] [sig ] [1466/1803] Forecasting STM... [2025-10-16T00:28:38.821600] [INFO ] [sig ] Generating forecast for: STM [2025-10-16T00:28:38.821631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-10-16T00:28:38.830362] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STM'. [2025-10-16T00:28:38.830618] [INFO ] [FORECASTER] Starting predict_future for STM [2025-10-16T00:28:38.855044] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:38.855751] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-10-16T00:28:38.855806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:38.855840] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:38.855868] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:38.855924] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:38.873373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:38.873992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:38.874072] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:38.874106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:38.910464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:38.910574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:38.910613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:38.910665] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:38.913944] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=84.19%) [2025-10-16T00:28:38.914203] [INFO ] [FORECASTER] Completed predict_future for STM [2025-10-16T00:28:38.914336] [INFO ] [sig ] STM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:39.059526] [INFO ] [LOCAL ] Saved forecast: STM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STM.txt [2025-10-16T00:28:39.059739] [INFO ] [sig ] [1466/1803] Completed STM in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:39.059799] [INFO ] [sig ] [1467/1803] Forecasting STN... [2025-10-16T00:28:39.059840] [INFO ] [sig ] Generating forecast for: STN [2025-10-16T00:28:39.059874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-10-16T00:28:39.068120] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STN'. [2025-10-16T00:28:39.068420] [INFO ] [FORECASTER] Starting predict_future for STN [2025-10-16T00:28:39.093082] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:39.093868] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-10-16T00:28:39.093924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:39.093958] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:39.093985] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:39.094042] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:39.112735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:39.113488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:39.113593] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:39.113681] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:39.149305] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:39.149427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:39.149464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:39.149493] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:39.152682] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=90.62%) [2025-10-16T00:28:39.153010] [INFO ] [FORECASTER] Completed predict_future for STN [2025-10-16T00:28:39.153153] [INFO ] [sig ] STN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:39.298020] [INFO ] [LOCAL ] Saved forecast: STN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STN.txt [2025-10-16T00:28:39.298215] [INFO ] [sig ] [1467/1803] Completed STN in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:39.298256] [INFO ] [sig ] [1468/1803] Forecasting STNG... [2025-10-16T00:28:39.298287] [INFO ] [sig ] Generating forecast for: STNG [2025-10-16T00:28:39.298317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'. [2025-10-16T00:28:39.307296] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STNG'. [2025-10-16T00:28:39.307578] [INFO ] [FORECASTER] Starting predict_future for STNG [2025-10-16T00:28:39.332543] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:39.333233] [DEBUG] [LOCAL ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt [2025-10-16T00:28:39.333286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:39.333320] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:39.333348] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:39.333404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:39.350663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:39.351201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:39.351295] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:39.351365] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:39.385531] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:39.385627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:39.385700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:39.385741] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:39.388823] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: UP (p=85.15%) [2025-10-16T00:28:39.389073] [INFO ] [FORECASTER] Completed predict_future for STNG [2025-10-16T00:28:39.389200] [INFO ] [sig ] STNG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:39.532219] [INFO ] [LOCAL ] Saved forecast: STNG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STNG.txt [2025-10-16T00:28:39.532411] [INFO ] [sig ] [1468/1803] Completed STNG in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:39.532452] [INFO ] [sig ] [1469/1803] Forecasting STRV... [2025-10-16T00:28:39.532482] [INFO ] [sig ] Generating forecast for: STRV [2025-10-16T00:28:39.532514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'. [2025-10-16T00:28:39.540801] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'STRV'. [2025-10-16T00:28:39.541074] [INFO ] [FORECASTER] Starting predict_future for STRV [2025-10-16T00:28:39.566529] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:39.567239] [DEBUG] [LOCAL ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt [2025-10-16T00:28:39.567293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:39.567327] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:39.567355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:39.567461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:39.585609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:39.586222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:39.586303] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:39.586337] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:39.623611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:39.623783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:39.623831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:39.623862] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:39.627192] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-10-16T00:28:39.627468] [INFO ] [FORECASTER] Completed predict_future for STRV [2025-10-16T00:28:39.627606] [INFO ] [sig ] STRV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:39.780253] [INFO ] [LOCAL ] Saved forecast: STRV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STRV.txt [2025-10-16T00:28:39.780489] [INFO ] [sig ] [1469/1803] Completed STRV in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:39.780537] [INFO ] [sig ] [1470/1803] Forecasting STT... [2025-10-16T00:28:39.780568] [INFO ] [sig ] Generating forecast for: STT [2025-10-16T00:28:39.780601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'. [2025-10-16T00:28:39.789425] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STT'. [2025-10-16T00:28:39.789735] [INFO ] [FORECASTER] Starting predict_future for STT [2025-10-16T00:28:39.814437] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:39.815163] [DEBUG] [LOCAL ] No optimal features file found for STT: ./output/feature-sets/STT.txt [2025-10-16T00:28:39.815218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:39.815252] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:39.815280] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:39.815337] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:39.832616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:39.833271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:39.833353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:39.833389] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:39.868607] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:39.868737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:39.868781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:39.868813] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:39.871991] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-10-16T00:28:39.872250] [INFO ] [FORECASTER] Completed predict_future for STT [2025-10-16T00:28:39.872378] [INFO ] [sig ] STT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:40.026293] [INFO ] [LOCAL ] Saved forecast: STT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STT.txt [2025-10-16T00:28:40.026532] [INFO ] [sig ] [1470/1803] Completed STT in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:40.026579] [INFO ] [sig ] [1471/1803] Forecasting STVN... [2025-10-16T00:28:40.026610] [INFO ] [sig ] Generating forecast for: STVN [2025-10-16T00:28:40.026663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-10-16T00:28:40.035620] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STVN'. [2025-10-16T00:28:40.035923] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-10-16T00:28:40.062689] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:40.063425] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-10-16T00:28:40.063481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:40.063516] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:40.063544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:40.063610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:40.080742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:40.081339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:40.081420] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:40.081453] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:40.115371] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:40.115538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:40.115579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:40.115608] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:40.119877] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=3.09%) [2025-10-16T00:28:40.120231] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-10-16T00:28:40.120376] [INFO ] [sig ] STVN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:40.262615] [INFO ] [LOCAL ] Saved forecast: STVN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STVN.txt [2025-10-16T00:28:40.262881] [INFO ] [sig ] [1471/1803] Completed STVN in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:40.262937] [INFO ] [sig ] [1472/1803] Forecasting STWD... [2025-10-16T00:28:40.262975] [INFO ] [sig ] Generating forecast for: STWD [2025-10-16T00:28:40.263014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-10-16T00:28:40.271088] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STWD'. [2025-10-16T00:28:40.271360] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-10-16T00:28:40.296253] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:40.297011] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-10-16T00:28:40.297067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:40.297101] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:40.297130] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:40.297188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:40.316683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:40.317620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:40.317738] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:40.317780] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:40.351834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:40.352015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:40.352092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:40.352125] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:40.357323] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=38.48%) [2025-10-16T00:28:40.357592] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-10-16T00:28:40.357753] [INFO ] [sig ] STWD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:40.505806] [INFO ] [LOCAL ] Saved forecast: STWD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STWD.txt [2025-10-16T00:28:40.506027] [INFO ] [sig ] [1472/1803] Completed STWD in 0.2s | 4.20 sym/s | Total: 5.8m | ETA: 1.3m [2025-10-16T00:28:40.506070] [INFO ] [sig ] [1473/1803] Forecasting STXD... [2025-10-16T00:28:40.506101] [INFO ] [sig ] Generating forecast for: STXD [2025-10-16T00:28:40.506133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'. [2025-10-16T00:28:40.514354] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'STXD'. [2025-10-16T00:28:40.514626] [INFO ] [FORECASTER] Starting predict_future for STXD [2025-10-16T00:28:40.540534] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:40.541366] [DEBUG] [LOCAL ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt [2025-10-16T00:28:40.541423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:40.541458] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:40.541488] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:40.541546] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:40.558914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:40.559716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:40.559802] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:40.559837] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:40.586767] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:40.586903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:40.586942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:40.586976] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:40.590211] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=76.18%) [2025-10-16T00:28:40.590472] [INFO ] [FORECASTER] Completed predict_future for STXD [2025-10-16T00:28:40.590591] [INFO ] [sig ] STXD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:40.735765] [INFO ] [LOCAL ] Saved forecast: STXD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STXD.txt [2025-10-16T00:28:40.736030] [INFO ] [sig ] [1473/1803] Completed STXD in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:40.736083] [INFO ] [sig ] [1474/1803] Forecasting STXE... [2025-10-16T00:28:40.736137] [INFO ] [sig ] Generating forecast for: STXE [2025-10-16T00:28:40.736190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-10-16T00:28:40.744338] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'STXE'. [2025-10-16T00:28:40.744710] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-10-16T00:28:40.769289] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:40.770073] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-10-16T00:28:40.770128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:40.770164] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:40.770193] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:40.770252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:40.787195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:40.787868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:40.787949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:40.787983] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:40.812888] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:40.812990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:40.813027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:40.813056] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:40.816110] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=15.50%) [2025-10-16T00:28:40.816366] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-10-16T00:28:40.816486] [INFO ] [sig ] STXE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:40.955795] [INFO ] [LOCAL ] Saved forecast: STXE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STXE.txt [2025-10-16T00:28:40.955990] [INFO ] [sig ] [1474/1803] Completed STXE in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:40.956032] [INFO ] [sig ] [1475/1803] Forecasting STXG... [2025-10-16T00:28:40.956062] [INFO ] [sig ] Generating forecast for: STXG [2025-10-16T00:28:40.956093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-10-16T00:28:40.964009] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'STXG'. [2025-10-16T00:28:40.964281] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-10-16T00:28:40.988607] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:40.989310] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-10-16T00:28:40.989365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:40.989398] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:40.989427] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:40.989484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:41.006366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:41.006926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:41.007004] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:41.007038] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:41.032403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:41.032489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:41.032524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:41.032552] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:41.035547] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=56.07%) [2025-10-16T00:28:41.035828] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-10-16T00:28:41.035953] [INFO ] [sig ] STXG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:41.174390] [INFO ] [LOCAL ] Saved forecast: STXG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STXG.txt [2025-10-16T00:28:41.174582] [INFO ] [sig ] [1475/1803] Completed STXG in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:41.174624] [INFO ] [sig ] [1476/1803] Forecasting STXK... [2025-10-16T00:28:41.174690] [INFO ] [sig ] Generating forecast for: STXK [2025-10-16T00:28:41.174737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'. [2025-10-16T00:28:41.182520] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'STXK'. [2025-10-16T00:28:41.182798] [INFO ] [FORECASTER] Starting predict_future for STXK [2025-10-16T00:28:41.206924] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:41.207575] [DEBUG] [LOCAL ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt [2025-10-16T00:28:41.207629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:41.207697] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:41.207737] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:41.207795] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:41.224547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:41.225102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:41.225182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:41.225215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:41.258238] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:41.258323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:41.258358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:41.258388] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:41.261495] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-10-16T00:28:41.261791] [INFO ] [FORECASTER] Completed predict_future for STXK [2025-10-16T00:28:41.261919] [INFO ] [sig ] STXK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:41.399067] [INFO ] [LOCAL ] Saved forecast: STXK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STXK.txt [2025-10-16T00:28:41.399262] [INFO ] [sig ] [1476/1803] Completed STXK in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:41.399303] [INFO ] [sig ] [1477/1803] Forecasting STXT... [2025-10-16T00:28:41.399334] [INFO ] [sig ] Generating forecast for: STXT [2025-10-16T00:28:41.399365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'. [2025-10-16T00:28:41.407511] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STXT'. [2025-10-16T00:28:41.407790] [INFO ] [FORECASTER] Starting predict_future for STXT [2025-10-16T00:28:41.432019] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:41.432741] [DEBUG] [LOCAL ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt [2025-10-16T00:28:41.432797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:41.432831] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:41.432862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:41.432931] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:41.449875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:41.450413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:41.450494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:41.450528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:41.486013] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:41.486145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:41.486211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:41.486267] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:41.489793] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: DOWN (p=27.31%) [2025-10-16T00:28:41.490081] [INFO ] [FORECASTER] Completed predict_future for STXT [2025-10-16T00:28:41.490214] [INFO ] [sig ] STXT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:41.643775] [INFO ] [LOCAL ] Saved forecast: STXT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STXT.txt [2025-10-16T00:28:41.644058] [INFO ] [sig ] [1477/1803] Completed STXT in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:41.644125] [INFO ] [sig ] [1478/1803] Forecasting STXV... [2025-10-16T00:28:41.644160] [INFO ] [sig ] Generating forecast for: STXV [2025-10-16T00:28:41.644194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'. [2025-10-16T00:28:41.652851] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'STXV'. [2025-10-16T00:28:41.653129] [INFO ] [FORECASTER] Starting predict_future for STXV [2025-10-16T00:28:41.678493] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:41.679273] [DEBUG] [LOCAL ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt [2025-10-16T00:28:41.679329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:41.679365] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:41.679394] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:41.679452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:41.696390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:41.696946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:41.697025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:41.697059] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:41.732501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:41.732673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:41.732744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:41.732788] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:41.736107] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: UP (p=51.88%) [2025-10-16T00:28:41.736368] [INFO ] [FORECASTER] Completed predict_future for STXV [2025-10-16T00:28:41.736490] [INFO ] [sig ] STXV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:41.883467] [INFO ] [LOCAL ] Saved forecast: STXV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/STXV.txt [2025-10-16T00:28:41.883705] [INFO ] [sig ] [1478/1803] Completed STXV in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:41.883775] [INFO ] [sig ] [1479/1803] Forecasting STZ... [2025-10-16T00:28:41.883816] [INFO ] [sig ] Generating forecast for: STZ [2025-10-16T00:28:41.883858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-10-16T00:28:41.893554] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'STZ'. [2025-10-16T00:28:41.893982] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-10-16T00:28:41.920316] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:41.921095] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-10-16T00:28:41.921152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:41.921187] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:41.921216] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:41.921274] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:41.939561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:41.940201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:41.940286] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:41.940322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:41.976583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:41.976832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:41.976885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:41.976921] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:41.980412] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-10-16T00:28:41.980717] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-10-16T00:28:41.980861] [INFO ] [sig ] STZ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:42.119901] [INFO ] [LOCAL ] Saved forecast: STZ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/STZ.txt [2025-10-16T00:28:42.120109] [INFO ] [sig ] [1479/1803] Completed STZ in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:42.120152] [INFO ] [sig ] [1480/1803] Forecasting SU... [2025-10-16T00:28:42.120181] [INFO ] [sig ] Generating forecast for: SU [2025-10-16T00:28:42.120212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'. [2025-10-16T00:28:42.129882] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SU'. [2025-10-16T00:28:42.130219] [INFO ] [FORECASTER] Starting predict_future for SU [2025-10-16T00:28:42.155511] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:42.156220] [DEBUG] [LOCAL ] No optimal features file found for SU: ./output/feature-sets/SU.txt [2025-10-16T00:28:42.156276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:42.156310] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:42.156341] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:42.156402] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:42.174057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:42.174583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:42.174684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:42.174739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:42.210042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:42.210124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:42.210163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:42.210193] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:42.213245] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=42.21%) [2025-10-16T00:28:42.213501] [INFO ] [FORECASTER] Completed predict_future for SU [2025-10-16T00:28:42.213626] [INFO ] [sig ] SU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:42.364614] [INFO ] [LOCAL ] Saved forecast: SU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SU.txt [2025-10-16T00:28:42.364935] [INFO ] [sig ] [1480/1803] Completed SU in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:42.364993] [INFO ] [sig ] [1481/1803] Forecasting SUI... [2025-10-16T00:28:42.365045] [INFO ] [sig ] Generating forecast for: SUI [2025-10-16T00:28:42.365089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-10-16T00:28:42.373761] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SUI'. [2025-10-16T00:28:42.374219] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-10-16T00:28:42.400485] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:42.401320] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-10-16T00:28:42.401377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:42.401412] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:42.401441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:42.401499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:42.418860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:42.419550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:42.419631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:42.419708] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:42.458805] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:42.458982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:42.459035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:42.459074] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:42.462725] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=16.92%) [2025-10-16T00:28:42.463003] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-10-16T00:28:42.463134] [INFO ] [sig ] SUI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:42.613387] [INFO ] [LOCAL ] Saved forecast: SUI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SUI.txt [2025-10-16T00:28:42.613609] [INFO ] [sig ] [1481/1803] Completed SUI in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:42.613679] [INFO ] [sig ] [1482/1803] Forecasting SUN... [2025-10-16T00:28:42.613730] [INFO ] [sig ] Generating forecast for: SUN [2025-10-16T00:28:42.613764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-10-16T00:28:42.622049] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SUN'. [2025-10-16T00:28:42.622298] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-10-16T00:28:42.646814] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:42.647531] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-10-16T00:28:42.647584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:42.647686] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:42.647731] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:42.647792] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:42.665143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:42.665686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:42.665766] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:42.665800] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:42.704099] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:42.704259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:42.704301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:42.704331] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:42.708256] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=72.45%) [2025-10-16T00:28:42.708661] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-10-16T00:28:42.708822] [INFO ] [sig ] SUN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:42.855343] [INFO ] [LOCAL ] Saved forecast: SUN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SUN.txt [2025-10-16T00:28:42.855575] [INFO ] [sig ] [1482/1803] Completed SUN in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:42.855617] [INFO ] [sig ] [1483/1803] Forecasting SUPV... [2025-10-16T00:28:42.855676] [INFO ] [sig ] Generating forecast for: SUPV [2025-10-16T00:28:42.855729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'. [2025-10-16T00:28:42.864370] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SUPV'. [2025-10-16T00:28:42.864678] [INFO ] [FORECASTER] Starting predict_future for SUPV [2025-10-16T00:28:42.889671] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:42.890360] [DEBUG] [LOCAL ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt [2025-10-16T00:28:42.890415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:42.890449] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:42.890477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:42.890535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:42.909035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:42.909591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:42.909696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:42.909748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:42.945572] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:42.945719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:42.945768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:42.945799] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:42.949010] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=9.88%) [2025-10-16T00:28:42.949283] [INFO ] [FORECASTER] Completed predict_future for SUPV [2025-10-16T00:28:42.949410] [INFO ] [sig ] SUPV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:43.091697] [INFO ] [LOCAL ] Saved forecast: SUPV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SUPV.txt [2025-10-16T00:28:43.091918] [INFO ] [sig ] [1483/1803] Completed SUPV in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:43.091962] [INFO ] [sig ] [1484/1803] Forecasting SUZ... [2025-10-16T00:28:43.091995] [INFO ] [sig ] Generating forecast for: SUZ [2025-10-16T00:28:43.092028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-10-16T00:28:43.100017] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SUZ'. [2025-10-16T00:28:43.100286] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-10-16T00:28:43.125217] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:43.125994] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-10-16T00:28:43.126083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:43.126148] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:43.126227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:43.126341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:43.145587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:43.146256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:43.146341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:43.146377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:43.182731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:43.182840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:43.182875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:43.182904] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:43.185978] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=68.01%) [2025-10-16T00:28:43.186234] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-10-16T00:28:43.186356] [INFO ] [sig ] SUZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:43.324419] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SUZ.txt [2025-10-16T00:28:43.324620] [INFO ] [sig ] [1484/1803] Completed SUZ in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:43.324694] [INFO ] [sig ] [1485/1803] Forecasting SVV... [2025-10-16T00:28:43.324738] [INFO ] [sig ] Generating forecast for: SVV [2025-10-16T00:28:43.324771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'. [2025-10-16T00:28:43.332755] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SVV'. [2025-10-16T00:28:43.333017] [INFO ] [FORECASTER] Starting predict_future for SVV [2025-10-16T00:28:43.357115] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:43.357822] [DEBUG] [LOCAL ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt [2025-10-16T00:28:43.357876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:43.357909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:43.357937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:43.358000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:43.374670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:43.375190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:43.375267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:43.375300] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:43.410124] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:43.410210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:43.410244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:43.410272] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:43.413247] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=3.91%) [2025-10-16T00:28:43.413495] [INFO ] [FORECASTER] Completed predict_future for SVV [2025-10-16T00:28:43.413614] [INFO ] [sig ] SVV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:43.554696] [INFO ] [LOCAL ] Saved forecast: SVV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SVV.txt [2025-10-16T00:28:43.554957] [INFO ] [sig ] [1485/1803] Completed SVV in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:43.555001] [INFO ] [sig ] [1486/1803] Forecasting SW... [2025-10-16T00:28:43.555031] [INFO ] [sig ] Generating forecast for: SW [2025-10-16T00:28:43.555063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'. [2025-10-16T00:28:43.563691] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SW'. [2025-10-16T00:28:43.563997] [INFO ] [FORECASTER] Starting predict_future for SW [2025-10-16T00:28:43.588235] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:43.589006] [DEBUG] [LOCAL ] No optimal features file found for SW: ./output/feature-sets/SW.txt [2025-10-16T00:28:43.589065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:43.589099] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:43.589127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:43.589187] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:43.606267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:43.606827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:43.606906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:43.606939] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:43.640061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:43.640146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:43.640181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:43.640210] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:43.643220] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: DOWN (p=36.20%) [2025-10-16T00:28:43.643470] [INFO ] [FORECASTER] Completed predict_future for SW [2025-10-16T00:28:43.643595] [INFO ] [sig ] SW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:43.780575] [INFO ] [LOCAL ] Saved forecast: SW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SW.txt [2025-10-16T00:28:43.780813] [INFO ] [sig ] [1486/1803] Completed SW in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:43.780870] [INFO ] [sig ] [1487/1803] Forecasting SWK... [2025-10-16T00:28:43.780903] [INFO ] [sig ] Generating forecast for: SWK [2025-10-16T00:28:43.780934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-10-16T00:28:43.789002] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SWK'. [2025-10-16T00:28:43.789259] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-10-16T00:28:43.813716] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:43.814470] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-10-16T00:28:43.814530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:43.814565] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:43.814593] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:43.814672] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:43.831425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:43.832226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:43.832314] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:43.832349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:43.867535] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:43.867692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:43.867748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:43.867779] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:43.871026] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=89.91%) [2025-10-16T00:28:43.871284] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-10-16T00:28:43.871408] [INFO ] [sig ] SWK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:44.009074] [INFO ] [LOCAL ] Saved forecast: SWK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SWK.txt [2025-10-16T00:28:44.009265] [INFO ] [sig ] [1487/1803] Completed SWK in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:44.009306] [INFO ] [sig ] [1488/1803] Forecasting SWX... [2025-10-16T00:28:44.009344] [INFO ] [sig ] Generating forecast for: SWX [2025-10-16T00:28:44.009376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-10-16T00:28:44.017346] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SWX'. [2025-10-16T00:28:44.017632] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-10-16T00:28:44.041660] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:44.042311] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-10-16T00:28:44.042365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:44.042397] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:44.042424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:44.042480] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:44.059419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:44.059990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:44.060068] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:44.060101] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:44.093325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:44.093397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:44.093433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:44.093461] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:44.096404] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=84.06%) [2025-10-16T00:28:44.096672] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-10-16T00:28:44.096840] [INFO ] [sig ] SWX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:44.234822] [INFO ] [LOCAL ] Saved forecast: SWX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SWX.txt [2025-10-16T00:28:44.235020] [INFO ] [sig ] [1488/1803] Completed SWX in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-16T00:28:44.235063] [INFO ] [sig ] [1489/1803] Forecasting SWZ... [2025-10-16T00:28:44.235096] [INFO ] [sig ] Generating forecast for: SWZ [2025-10-16T00:28:44.235127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-10-16T00:28:44.243202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SWZ'. [2025-10-16T00:28:44.243447] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-10-16T00:28:44.267535] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:44.268236] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-10-16T00:28:44.268290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:44.268323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:44.268351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:44.268408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:44.285333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:44.285892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:44.285971] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:44.286004] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:44.316880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:44.316958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:44.316995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:44.317025] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:44.320119] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-10-16T00:28:44.320378] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-10-16T00:28:44.320502] [INFO ] [sig ] SWZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:44.458108] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SWZ.txt [2025-10-16T00:28:44.458306] [INFO ] [sig ] [1489/1803] Completed SWZ in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:44.458348] [INFO ] [sig ] [1490/1803] Forecasting SXC... [2025-10-16T00:28:44.458378] [INFO ] [sig ] Generating forecast for: SXC [2025-10-16T00:28:44.458410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-10-16T00:28:44.466345] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SXC'. [2025-10-16T00:28:44.466592] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-10-16T00:28:44.490677] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:44.491398] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-10-16T00:28:44.491452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:44.491486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:44.491515] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:44.491571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:44.508669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:44.509186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:44.509263] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:44.509296] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:44.542488] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:44.542563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:44.542597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:44.542625] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:44.545630] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=11.40%) [2025-10-16T00:28:44.545914] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-10-16T00:28:44.546040] [INFO ] [sig ] SXC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:44.683069] [INFO ] [LOCAL ] Saved forecast: SXC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SXC.txt [2025-10-16T00:28:44.683254] [INFO ] [sig ] [1490/1803] Completed SXC in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:44.683294] [INFO ] [sig ] [1491/1803] Forecasting SXI... [2025-10-16T00:28:44.683324] [INFO ] [sig ] Generating forecast for: SXI [2025-10-16T00:28:44.683355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-10-16T00:28:44.691683] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SXI'. [2025-10-16T00:28:44.691948] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-10-16T00:28:44.716076] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:44.716762] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-10-16T00:28:44.716816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:44.716850] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:44.716877] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:44.716933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:44.733704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:44.734218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:44.734313] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:44.734347] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:44.767130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:44.767206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:44.767240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:44.767268] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:44.770228] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=25.64%) [2025-10-16T00:28:44.770471] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-10-16T00:28:44.770593] [INFO ] [sig ] SXI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:44.908482] [INFO ] [LOCAL ] Saved forecast: SXI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SXI.txt [2025-10-16T00:28:44.908706] [INFO ] [sig ] [1491/1803] Completed SXI in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:44.908767] [INFO ] [sig ] [1492/1803] Forecasting SXT... [2025-10-16T00:28:44.908800] [INFO ] [sig ] Generating forecast for: SXT [2025-10-16T00:28:44.908875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'. [2025-10-16T00:28:44.916675] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SXT'. [2025-10-16T00:28:44.916937] [INFO ] [FORECASTER] Starting predict_future for SXT [2025-10-16T00:28:44.941156] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:44.941848] [DEBUG] [LOCAL ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt [2025-10-16T00:28:44.941902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:44.941934] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:44.941960] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:44.942016] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:44.958919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:44.959431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:44.959507] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:44.959540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:45.001080] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:45.001157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:45.001192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:45.001220] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:45.004173] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: DOWN (p=4.97%) [2025-10-16T00:28:45.004416] [INFO ] [FORECASTER] Completed predict_future for SXT [2025-10-16T00:28:45.004544] [INFO ] [sig ] SXT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:45.141880] [INFO ] [LOCAL ] Saved forecast: SXT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SXT.txt [2025-10-16T00:28:45.142090] [INFO ] [sig ] [1492/1803] Completed SXT in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:45.142130] [INFO ] [sig ] [1493/1803] Forecasting SYF... [2025-10-16T00:28:45.142159] [INFO ] [sig ] Generating forecast for: SYF [2025-10-16T00:28:45.142189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-10-16T00:28:45.150824] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SYF'. [2025-10-16T00:28:45.151088] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-10-16T00:28:45.175115] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:45.175795] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-10-16T00:28:45.175861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:45.175896] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:45.175923] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:45.175979] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:45.192626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:45.193173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:45.193254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:45.193287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:45.231920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:45.232005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:45.232039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:45.232067] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:45.235117] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=97.44%) [2025-10-16T00:28:45.235367] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-10-16T00:28:45.235489] [INFO ] [sig ] SYF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:45.372985] [INFO ] [LOCAL ] Saved forecast: SYF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SYF.txt [2025-10-16T00:28:45.373196] [INFO ] [sig ] [1493/1803] Completed SYF in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:45.373238] [INFO ] [sig ] [1494/1803] Forecasting SYK... [2025-10-16T00:28:45.373267] [INFO ] [sig ] Generating forecast for: SYK [2025-10-16T00:28:45.373297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-10-16T00:28:45.381217] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SYK'. [2025-10-16T00:28:45.381488] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-10-16T00:28:45.405599] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:45.406275] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-10-16T00:28:45.406329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:45.406362] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:45.406390] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:45.406447] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:45.423206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:45.423780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:45.423864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:45.423896] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:45.463243] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:45.463318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:45.463352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:45.463380] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:45.466482] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-10-16T00:28:45.466776] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-10-16T00:28:45.466915] [INFO ] [sig ] SYK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:45.604877] [INFO ] [LOCAL ] Saved forecast: SYK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/SYK.txt [2025-10-16T00:28:45.605103] [INFO ] [sig ] [1494/1803] Completed SYK in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:45.605144] [INFO ] [sig ] [1495/1803] Forecasting SYY... [2025-10-16T00:28:45.605173] [INFO ] [sig ] Generating forecast for: SYY [2025-10-16T00:28:45.605209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-10-16T00:28:45.613083] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'SYY'. [2025-10-16T00:28:45.613343] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-10-16T00:28:45.637460] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:45.638161] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-10-16T00:28:45.638246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:45.638285] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:45.638314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:45.638370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:45.655484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:45.656035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:45.656114] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:45.656152] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:45.689162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:45.689244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:45.689279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:45.689307] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:45.692233] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=61.49%) [2025-10-16T00:28:45.692479] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-10-16T00:28:45.692599] [INFO ] [sig ] SYY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:45.830446] [INFO ] [LOCAL ] Saved forecast: SYY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/SYY.txt [2025-10-16T00:28:45.830676] [INFO ] [sig ] [1495/1803] Completed SYY in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:45.830735] [INFO ] [sig ] [1496/1803] Forecasting T... [2025-10-16T00:28:45.830768] [INFO ] [sig ] Generating forecast for: T [2025-10-16T00:28:45.830799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'. [2025-10-16T00:28:45.839344] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'T'. [2025-10-16T00:28:45.839599] [INFO ] [FORECASTER] Starting predict_future for T [2025-10-16T00:28:45.863724] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:45.864378] [DEBUG] [LOCAL ] No optimal features file found for T: ./output/feature-sets/T.txt [2025-10-16T00:28:45.864431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:45.864463] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:45.864491] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:45.864546] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:45.881625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:45.882200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:45.882277] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:45.882311] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:45.914964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:45.915053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:45.915088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:45.915116] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:45.918113] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: UP (p=89.27%) [2025-10-16T00:28:45.918359] [INFO ] [FORECASTER] Completed predict_future for T [2025-10-16T00:28:45.918499] [INFO ] [sig ] T: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:46.057922] [INFO ] [LOCAL ] Saved forecast: T 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/T.txt [2025-10-16T00:28:46.058189] [INFO ] [sig ] [1496/1803] Completed T in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:46.058232] [INFO ] [sig ] [1497/1803] Forecasting TAC... [2025-10-16T00:28:46.058263] [INFO ] [sig ] Generating forecast for: TAC [2025-10-16T00:28:46.058294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-10-16T00:28:46.067387] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TAC'. [2025-10-16T00:28:46.067799] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-10-16T00:28:46.092666] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:46.093420] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-10-16T00:28:46.093474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:46.093507] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:46.093534] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:46.093590] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:46.110325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:46.110928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:46.111013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:46.111050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:46.143555] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:46.143761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:46.143814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:46.143846] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:46.147411] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=93.59%) [2025-10-16T00:28:46.147721] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-10-16T00:28:46.147862] [INFO ] [sig ] TAC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:46.290072] [INFO ] [LOCAL ] Saved forecast: TAC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TAC.txt [2025-10-16T00:28:46.290281] [INFO ] [sig ] [1497/1803] Completed TAC in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:46.290323] [INFO ] [sig ] [1498/1803] Forecasting TAK... [2025-10-16T00:28:46.290354] [INFO ] [sig ] Generating forecast for: TAK [2025-10-16T00:28:46.290385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-10-16T00:28:46.299485] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TAK'. [2025-10-16T00:28:46.299775] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-10-16T00:28:46.324159] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:46.324902] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-10-16T00:28:46.324957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:46.324991] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:46.325021] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:46.325079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:46.342417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:46.342974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:46.343080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:46.343136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:46.380266] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:46.380346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:46.380382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:46.380411] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:46.383397] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=69.58%) [2025-10-16T00:28:46.383682] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-10-16T00:28:46.383821] [INFO ] [sig ] TAK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:46.525734] [INFO ] [LOCAL ] Saved forecast: TAK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TAK.txt [2025-10-16T00:28:46.525973] [INFO ] [sig ] [1498/1803] Completed TAK in 0.2s | 4.20 sym/s | Total: 5.9m | ETA: 1.2m [2025-10-16T00:28:46.526017] [INFO ] [sig ] [1499/1803] Forecasting TAL... [2025-10-16T00:28:46.526048] [INFO ] [sig ] Generating forecast for: TAL [2025-10-16T00:28:46.526079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-10-16T00:28:46.535201] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TAL'. [2025-10-16T00:28:46.535485] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-10-16T00:28:46.560148] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:46.560871] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-10-16T00:28:46.560925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:46.560958] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:46.560987] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:46.561044] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:46.578014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:46.578519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:46.578618] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:46.578695] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:46.615705] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:46.615819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:46.615857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:46.615886] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:46.619083] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-10-16T00:28:46.619341] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-10-16T00:28:46.619467] [INFO ] [sig ] TAL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:46.760620] [INFO ] [LOCAL ] Saved forecast: TAL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TAL.txt [2025-10-16T00:28:46.760940] [INFO ] [sig ] [1499/1803] Completed TAL in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:46.760987] [INFO ] [sig ] [1500/1803] Forecasting TALO... [2025-10-16T00:28:46.761018] [INFO ] [sig ] Generating forecast for: TALO [2025-10-16T00:28:46.761049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-10-16T00:28:46.770087] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TALO'. [2025-10-16T00:28:46.770337] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-10-16T00:28:46.794917] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:46.795675] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-10-16T00:28:46.795733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:46.795784] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:46.795813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:46.795869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:46.812697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:46.813306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:46.813385] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:46.813419] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:46.848971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:46.849089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:46.849125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:46.849154] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:46.852280] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=53.84%) [2025-10-16T00:28:46.852538] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-10-16T00:28:46.852695] [INFO ] [sig ] TALO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:46.991072] [INFO ] [LOCAL ] Saved forecast: TALO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TALO.txt [2025-10-16T00:28:46.991293] [INFO ] [sig ] [1500/1803] Completed TALO in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:46.991334] [INFO ] [sig ] [1501/1803] Forecasting TAP... [2025-10-16T00:28:46.991364] [INFO ] [sig ] Generating forecast for: TAP [2025-10-16T00:28:46.991395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-10-16T00:28:47.000209] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TAP'. [2025-10-16T00:28:47.000470] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-10-16T00:28:47.024712] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:47.025364] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-10-16T00:28:47.025417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:47.025450] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:47.025478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:47.025539] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:47.042553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:47.043101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:47.043180] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:47.043213] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:47.078331] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:47.078432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:47.078467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:47.078497] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:47.082770] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=78.95%) [2025-10-16T00:28:47.083026] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-10-16T00:28:47.083156] [INFO ] [sig ] TAP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:47.222055] [INFO ] [LOCAL ] Saved forecast: TAP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TAP.txt [2025-10-16T00:28:47.222266] [INFO ] [sig ] [1501/1803] Completed TAP in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:47.222308] [INFO ] [sig ] [1502/1803] Forecasting TBB... [2025-10-16T00:28:47.222339] [INFO ] [sig ] Generating forecast for: TBB [2025-10-16T00:28:47.222370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-10-16T00:28:47.231161] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TBB'. [2025-10-16T00:28:47.231465] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-10-16T00:28:47.255828] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:47.256528] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-10-16T00:28:47.256582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:47.256614] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:47.256662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:47.256746] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:47.273735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:47.274268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:47.274343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:47.274377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:47.309457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:47.309617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:47.309688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:47.309735] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:47.313034] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-10-16T00:28:47.313293] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-10-16T00:28:47.313424] [INFO ] [sig ] TBB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:47.451570] [INFO ] [LOCAL ] Saved forecast: TBB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TBB.txt [2025-10-16T00:28:47.451807] [INFO ] [sig ] [1502/1803] Completed TBB in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:47.451866] [INFO ] [sig ] [1503/1803] Forecasting TBBB... [2025-10-16T00:28:47.451899] [INFO ] [sig ] Generating forecast for: TBBB [2025-10-16T00:28:47.451931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'. [2025-10-16T00:28:47.460754] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TBBB'. [2025-10-16T00:28:47.461017] [INFO ] [FORECASTER] Starting predict_future for TBBB [2025-10-16T00:28:47.485265] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:47.485997] [DEBUG] [LOCAL ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt [2025-10-16T00:28:47.486052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:47.486086] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:47.486115] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:47.486172] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:47.503113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:47.503938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:47.504024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:47.504058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:47.537267] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:47.537441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:47.537482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:47.537512] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:47.540911] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: DOWN (p=4.97%) [2025-10-16T00:28:47.541181] [INFO ] [FORECASTER] Completed predict_future for TBBB [2025-10-16T00:28:47.541332] [INFO ] [sig ] TBBB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:47.679513] [INFO ] [LOCAL ] Saved forecast: TBBB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TBBB.txt [2025-10-16T00:28:47.679743] [INFO ] [sig ] [1503/1803] Completed TBBB in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:47.679802] [INFO ] [sig ] [1504/1803] Forecasting TBI... [2025-10-16T00:28:47.679837] [INFO ] [sig ] Generating forecast for: TBI [2025-10-16T00:28:47.679869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-10-16T00:28:47.688381] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TBI'. [2025-10-16T00:28:47.688670] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-10-16T00:28:47.713010] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:47.713715] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-10-16T00:28:47.713770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:47.713804] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:47.713833] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:47.713889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:47.731036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:47.731577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:47.731677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:47.731732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:47.768622] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:47.768739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:47.768781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:47.768812] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:47.771909] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=72.97%) [2025-10-16T00:28:47.772159] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-10-16T00:28:47.772291] [INFO ] [sig ] TBI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:47.913193] [INFO ] [LOCAL ] Saved forecast: TBI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TBI.txt [2025-10-16T00:28:47.913424] [INFO ] [sig ] [1504/1803] Completed TBI in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:47.913508] [INFO ] [sig ] [1505/1803] Forecasting TBN... [2025-10-16T00:28:47.913547] [INFO ] [sig ] Generating forecast for: TBN [2025-10-16T00:28:47.913580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'. [2025-10-16T00:28:47.921360] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TBN'. [2025-10-16T00:28:47.921631] [INFO ] [FORECASTER] Starting predict_future for TBN [2025-10-16T00:28:47.945701] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:47.946379] [DEBUG] [LOCAL ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt [2025-10-16T00:28:47.946436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:47.946469] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:47.946497] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:47.946554] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:47.963728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:47.964263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:47.964343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:47.964377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:47.999602] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:47.999715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:47.999760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:47.999790] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:48.002827] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: DOWN (p=14.49%) [2025-10-16T00:28:48.003079] [INFO ] [FORECASTER] Completed predict_future for TBN [2025-10-16T00:28:48.003206] [INFO ] [sig ] TBN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:48.143107] [INFO ] [LOCAL ] Saved forecast: TBN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TBN.txt [2025-10-16T00:28:48.143422] [INFO ] [sig ] [1505/1803] Completed TBN in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:48.143466] [INFO ] [sig ] [1506/1803] Forecasting TCBX... [2025-10-16T00:28:48.143497] [INFO ] [sig ] Generating forecast for: TCBX [2025-10-16T00:28:48.143529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-10-16T00:28:48.152366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TCBX'. [2025-10-16T00:28:48.152730] [INFO ] [FORECASTER] Starting predict_future for TCBX [2025-10-16T00:28:48.177698] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:48.178409] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-10-16T00:28:48.178463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:48.178498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:48.178526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:48.178606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:48.195386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:48.195973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:48.196056] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:48.196091] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:48.241545] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:48.241691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:48.241746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:48.241778] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:48.245094] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=46.42%) [2025-10-16T00:28:48.245460] [INFO ] [FORECASTER] Completed predict_future for TCBX [2025-10-16T00:28:48.245634] [INFO ] [sig ] TCBX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:48.422734] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TCBX.txt [2025-10-16T00:28:48.422989] [INFO ] [sig ] [1506/1803] Completed TCBX in 0.3s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:48.423033] [INFO ] [sig ] [1507/1803] Forecasting TD... [2025-10-16T00:28:48.423066] [INFO ] [sig ] Generating forecast for: TD [2025-10-16T00:28:48.423104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-10-16T00:28:48.432239] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TD'. [2025-10-16T00:28:48.432577] [INFO ] [FORECASTER] Starting predict_future for TD [2025-10-16T00:28:48.459805] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:48.460602] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-10-16T00:28:48.460683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:48.460751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:48.460784] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:48.460843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:48.480903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:48.481584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:48.481694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:48.481748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:48.524988] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:48.525175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:48.525217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:48.525247] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:48.528878] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=51.35%) [2025-10-16T00:28:48.529160] [INFO ] [FORECASTER] Completed predict_future for TD [2025-10-16T00:28:48.529313] [INFO ] [sig ] TD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:48.671885] [INFO ] [LOCAL ] Saved forecast: TD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TD.txt [2025-10-16T00:28:48.672144] [INFO ] [sig ] [1507/1803] Completed TD in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:48.672206] [INFO ] [sig ] [1508/1803] Forecasting TDC... [2025-10-16T00:28:48.672240] [INFO ] [sig ] Generating forecast for: TDC [2025-10-16T00:28:48.672273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-10-16T00:28:48.681002] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDC'. [2025-10-16T00:28:48.681266] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-10-16T00:28:48.708811] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:48.709615] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-10-16T00:28:48.709697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:48.709743] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:48.709773] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:48.709832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:48.727315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:48.727888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:48.727970] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:48.728003] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:48.765225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:48.765383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:48.765423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:48.765453] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:48.768940] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=93.96%) [2025-10-16T00:28:48.769232] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-10-16T00:28:48.769374] [INFO ] [sig ] TDC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:48.911828] [INFO ] [LOCAL ] Saved forecast: TDC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TDC.txt [2025-10-16T00:28:48.912038] [INFO ] [sig ] [1508/1803] Completed TDC in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:48.912089] [INFO ] [sig ] [1509/1803] Forecasting TDF... [2025-10-16T00:28:48.912126] [INFO ] [sig ] Generating forecast for: TDF [2025-10-16T00:28:48.912163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-10-16T00:28:48.921159] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDF'. [2025-10-16T00:28:48.921428] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-10-16T00:28:48.950401] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:48.951528] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-10-16T00:28:48.951589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:48.951624] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:48.951685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:48.951764] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:48.970514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:48.971153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:48.971238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:48.971273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:49.008203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:49.008288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:49.008324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:49.008353] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:49.011472] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=78.73%) [2025-10-16T00:28:49.011766] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-10-16T00:28:49.011900] [INFO ] [sig ] TDF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:49.160773] [INFO ] [LOCAL ] Saved forecast: TDF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TDF.txt [2025-10-16T00:28:49.161035] [INFO ] [sig ] [1509/1803] Completed TDF in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:49.161095] [INFO ] [sig ] [1510/1803] Forecasting TDG... [2025-10-16T00:28:49.161133] [INFO ] [sig ] Generating forecast for: TDG [2025-10-16T00:28:49.161167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-10-16T00:28:49.171475] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDG'. [2025-10-16T00:28:49.171852] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-10-16T00:28:49.197875] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:49.198688] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-10-16T00:28:49.198753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:49.198788] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:49.198817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:49.198877] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:49.216873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:49.217411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:49.217493] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:49.217528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:49.251260] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:49.251352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:49.251389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:49.251418] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:49.254626] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=19.69%) [2025-10-16T00:28:49.254917] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-10-16T00:28:49.255047] [INFO ] [sig ] TDG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:49.397146] [INFO ] [LOCAL ] Saved forecast: TDG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TDG.txt [2025-10-16T00:28:49.397376] [INFO ] [sig ] [1510/1803] Completed TDG in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:49.397418] [INFO ] [sig ] [1511/1803] Forecasting TDOC... [2025-10-16T00:28:49.397448] [INFO ] [sig ] Generating forecast for: TDOC [2025-10-16T00:28:49.397479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-10-16T00:28:49.406005] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDOC'. [2025-10-16T00:28:49.406260] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-10-16T00:28:49.431593] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:49.432336] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-10-16T00:28:49.432393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:49.432427] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:49.432456] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:49.432564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:49.449934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:49.450499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:49.450578] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:49.450613] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:49.484477] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:49.484567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:49.484604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:49.484632] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:49.487687] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=1.92%) [2025-10-16T00:28:49.487940] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-10-16T00:28:49.488068] [INFO ] [sig ] TDOC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:49.632383] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TDOC.txt [2025-10-16T00:28:49.632607] [INFO ] [sig ] [1511/1803] Completed TDOC in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:49.632672] [INFO ] [sig ] [1512/1803] Forecasting TDS... [2025-10-16T00:28:49.632724] [INFO ] [sig ] Generating forecast for: TDS [2025-10-16T00:28:49.632758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-10-16T00:28:49.641193] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDS'. [2025-10-16T00:28:49.641455] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-10-16T00:28:49.666767] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:49.667539] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-10-16T00:28:49.667594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:49.667628] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:49.667693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:49.667765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:49.685464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:49.686099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:49.686185] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:49.686220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:49.721743] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:49.721866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:49.721906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:49.721936] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:49.725268] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=29.00%) [2025-10-16T00:28:49.725540] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-10-16T00:28:49.725697] [INFO ] [sig ] TDS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:49.868038] [INFO ] [LOCAL ] Saved forecast: TDS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TDS.txt [2025-10-16T00:28:49.868272] [INFO ] [sig ] [1512/1803] Completed TDS in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:49.868335] [INFO ] [sig ] [1513/1803] Forecasting TDW... [2025-10-16T00:28:49.868369] [INFO ] [sig ] Generating forecast for: TDW [2025-10-16T00:28:49.868401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'. [2025-10-16T00:28:49.876526] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDW'. [2025-10-16T00:28:49.876819] [INFO ] [FORECASTER] Starting predict_future for TDW [2025-10-16T00:28:49.901857] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:49.902585] [DEBUG] [LOCAL ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt [2025-10-16T00:28:49.902639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:49.902716] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:49.902749] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:49.902806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:49.919548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:49.920161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:49.920247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:49.920281] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:49.957910] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:49.958067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:49.958108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:49.958138] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:49.961515] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: UP (p=83.91%) [2025-10-16T00:28:49.961825] [INFO ] [FORECASTER] Completed predict_future for TDW [2025-10-16T00:28:49.961963] [INFO ] [sig ] TDW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:50.104834] [INFO ] [LOCAL ] Saved forecast: TDW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TDW.txt [2025-10-16T00:28:50.105059] [INFO ] [sig ] [1513/1803] Completed TDW in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-16T00:28:50.105102] [INFO ] [sig ] [1514/1803] Forecasting TDY... [2025-10-16T00:28:50.105132] [INFO ] [sig ] Generating forecast for: TDY [2025-10-16T00:28:50.105164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-10-16T00:28:50.114838] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TDY'. [2025-10-16T00:28:50.115099] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-10-16T00:28:50.139960] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:50.140703] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-10-16T00:28:50.140760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:50.140809] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:50.140840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:50.140898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:50.158426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:50.159345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:50.159430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:50.159464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:50.198341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:50.198515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:50.199009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:50.199050] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:50.202496] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=6.52%) [2025-10-16T00:28:50.202803] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-10-16T00:28:50.202939] [INFO ] [sig ] TDY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:50.345366] [INFO ] [LOCAL ] Saved forecast: TDY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TDY.txt [2025-10-16T00:28:50.345576] [INFO ] [sig ] [1514/1803] Completed TDY in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:50.345619] [INFO ] [sig ] [1515/1803] Forecasting TEAF... [2025-10-16T00:28:50.345679] [INFO ] [sig ] Generating forecast for: TEAF [2025-10-16T00:28:50.345731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'. [2025-10-16T00:28:50.354291] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEAF'. [2025-10-16T00:28:50.354565] [INFO ] [FORECASTER] Starting predict_future for TEAF [2025-10-16T00:28:50.379854] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:50.380590] [DEBUG] [LOCAL ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt [2025-10-16T00:28:50.380667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:50.380723] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:50.380756] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:50.380816] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:50.398691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:50.399344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:50.399427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:50.399462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:50.432697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:50.432798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:50.432836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:50.432866] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:50.436146] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: DOWN (p=42.18%) [2025-10-16T00:28:50.436433] [INFO ] [FORECASTER] Completed predict_future for TEAF [2025-10-16T00:28:50.436572] [INFO ] [sig ] TEAF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:50.579208] [INFO ] [LOCAL ] Saved forecast: TEAF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TEAF.txt [2025-10-16T00:28:50.579442] [INFO ] [sig ] [1515/1803] Completed TEAF in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:50.579483] [INFO ] [sig ] [1516/1803] Forecasting TECK... [2025-10-16T00:28:50.579514] [INFO ] [sig ] Generating forecast for: TECK [2025-10-16T00:28:50.579545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-10-16T00:28:50.588152] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TECK'. [2025-10-16T00:28:50.588434] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-10-16T00:28:50.613616] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:50.614322] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-10-16T00:28:50.614377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:50.614410] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:50.614437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:50.614493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:50.631833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:50.632349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:50.632426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:50.632459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:50.668950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:50.669081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:50.669145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:50.669182] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:50.672442] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-10-16T00:28:50.672737] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-10-16T00:28:50.672874] [INFO ] [sig ] TECK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:50.814196] [INFO ] [LOCAL ] Saved forecast: TECK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TECK.txt [2025-10-16T00:28:50.814435] [INFO ] [sig ] [1516/1803] Completed TECK in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:50.814483] [INFO ] [sig ] [1517/1803] Forecasting TEF... [2025-10-16T00:28:50.814514] [INFO ] [sig ] Generating forecast for: TEF [2025-10-16T00:28:50.814545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-10-16T00:28:50.822995] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEF'. [2025-10-16T00:28:50.823244] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-10-16T00:28:50.847772] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:50.848431] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-10-16T00:28:50.848484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:50.848517] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:50.848546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:50.848662] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:50.865893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:50.866466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:50.866545] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:50.866579] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:50.905026] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:50.905151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:50.905197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:50.905233] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:50.908524] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=83.05%) [2025-10-16T00:28:50.908838] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-10-16T00:28:50.908975] [INFO ] [sig ] TEF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:51.050995] [INFO ] [LOCAL ] Saved forecast: TEF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEF.txt [2025-10-16T00:28:51.051230] [INFO ] [sig ] [1517/1803] Completed TEF in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:51.051274] [INFO ] [sig ] [1518/1803] Forecasting TEI... [2025-10-16T00:28:51.051305] [INFO ] [sig ] Generating forecast for: TEI [2025-10-16T00:28:51.051337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-10-16T00:28:51.059546] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEI'. [2025-10-16T00:28:51.059822] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-10-16T00:28:51.084233] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:51.084972] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-10-16T00:28:51.085027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:51.085060] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:51.085088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:51.085145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:51.102041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:51.102582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:51.102689] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:51.102744] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:51.136843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:51.136920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:51.136955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:51.136984] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:51.140209] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=80.96%) [2025-10-16T00:28:51.140456] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-10-16T00:28:51.140587] [INFO ] [sig ] TEI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:51.278888] [INFO ] [LOCAL ] Saved forecast: TEI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEI.txt [2025-10-16T00:28:51.279138] [INFO ] [sig ] [1518/1803] Completed TEI in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:51.279182] [INFO ] [sig ] [1519/1803] Forecasting TEL... [2025-10-16T00:28:51.279212] [INFO ] [sig ] Generating forecast for: TEL [2025-10-16T00:28:51.279242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-10-16T00:28:51.287579] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEL'. [2025-10-16T00:28:51.287873] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-10-16T00:28:51.312186] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:51.312897] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-10-16T00:28:51.312951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:51.312985] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:51.313013] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:51.313069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:51.329882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:51.330416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:51.330493] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:51.330527] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:51.365677] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:51.365853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:51.365895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:51.365926] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:51.369484] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=61.20%) [2025-10-16T00:28:51.369852] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-10-16T00:28:51.370001] [INFO ] [sig ] TEL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:51.508149] [INFO ] [LOCAL ] Saved forecast: TEL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEL.txt [2025-10-16T00:28:51.508377] [INFO ] [sig ] [1519/1803] Completed TEL in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:51.508420] [INFO ] [sig ] [1520/1803] Forecasting TEN... [2025-10-16T00:28:51.508450] [INFO ] [sig ] Generating forecast for: TEN [2025-10-16T00:28:51.508480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'. [2025-10-16T00:28:51.517149] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEN'. [2025-10-16T00:28:51.517425] [INFO ] [FORECASTER] Starting predict_future for TEN [2025-10-16T00:28:51.541631] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:51.542318] [DEBUG] [LOCAL ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt [2025-10-16T00:28:51.542372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:51.542404] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:51.542431] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:51.542486] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:51.559341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:51.559974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:51.560056] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:51.560091] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:51.594615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:51.594730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:51.594773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:51.594804] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:51.597826] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: UP (p=96.37%) [2025-10-16T00:28:51.598075] [INFO ] [FORECASTER] Completed predict_future for TEN [2025-10-16T00:28:51.598205] [INFO ] [sig ] TEN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:51.743581] [INFO ] [LOCAL ] Saved forecast: TEN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEN.txt [2025-10-16T00:28:51.743855] [INFO ] [sig ] [1520/1803] Completed TEN in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:51.743913] [INFO ] [sig ] [1521/1803] Forecasting TEO... [2025-10-16T00:28:51.743946] [INFO ] [sig ] Generating forecast for: TEO [2025-10-16T00:28:51.743977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-10-16T00:28:51.752476] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEO'. [2025-10-16T00:28:51.752803] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-10-16T00:28:51.782417] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:51.783221] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-10-16T00:28:51.783278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:51.783331] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:51.783361] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:51.783424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:51.802359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:51.803476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:51.803606] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:51.803701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:51.848970] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:51.849143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:51.849185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:51.849216] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:51.852684] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=98.69%) [2025-10-16T00:28:51.852971] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-10-16T00:28:51.853107] [INFO ] [sig ] TEO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:51.994227] [INFO ] [LOCAL ] Saved forecast: TEO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEO.txt [2025-10-16T00:28:51.994490] [INFO ] [sig ] [1521/1803] Completed TEO in 0.3s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:51.994547] [INFO ] [sig ] [1522/1803] Forecasting TEVA... [2025-10-16T00:28:51.994582] [INFO ] [sig ] Generating forecast for: TEVA [2025-10-16T00:28:51.994613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-10-16T00:28:52.003231] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEVA'. [2025-10-16T00:28:52.003486] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-10-16T00:28:52.028274] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:52.029034] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-10-16T00:28:52.029091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:52.029125] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:52.029155] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:52.029218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:52.046478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:52.047337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:52.047460] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:52.047495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:52.082558] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:52.082725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:52.082776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:52.082807] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:52.086026] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=63.45%) [2025-10-16T00:28:52.086346] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-10-16T00:28:52.086483] [INFO ] [sig ] TEVA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:52.228299] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEVA.txt [2025-10-16T00:28:52.228536] [INFO ] [sig ] [1522/1803] Completed TEVA in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:52.228627] [INFO ] [sig ] [1523/1803] Forecasting TEX... [2025-10-16T00:28:52.228725] [INFO ] [sig ] Generating forecast for: TEX [2025-10-16T00:28:52.228767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-10-16T00:28:52.236869] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TEX'. [2025-10-16T00:28:52.237130] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-10-16T00:28:52.261729] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:52.262407] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-10-16T00:28:52.262462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:52.262496] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:52.262525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:52.262583] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:52.280192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:52.280844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:52.280925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:52.280959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:52.319087] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:52.319196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:52.319237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:52.319268] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:52.322482] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=64.53%) [2025-10-16T00:28:52.322788] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-10-16T00:28:52.322926] [INFO ] [sig ] TEX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:52.462055] [INFO ] [LOCAL ] Saved forecast: TEX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TEX.txt [2025-10-16T00:28:52.462267] [INFO ] [sig ] [1523/1803] Completed TEX in 0.2s | 4.20 sym/s | Total: 6.0m | ETA: 1.1m [2025-10-16T00:28:52.462308] [INFO ] [sig ] [1524/1803] Forecasting TFC... [2025-10-16T00:28:52.462339] [INFO ] [sig ] Generating forecast for: TFC [2025-10-16T00:28:52.462369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-10-16T00:28:52.471512] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TFC'. [2025-10-16T00:28:52.471813] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-10-16T00:28:52.496081] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:52.496854] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-10-16T00:28:52.496908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:52.496985] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:52.497022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:52.497080] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:52.514094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:52.514635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:52.514741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:52.514777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:52.551123] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:52.551220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:52.551256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:52.551284] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:52.554343] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-10-16T00:28:52.554594] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-10-16T00:28:52.554758] [INFO ] [sig ] TFC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:52.692829] [INFO ] [LOCAL ] Saved forecast: TFC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TFC.txt [2025-10-16T00:28:52.693042] [INFO ] [sig ] [1524/1803] Completed TFC in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:52.693084] [INFO ] [sig ] [1525/1803] Forecasting TFII... [2025-10-16T00:28:52.693114] [INFO ] [sig ] Generating forecast for: TFII [2025-10-16T00:28:52.693145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-10-16T00:28:52.702404] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TFII'. [2025-10-16T00:28:52.702774] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-10-16T00:28:52.727307] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:52.728079] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-10-16T00:28:52.728133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:52.728166] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:52.728194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:52.728250] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:52.745413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:52.745977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:52.746059] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:52.746092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:52.782338] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:52.782442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:52.782481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:52.782510] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:52.785888] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=78.84%) [2025-10-16T00:28:52.786152] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-10-16T00:28:52.786295] [INFO ] [sig ] TFII: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:52.929388] [INFO ] [LOCAL ] Saved forecast: TFII 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TFII.txt [2025-10-16T00:28:52.929608] [INFO ] [sig ] [1525/1803] Completed TFII in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:52.929676] [INFO ] [sig ] [1526/1803] Forecasting TFIN... [2025-10-16T00:28:52.929728] [INFO ] [sig ] Generating forecast for: TFIN [2025-10-16T00:28:52.929761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-10-16T00:28:52.938355] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TFIN'. [2025-10-16T00:28:52.938667] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-10-16T00:28:52.965088] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:52.965876] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-10-16T00:28:52.965933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:52.965969] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:52.965998] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:52.966056] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:52.983861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:52.984442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:52.984526] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:52.984563] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:53.021856] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:53.021938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:53.021997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:53.022062] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:53.025322] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-10-16T00:28:53.025574] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-10-16T00:28:53.025740] [INFO ] [sig ] TFIN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:53.172274] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TFIN.txt [2025-10-16T00:28:53.172528] [INFO ] [sig ] [1526/1803] Completed TFIN in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:53.172577] [INFO ] [sig ] [1527/1803] Forecasting TFPM... [2025-10-16T00:28:53.172610] [INFO ] [sig ] Generating forecast for: TFPM [2025-10-16T00:28:53.172665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-10-16T00:28:53.181347] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TFPM'. [2025-10-16T00:28:53.181612] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-10-16T00:28:53.208155] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:53.209038] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-10-16T00:28:53.209099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:53.209136] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:53.209166] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:53.209228] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:53.226543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:53.227207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:53.227289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:53.227324] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:53.265514] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:53.265602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:53.265637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:53.265711] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:53.268699] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=90.41%) [2025-10-16T00:28:53.268948] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-10-16T00:28:53.269071] [INFO ] [sig ] TFPM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:53.420280] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TFPM.txt [2025-10-16T00:28:53.420533] [INFO ] [sig ] [1527/1803] Completed TFPM in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:53.420579] [INFO ] [sig ] [1528/1803] Forecasting TFX... [2025-10-16T00:28:53.420612] [INFO ] [sig ] Generating forecast for: TFX [2025-10-16T00:28:53.420668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'. [2025-10-16T00:28:53.429850] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TFX'. [2025-10-16T00:28:53.430143] [INFO ] [FORECASTER] Starting predict_future for TFX [2025-10-16T00:28:53.455068] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:53.455816] [DEBUG] [LOCAL ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt [2025-10-16T00:28:53.455873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:53.455909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:53.455955] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:53.456015] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:53.474362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:53.474963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:53.475046] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:53.475082] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:53.512973] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:53.513070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:53.513107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:53.513135] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:53.516188] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=83.14%) [2025-10-16T00:28:53.516441] [INFO ] [FORECASTER] Completed predict_future for TFX [2025-10-16T00:28:53.516571] [INFO ] [sig ] TFX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:53.658240] [INFO ] [LOCAL ] Saved forecast: TFX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TFX.txt [2025-10-16T00:28:53.658469] [INFO ] [sig ] [1528/1803] Completed TFX in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:53.658511] [INFO ] [sig ] [1529/1803] Forecasting TG... [2025-10-16T00:28:53.658542] [INFO ] [sig ] Generating forecast for: TG [2025-10-16T00:28:53.658613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-10-16T00:28:53.667963] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TG'. [2025-10-16T00:28:53.668243] [INFO ] [FORECASTER] Starting predict_future for TG [2025-10-16T00:28:53.698296] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:53.699509] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-10-16T00:28:53.699583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:53.699677] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:53.699743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:53.699856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:53.716949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:53.717539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:53.717619] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:53.717683] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:53.757043] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:53.757248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:53.757335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:53.757408] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:53.761819] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=26.89%) [2025-10-16T00:28:53.762212] [INFO ] [FORECASTER] Completed predict_future for TG [2025-10-16T00:28:53.762369] [INFO ] [sig ] TG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:53.908458] [INFO ] [LOCAL ] Saved forecast: TG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TG.txt [2025-10-16T00:28:53.908700] [INFO ] [sig ] [1529/1803] Completed TG in 0.3s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:53.908760] [INFO ] [sig ] [1530/1803] Forecasting TGLS... [2025-10-16T00:28:53.908792] [INFO ] [sig ] Generating forecast for: TGLS [2025-10-16T00:28:53.908823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-10-16T00:28:53.917094] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TGLS'. [2025-10-16T00:28:53.917376] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-10-16T00:28:53.941569] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:53.942306] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-10-16T00:28:53.942361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:53.942395] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:53.942422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:53.942479] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:53.959534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:53.960079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:53.960157] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:53.960190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:53.995199] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:53.995275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:53.995310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:53.995338] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:53.998293] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=68.21%) [2025-10-16T00:28:53.998538] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-10-16T00:28:53.999061] [INFO ] [sig ] TGLS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:54.136902] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TGLS.txt [2025-10-16T00:28:54.137102] [INFO ] [sig ] [1530/1803] Completed TGLS in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:54.137142] [INFO ] [sig ] [1531/1803] Forecasting TGNA... [2025-10-16T00:28:54.137172] [INFO ] [sig ] Generating forecast for: TGNA [2025-10-16T00:28:54.137204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-10-16T00:28:54.145575] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TGNA'. [2025-10-16T00:28:54.145921] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-10-16T00:28:54.170030] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:54.170715] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-10-16T00:28:54.170770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:54.170803] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:54.170831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:54.170886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:54.187514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:54.188063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:54.188141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:54.188174] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:54.224505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:54.224602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:54.224638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:54.224712] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:54.227796] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-10-16T00:28:54.228048] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-10-16T00:28:54.228170] [INFO ] [sig ] TGNA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:54.366673] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TGNA.txt [2025-10-16T00:28:54.366922] [INFO ] [sig ] [1531/1803] Completed TGNA in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:54.366965] [INFO ] [sig ] [1532/1803] Forecasting TGS... [2025-10-16T00:28:54.366996] [INFO ] [sig ] Generating forecast for: TGS [2025-10-16T00:28:54.367027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-10-16T00:28:54.375609] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TGS'. [2025-10-16T00:28:54.375887] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-10-16T00:28:54.399990] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:54.400775] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-10-16T00:28:54.400832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:54.400866] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:54.400894] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:54.400950] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:54.417851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:54.418376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:54.418455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:54.418488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:54.454150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:54.454297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:54.454335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:54.454365] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:54.457693] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=96.57%) [2025-10-16T00:28:54.458012] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-10-16T00:28:54.458140] [INFO ] [sig ] TGS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:54.597367] [INFO ] [LOCAL ] Saved forecast: TGS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TGS.txt [2025-10-16T00:28:54.597612] [INFO ] [sig ] [1532/1803] Completed TGS in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:54.597684] [INFO ] [sig ] [1533/1803] Forecasting TGT... [2025-10-16T00:28:54.597731] [INFO ] [sig ] Generating forecast for: TGT [2025-10-16T00:28:54.597765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'. [2025-10-16T00:28:54.606196] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TGT'. [2025-10-16T00:28:54.606504] [INFO ] [FORECASTER] Starting predict_future for TGT [2025-10-16T00:28:54.630841] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:54.631495] [DEBUG] [LOCAL ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt [2025-10-16T00:28:54.631548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:54.631580] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:54.631607] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:54.631685] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:54.648273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:54.648867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:54.648951] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:54.648984] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:54.684819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:54.684995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:54.685057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:54.685088] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:54.688570] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: DOWN (p=9.44%) [2025-10-16T00:28:54.688878] [INFO ] [FORECASTER] Completed predict_future for TGT [2025-10-16T00:28:54.689017] [INFO ] [sig ] TGT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:54.826624] [INFO ] [LOCAL ] Saved forecast: TGT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TGT.txt [2025-10-16T00:28:54.826863] [INFO ] [sig ] [1533/1803] Completed TGT in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:54.826908] [INFO ] [sig ] [1534/1803] Forecasting THC... [2025-10-16T00:28:54.826939] [INFO ] [sig ] Generating forecast for: THC [2025-10-16T00:28:54.827016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-10-16T00:28:54.835206] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THC'. [2025-10-16T00:28:54.835459] [INFO ] [FORECASTER] Starting predict_future for THC [2025-10-16T00:28:54.859596] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:54.860264] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-10-16T00:28:54.860320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:54.860352] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:54.860379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:54.860434] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:54.877149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:54.877742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:54.877821] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:54.877855] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:54.914901] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:54.915017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:54.915056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:54.915086] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:54.918218] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=38.52%) [2025-10-16T00:28:54.918474] [INFO ] [FORECASTER] Completed predict_future for THC [2025-10-16T00:28:54.918638] [INFO ] [sig ] THC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:55.059372] [INFO ] [LOCAL ] Saved forecast: THC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/THC.txt [2025-10-16T00:28:55.059601] [INFO ] [sig ] [1534/1803] Completed THC in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:55.059663] [INFO ] [sig ] [1535/1803] Forecasting THG... [2025-10-16T00:28:55.059724] [INFO ] [sig ] Generating forecast for: THG [2025-10-16T00:28:55.059759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-10-16T00:28:55.068361] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THG'. [2025-10-16T00:28:55.068631] [INFO ] [FORECASTER] Starting predict_future for THG [2025-10-16T00:28:55.092591] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:55.093323] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-10-16T00:28:55.093377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:55.093410] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:55.093450] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:55.093509] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:55.110222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:55.110810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:55.110889] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:55.110922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:55.146383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:55.146561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:55.146605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:55.146635] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:55.150220] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=85.80%) [2025-10-16T00:28:55.150507] [INFO ] [FORECASTER] Completed predict_future for THG [2025-10-16T00:28:55.150669] [INFO ] [sig ] THG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:55.296894] [INFO ] [LOCAL ] Saved forecast: THG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THG.txt [2025-10-16T00:28:55.297158] [INFO ] [sig ] [1535/1803] Completed THG in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:55.297205] [INFO ] [sig ] [1536/1803] Forecasting THIR... [2025-10-16T00:28:55.297236] [INFO ] [sig ] Generating forecast for: THIR [2025-10-16T00:28:55.297268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'. [2025-10-16T00:28:55.305537] [DEBUG] [REMOTE ] Successfully parsed 1789 rows of historical data for symbol 'THIR'. [2025-10-16T00:28:55.305937] [INFO ] [FORECASTER] Starting predict_future for THIR [2025-10-16T00:28:55.331678] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:55.332480] [DEBUG] [LOCAL ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt [2025-10-16T00:28:55.332549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:55.332617] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:55.332707] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:55.332808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:55.350934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:55.351682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:55.351768] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:55.351803] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:55.386449] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:55.386624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:55.386703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:55.386747] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:55.390201] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: UP (p=53.92%) [2025-10-16T00:28:55.390477] [INFO ] [FORECASTER] Completed predict_future for THIR [2025-10-16T00:28:55.390611] [INFO ] [sig ] THIR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:55.531541] [INFO ] [LOCAL ] Saved forecast: THIR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THIR.txt [2025-10-16T00:28:55.531794] [INFO ] [sig ] [1536/1803] Completed THIR in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:55.531856] [INFO ] [sig ] [1537/1803] Forecasting THLV... [2025-10-16T00:28:55.531890] [INFO ] [sig ] Generating forecast for: THLV [2025-10-16T00:28:55.531922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'. [2025-10-16T00:28:55.540082] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'THLV'. [2025-10-16T00:28:55.540359] [INFO ] [FORECASTER] Starting predict_future for THLV [2025-10-16T00:28:55.565726] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:55.566434] [DEBUG] [LOCAL ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt [2025-10-16T00:28:55.566521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:55.566561] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:55.566589] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:55.566670] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:55.584837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:55.585487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:55.585567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:55.585601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:55.623150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:55.623249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:55.623285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:55.623318] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:55.626557] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: UP (p=87.96%) [2025-10-16T00:28:55.626853] [INFO ] [FORECASTER] Completed predict_future for THLV [2025-10-16T00:28:55.626990] [INFO ] [sig ] THLV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:55.772834] [INFO ] [LOCAL ] Saved forecast: THLV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THLV.txt [2025-10-16T00:28:55.773073] [INFO ] [sig ] [1537/1803] Completed THLV in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:55.773115] [INFO ] [sig ] [1538/1803] Forecasting THO... [2025-10-16T00:28:55.773147] [INFO ] [sig ] Generating forecast for: THO [2025-10-16T00:28:55.773179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-10-16T00:28:55.782940] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THO'. [2025-10-16T00:28:55.783336] [INFO ] [FORECASTER] Starting predict_future for THO [2025-10-16T00:28:55.808476] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:55.809405] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-10-16T00:28:55.809466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:55.809502] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:55.809530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:55.809586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:55.827514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:55.828361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:55.828453] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:55.828489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:55.865609] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:55.865805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:55.865855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:55.865886] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:55.869435] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=56.05%) [2025-10-16T00:28:55.869757] [INFO ] [FORECASTER] Completed predict_future for THO [2025-10-16T00:28:55.869894] [INFO ] [sig ] THO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:56.015295] [INFO ] [LOCAL ] Saved forecast: THO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THO.txt [2025-10-16T00:28:56.015546] [INFO ] [sig ] [1538/1803] Completed THO in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-16T00:28:56.015590] [INFO ] [sig ] [1539/1803] Forecasting THQ... [2025-10-16T00:28:56.015621] [INFO ] [sig ] Generating forecast for: THQ [2025-10-16T00:28:56.015687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-10-16T00:28:56.025480] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THQ'. [2025-10-16T00:28:56.026035] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-10-16T00:28:56.052277] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:56.053064] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-10-16T00:28:56.053119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:56.053152] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:56.053180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:56.053236] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:56.070378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:56.070946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:56.071045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:56.071098] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:56.108415] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:56.108519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:56.108586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:56.108638] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:56.111848] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=68.52%) [2025-10-16T00:28:56.112109] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-10-16T00:28:56.112239] [INFO ] [sig ] THQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:56.251793] [INFO ] [LOCAL ] Saved forecast: THQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THQ.txt [2025-10-16T00:28:56.252009] [INFO ] [sig ] [1539/1803] Completed THQ in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:56.252050] [INFO ] [sig ] [1540/1803] Forecasting THR... [2025-10-16T00:28:56.252080] [INFO ] [sig ] Generating forecast for: THR [2025-10-16T00:28:56.252111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'. [2025-10-16T00:28:56.260366] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THR'. [2025-10-16T00:28:56.260612] [INFO ] [FORECASTER] Starting predict_future for THR [2025-10-16T00:28:56.285015] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:56.285711] [DEBUG] [LOCAL ] No optimal features file found for THR: ./output/feature-sets/THR.txt [2025-10-16T00:28:56.285769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:56.285804] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:56.285836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:56.285895] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:56.303142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:56.303669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:56.303778] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:56.303819] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:56.340219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:56.340318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:56.340376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:56.340408] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:56.343541] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: UP (p=96.03%) [2025-10-16T00:28:56.343834] [INFO ] [FORECASTER] Completed predict_future for THR [2025-10-16T00:28:56.343970] [INFO ] [sig ] THR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:56.486353] [INFO ] [LOCAL ] Saved forecast: THR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THR.txt [2025-10-16T00:28:56.486575] [INFO ] [sig ] [1540/1803] Completed THR in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:56.486617] [INFO ] [sig ] [1541/1803] Forecasting THS... [2025-10-16T00:28:56.486682] [INFO ] [sig ] Generating forecast for: THS [2025-10-16T00:28:56.486735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-10-16T00:28:56.495222] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THS'. [2025-10-16T00:28:56.495502] [INFO ] [FORECASTER] Starting predict_future for THS [2025-10-16T00:28:56.520564] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:56.521292] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-10-16T00:28:56.521348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:56.521382] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:56.521410] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:56.521466] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:56.538302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:56.538950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:56.539032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:56.539066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:56.576459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:56.576586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:56.576624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:56.576689] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:56.579955] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=94.23%) [2025-10-16T00:28:56.580220] [INFO ] [FORECASTER] Completed predict_future for THS [2025-10-16T00:28:56.580357] [INFO ] [sig ] THS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:56.724138] [INFO ] [LOCAL ] Saved forecast: THS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THS.txt [2025-10-16T00:28:56.724414] [INFO ] [sig ] [1541/1803] Completed THS in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:56.724457] [INFO ] [sig ] [1542/1803] Forecasting THW... [2025-10-16T00:28:56.724488] [INFO ] [sig ] Generating forecast for: THW [2025-10-16T00:28:56.724520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'. [2025-10-16T00:28:56.732898] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'THW'. [2025-10-16T00:28:56.733176] [INFO ] [FORECASTER] Starting predict_future for THW [2025-10-16T00:28:56.757303] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:56.758080] [DEBUG] [LOCAL ] No optimal features file found for THW: ./output/feature-sets/THW.txt [2025-10-16T00:28:56.758134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:56.758167] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:56.758195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:56.758265] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:56.774990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:56.775527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:56.775605] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:56.775638] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:56.811574] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:56.811740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:56.811790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:56.811822] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:56.815067] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: UP (p=92.08%) [2025-10-16T00:28:56.815339] [INFO ] [FORECASTER] Completed predict_future for THW [2025-10-16T00:28:56.815472] [INFO ] [sig ] THW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:56.958734] [INFO ] [LOCAL ] Saved forecast: THW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/THW.txt [2025-10-16T00:28:56.958971] [INFO ] [sig ] [1542/1803] Completed THW in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:56.959013] [INFO ] [sig ] [1543/1803] Forecasting TIMB... [2025-10-16T00:28:56.959043] [INFO ] [sig ] Generating forecast for: TIMB [2025-10-16T00:28:56.959074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-10-16T00:28:56.967632] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TIMB'. [2025-10-16T00:28:56.967933] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-10-16T00:28:56.992146] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:56.992837] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-10-16T00:28:56.992891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:56.992924] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:56.992951] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:56.993007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:57.010021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:57.010746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:57.010830] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:57.010864] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:57.047686] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:57.047860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:57.047902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:57.047933] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:57.054349] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=44.63%) [2025-10-16T00:28:57.054625] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-10-16T00:28:57.054795] [INFO ] [sig ] TIMB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:57.193463] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TIMB.txt [2025-10-16T00:28:57.193695] [INFO ] [sig ] [1543/1803] Completed TIMB in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:57.193755] [INFO ] [sig ] [1544/1803] Forecasting TISI... [2025-10-16T00:28:57.193789] [INFO ] [sig ] Generating forecast for: TISI [2025-10-16T00:28:57.193822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'. [2025-10-16T00:28:57.202009] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'TISI'. [2025-10-16T00:28:57.202288] [INFO ] [FORECASTER] Starting predict_future for TISI [2025-10-16T00:28:57.226857] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:57.227542] [DEBUG] [LOCAL ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt [2025-10-16T00:28:57.227596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:57.227629] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:57.227693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:57.227764] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:57.244551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:57.245101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:57.245178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:57.245212] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:57.280256] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:57.280435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:57.280477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:57.280506] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:57.283980] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: DOWN (p=12.03%) [2025-10-16T00:28:57.284261] [INFO ] [FORECASTER] Completed predict_future for TISI [2025-10-16T00:28:57.284391] [INFO ] [sig ] TISI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:57.424915] [INFO ] [LOCAL ] Saved forecast: TISI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TISI.txt [2025-10-16T00:28:57.425161] [INFO ] [sig ] [1544/1803] Completed TISI in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:57.425204] [INFO ] [sig ] [1545/1803] Forecasting TIXT... [2025-10-16T00:28:57.425236] [INFO ] [sig ] Generating forecast for: TIXT [2025-10-16T00:28:57.425268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'. [2025-10-16T00:28:57.433515] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TIXT'. [2025-10-16T00:28:57.433854] [INFO ] [FORECASTER] Starting predict_future for TIXT [2025-10-16T00:28:57.459079] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:57.459969] [DEBUG] [LOCAL ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt [2025-10-16T00:28:57.460034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:57.460069] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:57.460099] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:57.460156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:57.477438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:57.478339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:57.478433] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:57.478467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:57.516016] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:57.516196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:57.516241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:57.516273] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:57.519997] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-10-16T00:28:57.520340] [INFO ] [FORECASTER] Completed predict_future for TIXT [2025-10-16T00:28:57.520489] [INFO ] [sig ] TIXT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:57.674294] [INFO ] [LOCAL ] Saved forecast: TIXT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TIXT.txt [2025-10-16T00:28:57.674517] [INFO ] [sig ] [1545/1803] Completed TIXT in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:57.674559] [INFO ] [sig ] [1546/1803] Forecasting TK... [2025-10-16T00:28:57.674591] [INFO ] [sig ] Generating forecast for: TK [2025-10-16T00:28:57.674622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-10-16T00:28:57.684269] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TK'. [2025-10-16T00:28:57.684725] [INFO ] [FORECASTER] Starting predict_future for TK [2025-10-16T00:28:57.713593] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:57.714389] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-10-16T00:28:57.714447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:57.714483] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:57.714513] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:57.714572] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:57.732018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:57.732554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:57.732636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:57.732711] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:57.770436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:57.770542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:57.770579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:57.770609] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:57.773881] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=81.74%) [2025-10-16T00:28:57.774138] [INFO ] [FORECASTER] Completed predict_future for TK [2025-10-16T00:28:57.774265] [INFO ] [sig ] TK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:57.920638] [INFO ] [LOCAL ] Saved forecast: TK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TK.txt [2025-10-16T00:28:57.920900] [INFO ] [sig ] [1546/1803] Completed TK in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:57.920985] [INFO ] [sig ] [1547/1803] Forecasting TKC... [2025-10-16T00:28:57.921025] [INFO ] [sig ] Generating forecast for: TKC [2025-10-16T00:28:57.921058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-10-16T00:28:57.929949] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TKC'. [2025-10-16T00:28:57.930205] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-10-16T00:28:57.954740] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:57.955412] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-10-16T00:28:57.955477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:57.955509] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:57.955537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:57.955593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:57.973201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:57.973801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:57.973879] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:57.973913] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:58.010978] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:58.011152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:58.011194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:58.011241] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:58.014675] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=97.69%) [2025-10-16T00:28:58.014958] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-10-16T00:28:58.015092] [INFO ] [sig ] TKC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:58.157325] [INFO ] [LOCAL ] Saved forecast: TKC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TKC.txt [2025-10-16T00:28:58.157533] [INFO ] [sig ] [1547/1803] Completed TKC in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:58.157574] [INFO ] [sig ] [1548/1803] Forecasting TKO... [2025-10-16T00:28:58.157605] [INFO ] [sig ] Generating forecast for: TKO [2025-10-16T00:28:58.157636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-10-16T00:28:58.166149] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TKO'. [2025-10-16T00:28:58.166400] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-10-16T00:28:58.190807] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:58.191468] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-10-16T00:28:58.191520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:58.191553] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:58.191580] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:58.191636] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:58.208639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:58.209201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:58.209279] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:58.209313] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:58.246190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:58.246285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:58.246323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:58.246355] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:58.249444] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=2.00%) [2025-10-16T00:28:58.249727] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-10-16T00:28:58.249859] [INFO ] [sig ] TKO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:58.391667] [INFO ] [LOCAL ] Saved forecast: TKO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TKO.txt [2025-10-16T00:28:58.391883] [INFO ] [sig ] [1548/1803] Completed TKO in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:58.391926] [INFO ] [sig ] [1549/1803] Forecasting TKR... [2025-10-16T00:28:58.391956] [INFO ] [sig ] Generating forecast for: TKR [2025-10-16T00:28:58.391986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'. [2025-10-16T00:28:58.400181] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TKR'. [2025-10-16T00:28:58.400458] [INFO ] [FORECASTER] Starting predict_future for TKR [2025-10-16T00:28:58.425188] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:58.426087] [DEBUG] [LOCAL ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt [2025-10-16T00:28:58.426141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:58.426175] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:58.426203] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:58.426273] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:58.444287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:58.444844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:58.444923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:58.444957] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:58.480295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:58.480378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:58.480413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:58.480442] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:58.483481] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: UP (p=65.95%) [2025-10-16T00:28:58.483773] [INFO ] [FORECASTER] Completed predict_future for TKR [2025-10-16T00:28:58.483907] [INFO ] [sig ] TKR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:58.626015] [INFO ] [LOCAL ] Saved forecast: TKR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TKR.txt [2025-10-16T00:28:58.626210] [INFO ] [sig ] [1549/1803] Completed TKR in 0.2s | 4.20 sym/s | Total: 6.1m | ETA: 1.0m [2025-10-16T00:28:58.626257] [INFO ] [sig ] [1550/1803] Forecasting TLK... [2025-10-16T00:28:58.626286] [INFO ] [sig ] Generating forecast for: TLK [2025-10-16T00:28:58.626319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-10-16T00:28:58.635126] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TLK'. [2025-10-16T00:28:58.635384] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-10-16T00:28:58.660153] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:58.660864] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-10-16T00:28:58.660917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:58.660950] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:58.660978] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:58.661035] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:58.678212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:58.678830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:58.678908] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:58.678943] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:58.716237] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:58.716317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:58.716352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:58.716381] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:58.719437] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=33.95%) [2025-10-16T00:28:58.719717] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-10-16T00:28:58.719850] [INFO ] [sig ] TLK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:58.861812] [INFO ] [LOCAL ] Saved forecast: TLK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TLK.txt [2025-10-16T00:28:58.862014] [INFO ] [sig ] [1550/1803] Completed TLK in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-16T00:28:58.862057] [INFO ] [sig ] [1551/1803] Forecasting TLYS... [2025-10-16T00:28:58.862087] [INFO ] [sig ] Generating forecast for: TLYS [2025-10-16T00:28:58.862119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-10-16T00:28:58.870502] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TLYS'. [2025-10-16T00:28:58.870791] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-10-16T00:28:58.895280] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:58.895983] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-10-16T00:28:58.896037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:58.896078] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:58.896106] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:58.896162] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:58.913259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:58.913818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:58.913897] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:58.913930] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:58.950135] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:58.950225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:58.950261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:58.950289] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:58.953271] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=79.66%) [2025-10-16T00:28:58.953528] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-10-16T00:28:58.953690] [INFO ] [sig ] TLYS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:59.095366] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TLYS.txt [2025-10-16T00:28:59.095571] [INFO ] [sig ] [1551/1803] Completed TLYS in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-16T00:28:59.095612] [INFO ] [sig ] [1552/1803] Forecasting TM... [2025-10-16T00:28:59.095665] [INFO ] [sig ] Generating forecast for: TM [2025-10-16T00:28:59.095722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-10-16T00:28:59.104434] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TM'. [2025-10-16T00:28:59.104704] [INFO ] [FORECASTER] Starting predict_future for TM [2025-10-16T00:28:59.129519] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:59.130238] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-10-16T00:28:59.130293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:59.130327] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:59.130355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:59.130416] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:59.147579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:59.148146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:59.148222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:59.148256] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:59.185430] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:59.185516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:59.185551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:59.185579] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:59.188605] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-10-16T00:28:59.188892] [INFO ] [FORECASTER] Completed predict_future for TM [2025-10-16T00:28:59.189024] [INFO ] [sig ] TM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:59.328512] [INFO ] [LOCAL ] Saved forecast: TM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TM.txt [2025-10-16T00:28:59.328924] [INFO ] [sig ] [1552/1803] Completed TM in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 59.8s [2025-10-16T00:28:59.328997] [INFO ] [sig ] [1553/1803] Forecasting TME... [2025-10-16T00:28:59.329032] [INFO ] [sig ] Generating forecast for: TME [2025-10-16T00:28:59.329064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-10-16T00:28:59.337753] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TME'. [2025-10-16T00:28:59.338020] [INFO ] [FORECASTER] Starting predict_future for TME [2025-10-16T00:28:59.362959] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:59.363675] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-10-16T00:28:59.363734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:59.363767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:59.363796] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:59.363900] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:59.381100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:59.381686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:59.381770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:59.381805] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:59.418066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:59.418182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:59.418222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:59.418252] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:59.421559] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=80.82%) [2025-10-16T00:28:59.421854] [INFO ] [FORECASTER] Completed predict_future for TME [2025-10-16T00:28:59.421991] [INFO ] [sig ] TME: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:28:59.560780] [INFO ] [LOCAL ] Saved forecast: TME 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TME.txt [2025-10-16T00:28:59.560988] [INFO ] [sig ] [1553/1803] Completed TME in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 59.6s [2025-10-16T00:28:59.561029] [INFO ] [sig ] [1554/1803] Forecasting TMHC... [2025-10-16T00:28:59.561059] [INFO ] [sig ] Generating forecast for: TMHC [2025-10-16T00:28:59.561090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-10-16T00:28:59.569355] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TMHC'. [2025-10-16T00:28:59.569606] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-10-16T00:28:59.594101] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:59.594790] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-10-16T00:28:59.594855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:59.594895] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:59.594928] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:59.594997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:59.612299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:59.612847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:59.612924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:59.612958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:59.649154] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:59.649250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:59.649286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:59.649360] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:59.652520] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=44.63%) [2025-10-16T00:28:59.652810] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-10-16T00:28:59.652942] [INFO ] [sig ] TMHC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:28:59.795606] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TMHC.txt [2025-10-16T00:28:59.795833] [INFO ] [sig ] [1554/1803] Completed TMHC in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 59.3s [2025-10-16T00:28:59.795885] [INFO ] [sig ] [1555/1803] Forecasting TMO... [2025-10-16T00:28:59.795916] [INFO ] [sig ] Generating forecast for: TMO [2025-10-16T00:28:59.795949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'. [2025-10-16T00:28:59.804674] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TMO'. [2025-10-16T00:28:59.804920] [INFO ] [FORECASTER] Starting predict_future for TMO [2025-10-16T00:28:59.829604] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:28:59.830289] [DEBUG] [LOCAL ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt [2025-10-16T00:28:59.830352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:28:59.830394] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:28:59.830428] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:28:59.830497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:28:59.848043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:28:59.848612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:28:59.848721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:28:59.848764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:28:59.885494] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:28:59.885573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:28:59.885608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:28:59.885667] [INFO ] [FORECASTER] Training complete [2025-10-16T00:28:59.888781] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: DOWN (p=10.35%) [2025-10-16T00:28:59.889037] [INFO ] [FORECASTER] Completed predict_future for TMO [2025-10-16T00:28:59.889167] [INFO ] [sig ] TMO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:00.033277] [INFO ] [LOCAL ] Saved forecast: TMO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TMO.txt [2025-10-16T00:29:00.033482] [INFO ] [sig ] [1555/1803] Completed TMO in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 59.1s [2025-10-16T00:29:00.033529] [INFO ] [sig ] [1556/1803] Forecasting TNC... [2025-10-16T00:29:00.033559] [INFO ] [sig ] Generating forecast for: TNC [2025-10-16T00:29:00.033591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-10-16T00:29:00.042157] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TNC'. [2025-10-16T00:29:00.042406] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-10-16T00:29:00.067789] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:00.068467] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-10-16T00:29:00.068521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:00.068579] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:00.068630] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:00.068740] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:00.086624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:00.087235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:00.087318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:00.087351] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:00.122526] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:00.122616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:00.123048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:00.123087] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:00.127096] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=77.64%) [2025-10-16T00:29:00.127347] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-10-16T00:29:00.127481] [INFO ] [sig ] TNC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:00.270716] [INFO ] [LOCAL ] Saved forecast: TNC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TNC.txt [2025-10-16T00:29:00.270958] [INFO ] [sig ] [1556/1803] Completed TNC in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 58.8s [2025-10-16T00:29:00.271001] [INFO ] [sig ] [1557/1803] Forecasting TNET... [2025-10-16T00:29:00.271032] [INFO ] [sig ] Generating forecast for: TNET [2025-10-16T00:29:00.271064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'. [2025-10-16T00:29:00.279834] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TNET'. [2025-10-16T00:29:00.280168] [INFO ] [FORECASTER] Starting predict_future for TNET [2025-10-16T00:29:00.304530] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:00.305253] [DEBUG] [LOCAL ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt [2025-10-16T00:29:00.305307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:00.305340] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:00.305368] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:00.305424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:00.322234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:00.322859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:00.322940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:00.322974] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:00.359136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:00.359313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:00.359356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:00.359385] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:00.362826] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=96.88%) [2025-10-16T00:29:00.363085] [INFO ] [FORECASTER] Completed predict_future for TNET [2025-10-16T00:29:00.363212] [INFO ] [sig ] TNET: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:00.502482] [INFO ] [LOCAL ] Saved forecast: TNET 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TNET.txt [2025-10-16T00:29:00.502702] [INFO ] [sig ] [1557/1803] Completed TNET in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 58.6s [2025-10-16T00:29:00.502762] [INFO ] [sig ] [1558/1803] Forecasting TNK... [2025-10-16T00:29:00.502796] [INFO ] [sig ] Generating forecast for: TNK [2025-10-16T00:29:00.502827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-10-16T00:29:00.510991] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TNK'. [2025-10-16T00:29:00.511238] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-10-16T00:29:00.535772] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:00.536606] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-10-16T00:29:00.536698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:00.536747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:00.536778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:00.536836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:00.554191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:00.554845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:00.554925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:00.554958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:00.591269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:00.591372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:00.591407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:00.591437] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:00.594518] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-10-16T00:29:00.594812] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-10-16T00:29:00.594942] [INFO ] [sig ] TNK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:00.733898] [INFO ] [LOCAL ] Saved forecast: TNK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TNK.txt [2025-10-16T00:29:00.734105] [INFO ] [sig ] [1558/1803] Completed TNK in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 58.4s [2025-10-16T00:29:00.734146] [INFO ] [sig ] [1559/1803] Forecasting TNL... [2025-10-16T00:29:00.734177] [INFO ] [sig ] Generating forecast for: TNL [2025-10-16T00:29:00.734207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-10-16T00:29:00.742389] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TNL'. [2025-10-16T00:29:00.742692] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-10-16T00:29:00.767297] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:00.767999] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-10-16T00:29:00.768052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:00.768085] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:00.768114] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:00.768170] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:00.785466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:00.786026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:00.786102] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:00.786136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:00.823083] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:00.823166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:00.823201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:00.823230] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:00.826286] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=78.59%) [2025-10-16T00:29:00.826530] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-10-16T00:29:00.826685] [INFO ] [sig ] TNL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:00.970110] [INFO ] [LOCAL ] Saved forecast: TNL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TNL.txt [2025-10-16T00:29:00.970373] [INFO ] [sig ] [1559/1803] Completed TNL in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 58.1s [2025-10-16T00:29:00.970443] [INFO ] [sig ] [1560/1803] Forecasting TOL... [2025-10-16T00:29:00.970484] [INFO ] [sig ] Generating forecast for: TOL [2025-10-16T00:29:00.970524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-10-16T00:29:00.979852] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TOL'. [2025-10-16T00:29:00.980206] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-10-16T00:29:01.004979] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:01.005702] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-10-16T00:29:01.005759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:01.005793] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:01.005821] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:01.005877] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:01.023555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:01.024339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:01.024424] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:01.024460] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:01.063145] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:01.063265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:01.063303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:01.063332] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:01.066684] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=58.58%) [2025-10-16T00:29:01.066949] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-10-16T00:29:01.067076] [INFO ] [sig ] TOL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:01.208729] [INFO ] [LOCAL ] Saved forecast: TOL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TOL.txt [2025-10-16T00:29:01.208949] [INFO ] [sig ] [1560/1803] Completed TOL in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 57.9s [2025-10-16T00:29:01.208992] [INFO ] [sig ] [1561/1803] Forecasting TOST... [2025-10-16T00:29:01.209023] [INFO ] [sig ] Generating forecast for: TOST [2025-10-16T00:29:01.209054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'. [2025-10-16T00:29:01.217400] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TOST'. [2025-10-16T00:29:01.217752] [INFO ] [FORECASTER] Starting predict_future for TOST [2025-10-16T00:29:01.242348] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:01.243108] [DEBUG] [LOCAL ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt [2025-10-16T00:29:01.243162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:01.243196] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:01.243225] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:01.243286] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:01.260335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:01.260894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:01.260974] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:01.261007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:01.298516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:01.298665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:01.298761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:01.298861] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:01.302700] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=94.66%) [2025-10-16T00:29:01.302964] [INFO ] [FORECASTER] Completed predict_future for TOST [2025-10-16T00:29:01.303089] [INFO ] [sig ] TOST: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:01.444277] [INFO ] [LOCAL ] Saved forecast: TOST 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TOST.txt [2025-10-16T00:29:01.444482] [INFO ] [sig ] [1561/1803] Completed TOST in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 57.6s [2025-10-16T00:29:01.444523] [INFO ] [sig ] [1562/1803] Forecasting TPB... [2025-10-16T00:29:01.444553] [INFO ] [sig ] Generating forecast for: TPB [2025-10-16T00:29:01.444585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-10-16T00:29:01.453191] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPB'. [2025-10-16T00:29:01.453454] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-10-16T00:29:01.478229] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:01.478976] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-10-16T00:29:01.479032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:01.479066] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:01.479096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:01.479154] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:01.496739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:01.497347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:01.497424] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:01.497458] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:01.536848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:01.536973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:01.537010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:01.537039] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:01.540623] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=90.71%) [2025-10-16T00:29:01.540937] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-10-16T00:29:01.541076] [INFO ] [sig ] TPB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:01.684315] [INFO ] [LOCAL ] Saved forecast: TPB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TPB.txt [2025-10-16T00:29:01.684521] [INFO ] [sig ] [1562/1803] Completed TPB in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 57.4s [2025-10-16T00:29:01.684561] [INFO ] [sig ] [1563/1803] Forecasting TPC... [2025-10-16T00:29:01.684593] [INFO ] [sig ] Generating forecast for: TPC [2025-10-16T00:29:01.684624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-10-16T00:29:01.693904] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPC'. [2025-10-16T00:29:01.694417] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-10-16T00:29:01.722329] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:01.723289] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-10-16T00:29:01.723369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:01.723438] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:01.723477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:01.723544] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:01.743366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:01.744035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:01.744124] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:01.744158] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:01.784103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:01.784222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:01.784260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:01.784290] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:01.787954] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=96.38%) [2025-10-16T00:29:01.788248] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-10-16T00:29:01.788392] [INFO ] [sig ] TPC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:01.948413] [INFO ] [LOCAL ] Saved forecast: TPC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TPC.txt [2025-10-16T00:29:01.948719] [INFO ] [sig ] [1563/1803] Completed TPC in 0.3s | 4.20 sym/s | Total: 6.2m | ETA: 57.2s [2025-10-16T00:29:01.948781] [INFO ] [sig ] [1564/1803] Forecasting TPH... [2025-10-16T00:29:01.948815] [INFO ] [sig ] Generating forecast for: TPH [2025-10-16T00:29:01.948848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-10-16T00:29:01.957522] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPH'. [2025-10-16T00:29:01.957850] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-10-16T00:29:01.986823] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:01.987566] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-10-16T00:29:01.987622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:01.987690] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:01.987733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:01.987792] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:02.007060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:02.007804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:02.007887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:02.007923] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:02.046097] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:02.046206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:02.046244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:02.046273] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:02.050016] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=98.55%) [2025-10-16T00:29:02.050348] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-10-16T00:29:02.050491] [INFO ] [sig ] TPH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:02.207167] [INFO ] [LOCAL ] Saved forecast: TPH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TPH.txt [2025-10-16T00:29:02.207424] [INFO ] [sig ] [1564/1803] Completed TPH in 0.3s | 4.20 sym/s | Total: 6.2m | ETA: 56.9s [2025-10-16T00:29:02.207466] [INFO ] [sig ] [1565/1803] Forecasting TPL... [2025-10-16T00:29:02.207496] [INFO ] [sig ] Generating forecast for: TPL [2025-10-16T00:29:02.207528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-10-16T00:29:02.216590] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPL'. [2025-10-16T00:29:02.216913] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-10-16T00:29:02.244175] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:02.245119] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-10-16T00:29:02.245177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:02.245211] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:02.245239] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:02.245298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:02.263847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:02.264490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:02.264578] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:02.264612] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:02.302168] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:02.302279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:02.302318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:02.302365] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:02.306295] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=10.38%) [2025-10-16T00:29:02.306601] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-10-16T00:29:02.306781] [INFO ] [sig ] TPL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:02.462578] [INFO ] [LOCAL ] Saved forecast: TPL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TPL.txt [2025-10-16T00:29:02.462837] [INFO ] [sig ] [1565/1803] Completed TPL in 0.3s | 4.20 sym/s | Total: 6.2m | ETA: 56.7s [2025-10-16T00:29:02.462895] [INFO ] [sig ] [1566/1803] Forecasting TPR... [2025-10-16T00:29:02.462929] [INFO ] [sig ] Generating forecast for: TPR [2025-10-16T00:29:02.462962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'. [2025-10-16T00:29:02.471773] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPR'. [2025-10-16T00:29:02.472071] [INFO ] [FORECASTER] Starting predict_future for TPR [2025-10-16T00:29:02.498547] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:02.499297] [DEBUG] [LOCAL ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt [2025-10-16T00:29:02.499353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:02.499385] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:02.499463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:02.499531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:02.519301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:02.520009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:02.520109] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:02.520174] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:02.561796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:02.561925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:02.561965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:02.561994] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:02.565361] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: UP (p=65.57%) [2025-10-16T00:29:02.565629] [INFO ] [FORECASTER] Completed predict_future for TPR [2025-10-16T00:29:02.565807] [INFO ] [sig ] TPR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:02.716328] [INFO ] [LOCAL ] Saved forecast: TPR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TPR.txt [2025-10-16T00:29:02.716672] [INFO ] [sig ] [1566/1803] Completed TPR in 0.3s | 4.20 sym/s | Total: 6.2m | ETA: 56.5s [2025-10-16T00:29:02.716745] [INFO ] [sig ] [1567/1803] Forecasting TPVG... [2025-10-16T00:29:02.716781] [INFO ] [sig ] Generating forecast for: TPVG [2025-10-16T00:29:02.716813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-10-16T00:29:02.727201] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPVG'. [2025-10-16T00:29:02.727666] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-10-16T00:29:02.764492] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:02.765613] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-10-16T00:29:02.765710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:02.765771] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:02.765818] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:02.765904] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:02.784739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:02.785595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:02.785708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:02.785757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:02.825023] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:02.825221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:02.825272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:02.825308] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:02.829625] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=23.84%) [2025-10-16T00:29:02.829970] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-10-16T00:29:02.830113] [INFO ] [sig ] TPVG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:02.972928] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TPVG.txt [2025-10-16T00:29:02.973126] [INFO ] [sig ] [1567/1803] Completed TPVG in 0.3s | 4.20 sym/s | Total: 6.2m | ETA: 56.2s [2025-10-16T00:29:02.973167] [INFO ] [sig ] [1568/1803] Forecasting TPYP... [2025-10-16T00:29:02.973197] [INFO ] [sig ] Generating forecast for: TPYP [2025-10-16T00:29:02.973228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-10-16T00:29:02.981316] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TPYP'. [2025-10-16T00:29:02.981585] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-10-16T00:29:03.006728] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:03.007444] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-10-16T00:29:03.007501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:03.007538] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:03.007569] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:03.007628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:03.025228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:03.025822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:03.025904] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:03.025940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:03.058521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:03.058618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:03.058695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:03.058755] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:03.061710] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-10-16T00:29:03.061959] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-10-16T00:29:03.062084] [INFO ] [sig ] TPYP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:03.205218] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TPYP.txt [2025-10-16T00:29:03.205453] [INFO ] [sig ] [1568/1803] Completed TPYP in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 56.0s [2025-10-16T00:29:03.205509] [INFO ] [sig ] [1569/1803] Forecasting TPZ... [2025-10-16T00:29:03.205543] [INFO ] [sig ] Generating forecast for: TPZ [2025-10-16T00:29:03.205575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-10-16T00:29:03.214350] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'TPZ'. [2025-10-16T00:29:03.214705] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-10-16T00:29:03.239343] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:03.240048] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-10-16T00:29:03.240102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:03.240135] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:03.240163] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:03.240220] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:03.257084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:03.257598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:03.257704] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:03.257752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:03.291379] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:03.291492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:03.291530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:03.291558] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:03.297280] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=92.69%) [2025-10-16T00:29:03.297538] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-10-16T00:29:03.297708] [INFO ] [sig ] TPZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:03.440225] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TPZ.txt [2025-10-16T00:29:03.440454] [INFO ] [sig ] [1569/1803] Completed TPZ in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 55.8s [2025-10-16T00:29:03.440506] [INFO ] [sig ] [1570/1803] Forecasting TR... [2025-10-16T00:29:03.440551] [INFO ] [sig ] Generating forecast for: TR [2025-10-16T00:29:03.440587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'. [2025-10-16T00:29:03.449035] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TR'. [2025-10-16T00:29:03.449298] [INFO ] [FORECASTER] Starting predict_future for TR [2025-10-16T00:29:03.474540] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:03.475232] [DEBUG] [LOCAL ] No optimal features file found for TR: ./output/feature-sets/TR.txt [2025-10-16T00:29:03.475288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:03.475322] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:03.475351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:03.475414] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:03.493116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:03.493696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:03.493780] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:03.493814] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:03.529272] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:03.529360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:03.529396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:03.529425] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:03.532436] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=79.35%) [2025-10-16T00:29:03.532715] [INFO ] [FORECASTER] Completed predict_future for TR [2025-10-16T00:29:03.532856] [INFO ] [sig ] TR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:03.674283] [INFO ] [LOCAL ] Saved forecast: TR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TR.txt [2025-10-16T00:29:03.674557] [INFO ] [sig ] [1570/1803] Completed TR in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 55.5s [2025-10-16T00:29:03.674635] [INFO ] [sig ] [1571/1803] Forecasting TRAK... [2025-10-16T00:29:03.674738] [INFO ] [sig ] Generating forecast for: TRAK [2025-10-16T00:29:03.674777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'. [2025-10-16T00:29:03.682960] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRAK'. [2025-10-16T00:29:03.683211] [INFO ] [FORECASTER] Starting predict_future for TRAK [2025-10-16T00:29:03.707383] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:03.708237] [DEBUG] [LOCAL ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt [2025-10-16T00:29:03.708299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:03.708333] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:03.708362] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:03.708423] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:03.725841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:03.726484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:03.726569] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:03.726605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:03.762567] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:03.762680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:03.762733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:03.762765] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:03.765777] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=82.55%) [2025-10-16T00:29:03.766029] [INFO ] [FORECASTER] Completed predict_future for TRAK [2025-10-16T00:29:03.766157] [INFO ] [sig ] TRAK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:03.909599] [INFO ] [LOCAL ] Saved forecast: TRAK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TRAK.txt [2025-10-16T00:29:03.909835] [INFO ] [sig ] [1571/1803] Completed TRAK in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 55.3s [2025-10-16T00:29:03.909887] [INFO ] [sig ] [1572/1803] Forecasting TRC... [2025-10-16T00:29:03.909919] [INFO ] [sig ] Generating forecast for: TRC [2025-10-16T00:29:03.909951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-10-16T00:29:03.918380] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRC'. [2025-10-16T00:29:03.918745] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-10-16T00:29:03.943422] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:03.944114] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-10-16T00:29:03.944168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:03.944201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:03.944228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:03.944284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:03.962084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:03.962611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:03.962717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:03.962763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:04.001156] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:04.001248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:04.001286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:04.001316] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:04.004601] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=4.31%) [2025-10-16T00:29:04.004903] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-10-16T00:29:04.005037] [INFO ] [sig ] TRC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:04.147269] [INFO ] [LOCAL ] Saved forecast: TRC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TRC.txt [2025-10-16T00:29:04.147473] [INFO ] [sig ] [1572/1803] Completed TRC in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 55.0s [2025-10-16T00:29:04.147514] [INFO ] [sig ] [1573/1803] Forecasting TREX... [2025-10-16T00:29:04.147544] [INFO ] [sig ] Generating forecast for: TREX [2025-10-16T00:29:04.147576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-10-16T00:29:04.156002] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TREX'. [2025-10-16T00:29:04.156251] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-10-16T00:29:04.180908] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:04.181622] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-10-16T00:29:04.181707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:04.181749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:04.181780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:04.181837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:04.199528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:04.200236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:04.200337] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:04.200373] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:04.236421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:04.236543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:04.236580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:04.236610] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:04.239839] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=19.26%) [2025-10-16T00:29:04.240101] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-10-16T00:29:04.240234] [INFO ] [sig ] TREX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:04.381538] [INFO ] [LOCAL ] Saved forecast: TREX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TREX.txt [2025-10-16T00:29:04.381771] [INFO ] [sig ] [1573/1803] Completed TREX in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 54.8s [2025-10-16T00:29:04.381838] [INFO ] [sig ] [1574/1803] Forecasting TRGP... [2025-10-16T00:29:04.381873] [INFO ] [sig ] Generating forecast for: TRGP [2025-10-16T00:29:04.381905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-10-16T00:29:04.390358] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRGP'. [2025-10-16T00:29:04.390614] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-10-16T00:29:04.414838] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:04.415506] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-10-16T00:29:04.415560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:04.415594] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:04.415620] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:04.415705] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:04.433076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:04.433613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:04.433723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:04.433768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:04.469454] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:04.469538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:04.469573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:04.469602] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:04.472587] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=75.72%) [2025-10-16T00:29:04.472864] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-10-16T00:29:04.473000] [INFO ] [sig ] TRGP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:04.612181] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TRGP.txt [2025-10-16T00:29:04.612384] [INFO ] [sig ] [1574/1803] Completed TRGP in 0.2s | 4.20 sym/s | Total: 6.2m | ETA: 54.6s [2025-10-16T00:29:04.612428] [INFO ] [sig ] [1575/1803] Forecasting TRN... [2025-10-16T00:29:04.612459] [INFO ] [sig ] Generating forecast for: TRN [2025-10-16T00:29:04.612491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-10-16T00:29:04.620427] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRN'. [2025-10-16T00:29:04.620710] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-10-16T00:29:04.644844] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:04.645484] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-10-16T00:29:04.645536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:04.645569] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:04.645596] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:04.645673] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:04.662583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:04.663158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:04.663237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:04.663271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:04.697878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:04.697964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:04.697999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:04.698027] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:04.701076] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=57.24%) [2025-10-16T00:29:04.701328] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-10-16T00:29:04.701461] [INFO ] [sig ] TRN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:04.840376] [INFO ] [LOCAL ] Saved forecast: TRN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TRN.txt [2025-10-16T00:29:04.840588] [INFO ] [sig ] [1575/1803] Completed TRN in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 54.3s [2025-10-16T00:29:04.840632] [INFO ] [sig ] [1576/1803] Forecasting TRNO... [2025-10-16T00:29:04.840700] [INFO ] [sig ] Generating forecast for: TRNO [2025-10-16T00:29:04.840742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-10-16T00:29:04.848920] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRNO'. [2025-10-16T00:29:04.849186] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-10-16T00:29:04.873266] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:04.873965] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-10-16T00:29:04.874020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:04.874052] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:04.874079] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:04.874135] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:04.891030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:04.891574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:04.891679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:04.891732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:04.925978] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:04.926058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:04.926094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:04.926124] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:04.929279] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=37.48%) [2025-10-16T00:29:04.929548] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-10-16T00:29:04.929716] [INFO ] [sig ] TRNO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:05.067484] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TRNO.txt [2025-10-16T00:29:05.067712] [INFO ] [sig ] [1576/1803] Completed TRNO in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 54.1s [2025-10-16T00:29:05.067771] [INFO ] [sig ] [1577/1803] Forecasting TROX... [2025-10-16T00:29:05.067804] [INFO ] [sig ] Generating forecast for: TROX [2025-10-16T00:29:05.067837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-10-16T00:29:05.075602] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TROX'. [2025-10-16T00:29:05.075877] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-10-16T00:29:05.100040] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:05.100725] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-10-16T00:29:05.100780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:05.100813] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:05.100842] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:05.100898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:05.117760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:05.118316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:05.118394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:05.118428] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:05.155912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:05.156002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:05.156039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:05.156067] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:05.159142] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=81.23%) [2025-10-16T00:29:05.159396] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-10-16T00:29:05.159527] [INFO ] [sig ] TROX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:05.298419] [INFO ] [LOCAL ] Saved forecast: TROX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TROX.txt [2025-10-16T00:29:05.298686] [INFO ] [sig ] [1577/1803] Completed TROX in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 53.8s [2025-10-16T00:29:05.298747] [INFO ] [sig ] [1578/1803] Forecasting TRP... [2025-10-16T00:29:05.298781] [INFO ] [sig ] Generating forecast for: TRP [2025-10-16T00:29:05.298812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-10-16T00:29:05.307066] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRP'. [2025-10-16T00:29:05.307325] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-10-16T00:29:05.332422] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:05.333150] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-10-16T00:29:05.333205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:05.333239] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:05.333268] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:05.333325] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:05.350510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:05.351074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:05.351157] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:05.351192] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:05.388923] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:05.389078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:05.389117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:05.389148] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:05.392501] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=49.98%) [2025-10-16T00:29:05.392822] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-10-16T00:29:05.392960] [INFO ] [sig ] TRP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:05.532193] [INFO ] [LOCAL ] Saved forecast: TRP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TRP.txt [2025-10-16T00:29:05.532423] [INFO ] [sig ] [1578/1803] Completed TRP in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 53.6s [2025-10-16T00:29:05.532463] [INFO ] [sig ] [1579/1803] Forecasting TRTX... [2025-10-16T00:29:05.532493] [INFO ] [sig ] Generating forecast for: TRTX [2025-10-16T00:29:05.532524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-10-16T00:29:05.540768] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRTX'. [2025-10-16T00:29:05.541082] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-10-16T00:29:05.566114] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:05.566840] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-10-16T00:29:05.566894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:05.566977] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:05.567014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:05.567072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:05.584076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:05.584611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:05.584732] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:05.584803] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:05.619572] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:05.619707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:05.619757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:05.619789] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:05.622972] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-10-16T00:29:05.623238] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-10-16T00:29:05.623372] [INFO ] [sig ] TRTX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:05.763221] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TRTX.txt [2025-10-16T00:29:05.763458] [INFO ] [sig ] [1579/1803] Completed TRTX in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 53.4s [2025-10-16T00:29:05.763500] [INFO ] [sig ] [1580/1803] Forecasting TRU... [2025-10-16T00:29:05.763531] [INFO ] [sig ] Generating forecast for: TRU [2025-10-16T00:29:05.763563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'. [2025-10-16T00:29:05.772097] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRU'. [2025-10-16T00:29:05.772503] [INFO ] [FORECASTER] Starting predict_future for TRU [2025-10-16T00:29:05.797577] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:05.798364] [DEBUG] [LOCAL ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt [2025-10-16T00:29:05.798420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:05.798455] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:05.798483] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:05.798541] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:05.816034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:05.816704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:05.816788] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:05.816822] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:05.854735] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:05.854881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:05.854931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:05.854978] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:05.858883] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=10.24%) [2025-10-16T00:29:05.859163] [INFO ] [FORECASTER] Completed predict_future for TRU [2025-10-16T00:29:05.859299] [INFO ] [sig ] TRU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:06.002494] [INFO ] [LOCAL ] Saved forecast: TRU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TRU.txt [2025-10-16T00:29:06.002724] [INFO ] [sig ] [1580/1803] Completed TRU in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 53.1s [2025-10-16T00:29:06.002792] [INFO ] [sig ] [1581/1803] Forecasting TRV... [2025-10-16T00:29:06.002827] [INFO ] [sig ] Generating forecast for: TRV [2025-10-16T00:29:06.002860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'. [2025-10-16T00:29:06.010935] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TRV'. [2025-10-16T00:29:06.011193] [INFO ] [FORECASTER] Starting predict_future for TRV [2025-10-16T00:29:06.037812] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:06.038527] [DEBUG] [LOCAL ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt [2025-10-16T00:29:06.038606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:06.038679] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:06.038728] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:06.038790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:06.055954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:06.056491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:06.056575] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:06.056610] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:06.093230] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:06.093327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:06.093364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:06.093394] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:06.096562] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: DOWN (p=25.82%) [2025-10-16T00:29:06.096858] [INFO ] [FORECASTER] Completed predict_future for TRV [2025-10-16T00:29:06.096993] [INFO ] [sig ] TRV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:06.237243] [INFO ] [LOCAL ] Saved forecast: TRV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TRV.txt [2025-10-16T00:29:06.237462] [INFO ] [sig ] [1581/1803] Completed TRV in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 52.9s [2025-10-16T00:29:06.237504] [INFO ] [sig ] [1582/1803] Forecasting TS... [2025-10-16T00:29:06.237534] [INFO ] [sig ] Generating forecast for: TS [2025-10-16T00:29:06.237566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-10-16T00:29:06.245577] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TS'. [2025-10-16T00:29:06.245857] [INFO ] [FORECASTER] Starting predict_future for TS [2025-10-16T00:29:06.270439] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:06.271154] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-10-16T00:29:06.271210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:06.271243] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:06.271273] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:06.271331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:06.289001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:06.289532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:06.289611] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:06.289673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:06.326312] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:06.326416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:06.326456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:06.326487] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:06.329788] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=30.62%) [2025-10-16T00:29:06.330050] [INFO ] [FORECASTER] Completed predict_future for TS [2025-10-16T00:29:06.330187] [INFO ] [sig ] TS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:06.476039] [INFO ] [LOCAL ] Saved forecast: TS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TS.txt [2025-10-16T00:29:06.476258] [INFO ] [sig ] [1582/1803] Completed TS in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 52.6s [2025-10-16T00:29:06.476300] [INFO ] [sig ] [1583/1803] Forecasting TSE... [2025-10-16T00:29:06.476330] [INFO ] [sig ] Generating forecast for: TSE [2025-10-16T00:29:06.476362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'. [2025-10-16T00:29:06.484954] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TSE'. [2025-10-16T00:29:06.485232] [INFO ] [FORECASTER] Starting predict_future for TSE [2025-10-16T00:29:06.510109] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:06.510830] [DEBUG] [LOCAL ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt [2025-10-16T00:29:06.510887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:06.510921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:06.510949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:06.511007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:06.529101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:06.529684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:06.529770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:06.529804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:06.566027] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:06.566114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:06.566150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:06.566178] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:06.569214] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=18.66%) [2025-10-16T00:29:06.569468] [INFO ] [FORECASTER] Completed predict_future for TSE [2025-10-16T00:29:06.569604] [INFO ] [sig ] TSE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:06.711604] [INFO ] [LOCAL ] Saved forecast: TSE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TSE.txt [2025-10-16T00:29:06.711855] [INFO ] [sig ] [1583/1803] Completed TSE in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 52.4s [2025-10-16T00:29:06.711905] [INFO ] [sig ] [1584/1803] Forecasting TSI... [2025-10-16T00:29:06.711937] [INFO ] [sig ] Generating forecast for: TSI [2025-10-16T00:29:06.711968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-10-16T00:29:06.720085] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TSI'. [2025-10-16T00:29:06.720338] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-10-16T00:29:06.744539] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:06.745309] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-10-16T00:29:06.745365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:06.745400] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:06.745459] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:06.745557] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:06.762921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:06.763483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:06.763569] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:06.763603] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:06.801811] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:06.801897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:06.801933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:06.801962] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:06.805002] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=20.79%) [2025-10-16T00:29:06.805258] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-10-16T00:29:06.805387] [INFO ] [sig ] TSI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:06.947101] [INFO ] [LOCAL ] Saved forecast: TSI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TSI.txt [2025-10-16T00:29:06.947334] [INFO ] [sig ] [1584/1803] Completed TSI in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 52.2s [2025-10-16T00:29:06.947397] [INFO ] [sig ] [1585/1803] Forecasting TSLX... [2025-10-16T00:29:06.947433] [INFO ] [sig ] Generating forecast for: TSLX [2025-10-16T00:29:06.947466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-10-16T00:29:06.957237] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TSLX'. [2025-10-16T00:29:06.957570] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-10-16T00:29:06.983395] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:06.984226] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-10-16T00:29:06.984287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:06.984324] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:06.984355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:06.984414] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:07.002932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:07.003806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:07.003916] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:07.003959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:07.043028] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:07.043200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:07.043242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:07.043272] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:07.047122] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-10-16T00:29:07.047611] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-10-16T00:29:07.047887] [INFO ] [sig ] TSLX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:07.206766] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TSLX.txt [2025-10-16T00:29:07.206977] [INFO ] [sig ] [1585/1803] Completed TSLX in 0.3s | 4.20 sym/s | Total: 6.3m | ETA: 51.9s [2025-10-16T00:29:07.207019] [INFO ] [sig ] [1586/1803] Forecasting TSM... [2025-10-16T00:29:07.207050] [INFO ] [sig ] Generating forecast for: TSM [2025-10-16T00:29:07.207080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-10-16T00:29:07.216020] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TSM'. [2025-10-16T00:29:07.216343] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-10-16T00:29:07.240932] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:07.241594] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-10-16T00:29:07.241670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:07.241722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:07.241754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:07.241811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:07.258517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:07.259127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:07.259207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:07.259241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:07.293184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:07.293278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:07.293314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:07.293344] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:07.296422] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=69.64%) [2025-10-16T00:29:07.296702] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-10-16T00:29:07.296840] [INFO ] [sig ] TSM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:07.436470] [INFO ] [LOCAL ] Saved forecast: TSM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TSM.txt [2025-10-16T00:29:07.436757] [INFO ] [sig ] [1586/1803] Completed TSM in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 51.7s [2025-10-16T00:29:07.436816] [INFO ] [sig ] [1587/1803] Forecasting TSN... [2025-10-16T00:29:07.436850] [INFO ] [sig ] Generating forecast for: TSN [2025-10-16T00:29:07.436882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-10-16T00:29:07.445124] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TSN'. [2025-10-16T00:29:07.445392] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-10-16T00:29:07.470119] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:07.470860] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-10-16T00:29:07.470913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:07.470947] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:07.470974] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:07.471032] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:07.487847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:07.488360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:07.488439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:07.488472] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:07.522407] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:07.522554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:07.522601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:07.522638] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:07.525927] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-10-16T00:29:07.526185] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-10-16T00:29:07.526312] [INFO ] [sig ] TSN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:07.665893] [INFO ] [LOCAL ] Saved forecast: TSN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TSN.txt [2025-10-16T00:29:07.666139] [INFO ] [sig ] [1587/1803] Completed TSN in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 51.5s [2025-10-16T00:29:07.666180] [INFO ] [sig ] [1588/1803] Forecasting TSQ... [2025-10-16T00:29:07.666217] [INFO ] [sig ] Generating forecast for: TSQ [2025-10-16T00:29:07.666249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-10-16T00:29:07.675041] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TSQ'. [2025-10-16T00:29:07.675343] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-10-16T00:29:07.699776] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:07.700479] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-10-16T00:29:07.700532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:07.700565] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:07.700592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:07.700669] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:07.717962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:07.718751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:07.718837] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:07.718871] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:07.752897] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:07.752985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:07.753021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:07.753051] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:07.756173] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=20.45%) [2025-10-16T00:29:07.756570] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-10-16T00:29:07.756795] [INFO ] [sig ] TSQ: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:07.899179] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TSQ.txt [2025-10-16T00:29:07.899439] [INFO ] [sig ] [1588/1803] Completed TSQ in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 51.2s [2025-10-16T00:29:07.899488] [INFO ] [sig ] [1589/1803] Forecasting TT... [2025-10-16T00:29:07.899524] [INFO ] [sig ] Generating forecast for: TT [2025-10-16T00:29:07.899619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'. [2025-10-16T00:29:07.908047] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TT'. [2025-10-16T00:29:07.908372] [INFO ] [FORECASTER] Starting predict_future for TT [2025-10-16T00:29:07.933125] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:07.933822] [DEBUG] [LOCAL ] No optimal features file found for TT: ./output/feature-sets/TT.txt [2025-10-16T00:29:07.933876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:07.933909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:07.933937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:07.933993] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:07.951108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:07.951668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:07.951757] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:07.951791] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:07.990732] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:07.990814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:07.990849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:07.990877] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:07.993889] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=36.73%) [2025-10-16T00:29:07.994155] [INFO ] [FORECASTER] Completed predict_future for TT [2025-10-16T00:29:07.994288] [INFO ] [sig ] TT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:08.135881] [INFO ] [LOCAL ] Saved forecast: TT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TT.txt [2025-10-16T00:29:08.136124] [INFO ] [sig ] [1589/1803] Completed TT in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 51.0s [2025-10-16T00:29:08.136167] [INFO ] [sig ] [1590/1803] Forecasting TTC... [2025-10-16T00:29:08.136198] [INFO ] [sig ] Generating forecast for: TTC [2025-10-16T00:29:08.136230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-10-16T00:29:08.145073] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TTC'. [2025-10-16T00:29:08.145325] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-10-16T00:29:08.169546] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:08.170236] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-10-16T00:29:08.170290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:08.170323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:08.170350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:08.170411] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:08.187502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:08.188096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:08.188178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:08.188212] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:08.226845] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:08.227011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:08.227052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:08.227082] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:08.230539] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=40.45%) [2025-10-16T00:29:08.230862] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-10-16T00:29:08.230999] [INFO ] [sig ] TTC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:08.371779] [INFO ] [LOCAL ] Saved forecast: TTC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TTC.txt [2025-10-16T00:29:08.372002] [INFO ] [sig ] [1590/1803] Completed TTC in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 50.7s [2025-10-16T00:29:08.372044] [INFO ] [sig ] [1591/1803] Forecasting TTE... [2025-10-16T00:29:08.372074] [INFO ] [sig ] Generating forecast for: TTE [2025-10-16T00:29:08.372105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-10-16T00:29:08.380698] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TTE'. [2025-10-16T00:29:08.380968] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-10-16T00:29:08.405453] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:08.406232] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-10-16T00:29:08.406288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:08.406322] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:08.406351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:08.406409] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:08.423996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:08.424590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:08.424718] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:08.424768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:08.459477] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:08.459611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:08.459691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:08.459745] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:08.463023] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=93.54%) [2025-10-16T00:29:08.463288] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-10-16T00:29:08.463421] [INFO ] [sig ] TTE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:08.637480] [INFO ] [LOCAL ] Saved forecast: TTE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TTE.txt [2025-10-16T00:29:08.637792] [INFO ] [sig ] [1591/1803] Completed TTE in 0.3s | 4.20 sym/s | Total: 6.3m | ETA: 50.5s [2025-10-16T00:29:08.637856] [INFO ] [sig ] [1592/1803] Forecasting TTI... [2025-10-16T00:29:08.637893] [INFO ] [sig ] Generating forecast for: TTI [2025-10-16T00:29:08.637951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-10-16T00:29:08.646435] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TTI'. [2025-10-16T00:29:08.646783] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-10-16T00:29:08.674319] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:08.675141] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-10-16T00:29:08.675240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:08.675281] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:08.675311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:08.675368] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:08.692736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:08.693382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:08.693464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:08.693499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:08.730014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:08.730154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:08.730192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:08.730221] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:08.733492] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=45.51%) [2025-10-16T00:29:08.733802] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-10-16T00:29:08.733942] [INFO ] [sig ] TTI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:08.873599] [INFO ] [LOCAL ] Saved forecast: TTI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TTI.txt [2025-10-16T00:29:08.873880] [INFO ] [sig ] [1592/1803] Completed TTI in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 50.3s [2025-10-16T00:29:08.873931] [INFO ] [sig ] [1593/1803] Forecasting TU... [2025-10-16T00:29:08.873962] [INFO ] [sig ] Generating forecast for: TU [2025-10-16T00:29:08.873993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'. [2025-10-16T00:29:08.882749] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TU'. [2025-10-16T00:29:08.883071] [INFO ] [FORECASTER] Starting predict_future for TU [2025-10-16T00:29:08.907566] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:08.908286] [DEBUG] [LOCAL ] No optimal features file found for TU: ./output/feature-sets/TU.txt [2025-10-16T00:29:08.908357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:08.908392] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:08.908420] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:08.908477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:08.925317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:08.926029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:08.926116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:08.926150] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:08.960889] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:08.961023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:08.961061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:08.961090] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:08.964246] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=11.73%) [2025-10-16T00:29:08.964506] [INFO ] [FORECASTER] Completed predict_future for TU [2025-10-16T00:29:08.964639] [INFO ] [sig ] TU: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:09.102214] [INFO ] [LOCAL ] Saved forecast: TU 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TU.txt [2025-10-16T00:29:09.102440] [INFO ] [sig ] [1593/1803] Completed TU in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 50.0s [2025-10-16T00:29:09.102481] [INFO ] [sig ] [1594/1803] Forecasting TUYA... [2025-10-16T00:29:09.102511] [INFO ] [sig ] Generating forecast for: TUYA [2025-10-16T00:29:09.102541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'. [2025-10-16T00:29:09.110938] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TUYA'. [2025-10-16T00:29:09.111205] [INFO ] [FORECASTER] Starting predict_future for TUYA [2025-10-16T00:29:09.135472] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:09.136231] [DEBUG] [LOCAL ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt [2025-10-16T00:29:09.136285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:09.136319] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:09.136347] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:09.136403] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:09.153132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:09.153717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:09.153800] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:09.153833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:09.189806] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:09.189883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:09.189919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:09.189947] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:09.192898] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-10-16T00:29:09.193144] [INFO ] [FORECASTER] Completed predict_future for TUYA [2025-10-16T00:29:09.193267] [INFO ] [sig ] TUYA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:09.334327] [INFO ] [LOCAL ] Saved forecast: TUYA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TUYA.txt [2025-10-16T00:29:09.334540] [INFO ] [sig ] [1594/1803] Completed TUYA in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 49.8s [2025-10-16T00:29:09.334584] [INFO ] [sig ] [1595/1803] Forecasting TV... [2025-10-16T00:29:09.334617] [INFO ] [sig ] Generating forecast for: TV [2025-10-16T00:29:09.334685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'. [2025-10-16T00:29:09.343296] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TV'. [2025-10-16T00:29:09.343546] [INFO ] [FORECASTER] Starting predict_future for TV [2025-10-16T00:29:09.367616] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:09.368290] [DEBUG] [LOCAL ] No optimal features file found for TV: ./output/feature-sets/TV.txt [2025-10-16T00:29:09.368343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:09.368376] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:09.368404] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:09.368461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:09.385435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:09.385994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:09.386103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:09.386142] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:09.420159] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:09.420266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:09.420303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:09.420332] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:09.423485] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-10-16T00:29:09.423789] [INFO ] [FORECASTER] Completed predict_future for TV [2025-10-16T00:29:09.423931] [INFO ] [sig ] TV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:09.562609] [INFO ] [LOCAL ] Saved forecast: TV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TV.txt [2025-10-16T00:29:09.562882] [INFO ] [sig ] [1595/1803] Completed TV in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 49.5s [2025-10-16T00:29:09.562930] [INFO ] [sig ] [1596/1803] Forecasting TVC... [2025-10-16T00:29:09.562962] [INFO ] [sig ] Generating forecast for: TVC [2025-10-16T00:29:09.562992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-10-16T00:29:09.571220] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'TVC'. [2025-10-16T00:29:09.571471] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-10-16T00:29:09.596133] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:09.596844] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-10-16T00:29:09.596898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:09.596932] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:09.596960] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:09.597017] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:09.613953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:09.614466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:09.614546] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:09.614579] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:09.649523] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:09.649621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:09.649704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:09.649756] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:09.652718] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=39.96%) [2025-10-16T00:29:09.652989] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-10-16T00:29:09.653117] [INFO ] [sig ] TVC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:09.794110] [INFO ] [LOCAL ] Saved forecast: TVC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TVC.txt [2025-10-16T00:29:09.794314] [INFO ] [sig ] [1596/1803] Completed TVC in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 49.3s [2025-10-16T00:29:09.794354] [INFO ] [sig ] [1597/1803] Forecasting TVE... [2025-10-16T00:29:09.794385] [INFO ] [sig ] Generating forecast for: TVE [2025-10-16T00:29:09.794416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-10-16T00:29:09.802697] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TVE'. [2025-10-16T00:29:09.802958] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-10-16T00:29:09.827753] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:09.828470] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-10-16T00:29:09.828526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:09.828588] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:09.828637] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:09.828743] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:09.845836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:09.846356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:09.846436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:09.846470] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:09.881471] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:09.881549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:09.881593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:09.881628] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:09.884746] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=42.34%) [2025-10-16T00:29:09.885000] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-10-16T00:29:09.885128] [INFO ] [sig ] TVE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:10.026184] [INFO ] [LOCAL ] Saved forecast: TVE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TVE.txt [2025-10-16T00:29:10.026392] [INFO ] [sig ] [1597/1803] Completed TVE in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 49.1s [2025-10-16T00:29:10.026433] [INFO ] [sig ] [1598/1803] Forecasting TWI... [2025-10-16T00:29:10.026463] [INFO ] [sig ] Generating forecast for: TWI [2025-10-16T00:29:10.026495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-10-16T00:29:10.034550] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TWI'. [2025-10-16T00:29:10.034833] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-10-16T00:29:10.059315] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:10.060091] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-10-16T00:29:10.060146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:10.060178] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:10.060206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:10.060262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:10.077359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:10.077905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:10.077983] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:10.078030] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:10.114525] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:10.114673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:10.114731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:10.114765] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:10.119714] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=48.20%) [2025-10-16T00:29:10.119991] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-10-16T00:29:10.120129] [INFO ] [sig ] TWI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:10.311209] [INFO ] [LOCAL ] Saved forecast: TWI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TWI.txt [2025-10-16T00:29:10.311444] [INFO ] [sig ] [1598/1803] Completed TWI in 0.3s | 4.20 sym/s | Total: 6.3m | ETA: 48.8s [2025-10-16T00:29:10.311487] [INFO ] [sig ] [1599/1803] Forecasting TWLO... [2025-10-16T00:29:10.311519] [INFO ] [sig ] Generating forecast for: TWLO [2025-10-16T00:29:10.311551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-10-16T00:29:10.320052] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TWLO'. [2025-10-16T00:29:10.320368] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-10-16T00:29:10.344677] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:10.345325] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-10-16T00:29:10.345378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:10.345411] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:10.345438] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:10.345493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:10.362509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:10.363096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:10.363174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:10.363208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:10.399703] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:10.399843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:10.399880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:10.399910] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:10.403233] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-10-16T00:29:10.403548] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-10-16T00:29:10.403738] [INFO ] [sig ] TWLO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:10.549722] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TWLO.txt [2025-10-16T00:29:10.550023] [INFO ] [sig ] [1599/1803] Completed TWLO in 0.2s | 4.20 sym/s | Total: 6.3m | ETA: 48.6s [2025-10-16T00:29:10.550092] [INFO ] [sig ] [1600/1803] Forecasting TWN... [2025-10-16T00:29:10.550144] [INFO ] [sig ] Generating forecast for: TWN [2025-10-16T00:29:10.550196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'. [2025-10-16T00:29:10.560608] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TWN'. [2025-10-16T00:29:10.561066] [INFO ] [FORECASTER] Starting predict_future for TWN [2025-10-16T00:29:10.588216] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:10.589055] [DEBUG] [LOCAL ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt [2025-10-16T00:29:10.589131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:10.589166] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:10.589195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:10.589251] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:10.606232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:10.606797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:10.606875] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:10.606910] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:10.642630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:10.642753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:10.642793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:10.642822] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:10.645912] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=63.43%) [2025-10-16T00:29:10.646166] [INFO ] [FORECASTER] Completed predict_future for TWN [2025-10-16T00:29:10.646293] [INFO ] [sig ] TWN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:10.784705] [INFO ] [LOCAL ] Saved forecast: TWN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TWN.txt [2025-10-16T00:29:10.784908] [INFO ] [sig ] [1600/1803] Completed TWN in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 48.4s [2025-10-16T00:29:10.784951] [INFO ] [sig ] [1601/1803] Forecasting TWO... [2025-10-16T00:29:10.784983] [INFO ] [sig ] Generating forecast for: TWO [2025-10-16T00:29:10.785015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-10-16T00:29:10.796375] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TWO'. [2025-10-16T00:29:10.796670] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-10-16T00:29:10.821529] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:10.822258] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-10-16T00:29:10.822312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:10.822345] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:10.822374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:10.822431] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:10.839430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:10.840011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:10.840092] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:10.840126] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:10.876797] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:10.876875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:10.876910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:10.876938] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:10.879983] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-10-16T00:29:10.880234] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-10-16T00:29:10.880373] [INFO ] [sig ] TWO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:11.021260] [INFO ] [LOCAL ] Saved forecast: TWO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TWO.txt [2025-10-16T00:29:11.021518] [INFO ] [sig ] [1601/1803] Completed TWO in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 48.1s [2025-10-16T00:29:11.021617] [INFO ] [sig ] [1602/1803] Forecasting TX... [2025-10-16T00:29:11.021695] [INFO ] [sig ] Generating forecast for: TX [2025-10-16T00:29:11.021752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-10-16T00:29:11.030954] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TX'. [2025-10-16T00:29:11.031252] [INFO ] [FORECASTER] Starting predict_future for TX [2025-10-16T00:29:11.055951] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:11.056611] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-10-16T00:29:11.056689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:11.056735] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:11.056765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:11.056827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:11.073908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:11.074428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:11.074507] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:11.074540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:11.113345] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:11.113445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:11.113481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:11.113510] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:11.116574] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=61.81%) [2025-10-16T00:29:11.116860] [INFO ] [FORECASTER] Completed predict_future for TX [2025-10-16T00:29:11.116991] [INFO ] [sig ] TX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:11.258316] [INFO ] [LOCAL ] Saved forecast: TX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TX.txt [2025-10-16T00:29:11.258537] [INFO ] [sig ] [1602/1803] Completed TX in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 47.9s [2025-10-16T00:29:11.258627] [INFO ] [sig ] [1603/1803] Forecasting TXNM... [2025-10-16T00:29:11.258711] [INFO ] [sig ] Generating forecast for: TXNM [2025-10-16T00:29:11.258755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'. [2025-10-16T00:29:11.267116] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TXNM'. [2025-10-16T00:29:11.267358] [INFO ] [FORECASTER] Starting predict_future for TXNM [2025-10-16T00:29:11.292129] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:11.292877] [DEBUG] [LOCAL ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt [2025-10-16T00:29:11.292932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:11.292967] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:11.292997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:11.293054] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:11.310766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:11.311307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:11.311386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:11.311420] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:11.347332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:11.347432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:11.347471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:11.347499] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:11.350799] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=4.06%) [2025-10-16T00:29:11.351052] [INFO ] [FORECASTER] Completed predict_future for TXNM [2025-10-16T00:29:11.351204] [INFO ] [sig ] TXNM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:11.493071] [INFO ] [LOCAL ] Saved forecast: TXNM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TXNM.txt [2025-10-16T00:29:11.493281] [INFO ] [sig ] [1603/1803] Completed TXNM in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 47.6s [2025-10-16T00:29:11.493322] [INFO ] [sig ] [1604/1803] Forecasting TXO... [2025-10-16T00:29:11.493352] [INFO ] [sig ] Generating forecast for: TXO [2025-10-16T00:29:11.493383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-10-16T00:29:11.501623] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TXO'. [2025-10-16T00:29:11.501907] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-10-16T00:29:11.527790] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:11.528514] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-10-16T00:29:11.528594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:11.528664] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:11.528720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:11.528785] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:11.546174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:11.546735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:11.546820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:11.546854] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:11.584577] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:11.584689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:11.584742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:11.584773] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:11.587997] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=64.00%) [2025-10-16T00:29:11.588255] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-10-16T00:29:11.588384] [INFO ] [sig ] TXO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:11.729398] [INFO ] [LOCAL ] Saved forecast: TXO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TXO.txt [2025-10-16T00:29:11.729694] [INFO ] [sig ] [1604/1803] Completed TXO in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 47.4s [2025-10-16T00:29:11.729757] [INFO ] [sig ] [1605/1803] Forecasting TXT... [2025-10-16T00:29:11.729791] [INFO ] [sig ] Generating forecast for: TXT [2025-10-16T00:29:11.729826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'. [2025-10-16T00:29:11.739056] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TXT'. [2025-10-16T00:29:11.739324] [INFO ] [FORECASTER] Starting predict_future for TXT [2025-10-16T00:29:11.763969] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:11.764756] [DEBUG] [LOCAL ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt [2025-10-16T00:29:11.764815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:11.764849] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:11.764878] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:11.764936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:11.782432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:11.783170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:11.783256] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:11.783313] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:11.821925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:11.822113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:11.822156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:11.822186] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:11.826277] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-10-16T00:29:11.826576] [INFO ] [FORECASTER] Completed predict_future for TXT [2025-10-16T00:29:11.826763] [INFO ] [sig ] TXT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:11.966140] [INFO ] [LOCAL ] Saved forecast: TXT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/TXT.txt [2025-10-16T00:29:11.966353] [INFO ] [sig ] [1605/1803] Completed TXT in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 47.2s [2025-10-16T00:29:11.966394] [INFO ] [sig ] [1606/1803] Forecasting TY... [2025-10-16T00:29:11.966425] [INFO ] [sig ] Generating forecast for: TY [2025-10-16T00:29:11.966457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-10-16T00:29:11.974631] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TY'. [2025-10-16T00:29:11.974915] [INFO ] [FORECASTER] Starting predict_future for TY [2025-10-16T00:29:11.999064] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:11.999742] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-10-16T00:29:11.999796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:11.999829] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:11.999857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:11.999911] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:12.017120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:12.017924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:12.018006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:12.018040] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:12.052720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:12.052831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:12.052868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:12.052897] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:12.056015] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=31.64%) [2025-10-16T00:29:12.056270] [INFO ] [FORECASTER] Completed predict_future for TY [2025-10-16T00:29:12.056395] [INFO ] [sig ] TY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:12.196054] [INFO ] [LOCAL ] Saved forecast: TY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TY.txt [2025-10-16T00:29:12.196245] [INFO ] [sig ] [1606/1803] Completed TY in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 46.9s [2025-10-16T00:29:12.196285] [INFO ] [sig ] [1607/1803] Forecasting TYG... [2025-10-16T00:29:12.196316] [INFO ] [sig ] Generating forecast for: TYG [2025-10-16T00:29:12.196346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-10-16T00:29:12.205354] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TYG'. [2025-10-16T00:29:12.205611] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-10-16T00:29:12.230125] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:12.230837] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-10-16T00:29:12.230890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:12.230938] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:12.230967] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:12.231024] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:12.248544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:12.249219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:12.249306] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:12.249341] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:12.285614] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:12.285719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:12.285763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:12.285793] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:12.291922] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-10-16T00:29:12.292281] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-10-16T00:29:12.292426] [INFO ] [sig ] TYG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:12.432459] [INFO ] [LOCAL ] Saved forecast: TYG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TYG.txt [2025-10-16T00:29:12.432666] [INFO ] [sig ] [1607/1803] Completed TYG in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 46.7s [2025-10-16T00:29:12.432726] [INFO ] [sig ] [1608/1803] Forecasting TYL... [2025-10-16T00:29:12.432759] [INFO ] [sig ] Generating forecast for: TYL [2025-10-16T00:29:12.432790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-10-16T00:29:12.441033] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'TYL'. [2025-10-16T00:29:12.441292] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-10-16T00:29:12.465602] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:12.466312] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-10-16T00:29:12.466366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:12.466399] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:12.466426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:12.466527] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:12.484070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:12.484599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:12.484701] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:12.484751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:12.520915] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:12.521001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:12.521038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:12.521067] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:12.524148] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=8.95%) [2025-10-16T00:29:12.524401] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-10-16T00:29:12.524530] [INFO ] [sig ] TYL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:12.667104] [INFO ] [LOCAL ] Saved forecast: TYL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/TYL.txt [2025-10-16T00:29:12.667316] [INFO ] [sig ] [1608/1803] Completed TYL in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 46.5s [2025-10-16T00:29:12.667358] [INFO ] [sig ] [1609/1803] Forecasting U... [2025-10-16T00:29:12.667389] [INFO ] [sig ] Generating forecast for: U [2025-10-16T00:29:12.667421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'. [2025-10-16T00:29:12.675578] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'U'. [2025-10-16T00:29:12.675851] [INFO ] [FORECASTER] Starting predict_future for U [2025-10-16T00:29:12.700263] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:12.701013] [DEBUG] [LOCAL ] No optimal features file found for U: ./output/feature-sets/U.txt [2025-10-16T00:29:12.701068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:12.701101] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:12.701129] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:12.701185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:12.718071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:12.718775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:12.718859] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:12.718892] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:12.755899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:12.756062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:12.756103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:12.756133] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:12.759533] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=94.22%) [2025-10-16T00:29:12.759839] [INFO ] [FORECASTER] Completed predict_future for U [2025-10-16T00:29:12.759980] [INFO ] [sig ] U: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:12.899748] [INFO ] [LOCAL ] Saved forecast: U 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/U.txt [2025-10-16T00:29:12.899973] [INFO ] [sig ] [1609/1803] Completed U in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 46.2s [2025-10-16T00:29:12.900016] [INFO ] [sig ] [1610/1803] Forecasting UA... [2025-10-16T00:29:12.900047] [INFO ] [sig ] Generating forecast for: UA [2025-10-16T00:29:12.900078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'. [2025-10-16T00:29:12.908274] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UA'. [2025-10-16T00:29:12.908578] [INFO ] [FORECASTER] Starting predict_future for UA [2025-10-16T00:29:12.932946] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:12.933600] [DEBUG] [LOCAL ] No optimal features file found for UA: ./output/feature-sets/UA.txt [2025-10-16T00:29:12.933677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:12.933728] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:12.933759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:12.933817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:12.951034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:12.951581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:12.951686] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:12.951740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:12.988190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:12.988270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:12.988306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:12.988334] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:12.991368] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=64.53%) [2025-10-16T00:29:12.991620] [INFO ] [FORECASTER] Completed predict_future for UA [2025-10-16T00:29:12.991780] [INFO ] [sig ] UA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:13.131255] [INFO ] [LOCAL ] Saved forecast: UA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UA.txt [2025-10-16T00:29:13.131452] [INFO ] [sig ] [1610/1803] Completed UA in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 46.0s [2025-10-16T00:29:13.131494] [INFO ] [sig ] [1611/1803] Forecasting UAA... [2025-10-16T00:29:13.131524] [INFO ] [sig ] Generating forecast for: UAA [2025-10-16T00:29:13.131556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-10-16T00:29:13.139701] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UAA'. [2025-10-16T00:29:13.140007] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-10-16T00:29:13.164469] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:13.165147] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-10-16T00:29:13.165200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:13.165233] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:13.165260] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:13.165316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:13.182396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:13.182996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:13.183073] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:13.183105] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:13.220015] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:13.220102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:13.220169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:13.220199] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:13.225081] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=57.82%) [2025-10-16T00:29:13.225329] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-10-16T00:29:13.225455] [INFO ] [sig ] UAA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:13.369589] [INFO ] [LOCAL ] Saved forecast: UAA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UAA.txt [2025-10-16T00:29:13.369848] [INFO ] [sig ] [1611/1803] Completed UAA in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 45.7s [2025-10-16T00:29:13.369902] [INFO ] [sig ] [1612/1803] Forecasting UAN... [2025-10-16T00:29:13.369935] [INFO ] [sig ] Generating forecast for: UAN [2025-10-16T00:29:13.369966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'. [2025-10-16T00:29:13.377677] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UAN'. [2025-10-16T00:29:13.377955] [INFO ] [FORECASTER] Starting predict_future for UAN [2025-10-16T00:29:13.404349] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:13.405173] [DEBUG] [LOCAL ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt [2025-10-16T00:29:13.405230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:13.405265] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:13.405294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:13.405352] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:13.423291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:13.423911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:13.423990] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:13.424023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:13.459925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:13.460054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:13.460092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:13.460123] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:13.463309] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=8.93%) [2025-10-16T00:29:13.463564] [INFO ] [FORECASTER] Completed predict_future for UAN [2025-10-16T00:29:13.463729] [INFO ] [sig ] UAN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:13.607253] [INFO ] [LOCAL ] Saved forecast: UAN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UAN.txt [2025-10-16T00:29:13.607448] [INFO ] [sig ] [1612/1803] Completed UAN in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 45.5s [2025-10-16T00:29:13.607488] [INFO ] [sig ] [1613/1803] Forecasting UBER... [2025-10-16T00:29:13.607519] [INFO ] [sig ] Generating forecast for: UBER [2025-10-16T00:29:13.607550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-10-16T00:29:13.615884] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UBER'. [2025-10-16T00:29:13.616141] [INFO ] [FORECASTER] Starting predict_future for UBER [2025-10-16T00:29:13.641453] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:13.642177] [DEBUG] [LOCAL ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt [2025-10-16T00:29:13.642233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:13.642268] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:13.642297] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:13.642355] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:13.659815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:13.660355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:13.660439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:13.660471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:13.694385] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:13.694459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:13.694494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:13.694522] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:13.697540] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: DOWN (p=15.83%) [2025-10-16T00:29:13.697825] [INFO ] [FORECASTER] Completed predict_future for UBER [2025-10-16T00:29:13.697990] [INFO ] [sig ] UBER: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:13.842599] [INFO ] [LOCAL ] Saved forecast: UBER 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UBER.txt [2025-10-16T00:29:13.842838] [INFO ] [sig ] [1613/1803] Completed UBER in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 45.3s [2025-10-16T00:29:13.842891] [INFO ] [sig ] [1614/1803] Forecasting UBS... [2025-10-16T00:29:13.842922] [INFO ] [sig ] Generating forecast for: UBS [2025-10-16T00:29:13.842953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-10-16T00:29:13.851425] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UBS'. [2025-10-16T00:29:13.851738] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-10-16T00:29:13.875978] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:13.876626] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-10-16T00:29:13.876706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:13.876764] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:13.876795] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:13.876851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:13.893612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:13.894172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:13.894253] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:13.894285] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:13.932235] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:13.932316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:13.932352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:13.932381] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:13.935520] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=22.42%) [2025-10-16T00:29:13.935817] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-10-16T00:29:13.936002] [INFO ] [sig ] UBS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:14.088605] [INFO ] [LOCAL ] Saved forecast: UBS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UBS.txt [2025-10-16T00:29:14.088930] [INFO ] [sig ] [1614/1803] Completed UBS in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 45.0s [2025-10-16T00:29:14.088993] [INFO ] [sig ] [1615/1803] Forecasting UCB... [2025-10-16T00:29:14.089027] [INFO ] [sig ] Generating forecast for: UCB [2025-10-16T00:29:14.089060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'. [2025-10-16T00:29:14.097210] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UCB'. [2025-10-16T00:29:14.097485] [INFO ] [FORECASTER] Starting predict_future for UCB [2025-10-16T00:29:14.122434] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:14.123166] [DEBUG] [LOCAL ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt [2025-10-16T00:29:14.123221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:14.123255] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:14.123284] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:14.123341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:14.140597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:14.141148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:14.141226] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:14.141259] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:14.177230] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:14.177325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:14.177361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:14.177388] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:14.180603] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: DOWN (p=33.82%) [2025-10-16T00:29:14.180892] [INFO ] [FORECASTER] Completed predict_future for UCB [2025-10-16T00:29:14.181023] [INFO ] [sig ] UCB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:14.337843] [INFO ] [LOCAL ] Saved forecast: UCB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UCB.txt [2025-10-16T00:29:14.338092] [INFO ] [sig ] [1615/1803] Completed UCB in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 44.8s [2025-10-16T00:29:14.338135] [INFO ] [sig ] [1616/1803] Forecasting UDR... [2025-10-16T00:29:14.338167] [INFO ] [sig ] Generating forecast for: UDR [2025-10-16T00:29:14.338198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-10-16T00:29:14.347365] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UDR'. [2025-10-16T00:29:14.347815] [INFO ] [FORECASTER] Starting predict_future for UDR [2025-10-16T00:29:14.374219] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:14.375274] [DEBUG] [LOCAL ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt [2025-10-16T00:29:14.375338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:14.375375] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:14.375403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:14.375461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:14.392869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:14.393438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:14.393518] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:14.393553] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:14.432036] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:14.432180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:14.432220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:14.432249] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:14.435577] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=89.72%) [2025-10-16T00:29:14.435873] [INFO ] [FORECASTER] Completed predict_future for UDR [2025-10-16T00:29:14.436011] [INFO ] [sig ] UDR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:14.586824] [INFO ] [LOCAL ] Saved forecast: UDR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UDR.txt [2025-10-16T00:29:14.587028] [INFO ] [sig ] [1616/1803] Completed UDR in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 44.5s [2025-10-16T00:29:14.587070] [INFO ] [sig ] [1617/1803] Forecasting UE... [2025-10-16T00:29:14.587099] [INFO ] [sig ] Generating forecast for: UE [2025-10-16T00:29:14.587130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-10-16T00:29:14.595844] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UE'. [2025-10-16T00:29:14.596101] [INFO ] [FORECASTER] Starting predict_future for UE [2025-10-16T00:29:14.621529] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:14.622220] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-10-16T00:29:14.622275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:14.622310] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:14.622338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:14.622396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:14.640469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:14.641088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:14.641169] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:14.641204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:14.676445] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:14.676537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:14.676573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:14.676602] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:14.679809] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=99.80%) [2025-10-16T00:29:14.680065] [INFO ] [FORECASTER] Completed predict_future for UE [2025-10-16T00:29:14.680198] [INFO ] [sig ] UE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:14.823848] [INFO ] [LOCAL ] Saved forecast: UE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UE.txt [2025-10-16T00:29:14.824070] [INFO ] [sig ] [1617/1803] Completed UE in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 44.3s [2025-10-16T00:29:14.824112] [INFO ] [sig ] [1618/1803] Forecasting UFI... [2025-10-16T00:29:14.824144] [INFO ] [sig ] Generating forecast for: UFI [2025-10-16T00:29:14.824176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-10-16T00:29:14.832667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UFI'. [2025-10-16T00:29:14.832963] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-10-16T00:29:14.857627] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:14.858353] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-10-16T00:29:14.858407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:14.858440] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:14.858469] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:14.858526] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:14.875422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:14.875980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:14.876062] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:14.876095] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:14.911033] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:14.911109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:14.911144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:14.911172] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:14.914137] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=32.42%) [2025-10-16T00:29:14.914383] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-10-16T00:29:14.914513] [INFO ] [sig ] UFI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:15.055293] [INFO ] [LOCAL ] Saved forecast: UFI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UFI.txt [2025-10-16T00:29:15.055485] [INFO ] [sig ] [1618/1803] Completed UFI in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 44.1s [2025-10-16T00:29:15.055525] [INFO ] [sig ] [1619/1803] Forecasting UGI... [2025-10-16T00:29:15.055556] [INFO ] [sig ] Generating forecast for: UGI [2025-10-16T00:29:15.055587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-10-16T00:29:15.064295] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UGI'. [2025-10-16T00:29:15.064550] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-10-16T00:29:15.088996] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:15.089639] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-10-16T00:29:15.089735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:15.089777] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:15.089810] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:15.089878] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:15.107022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:15.107526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:15.107604] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:15.107637] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:15.144260] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:15.144336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:15.144388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:15.144418] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:15.147618] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=15.26%) [2025-10-16T00:29:15.147893] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-10-16T00:29:15.148022] [INFO ] [sig ] UGI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:15.291318] [INFO ] [LOCAL ] Saved forecast: UGI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UGI.txt [2025-10-16T00:29:15.291526] [INFO ] [sig ] [1619/1803] Completed UGI in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 43.8s [2025-10-16T00:29:15.291566] [INFO ] [sig ] [1620/1803] Forecasting UGP... [2025-10-16T00:29:15.291597] [INFO ] [sig ] Generating forecast for: UGP [2025-10-16T00:29:15.291630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-10-16T00:29:15.300202] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UGP'. [2025-10-16T00:29:15.300451] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-10-16T00:29:15.324612] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:15.325294] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-10-16T00:29:15.325347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:15.325379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:15.325406] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:15.325463] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:15.342211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:15.342767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:15.342846] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:15.342879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:15.376362] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:15.376450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:15.376486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:15.376514] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:15.379616] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=17.84%) [2025-10-16T00:29:15.379898] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-10-16T00:29:15.380034] [INFO ] [sig ] UGP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:15.519548] [INFO ] [LOCAL ] Saved forecast: UGP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UGP.txt [2025-10-16T00:29:15.519769] [INFO ] [sig ] [1620/1803] Completed UGP in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 43.6s [2025-10-16T00:29:15.519829] [INFO ] [sig ] [1621/1803] Forecasting UHAL... [2025-10-16T00:29:15.519863] [INFO ] [sig ] Generating forecast for: UHAL [2025-10-16T00:29:15.519894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-10-16T00:29:15.529122] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UHAL'. [2025-10-16T00:29:15.529393] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-10-16T00:29:15.553932] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:15.554571] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-10-16T00:29:15.554623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:15.554697] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:15.554805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:15.554885] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:15.572257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:15.572877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:15.572955] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:15.572989] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:15.608161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:15.608241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:15.608276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:15.608304] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:15.611307] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-10-16T00:29:15.611553] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-10-16T00:29:15.611708] [INFO ] [sig ] UHAL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:15.749954] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UHAL.txt [2025-10-16T00:29:15.750151] [INFO ] [sig ] [1621/1803] Completed UHAL in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 43.4s [2025-10-16T00:29:15.750192] [INFO ] [sig ] [1622/1803] Forecasting UHS... [2025-10-16T00:29:15.750222] [INFO ] [sig ] Generating forecast for: UHS [2025-10-16T00:29:15.750253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-10-16T00:29:15.759749] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UHS'. [2025-10-16T00:29:15.760051] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-10-16T00:29:15.784191] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:15.784900] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-10-16T00:29:15.784954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:15.784987] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:15.785015] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:15.785072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:15.802132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:15.802662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:15.802747] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:15.802782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:15.839992] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:15.840067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:15.840102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:15.840130] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:15.843072] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=48.28%) [2025-10-16T00:29:15.843311] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-10-16T00:29:15.843434] [INFO ] [sig ] UHS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:15.980964] [INFO ] [LOCAL ] Saved forecast: UHS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UHS.txt [2025-10-16T00:29:15.981145] [INFO ] [sig ] [1622/1803] Completed UHS in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 43.1s [2025-10-16T00:29:15.981186] [INFO ] [sig ] [1623/1803] Forecasting UI... [2025-10-16T00:29:15.981216] [INFO ] [sig ] Generating forecast for: UI [2025-10-16T00:29:15.981247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-10-16T00:29:15.989275] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UI'. [2025-10-16T00:29:15.989534] [INFO ] [FORECASTER] Starting predict_future for UI [2025-10-16T00:29:16.013617] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:16.014301] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-10-16T00:29:16.014355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:16.014387] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:16.014415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:16.014472] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:16.031497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:16.032047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:16.032126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:16.032160] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:16.067576] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:16.067688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:16.067739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:16.067771] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:16.070849] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=26.29%) [2025-10-16T00:29:16.071099] [INFO ] [FORECASTER] Completed predict_future for UI [2025-10-16T00:29:16.071230] [INFO ] [sig ] UI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:16.208314] [INFO ] [LOCAL ] Saved forecast: UI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UI.txt [2025-10-16T00:29:16.208499] [INFO ] [sig ] [1623/1803] Completed UI in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 42.9s [2025-10-16T00:29:16.208540] [INFO ] [sig ] [1624/1803] Forecasting UIS... [2025-10-16T00:29:16.208607] [INFO ] [sig ] Generating forecast for: UIS [2025-10-16T00:29:16.208679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-10-16T00:29:16.216607] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UIS'. [2025-10-16T00:29:16.216874] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-10-16T00:29:16.240944] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:16.241589] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-10-16T00:29:16.241665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:16.241720] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:16.241752] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:16.241809] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:16.258786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:16.259296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:16.259373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:16.259407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:16.295816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:16.295929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:16.295965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:16.295994] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:16.301173] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=7.85%) [2025-10-16T00:29:16.301422] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-10-16T00:29:16.301550] [INFO ] [sig ] UIS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:16.439575] [INFO ] [LOCAL ] Saved forecast: UIS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UIS.txt [2025-10-16T00:29:16.439800] [INFO ] [sig ] [1624/1803] Completed UIS in 0.2s | 4.20 sym/s | Total: 6.4m | ETA: 42.6s [2025-10-16T00:29:16.439860] [INFO ] [sig ] [1625/1803] Forecasting UL... [2025-10-16T00:29:16.439893] [INFO ] [sig ] Generating forecast for: UL [2025-10-16T00:29:16.439924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-10-16T00:29:16.448074] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UL'. [2025-10-16T00:29:16.448310] [INFO ] [FORECASTER] Starting predict_future for UL [2025-10-16T00:29:16.472730] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:16.473380] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-10-16T00:29:16.473433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:16.473466] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:16.473493] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:16.473548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:16.490225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:16.490779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:16.490857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:16.490890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:16.524608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:16.524703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:16.524748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:16.524777] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:16.527699] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=21.52%) [2025-10-16T00:29:16.527950] [INFO ] [FORECASTER] Completed predict_future for UL [2025-10-16T00:29:16.528074] [INFO ] [sig ] UL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:16.666020] [INFO ] [LOCAL ] Saved forecast: UL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UL.txt [2025-10-16T00:29:16.666208] [INFO ] [sig ] [1625/1803] Completed UL in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 42.4s [2025-10-16T00:29:16.666249] [INFO ] [sig ] [1626/1803] Forecasting ULS... [2025-10-16T00:29:16.666279] [INFO ] [sig ] Generating forecast for: ULS [2025-10-16T00:29:16.666310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'. [2025-10-16T00:29:16.674413] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ULS'. [2025-10-16T00:29:16.674680] [INFO ] [FORECASTER] Starting predict_future for ULS [2025-10-16T00:29:16.698912] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:16.699681] [DEBUG] [LOCAL ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt [2025-10-16T00:29:16.699738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:16.699773] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:16.699801] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:16.699858] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:16.716620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:16.717369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:16.717453] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:16.717487] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:16.752962] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:16.753046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:16.753101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:16.753131] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:16.756142] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=95.43%) [2025-10-16T00:29:16.756389] [INFO ] [FORECASTER] Completed predict_future for ULS [2025-10-16T00:29:16.756513] [INFO ] [sig ] ULS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:16.900623] [INFO ] [LOCAL ] Saved forecast: ULS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ULS.txt [2025-10-16T00:29:16.900942] [INFO ] [sig ] [1626/1803] Completed ULS in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 42.2s [2025-10-16T00:29:16.900998] [INFO ] [sig ] [1627/1803] Forecasting UMC... [2025-10-16T00:29:16.901031] [INFO ] [sig ] Generating forecast for: UMC [2025-10-16T00:29:16.901063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-10-16T00:29:16.912014] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UMC'. [2025-10-16T00:29:16.912424] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-10-16T00:29:16.937758] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:16.938623] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-10-16T00:29:16.938706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:16.938748] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:16.938777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:16.938837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:16.955541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:16.956367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:16.956463] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:16.956496] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:16.994615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:16.994815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:16.994864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:16.994895] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:16.998374] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=51.04%) [2025-10-16T00:29:16.998760] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-10-16T00:29:16.998917] [INFO ] [sig ] UMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:17.139864] [INFO ] [LOCAL ] Saved forecast: UMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UMC.txt [2025-10-16T00:29:17.140116] [INFO ] [sig ] [1627/1803] Completed UMC in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 41.9s [2025-10-16T00:29:17.140160] [INFO ] [sig ] [1628/1803] Forecasting UMH... [2025-10-16T00:29:17.140191] [INFO ] [sig ] Generating forecast for: UMH [2025-10-16T00:29:17.140223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-10-16T00:29:17.149348] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UMH'. [2025-10-16T00:29:17.149775] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-10-16T00:29:17.175043] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:17.175852] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-10-16T00:29:17.175909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:17.175943] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:17.175971] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:17.176048] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:17.192905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:17.193712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:17.193802] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:17.193837] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:17.229389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:17.229566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:17.229610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:17.229661] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:17.233131] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=38.65%) [2025-10-16T00:29:17.233421] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-10-16T00:29:17.233559] [INFO ] [sig ] UMH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:17.376340] [INFO ] [LOCAL ] Saved forecast: UMH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UMH.txt [2025-10-16T00:29:17.376586] [INFO ] [sig ] [1628/1803] Completed UMH in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 41.7s [2025-10-16T00:29:17.376631] [INFO ] [sig ] [1629/1803] Forecasting UNFI... [2025-10-16T00:29:17.376707] [INFO ] [sig ] Generating forecast for: UNFI [2025-10-16T00:29:17.376750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-10-16T00:29:17.385156] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UNFI'. [2025-10-16T00:29:17.385550] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-10-16T00:29:17.410741] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:17.411554] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-10-16T00:29:17.411610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:17.411678] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:17.411727] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:17.411796] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:17.428997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:17.429855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:17.429950] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:17.429985] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:17.468977] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:17.469102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:17.469139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:17.469169] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:17.472298] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-10-16T00:29:17.472558] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-10-16T00:29:17.472717] [INFO ] [sig ] UNFI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:17.611087] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UNFI.txt [2025-10-16T00:29:17.611286] [INFO ] [sig ] [1629/1803] Completed UNFI in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 41.4s [2025-10-16T00:29:17.611327] [INFO ] [sig ] [1630/1803] Forecasting UNH... [2025-10-16T00:29:17.611358] [INFO ] [sig ] Generating forecast for: UNH [2025-10-16T00:29:17.611389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-10-16T00:29:17.619928] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UNH'. [2025-10-16T00:29:17.620202] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-10-16T00:29:17.644207] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:17.644892] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-10-16T00:29:17.644946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:17.644979] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:17.645007] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:17.645062] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:17.662049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:17.662586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:17.662683] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:17.662737] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:17.699316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:17.699405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:17.699440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:17.699468] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:17.702494] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=70.62%) [2025-10-16T00:29:17.702795] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-10-16T00:29:17.702926] [INFO ] [sig ] UNH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:17.842576] [INFO ] [LOCAL ] Saved forecast: UNH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UNH.txt [2025-10-16T00:29:17.842792] [INFO ] [sig ] [1630/1803] Completed UNH in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 41.2s [2025-10-16T00:29:17.842851] [INFO ] [sig ] [1631/1803] Forecasting UNM... [2025-10-16T00:29:17.842884] [INFO ] [sig ] Generating forecast for: UNM [2025-10-16T00:29:17.842915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-10-16T00:29:17.851362] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UNM'. [2025-10-16T00:29:17.851606] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-10-16T00:29:17.875992] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:17.876701] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-10-16T00:29:17.876756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:17.876790] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:17.876817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:17.876874] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:17.893669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:17.894202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:17.894279] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:17.894312] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:17.931635] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:17.931730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:17.931768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:17.931797] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:17.934733] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=65.26%) [2025-10-16T00:29:17.934978] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-10-16T00:29:17.935102] [INFO ] [sig ] UNM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:18.073295] [INFO ] [LOCAL ] Saved forecast: UNM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UNM.txt [2025-10-16T00:29:18.073508] [INFO ] [sig ] [1631/1803] Completed UNM in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 41.0s [2025-10-16T00:29:18.073550] [INFO ] [sig ] [1632/1803] Forecasting UNMA... [2025-10-16T00:29:18.073581] [INFO ] [sig ] Generating forecast for: UNMA [2025-10-16T00:29:18.073613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-10-16T00:29:18.081939] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UNMA'. [2025-10-16T00:29:18.082184] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-10-16T00:29:18.106233] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:18.106955] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-10-16T00:29:18.107009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:18.107043] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:18.107071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:18.107127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:18.124044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:18.124564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:18.124659] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:18.124714] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:18.159315] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:18.159393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:18.159429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:18.159457] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:18.162432] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=23.17%) [2025-10-16T00:29:18.162706] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-10-16T00:29:18.162845] [INFO ] [sig ] UNMA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:18.301103] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UNMA.txt [2025-10-16T00:29:18.301297] [INFO ] [sig ] [1632/1803] Completed UNMA in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 40.7s [2025-10-16T00:29:18.301339] [INFO ] [sig ] [1633/1803] Forecasting UNP... [2025-10-16T00:29:18.301370] [INFO ] [sig ] Generating forecast for: UNP [2025-10-16T00:29:18.301402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-10-16T00:29:18.309694] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UNP'. [2025-10-16T00:29:18.309960] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-10-16T00:29:18.334298] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:18.335005] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-10-16T00:29:18.335059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:18.335093] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:18.335122] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:18.335178] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:18.352269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:18.353094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:18.353181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:18.353215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:18.389705] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:18.389873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:18.389934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:18.389966] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:18.393305] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=66.23%) [2025-10-16T00:29:18.393576] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-10-16T00:29:18.393740] [INFO ] [sig ] UNP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:18.534321] [INFO ] [LOCAL ] Saved forecast: UNP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UNP.txt [2025-10-16T00:29:18.534530] [INFO ] [sig ] [1633/1803] Completed UNP in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 40.5s [2025-10-16T00:29:18.534572] [INFO ] [sig ] [1634/1803] Forecasting UP... [2025-10-16T00:29:18.534602] [INFO ] [sig ] Generating forecast for: UP [2025-10-16T00:29:18.534633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'. [2025-10-16T00:29:18.543152] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UP'. [2025-10-16T00:29:18.543409] [INFO ] [FORECASTER] Starting predict_future for UP [2025-10-16T00:29:18.567411] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:18.568099] [DEBUG] [LOCAL ] No optimal features file found for UP: ./output/feature-sets/UP.txt [2025-10-16T00:29:18.568152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:18.568228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:18.568266] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:18.568324] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:18.585277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:18.585869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:18.585946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:18.585979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:18.624250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:18.624329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:18.624364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:18.624391] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:18.627372] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-10-16T00:29:18.627618] [INFO ] [FORECASTER] Completed predict_future for UP [2025-10-16T00:29:18.627775] [INFO ] [sig ] UP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:18.767059] [INFO ] [LOCAL ] Saved forecast: UP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UP.txt [2025-10-16T00:29:18.767292] [INFO ] [sig ] [1634/1803] Completed UP in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 40.2s [2025-10-16T00:29:18.767335] [INFO ] [sig ] [1635/1803] Forecasting UPS... [2025-10-16T00:29:18.767366] [INFO ] [sig ] Generating forecast for: UPS [2025-10-16T00:29:18.767398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-10-16T00:29:18.775673] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UPS'. [2025-10-16T00:29:18.775916] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-10-16T00:29:18.800107] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:18.800835] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-10-16T00:29:18.800888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:18.800921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:18.800949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:18.801021] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:18.817885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:18.818394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:18.818471] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:18.818504] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:18.855776] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:18.855851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:18.855886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:18.855915] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:18.858862] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=9.15%) [2025-10-16T00:29:18.859107] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-10-16T00:29:18.859229] [INFO ] [sig ] UPS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:18.998136] [INFO ] [LOCAL ] Saved forecast: UPS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UPS.txt [2025-10-16T00:29:18.998338] [INFO ] [sig ] [1635/1803] Completed UPS in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 40.0s [2025-10-16T00:29:18.998381] [INFO ] [sig ] [1636/1803] Forecasting URI... [2025-10-16T00:29:18.998412] [INFO ] [sig ] Generating forecast for: URI [2025-10-16T00:29:18.998442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-10-16T00:29:19.006688] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'URI'. [2025-10-16T00:29:19.006929] [INFO ] [FORECASTER] Starting predict_future for URI [2025-10-16T00:29:19.031215] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:19.031904] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-10-16T00:29:19.031957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:19.031997] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:19.032024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:19.032079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:19.049015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:19.049523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:19.049599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:19.049633] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:19.087803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:19.087886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:19.087921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:19.087949] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:19.091059] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-10-16T00:29:19.091304] [INFO ] [FORECASTER] Completed predict_future for URI [2025-10-16T00:29:19.091432] [INFO ] [sig ] URI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:19.229612] [INFO ] [LOCAL ] Saved forecast: URI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/URI.txt [2025-10-16T00:29:19.229839] [INFO ] [sig ] [1636/1803] Completed URI in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 39.8s [2025-10-16T00:29:19.229888] [INFO ] [sig ] [1637/1803] Forecasting USA... [2025-10-16T00:29:19.229920] [INFO ] [sig ] Generating forecast for: USA [2025-10-16T00:29:19.229950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-10-16T00:29:19.238199] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'USA'. [2025-10-16T00:29:19.238439] [INFO ] [FORECASTER] Starting predict_future for USA [2025-10-16T00:29:19.262597] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:19.263278] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-10-16T00:29:19.263331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:19.263364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:19.263391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:19.263448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:19.280542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:19.281121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:19.281199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:19.281233] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:19.320289] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:19.320377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:19.320412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:19.320440] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:19.323470] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=33.16%) [2025-10-16T00:29:19.323759] [INFO ] [FORECASTER] Completed predict_future for USA [2025-10-16T00:29:19.323892] [INFO ] [sig ] USA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:19.463023] [INFO ] [LOCAL ] Saved forecast: USA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/USA.txt [2025-10-16T00:29:19.463234] [INFO ] [sig ] [1637/1803] Completed USA in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 39.5s [2025-10-16T00:29:19.463275] [INFO ] [sig ] [1638/1803] Forecasting USAC... [2025-10-16T00:29:19.463305] [INFO ] [sig ] Generating forecast for: USAC [2025-10-16T00:29:19.463336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-10-16T00:29:19.471530] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'USAC'. [2025-10-16T00:29:19.471800] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-10-16T00:29:19.496056] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:19.496752] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-10-16T00:29:19.496807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:19.496841] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:19.496868] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:19.496925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:19.513722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:19.514233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:19.514309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:19.514342] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:19.549746] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:19.549823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:19.549859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:19.549891] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:19.552881] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=64.25%) [2025-10-16T00:29:19.553125] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-10-16T00:29:19.553248] [INFO ] [sig ] USAC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:19.691782] [INFO ] [LOCAL ] Saved forecast: USAC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/USAC.txt [2025-10-16T00:29:19.691978] [INFO ] [sig ] [1638/1803] Completed USAC in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 39.3s [2025-10-16T00:29:19.692027] [INFO ] [sig ] [1639/1803] Forecasting USB... [2025-10-16T00:29:19.692059] [INFO ] [sig ] Generating forecast for: USB [2025-10-16T00:29:19.692090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-10-16T00:29:19.700797] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'USB'. [2025-10-16T00:29:19.701049] [INFO ] [FORECASTER] Starting predict_future for USB [2025-10-16T00:29:19.725262] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:19.725958] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-10-16T00:29:19.726012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:19.726046] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:19.726074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:19.726130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:19.743051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:19.743590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:19.743696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:19.743748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:19.778689] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:19.778776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:19.778813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:19.778841] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:19.781803] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=18.21%) [2025-10-16T00:29:19.782057] [INFO ] [FORECASTER] Completed predict_future for USB [2025-10-16T00:29:19.782185] [INFO ] [sig ] USB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:19.920281] [INFO ] [LOCAL ] Saved forecast: USB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/USB.txt [2025-10-16T00:29:19.920480] [INFO ] [sig ] [1639/1803] Completed USB in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 39.1s [2025-10-16T00:29:19.920521] [INFO ] [sig ] [1640/1803] Forecasting USFD... [2025-10-16T00:29:19.920552] [INFO ] [sig ] Generating forecast for: USFD [2025-10-16T00:29:19.920583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-10-16T00:29:19.929288] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'USFD'. [2025-10-16T00:29:19.929554] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-10-16T00:29:19.954006] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:19.954699] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-10-16T00:29:19.954755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:19.954789] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:19.954817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:19.954874] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:19.971833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:19.972347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:19.972424] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:19.972458] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:20.010244] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:20.010335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:20.010371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:20.010418] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:20.013516] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=56.75%) [2025-10-16T00:29:20.013808] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-10-16T00:29:20.013972] [INFO ] [sig ] USFD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:20.152880] [INFO ] [LOCAL ] Saved forecast: USFD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/USFD.txt [2025-10-16T00:29:20.153091] [INFO ] [sig ] [1640/1803] Completed USFD in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 38.8s [2025-10-16T00:29:20.153132] [INFO ] [sig ] [1641/1803] Forecasting USNA... [2025-10-16T00:29:20.153163] [INFO ] [sig ] Generating forecast for: USNA [2025-10-16T00:29:20.153194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'. [2025-10-16T00:29:20.161612] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'USNA'. [2025-10-16T00:29:20.161913] [INFO ] [FORECASTER] Starting predict_future for USNA [2025-10-16T00:29:20.186267] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:20.187001] [DEBUG] [LOCAL ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt [2025-10-16T00:29:20.187054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:20.187088] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:20.187116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:20.187173] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:20.204478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:20.205037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:20.205113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:20.205147] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:20.239899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:20.239993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:20.240032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:20.240060] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:20.243036] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: DOWN (p=29.07%) [2025-10-16T00:29:20.243281] [INFO ] [FORECASTER] Completed predict_future for USNA [2025-10-16T00:29:20.243408] [INFO ] [sig ] USNA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:20.382965] [INFO ] [LOCAL ] Saved forecast: USNA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/USNA.txt [2025-10-16T00:29:20.383158] [INFO ] [sig ] [1641/1803] Completed USNA in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 38.6s [2025-10-16T00:29:20.383199] [INFO ] [sig ] [1642/1803] Forecasting USPH... [2025-10-16T00:29:20.383230] [INFO ] [sig ] Generating forecast for: USPH [2025-10-16T00:29:20.383260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'. [2025-10-16T00:29:20.391979] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'USPH'. [2025-10-16T00:29:20.392260] [INFO ] [FORECASTER] Starting predict_future for USPH [2025-10-16T00:29:20.416481] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:20.417162] [DEBUG] [LOCAL ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt [2025-10-16T00:29:20.417216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:20.417248] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:20.417277] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:20.417347] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:20.434445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:20.434996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:20.435073] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:20.435106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:20.467226] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:20.467303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:20.467338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:20.467366] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:20.470366] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: DOWN (p=10.40%) [2025-10-16T00:29:20.470608] [INFO ] [FORECASTER] Completed predict_future for USPH [2025-10-16T00:29:20.470771] [INFO ] [sig ] USPH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:20.608664] [INFO ] [LOCAL ] Saved forecast: USPH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/USPH.txt [2025-10-16T00:29:20.608889] [INFO ] [sig ] [1642/1803] Completed USPH in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 38.3s [2025-10-16T00:29:20.608932] [INFO ] [sig ] [1643/1803] Forecasting UTF... [2025-10-16T00:29:20.608962] [INFO ] [sig ] Generating forecast for: UTF [2025-10-16T00:29:20.608993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-10-16T00:29:20.617311] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UTF'. [2025-10-16T00:29:20.617562] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-10-16T00:29:20.641855] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:20.642540] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-10-16T00:29:20.642593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:20.642627] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:20.642691] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:20.642763] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:20.659600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:20.660153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:20.660231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:20.660265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:20.698624] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:20.698754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:20.698796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:20.698825] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:20.701922] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=29.41%) [2025-10-16T00:29:20.702172] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-10-16T00:29:20.702295] [INFO ] [sig ] UTF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:20.842385] [INFO ] [LOCAL ] Saved forecast: UTF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UTF.txt [2025-10-16T00:29:20.842590] [INFO ] [sig ] [1643/1803] Completed UTF in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 38.1s [2025-10-16T00:29:20.842631] [INFO ] [sig ] [1644/1803] Forecasting UTI... [2025-10-16T00:29:20.842700] [INFO ] [sig ] Generating forecast for: UTI [2025-10-16T00:29:20.842784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-10-16T00:29:20.851143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UTI'. [2025-10-16T00:29:20.851399] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-10-16T00:29:20.875503] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:20.876207] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-10-16T00:29:20.876260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:20.876293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:20.876319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:20.876376] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:20.893069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:20.893582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:20.893687] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:20.893741] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:20.929745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:20.929824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:20.929861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:20.929891] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:20.932827] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=65.28%) [2025-10-16T00:29:20.933074] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-10-16T00:29:20.933197] [INFO ] [sig ] UTI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:21.071850] [INFO ] [LOCAL ] Saved forecast: UTI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UTI.txt [2025-10-16T00:29:21.072051] [INFO ] [sig ] [1644/1803] Completed UTI in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 37.9s [2025-10-16T00:29:21.072092] [INFO ] [sig ] [1645/1803] Forecasting UTL... [2025-10-16T00:29:21.072123] [INFO ] [sig ] Generating forecast for: UTL [2025-10-16T00:29:21.072154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-10-16T00:29:21.080625] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UTL'. [2025-10-16T00:29:21.080933] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-10-16T00:29:21.105052] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:21.105759] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-10-16T00:29:21.105812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:21.105846] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:21.105874] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:21.105931] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:21.122728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:21.123249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:21.123326] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:21.123359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:21.159432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:21.159508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:21.159543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:21.159571] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:21.162541] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=94.89%) [2025-10-16T00:29:21.162821] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-10-16T00:29:21.162959] [INFO ] [sig ] UTL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:21.301541] [INFO ] [LOCAL ] Saved forecast: UTL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UTL.txt [2025-10-16T00:29:21.301775] [INFO ] [sig ] [1645/1803] Completed UTL in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 37.6s [2025-10-16T00:29:21.301844] [INFO ] [sig ] [1646/1803] Forecasting UTZ... [2025-10-16T00:29:21.301881] [INFO ] [sig ] Generating forecast for: UTZ [2025-10-16T00:29:21.301916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-10-16T00:29:21.310069] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UTZ'. [2025-10-16T00:29:21.310313] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-10-16T00:29:21.334482] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:21.335185] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-10-16T00:29:21.335239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:21.335272] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:21.335300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:21.335361] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:21.352434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:21.352993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:21.353070] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:21.353103] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:21.388841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:21.388926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:21.388961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:21.388990] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:21.391991] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=93.50%) [2025-10-16T00:29:21.392243] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-10-16T00:29:21.392366] [INFO ] [sig ] UTZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:21.530916] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UTZ.txt [2025-10-16T00:29:21.531156] [INFO ] [sig ] [1646/1803] Completed UTZ in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 37.4s [2025-10-16T00:29:21.531198] [INFO ] [sig ] [1647/1803] Forecasting UVE... [2025-10-16T00:29:21.531228] [INFO ] [sig ] Generating forecast for: UVE [2025-10-16T00:29:21.531259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-10-16T00:29:21.539522] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UVE'. [2025-10-16T00:29:21.539855] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-10-16T00:29:21.564267] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:21.565046] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-10-16T00:29:21.565136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:21.565176] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:21.565206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:21.565262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:21.582057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:21.582744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:21.582825] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:21.582859] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:21.618922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:21.619016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:21.619051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:21.619098] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:21.622147] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=83.37%) [2025-10-16T00:29:21.622395] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-10-16T00:29:21.622517] [INFO ] [sig ] UVE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:21.760883] [INFO ] [LOCAL ] Saved forecast: UVE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UVE.txt [2025-10-16T00:29:21.761087] [INFO ] [sig ] [1647/1803] Completed UVE in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 37.1s [2025-10-16T00:29:21.761128] [INFO ] [sig ] [1648/1803] Forecasting UVV... [2025-10-16T00:29:21.761159] [INFO ] [sig ] Generating forecast for: UVV [2025-10-16T00:29:21.761190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'. [2025-10-16T00:29:21.769470] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UVV'. [2025-10-16T00:29:21.769746] [INFO ] [FORECASTER] Starting predict_future for UVV [2025-10-16T00:29:21.794043] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:21.794784] [DEBUG] [LOCAL ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt [2025-10-16T00:29:21.794838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:21.794876] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:21.794906] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:21.794963] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:21.812019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:21.812716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:21.812798] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:21.812832] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:21.847172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:21.847288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:21.847325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:21.847355] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:21.850583] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=39.50%) [2025-10-16T00:29:21.850868] [INFO ] [FORECASTER] Completed predict_future for UVV [2025-10-16T00:29:21.851001] [INFO ] [sig ] UVV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:21.990260] [INFO ] [LOCAL ] Saved forecast: UVV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UVV.txt [2025-10-16T00:29:21.990452] [INFO ] [sig ] [1648/1803] Completed UVV in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 36.9s [2025-10-16T00:29:21.990493] [INFO ] [sig ] [1649/1803] Forecasting UWMC... [2025-10-16T00:29:21.990524] [INFO ] [sig ] Generating forecast for: UWMC [2025-10-16T00:29:21.990555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-10-16T00:29:21.998602] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UWMC'. [2025-10-16T00:29:21.998881] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-10-16T00:29:22.023044] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:22.023762] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-10-16T00:29:22.023818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:22.023852] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:22.023884] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:22.023943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:22.040637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:22.041191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:22.041270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:22.041302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:22.075993] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:22.076072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:22.076108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:22.076137] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:22.079181] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=42.97%) [2025-10-16T00:29:22.079427] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-10-16T00:29:22.079555] [INFO ] [sig ] UWMC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:22.217783] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UWMC.txt [2025-10-16T00:29:22.217979] [INFO ] [sig ] [1649/1803] Completed UWMC in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 36.7s [2025-10-16T00:29:22.218021] [INFO ] [sig ] [1650/1803] Forecasting UZD... [2025-10-16T00:29:22.218051] [INFO ] [sig ] Generating forecast for: UZD [2025-10-16T00:29:22.218083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'. [2025-10-16T00:29:22.226420] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UZD'. [2025-10-16T00:29:22.226690] [INFO ] [FORECASTER] Starting predict_future for UZD [2025-10-16T00:29:22.251007] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:22.251689] [DEBUG] [LOCAL ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt [2025-10-16T00:29:22.251746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:22.251780] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:22.251808] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:22.251866] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:22.268579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:22.269133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:22.269243] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:22.269282] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:22.303440] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:22.303530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:22.303567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:22.303596] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:22.306716] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=97.34%) [2025-10-16T00:29:22.306969] [INFO ] [FORECASTER] Completed predict_future for UZD [2025-10-16T00:29:22.307094] [INFO ] [sig ] UZD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:22.444294] [INFO ] [LOCAL ] Saved forecast: UZD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/UZD.txt [2025-10-16T00:29:22.444504] [INFO ] [sig ] [1650/1803] Completed UZD in 0.2s | 4.20 sym/s | Total: 6.5m | ETA: 36.4s [2025-10-16T00:29:22.444545] [INFO ] [sig ] [1651/1803] Forecasting UZE... [2025-10-16T00:29:22.444576] [INFO ] [sig ] Generating forecast for: UZE [2025-10-16T00:29:22.444607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-10-16T00:29:22.452965] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UZE'. [2025-10-16T00:29:22.453219] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-10-16T00:29:22.477377] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:22.478067] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-10-16T00:29:22.478121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:22.478155] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:22.478184] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:22.478240] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:22.495074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:22.495601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:22.495703] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:22.495751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:22.530111] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:22.530259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:22.530298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:22.530328] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:22.533639] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=9.39%) [2025-10-16T00:29:22.533933] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-10-16T00:29:22.534064] [INFO ] [sig ] UZE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:22.671917] [INFO ] [LOCAL ] Saved forecast: UZE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UZE.txt [2025-10-16T00:29:22.672152] [INFO ] [sig ] [1651/1803] Completed UZE in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 36.2s [2025-10-16T00:29:22.672193] [INFO ] [sig ] [1652/1803] Forecasting UZF... [2025-10-16T00:29:22.672224] [INFO ] [sig ] Generating forecast for: UZF [2025-10-16T00:29:22.672255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'. [2025-10-16T00:29:22.680328] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'UZF'. [2025-10-16T00:29:22.680602] [INFO ] [FORECASTER] Starting predict_future for UZF [2025-10-16T00:29:22.704992] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:22.705704] [DEBUG] [LOCAL ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt [2025-10-16T00:29:22.705759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:22.705793] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:22.705820] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:22.705876] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:22.726081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:22.726800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:22.726903] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:22.726957] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:22.760917] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:22.761029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:22.761067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:22.761096] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:22.764180] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: DOWN (p=29.26%) [2025-10-16T00:29:22.764438] [INFO ] [FORECASTER] Completed predict_future for UZF [2025-10-16T00:29:22.764562] [INFO ] [sig ] UZF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:22.904535] [INFO ] [LOCAL ] Saved forecast: UZF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/UZF.txt [2025-10-16T00:29:22.904909] [INFO ] [sig ] [1652/1803] Completed UZF in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 35.9s [2025-10-16T00:29:22.904977] [INFO ] [sig ] [1653/1803] Forecasting V... [2025-10-16T00:29:22.905011] [INFO ] [sig ] Generating forecast for: V [2025-10-16T00:29:22.905043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'. [2025-10-16T00:29:22.914386] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'V'. [2025-10-16T00:29:22.914716] [INFO ] [FORECASTER] Starting predict_future for V [2025-10-16T00:29:22.939017] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:22.939726] [DEBUG] [LOCAL ] No optimal features file found for V: ./output/feature-sets/V.txt [2025-10-16T00:29:22.939781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:22.939814] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:22.939841] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:22.939897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:22.956511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:22.957125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:22.957204] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:22.957237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:22.997319] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:22.997416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:22.997453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:22.997481] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:23.001520] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: DOWN (p=43.17%) [2025-10-16T00:29:23.001818] [INFO ] [FORECASTER] Completed predict_future for V [2025-10-16T00:29:23.001956] [INFO ] [sig ] V: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:23.140042] [INFO ] [LOCAL ] Saved forecast: V 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/V.txt [2025-10-16T00:29:23.140265] [INFO ] [sig ] [1653/1803] Completed V in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 35.7s [2025-10-16T00:29:23.140305] [INFO ] [sig ] [1654/1803] Forecasting VAC... [2025-10-16T00:29:23.140336] [INFO ] [sig ] Generating forecast for: VAC [2025-10-16T00:29:23.140367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-10-16T00:29:23.148487] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VAC'. [2025-10-16T00:29:23.148816] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-10-16T00:29:23.173154] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:23.173891] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-10-16T00:29:23.173945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:23.173978] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:23.174006] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:23.174061] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:23.190866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:23.191507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:23.191587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:23.191621] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:23.232168] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:23.232351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:23.232395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:23.232445] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:23.235920] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=68.59%) [2025-10-16T00:29:23.236209] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-10-16T00:29:23.236346] [INFO ] [sig ] VAC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:23.375373] [INFO ] [LOCAL ] Saved forecast: VAC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VAC.txt [2025-10-16T00:29:23.375673] [INFO ] [sig ] [1654/1803] Completed VAC in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 35.5s [2025-10-16T00:29:23.375736] [INFO ] [sig ] [1655/1803] Forecasting VAL... [2025-10-16T00:29:23.375770] [INFO ] [sig ] Generating forecast for: VAL [2025-10-16T00:29:23.375802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-10-16T00:29:23.384523] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VAL'. [2025-10-16T00:29:23.384886] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-10-16T00:29:23.409449] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:23.410232] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-10-16T00:29:23.410287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:23.410321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:23.410350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:23.410407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:23.427144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:23.427907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:23.427992] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:23.428026] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:23.466577] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:23.466780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:23.466830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:23.466862] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:23.470391] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=91.79%) [2025-10-16T00:29:23.470717] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-10-16T00:29:23.470872] [INFO ] [sig ] VAL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:23.609902] [INFO ] [LOCAL ] Saved forecast: VAL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VAL.txt [2025-10-16T00:29:23.610168] [INFO ] [sig ] [1655/1803] Completed VAL in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 35.2s [2025-10-16T00:29:23.610211] [INFO ] [sig ] [1656/1803] Forecasting VALE... [2025-10-16T00:29:23.610243] [INFO ] [sig ] Generating forecast for: VALE [2025-10-16T00:29:23.610274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-10-16T00:29:23.619158] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VALE'. [2025-10-16T00:29:23.619521] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-10-16T00:29:23.643978] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:23.644690] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-10-16T00:29:23.644746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:23.644780] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:23.644807] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:23.644866] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:23.661631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:23.662344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:23.662427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:23.662461] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:23.700442] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:23.700628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:23.700725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:23.700777] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:23.704930] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=52.28%) [2025-10-16T00:29:23.705285] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-10-16T00:29:23.705434] [INFO ] [sig ] VALE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:23.871542] [INFO ] [LOCAL ] Saved forecast: VALE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VALE.txt [2025-10-16T00:29:23.871826] [INFO ] [sig ] [1656/1803] Completed VALE in 0.3s | 4.20 sym/s | Total: 6.6m | ETA: 35.0s [2025-10-16T00:29:23.871923] [INFO ] [sig ] [1657/1803] Forecasting VATE... [2025-10-16T00:29:23.871964] [INFO ] [sig ] Generating forecast for: VATE [2025-10-16T00:29:23.872015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'. [2025-10-16T00:29:23.880786] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VATE'. [2025-10-16T00:29:23.881099] [INFO ] [FORECASTER] Starting predict_future for VATE [2025-10-16T00:29:23.909213] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:23.910020] [DEBUG] [LOCAL ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt [2025-10-16T00:29:23.910079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:23.910115] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:23.910143] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:23.910200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:23.930441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:23.931146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:23.931232] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:23.931265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:23.968922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:23.969081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:23.969145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:23.969179] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:23.972693] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-10-16T00:29:23.972984] [INFO ] [FORECASTER] Completed predict_future for VATE [2025-10-16T00:29:23.973175] [INFO ] [sig ] VATE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:24.112306] [INFO ] [LOCAL ] Saved forecast: VATE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VATE.txt [2025-10-16T00:29:24.112521] [INFO ] [sig ] [1657/1803] Completed VATE in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 34.8s [2025-10-16T00:29:24.112562] [INFO ] [sig ] [1658/1803] Forecasting VBF... [2025-10-16T00:29:24.112591] [INFO ] [sig ] Generating forecast for: VBF [2025-10-16T00:29:24.112622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-10-16T00:29:24.120872] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VBF'. [2025-10-16T00:29:24.121117] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-10-16T00:29:24.145248] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:24.145962] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-10-16T00:29:24.146016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:24.146049] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:24.146077] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:24.146132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:24.163226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:24.163801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:24.163881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:24.163915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:24.199160] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:24.199240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:24.199275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:24.199302] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:24.202243] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-10-16T00:29:24.202491] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-10-16T00:29:24.202616] [INFO ] [sig ] VBF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:24.344450] [INFO ] [LOCAL ] Saved forecast: VBF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VBF.txt [2025-10-16T00:29:24.344703] [INFO ] [sig ] [1658/1803] Completed VBF in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 34.5s [2025-10-16T00:29:24.344762] [INFO ] [sig ] [1659/1803] Forecasting VCV... [2025-10-16T00:29:24.344803] [INFO ] [sig ] Generating forecast for: VCV [2025-10-16T00:29:24.344835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'. [2025-10-16T00:29:24.353478] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VCV'. [2025-10-16T00:29:24.353808] [INFO ] [FORECASTER] Starting predict_future for VCV [2025-10-16T00:29:24.378255] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:24.379006] [DEBUG] [LOCAL ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt [2025-10-16T00:29:24.379060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:24.379094] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:24.379121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:24.379177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:24.395872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:24.396393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:24.396474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:24.396507] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:24.435988] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:24.436150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:24.436190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:24.436219] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:24.439786] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=15.35%) [2025-10-16T00:29:24.440093] [INFO ] [FORECASTER] Completed predict_future for VCV [2025-10-16T00:29:24.440228] [INFO ] [sig ] VCV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:24.585688] [INFO ] [LOCAL ] Saved forecast: VCV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VCV.txt [2025-10-16T00:29:24.585907] [INFO ] [sig ] [1659/1803] Completed VCV in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 34.3s [2025-10-16T00:29:24.585956] [INFO ] [sig ] [1660/1803] Forecasting VEEV... [2025-10-16T00:29:24.585988] [INFO ] [sig ] Generating forecast for: VEEV [2025-10-16T00:29:24.586021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'. [2025-10-16T00:29:24.594423] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VEEV'. [2025-10-16T00:29:24.594703] [INFO ] [FORECASTER] Starting predict_future for VEEV [2025-10-16T00:29:24.619954] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:24.620667] [DEBUG] [LOCAL ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt [2025-10-16T00:29:24.620727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:24.620762] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:24.620791] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:24.620853] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:24.638428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:24.639022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:24.639103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:24.639138] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:24.677486] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:24.677564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:24.677599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:24.677627] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:24.680738] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: UP (p=84.42%) [2025-10-16T00:29:24.680989] [INFO ] [FORECASTER] Completed predict_future for VEEV [2025-10-16T00:29:24.681116] [INFO ] [sig ] VEEV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:24.820488] [INFO ] [LOCAL ] Saved forecast: VEEV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VEEV.txt [2025-10-16T00:29:24.820734] [INFO ] [sig ] [1660/1803] Completed VEEV in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 34.0s [2025-10-16T00:29:24.820795] [INFO ] [sig ] [1661/1803] Forecasting VEL... [2025-10-16T00:29:24.820829] [INFO ] [sig ] Generating forecast for: VEL [2025-10-16T00:29:24.820861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-10-16T00:29:24.829505] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VEL'. [2025-10-16T00:29:24.829776] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-10-16T00:29:24.854373] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:24.855105] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-10-16T00:29:24.855159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:24.855193] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:24.855222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:24.855279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:24.872583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:24.873132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:24.873210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:24.873242] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:24.909472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:24.909551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:24.909585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:24.909613] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:24.912710] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-10-16T00:29:24.912962] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-10-16T00:29:24.913092] [INFO ] [sig ] VEL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:25.054476] [INFO ] [LOCAL ] Saved forecast: VEL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VEL.txt [2025-10-16T00:29:25.054723] [INFO ] [sig ] [1661/1803] Completed VEL in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 33.8s [2025-10-16T00:29:25.054783] [INFO ] [sig ] [1662/1803] Forecasting VET... [2025-10-16T00:29:25.054816] [INFO ] [sig ] Generating forecast for: VET [2025-10-16T00:29:25.054847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'. [2025-10-16T00:29:25.063054] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VET'. [2025-10-16T00:29:25.063309] [INFO ] [FORECASTER] Starting predict_future for VET [2025-10-16T00:29:25.088077] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:25.088845] [DEBUG] [LOCAL ] No optimal features file found for VET: ./output/feature-sets/VET.txt [2025-10-16T00:29:25.088900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:25.088933] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:25.088962] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:25.089022] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:25.106351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:25.106915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:25.107000] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:25.107035] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:25.143100] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:25.143170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:25.143205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:25.143233] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:25.146136] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=23.96%) [2025-10-16T00:29:25.146381] [INFO ] [FORECASTER] Completed predict_future for VET [2025-10-16T00:29:25.146508] [INFO ] [sig ] VET: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:25.286738] [INFO ] [LOCAL ] Saved forecast: VET 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VET.txt [2025-10-16T00:29:25.287047] [INFO ] [sig ] [1662/1803] Completed VET in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 33.6s [2025-10-16T00:29:25.287092] [INFO ] [sig ] [1663/1803] Forecasting VFC... [2025-10-16T00:29:25.287122] [INFO ] [sig ] Generating forecast for: VFC [2025-10-16T00:29:25.287154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-10-16T00:29:25.296130] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VFC'. [2025-10-16T00:29:25.296434] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-10-16T00:29:25.321217] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:25.321930] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-10-16T00:29:25.321985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:25.322017] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:25.322045] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:25.322151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:25.338767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:25.339327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:25.339414] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:25.339449] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:25.375408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:25.375537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:25.375576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:25.375604] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:25.378891] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-10-16T00:29:25.379190] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-10-16T00:29:25.379323] [INFO ] [sig ] VFC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:25.521272] [INFO ] [LOCAL ] Saved forecast: VFC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VFC.txt [2025-10-16T00:29:25.521516] [INFO ] [sig ] [1663/1803] Completed VFC in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 33.3s [2025-10-16T00:29:25.521559] [INFO ] [sig ] [1664/1803] Forecasting VGI... [2025-10-16T00:29:25.521589] [INFO ] [sig ] Generating forecast for: VGI [2025-10-16T00:29:25.521621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-10-16T00:29:25.530037] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VGI'. [2025-10-16T00:29:25.530368] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-10-16T00:29:25.556927] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:25.557686] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-10-16T00:29:25.557745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:25.557780] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:25.557811] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:25.557869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:25.574950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:25.575531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:25.575613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:25.575671] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:25.609986] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:25.610104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:25.610141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:25.610171] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:25.613331] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=38.13%) [2025-10-16T00:29:25.613593] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-10-16T00:29:25.613758] [INFO ] [sig ] VGI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:25.758674] [INFO ] [LOCAL ] Saved forecast: VGI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VGI.txt [2025-10-16T00:29:25.758974] [INFO ] [sig ] [1664/1803] Completed VGI in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 33.1s [2025-10-16T00:29:25.759036] [INFO ] [sig ] [1665/1803] Forecasting VGM... [2025-10-16T00:29:25.759070] [INFO ] [sig ] Generating forecast for: VGM [2025-10-16T00:29:25.759100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-10-16T00:29:25.769702] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VGM'. [2025-10-16T00:29:25.770056] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-10-16T00:29:25.795004] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:25.795814] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-10-16T00:29:25.795872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:25.795908] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:25.795938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:25.795996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:25.812805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:25.813418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:25.813503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:25.813536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:25.849526] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:25.849712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:25.849768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:25.849800] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:25.853134] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=55.94%) [2025-10-16T00:29:25.853401] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-10-16T00:29:25.853531] [INFO ] [sig ] VGM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:25.998470] [INFO ] [LOCAL ] Saved forecast: VGM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VGM.txt [2025-10-16T00:29:25.998784] [INFO ] [sig ] [1665/1803] Completed VGM in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 32.9s [2025-10-16T00:29:25.998846] [INFO ] [sig ] [1666/1803] Forecasting VHI... [2025-10-16T00:29:25.998879] [INFO ] [sig ] Generating forecast for: VHI [2025-10-16T00:29:25.998912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'. [2025-10-16T00:29:26.007327] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VHI'. [2025-10-16T00:29:26.007727] [INFO ] [FORECASTER] Starting predict_future for VHI [2025-10-16T00:29:26.034893] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:26.035666] [DEBUG] [LOCAL ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt [2025-10-16T00:29:26.035728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:26.035765] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:26.035795] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:26.035852] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:26.053778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:26.054436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:26.054520] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:26.054555] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:26.089586] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:26.089743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:26.089867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:26.089907] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:26.095565] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: DOWN (p=37.66%) [2025-10-16T00:29:26.095876] [INFO ] [FORECASTER] Completed predict_future for VHI [2025-10-16T00:29:26.096026] [INFO ] [sig ] VHI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:26.243181] [INFO ] [LOCAL ] Saved forecast: VHI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VHI.txt [2025-10-16T00:29:26.243409] [INFO ] [sig ] [1666/1803] Completed VHI in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 32.6s [2025-10-16T00:29:26.243452] [INFO ] [sig ] [1667/1803] Forecasting VICI... [2025-10-16T00:29:26.243490] [INFO ] [sig ] Generating forecast for: VICI [2025-10-16T00:29:26.243524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-10-16T00:29:26.252199] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VICI'. [2025-10-16T00:29:26.252562] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-10-16T00:29:26.280911] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:26.281983] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-10-16T00:29:26.282042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:26.282079] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:26.282108] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:26.282166] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:26.299198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:26.299811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:26.299900] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:26.299935] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:26.336899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:26.336984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:26.337020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:26.337048] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:26.340120] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=62.41%) [2025-10-16T00:29:26.340374] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-10-16T00:29:26.340506] [INFO ] [sig ] VICI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:26.480598] [INFO ] [LOCAL ] Saved forecast: VICI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VICI.txt [2025-10-16T00:29:26.480848] [INFO ] [sig ] [1667/1803] Completed VICI in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 32.4s [2025-10-16T00:29:26.480901] [INFO ] [sig ] [1668/1803] Forecasting VIK... [2025-10-16T00:29:26.480933] [INFO ] [sig ] Generating forecast for: VIK [2025-10-16T00:29:26.480964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'. [2025-10-16T00:29:26.490497] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VIK'. [2025-10-16T00:29:26.490860] [INFO ] [FORECASTER] Starting predict_future for VIK [2025-10-16T00:29:26.515872] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:26.516523] [DEBUG] [LOCAL ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt [2025-10-16T00:29:26.516582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:26.516624] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:26.516686] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:26.516759] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:26.533973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:26.534494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:26.534573] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:26.534607] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:26.570376] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:26.570473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:26.570509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:26.570537] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:26.573709] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=88.74%) [2025-10-16T00:29:26.573968] [INFO ] [FORECASTER] Completed predict_future for VIK [2025-10-16T00:29:26.574095] [INFO ] [sig ] VIK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:26.718630] [INFO ] [LOCAL ] Saved forecast: VIK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VIK.txt [2025-10-16T00:29:26.718921] [INFO ] [sig ] [1668/1803] Completed VIK in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 32.1s [2025-10-16T00:29:26.718967] [INFO ] [sig ] [1669/1803] Forecasting VIPS... [2025-10-16T00:29:26.718998] [INFO ] [sig ] Generating forecast for: VIPS [2025-10-16T00:29:26.719029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-10-16T00:29:26.728262] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VIPS'. [2025-10-16T00:29:26.728621] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-10-16T00:29:26.752941] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:26.753580] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-10-16T00:29:26.753634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:26.753706] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:26.753743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:26.753800] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:26.770388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:26.770931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:26.771014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:26.771047] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:26.809908] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:26.809984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:26.810019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:26.810047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:26.812995] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=85.31%) [2025-10-16T00:29:26.813235] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-10-16T00:29:26.813357] [INFO ] [sig ] VIPS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:26.967324] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VIPS.txt [2025-10-16T00:29:26.967609] [INFO ] [sig ] [1669/1803] Completed VIPS in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 31.9s [2025-10-16T00:29:26.967683] [INFO ] [sig ] [1670/1803] Forecasting VIST... [2025-10-16T00:29:26.967732] [INFO ] [sig ] Generating forecast for: VIST [2025-10-16T00:29:26.967767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'. [2025-10-16T00:29:26.977442] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VIST'. [2025-10-16T00:29:26.977842] [INFO ] [FORECASTER] Starting predict_future for VIST [2025-10-16T00:29:27.004696] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:27.005517] [DEBUG] [LOCAL ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt [2025-10-16T00:29:27.005575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:27.005610] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:27.005638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:27.005745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:27.025895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:27.026538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:27.026628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:27.026700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:27.068253] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:27.068337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:27.068372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:27.068400] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:27.071752] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=35.14%) [2025-10-16T00:29:27.072016] [INFO ] [FORECASTER] Completed predict_future for VIST [2025-10-16T00:29:27.072152] [INFO ] [sig ] VIST: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:27.225310] [INFO ] [LOCAL ] Saved forecast: VIST 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VIST.txt [2025-10-16T00:29:27.225565] [INFO ] [sig ] [1670/1803] Completed VIST in 0.3s | 4.20 sym/s | Total: 6.6m | ETA: 31.7s [2025-10-16T00:29:27.225608] [INFO ] [sig ] [1671/1803] Forecasting VIV... [2025-10-16T00:29:27.225638] [INFO ] [sig ] Generating forecast for: VIV [2025-10-16T00:29:27.225718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'. [2025-10-16T00:29:27.234524] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VIV'. [2025-10-16T00:29:27.234817] [INFO ] [FORECASTER] Starting predict_future for VIV [2025-10-16T00:29:27.261945] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:27.262632] [DEBUG] [LOCAL ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt [2025-10-16T00:29:27.262736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:27.262789] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:27.262821] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:27.262878] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:27.281261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:27.281829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:27.281909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:27.281944] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:27.318273] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:27.318351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:27.318386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:27.318414] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:27.321437] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: UP (p=54.25%) [2025-10-16T00:29:27.321713] [INFO ] [FORECASTER] Completed predict_future for VIV [2025-10-16T00:29:27.321854] [INFO ] [sig ] VIV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:27.458979] [INFO ] [LOCAL ] Saved forecast: VIV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VIV.txt [2025-10-16T00:29:27.459218] [INFO ] [sig ] [1671/1803] Completed VIV in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 31.4s [2025-10-16T00:29:27.459260] [INFO ] [sig ] [1672/1803] Forecasting VKQ... [2025-10-16T00:29:27.459291] [INFO ] [sig ] Generating forecast for: VKQ [2025-10-16T00:29:27.459322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-10-16T00:29:27.467318] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VKQ'. [2025-10-16T00:29:27.467580] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-10-16T00:29:27.491954] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:27.492608] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-10-16T00:29:27.492685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:27.492731] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:27.492761] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:27.492816] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:27.509471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:27.510023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:27.510102] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:27.510137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:27.546180] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:27.546256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:27.546291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:27.546319] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:27.549281] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-10-16T00:29:27.549528] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-10-16T00:29:27.549677] [INFO ] [sig ] VKQ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:27.686298] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VKQ.txt [2025-10-16T00:29:27.686507] [INFO ] [sig ] [1672/1803] Completed VKQ in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 31.2s [2025-10-16T00:29:27.686548] [INFO ] [sig ] [1673/1803] Forecasting VLN... [2025-10-16T00:29:27.686578] [INFO ] [sig ] Generating forecast for: VLN [2025-10-16T00:29:27.686610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-10-16T00:29:27.695355] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VLN'. [2025-10-16T00:29:27.695626] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-10-16T00:29:27.719805] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:27.720462] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-10-16T00:29:27.720516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:27.720547] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:27.720574] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:27.720630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:27.737784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:27.738357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:27.738436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:27.738469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:27.776625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:27.776851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:27.776914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:27.776969] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:27.780659] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=24.58%) [2025-10-16T00:29:27.780939] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-10-16T00:29:27.781072] [INFO ] [sig ] VLN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:27.920772] [INFO ] [LOCAL ] Saved forecast: VLN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VLN.txt [2025-10-16T00:29:27.920983] [INFO ] [sig ] [1673/1803] Completed VLN in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 30.9s [2025-10-16T00:29:27.921024] [INFO ] [sig ] [1674/1803] Forecasting VLO... [2025-10-16T00:29:27.921061] [INFO ] [sig ] Generating forecast for: VLO [2025-10-16T00:29:27.921104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-10-16T00:29:27.930043] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VLO'. [2025-10-16T00:29:27.930288] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-10-16T00:29:27.954300] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:27.955007] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-10-16T00:29:27.955060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:27.955093] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:27.955121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:27.955177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:27.972140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:27.972638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:27.972740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:27.972775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:28.008469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:28.008548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:28.008619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:28.008684] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:28.011684] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=29.23%) [2025-10-16T00:29:28.011933] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-10-16T00:29:28.012053] [INFO ] [sig ] VLO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:28.149721] [INFO ] [LOCAL ] Saved forecast: VLO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VLO.txt [2025-10-16T00:29:28.149931] [INFO ] [sig ] [1674/1803] Completed VLO in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 30.7s [2025-10-16T00:29:28.149972] [INFO ] [sig ] [1675/1803] Forecasting VLRS... [2025-10-16T00:29:28.150003] [INFO ] [sig ] Generating forecast for: VLRS [2025-10-16T00:29:28.150035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-10-16T00:29:28.158175] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VLRS'. [2025-10-16T00:29:28.158414] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-10-16T00:29:28.182488] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:28.183164] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-10-16T00:29:28.183217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:28.183250] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:28.183279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:28.183335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:28.200281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:28.200820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:28.200897] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:28.200931] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:28.236675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:28.236746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:28.236780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:28.236809] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:28.239754] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=82.88%) [2025-10-16T00:29:28.239995] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-10-16T00:29:28.240120] [INFO ] [sig ] VLRS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:28.378307] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VLRS.txt [2025-10-16T00:29:28.378473] [INFO ] [sig ] [1675/1803] Completed VLRS in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 30.5s [2025-10-16T00:29:28.378512] [INFO ] [sig ] [1676/1803] Forecasting VLT... [2025-10-16T00:29:28.378542] [INFO ] [sig ] Generating forecast for: VLT [2025-10-16T00:29:28.378606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'. [2025-10-16T00:29:28.387167] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VLT'. [2025-10-16T00:29:28.387475] [INFO ] [FORECASTER] Starting predict_future for VLT [2025-10-16T00:29:28.412531] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:28.413285] [DEBUG] [LOCAL ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt [2025-10-16T00:29:28.413340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:28.413420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:28.413458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:28.413516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:28.430337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:28.430989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:28.431070] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:28.431104] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:28.464875] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:28.465052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:28.465093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:28.465123] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:28.468695] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: DOWN (p=29.43%) [2025-10-16T00:29:28.468967] [INFO ] [FORECASTER] Completed predict_future for VLT [2025-10-16T00:29:28.469103] [INFO ] [sig ] VLT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:28.618426] [INFO ] [LOCAL ] Saved forecast: VLT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VLT.txt [2025-10-16T00:29:28.618792] [INFO ] [sig ] [1676/1803] Completed VLT in 0.2s | 4.20 sym/s | Total: 6.6m | ETA: 30.2s [2025-10-16T00:29:28.618855] [INFO ] [sig ] [1677/1803] Forecasting VLTO... [2025-10-16T00:29:28.618889] [INFO ] [sig ] Generating forecast for: VLTO [2025-10-16T00:29:28.618920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-10-16T00:29:28.629524] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VLTO'. [2025-10-16T00:29:28.630097] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-10-16T00:29:28.659831] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:28.660734] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-10-16T00:29:28.660797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:28.660833] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:28.660861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:28.660919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:28.680051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:28.680964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:28.681112] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:28.681168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:28.722969] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:28.723194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:28.723269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:28.723309] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:28.727014] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=77.99%) [2025-10-16T00:29:28.727329] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-10-16T00:29:28.727476] [INFO ] [sig ] VLTO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:28.943802] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VLTO.txt [2025-10-16T00:29:28.944202] [INFO ] [sig ] [1677/1803] Completed VLTO in 0.3s | 4.20 sym/s | Total: 6.7m | ETA: 30.0s [2025-10-16T00:29:28.944268] [INFO ] [sig ] [1678/1803] Forecasting VMC... [2025-10-16T00:29:28.944316] [INFO ] [sig ] Generating forecast for: VMC [2025-10-16T00:29:28.944367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-10-16T00:29:28.956421] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VMC'. [2025-10-16T00:29:28.956979] [INFO ] [FORECASTER] Starting predict_future for VMC [2025-10-16T00:29:28.993810] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:28.995046] [DEBUG] [LOCAL ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt [2025-10-16T00:29:28.995128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:28.995179] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:28.995223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:28.995314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:29.021494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:29.022404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:29.022493] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:29.022529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:29.068165] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:29.068360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:29.068404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:29.068433] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:29.072412] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: UP (p=87.32%) [2025-10-16T00:29:29.072854] [INFO ] [FORECASTER] Completed predict_future for VMC [2025-10-16T00:29:29.073020] [INFO ] [sig ] VMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:29.271438] [INFO ] [LOCAL ] Saved forecast: VMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VMC.txt [2025-10-16T00:29:29.271748] [INFO ] [sig ] [1678/1803] Completed VMC in 0.3s | 4.20 sym/s | Total: 6.7m | ETA: 29.8s [2025-10-16T00:29:29.271810] [INFO ] [sig ] [1679/1803] Forecasting VMI... [2025-10-16T00:29:29.271844] [INFO ] [sig ] Generating forecast for: VMI [2025-10-16T00:29:29.271876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-10-16T00:29:29.281362] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VMI'. [2025-10-16T00:29:29.281785] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-10-16T00:29:29.307078] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:29.307931] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-10-16T00:29:29.308005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:29.308042] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:29.308071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:29.308128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:29.326595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:29.327589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:29.327722] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:29.327780] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:29.368301] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:29.368473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:29.368516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:29.368546] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:29.372186] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=43.66%) [2025-10-16T00:29:29.372488] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-10-16T00:29:29.372628] [INFO ] [sig ] VMI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:29.525509] [INFO ] [LOCAL ] Saved forecast: VMI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VMI.txt [2025-10-16T00:29:29.525911] [INFO ] [sig ] [1679/1803] Completed VMI in 0.3s | 4.20 sym/s | Total: 6.7m | ETA: 29.5s [2025-10-16T00:29:29.525979] [INFO ] [sig ] [1680/1803] Forecasting VMO... [2025-10-16T00:29:29.526018] [INFO ] [sig ] Generating forecast for: VMO [2025-10-16T00:29:29.526055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-10-16T00:29:29.536993] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VMO'. [2025-10-16T00:29:29.537373] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-10-16T00:29:29.571775] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:29.572501] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-10-16T00:29:29.572556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:29.572590] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:29.572618] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:29.572703] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:29.590008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:29.590863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:29.590948] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:29.590982] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:29.630957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:29.631084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:29.631142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:29.631175] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:29.634728] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=89.43%) [2025-10-16T00:29:29.634988] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-10-16T00:29:29.635121] [INFO ] [sig ] VMO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:29.774891] [INFO ] [LOCAL ] Saved forecast: VMO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VMO.txt [2025-10-16T00:29:29.775110] [INFO ] [sig ] [1680/1803] Completed VMO in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 29.3s [2025-10-16T00:29:29.775160] [INFO ] [sig ] [1681/1803] Forecasting VNCE... [2025-10-16T00:29:29.775204] [INFO ] [sig ] Generating forecast for: VNCE [2025-10-16T00:29:29.775240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'. [2025-10-16T00:29:29.784442] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VNCE'. [2025-10-16T00:29:29.784830] [INFO ] [FORECASTER] Starting predict_future for VNCE [2025-10-16T00:29:29.810104] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:29.810821] [DEBUG] [LOCAL ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt [2025-10-16T00:29:29.810875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:29.810910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:29.810938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:29.810998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:29.828140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:29.828803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:29.828887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:29.828922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:29.868695] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:29.868860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:29.868905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:29.868938] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:29.872915] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: DOWN (p=5.65%) [2025-10-16T00:29:29.873218] [INFO ] [FORECASTER] Completed predict_future for VNCE [2025-10-16T00:29:29.873360] [INFO ] [sig ] VNCE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:30.014955] [INFO ] [LOCAL ] Saved forecast: VNCE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VNCE.txt [2025-10-16T00:29:30.015249] [INFO ] [sig ] [1681/1803] Completed VNCE in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 29.1s [2025-10-16T00:29:30.015292] [INFO ] [sig ] [1682/1803] Forecasting VNO... [2025-10-16T00:29:30.015323] [INFO ] [sig ] Generating forecast for: VNO [2025-10-16T00:29:30.015355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-10-16T00:29:30.023922] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VNO'. [2025-10-16T00:29:30.024344] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-10-16T00:29:30.050182] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:30.050983] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-10-16T00:29:30.051039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:30.051074] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:30.051102] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:30.051158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:30.068166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:30.068803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:30.068883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:30.068917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:30.111475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:30.111685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:30.111746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:30.111779] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:30.115317] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=82.50%) [2025-10-16T00:29:30.115612] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-10-16T00:29:30.116141] [INFO ] [sig ] VNO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:30.255380] [INFO ] [LOCAL ] Saved forecast: VNO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VNO.txt [2025-10-16T00:29:30.255626] [INFO ] [sig ] [1682/1803] Completed VNO in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 28.8s [2025-10-16T00:29:30.255707] [INFO ] [sig ] [1683/1803] Forecasting VNT... [2025-10-16T00:29:30.255749] [INFO ] [sig ] Generating forecast for: VNT [2025-10-16T00:29:30.255782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'. [2025-10-16T00:29:30.264083] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VNT'. [2025-10-16T00:29:30.264354] [INFO ] [FORECASTER] Starting predict_future for VNT [2025-10-16T00:29:30.288984] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:30.289694] [DEBUG] [LOCAL ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt [2025-10-16T00:29:30.289750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:30.289783] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:30.289812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:30.289872] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:30.306797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:30.307307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:30.307385] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:30.307419] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:30.350183] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:30.350276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:30.350313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:30.350341] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:30.353401] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=82.16%) [2025-10-16T00:29:30.353676] [INFO ] [FORECASTER] Completed predict_future for VNT [2025-10-16T00:29:30.353812] [INFO ] [sig ] VNT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:30.492841] [INFO ] [LOCAL ] Saved forecast: VNT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VNT.txt [2025-10-16T00:29:30.493076] [INFO ] [sig ] [1683/1803] Completed VNT in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 28.6s [2025-10-16T00:29:30.493120] [INFO ] [sig ] [1684/1803] Forecasting VOC... [2025-10-16T00:29:30.493151] [INFO ] [sig ] Generating forecast for: VOC [2025-10-16T00:29:30.493182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-10-16T00:29:30.501292] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VOC'. [2025-10-16T00:29:30.501574] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-10-16T00:29:30.525921] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:30.526581] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-10-16T00:29:30.526634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:30.526706] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:30.526742] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:30.526800] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:30.543849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:30.544416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:30.544512] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:30.544547] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:30.575138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:30.575242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:30.575278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:30.575307] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:30.578438] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=85.29%) [2025-10-16T00:29:30.578757] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-10-16T00:29:30.578888] [INFO ] [sig ] VOC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:30.719632] [INFO ] [LOCAL ] Saved forecast: VOC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VOC.txt [2025-10-16T00:29:30.719903] [INFO ] [sig ] [1684/1803] Completed VOC in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 28.3s [2025-10-16T00:29:30.719948] [INFO ] [sig ] [1685/1803] Forecasting VOYA... [2025-10-16T00:29:30.719979] [INFO ] [sig ] Generating forecast for: VOYA [2025-10-16T00:29:30.720011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'. [2025-10-16T00:29:30.728458] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VOYA'. [2025-10-16T00:29:30.728801] [INFO ] [FORECASTER] Starting predict_future for VOYA [2025-10-16T00:29:30.753506] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:30.754279] [DEBUG] [LOCAL ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt [2025-10-16T00:29:30.754333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:30.754368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:30.754396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:30.754452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:30.771770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:30.772349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:30.772429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:30.772463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:30.807114] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:30.807204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:30.807239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:30.807266] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:30.810555] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-10-16T00:29:30.810836] [INFO ] [FORECASTER] Completed predict_future for VOYA [2025-10-16T00:29:30.810962] [INFO ] [sig ] VOYA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:30.951548] [INFO ] [LOCAL ] Saved forecast: VOYA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VOYA.txt [2025-10-16T00:29:30.951824] [INFO ] [sig ] [1685/1803] Completed VOYA in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 28.1s [2025-10-16T00:29:30.951887] [INFO ] [sig ] [1686/1803] Forecasting VPG... [2025-10-16T00:29:30.951920] [INFO ] [sig ] Generating forecast for: VPG [2025-10-16T00:29:30.952168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-10-16T00:29:30.961410] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VPG'. [2025-10-16T00:29:30.961776] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-10-16T00:29:30.986625] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:30.987343] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-10-16T00:29:30.987415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:30.987448] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:30.987476] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:30.987535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:31.004665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:31.005496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:31.005588] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:31.005622] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:31.043264] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:31.043371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:31.043407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:31.043436] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:31.046559] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=22.61%) [2025-10-16T00:29:31.046847] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-10-16T00:29:31.046980] [INFO ] [sig ] VPG: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:31.191944] [INFO ] [LOCAL ] Saved forecast: VPG 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VPG.txt [2025-10-16T00:29:31.192252] [INFO ] [sig ] [1686/1803] Completed VPG in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 27.9s [2025-10-16T00:29:31.192306] [INFO ] [sig ] [1687/1803] Forecasting VPV... [2025-10-16T00:29:31.192339] [INFO ] [sig ] Generating forecast for: VPV [2025-10-16T00:29:31.192370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'. [2025-10-16T00:29:31.201326] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VPV'. [2025-10-16T00:29:31.201592] [INFO ] [FORECASTER] Starting predict_future for VPV [2025-10-16T00:29:31.226419] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:31.227232] [DEBUG] [LOCAL ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt [2025-10-16T00:29:31.227287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:31.227321] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:31.227350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:31.227407] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:31.244235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:31.244813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:31.244899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:31.244932] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:31.278792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:31.278942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:31.278980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:31.279009] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:31.282226] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=3.88%) [2025-10-16T00:29:31.282497] [INFO ] [FORECASTER] Completed predict_future for VPV [2025-10-16T00:29:31.282631] [INFO ] [sig ] VPV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:31.420673] [INFO ] [LOCAL ] Saved forecast: VPV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VPV.txt [2025-10-16T00:29:31.420876] [INFO ] [sig ] [1687/1803] Completed VPV in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 27.6s [2025-10-16T00:29:31.420919] [INFO ] [sig ] [1688/1803] Forecasting VRE... [2025-10-16T00:29:31.420949] [INFO ] [sig ] Generating forecast for: VRE [2025-10-16T00:29:31.420987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-10-16T00:29:31.429408] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VRE'. [2025-10-16T00:29:31.429689] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-10-16T00:29:31.453937] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:31.454572] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-10-16T00:29:31.454625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:31.454691] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:31.454733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:31.454790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:31.472172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:31.472712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:31.472792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:31.472825] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:31.505777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:31.505850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:31.505885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:31.505914] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:31.508834] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=46.31%) [2025-10-16T00:29:31.509081] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-10-16T00:29:31.509203] [INFO ] [sig ] VRE: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:31.647144] [INFO ] [LOCAL ] Saved forecast: VRE 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VRE.txt [2025-10-16T00:29:31.647342] [INFO ] [sig ] [1688/1803] Completed VRE in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 27.4s [2025-10-16T00:29:31.647383] [INFO ] [sig ] [1689/1803] Forecasting VRT... [2025-10-16T00:29:31.647412] [INFO ] [sig ] Generating forecast for: VRT [2025-10-16T00:29:31.647442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'. [2025-10-16T00:29:31.656097] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VRT'. [2025-10-16T00:29:31.656350] [INFO ] [FORECASTER] Starting predict_future for VRT [2025-10-16T00:29:31.680591] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:31.681274] [DEBUG] [LOCAL ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt [2025-10-16T00:29:31.681360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:31.681400] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:31.681428] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:31.681485] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:31.698112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:31.698703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:31.698792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:31.698825] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:31.733865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:31.733940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:31.733976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:31.734004] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:31.736980] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=69.83%) [2025-10-16T00:29:31.737246] [INFO ] [FORECASTER] Completed predict_future for VRT [2025-10-16T00:29:31.737370] [INFO ] [sig ] VRT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:31.879596] [INFO ] [LOCAL ] Saved forecast: VRT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VRT.txt [2025-10-16T00:29:31.879880] [INFO ] [sig ] [1689/1803] Completed VRT in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 27.2s [2025-10-16T00:29:31.879941] [INFO ] [sig ] [1690/1803] Forecasting VRTS... [2025-10-16T00:29:31.879975] [INFO ] [sig ] Generating forecast for: VRTS [2025-10-16T00:29:31.880007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-10-16T00:29:31.889473] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VRTS'. [2025-10-16T00:29:31.889742] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-10-16T00:29:31.914589] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:31.915343] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-10-16T00:29:31.915398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:31.915431] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:31.915458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:31.915513] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:31.932184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:31.932812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:31.932893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:31.932927] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:31.967471] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:31.967550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:31.967585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:31.967614] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:31.970715] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=83.54%) [2025-10-16T00:29:31.970962] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-10-16T00:29:31.971088] [INFO ] [sig ] VRTS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:32.110180] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VRTS.txt [2025-10-16T00:29:32.110378] [INFO ] [sig ] [1690/1803] Completed VRTS in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 26.9s [2025-10-16T00:29:32.110419] [INFO ] [sig ] [1691/1803] Forecasting VSCO... [2025-10-16T00:29:32.110449] [INFO ] [sig ] Generating forecast for: VSCO [2025-10-16T00:29:32.110480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-10-16T00:29:32.119614] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VSCO'. [2025-10-16T00:29:32.119941] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-10-16T00:29:32.144275] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:32.144961] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-10-16T00:29:32.145014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:32.145047] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:32.145074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:32.145130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:32.162202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:32.162756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:32.162850] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:32.162885] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:32.196100] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:32.196174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:32.196208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:32.196236] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:32.199210] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=70.84%) [2025-10-16T00:29:32.199452] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-10-16T00:29:32.199574] [INFO ] [sig ] VSCO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:32.337053] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VSCO.txt [2025-10-16T00:29:32.337239] [INFO ] [sig ] [1691/1803] Completed VSCO in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 26.7s [2025-10-16T00:29:32.337280] [INFO ] [sig ] [1692/1803] Forecasting VSH... [2025-10-16T00:29:32.337310] [INFO ] [sig ] Generating forecast for: VSH [2025-10-16T00:29:32.337341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-10-16T00:29:32.346316] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VSH'. [2025-10-16T00:29:32.346611] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-10-16T00:29:32.370918] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:32.371555] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-10-16T00:29:32.371608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:32.371660] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:32.371715] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:32.371776] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:32.388404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:32.388976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:32.389084] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:32.389123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:32.424015] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:32.424160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:32.424199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:32.424229] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:32.427554] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=63.06%) [2025-10-16T00:29:32.427847] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-10-16T00:29:32.427983] [INFO ] [sig ] VSH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:32.566916] [INFO ] [LOCAL ] Saved forecast: VSH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VSH.txt [2025-10-16T00:29:32.567113] [INFO ] [sig ] [1692/1803] Completed VSH in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 26.4s [2025-10-16T00:29:32.567154] [INFO ] [sig ] [1693/1803] Forecasting VST... [2025-10-16T00:29:32.567184] [INFO ] [sig ] Generating forecast for: VST [2025-10-16T00:29:32.567215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'. [2025-10-16T00:29:32.575429] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VST'. [2025-10-16T00:29:32.575710] [INFO ] [FORECASTER] Starting predict_future for VST [2025-10-16T00:29:32.599805] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:32.600449] [DEBUG] [LOCAL ] No optimal features file found for VST: ./output/feature-sets/VST.txt [2025-10-16T00:29:32.600515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:32.600549] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:32.600577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:32.600633] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:32.617388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:32.617933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:32.618012] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:32.618045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:32.651686] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:32.651771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:32.651807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:32.651835] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:32.654847] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: UP (p=98.72%) [2025-10-16T00:29:32.655093] [INFO ] [FORECASTER] Completed predict_future for VST [2025-10-16T00:29:32.655214] [INFO ] [sig ] VST: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:32.793342] [INFO ] [LOCAL ] Saved forecast: VST 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VST.txt [2025-10-16T00:29:32.793525] [INFO ] [sig ] [1693/1803] Completed VST in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 26.2s [2025-10-16T00:29:32.793566] [INFO ] [sig ] [1694/1803] Forecasting VSTS... [2025-10-16T00:29:32.793596] [INFO ] [sig ] Generating forecast for: VSTS [2025-10-16T00:29:32.793626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-10-16T00:29:32.802246] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VSTS'. [2025-10-16T00:29:32.802514] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-10-16T00:29:32.826539] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:32.827214] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-10-16T00:29:32.827267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:32.827300] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:32.827327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:32.827383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:32.844135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:32.844685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:32.844765] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:32.844799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:32.877275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:32.877347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:32.877382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:32.877410] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:32.880402] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=1.49%) [2025-10-16T00:29:32.880670] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-10-16T00:29:32.880807] [INFO ] [sig ] VSTS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:33.025407] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VSTS.txt [2025-10-16T00:29:33.025720] [INFO ] [sig ] [1694/1803] Completed VSTS in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 26.0s [2025-10-16T00:29:33.025781] [INFO ] [sig ] [1695/1803] Forecasting VTEX... [2025-10-16T00:29:33.025815] [INFO ] [sig ] Generating forecast for: VTEX [2025-10-16T00:29:33.025855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-10-16T00:29:33.034377] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTEX'. [2025-10-16T00:29:33.034627] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-10-16T00:29:33.059284] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:33.060014] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-10-16T00:29:33.060067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:33.060100] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:33.060128] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:33.060188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:33.077332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:33.077943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:33.078047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:33.078100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:33.112214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:33.112300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:33.112355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:33.112389] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:33.116767] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=28.21%) [2025-10-16T00:29:33.117014] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-10-16T00:29:33.117134] [INFO ] [sig ] VTEX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:33.257456] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VTEX.txt [2025-10-16T00:29:33.257667] [INFO ] [sig ] [1695/1803] Completed VTEX in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 25.7s [2025-10-16T00:29:33.257727] [INFO ] [sig ] [1696/1803] Forecasting VTLE... [2025-10-16T00:29:33.257760] [INFO ] [sig ] Generating forecast for: VTLE [2025-10-16T00:29:33.257792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-10-16T00:29:33.266282] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTLE'. [2025-10-16T00:29:33.266534] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-10-16T00:29:33.290681] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:33.291323] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-10-16T00:29:33.291376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:33.291408] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:33.291434] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:33.291490] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:33.308699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:33.309215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:33.309291] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:33.309325] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:33.342458] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:33.342527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:33.342561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:33.342589] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:33.345522] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=90.24%) [2025-10-16T00:29:33.345818] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-10-16T00:29:33.345973] [INFO ] [sig ] VTLE: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:33.485221] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VTLE.txt [2025-10-16T00:29:33.485399] [INFO ] [sig ] [1696/1803] Completed VTLE in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 25.5s [2025-10-16T00:29:33.485439] [INFO ] [sig ] [1697/1803] Forecasting VTMX... [2025-10-16T00:29:33.485470] [INFO ] [sig ] Generating forecast for: VTMX [2025-10-16T00:29:33.485501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-10-16T00:29:33.493319] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTMX'. [2025-10-16T00:29:33.493567] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-10-16T00:29:33.517827] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:33.518471] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-10-16T00:29:33.518523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:33.518580] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:33.518631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:33.518728] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:33.535590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:33.536124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:33.536200] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:33.536234] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:33.570698] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:33.570781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:33.570817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:33.570845] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:33.573845] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=53.90%) [2025-10-16T00:29:33.574086] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-10-16T00:29:33.574204] [INFO ] [sig ] VTMX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:33.718466] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VTMX.txt [2025-10-16T00:29:33.718740] [INFO ] [sig ] [1697/1803] Completed VTMX in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 25.2s [2025-10-16T00:29:33.718808] [INFO ] [sig ] [1698/1803] Forecasting VTN... [2025-10-16T00:29:33.718863] [INFO ] [sig ] Generating forecast for: VTN [2025-10-16T00:29:33.718899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-10-16T00:29:33.727834] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTN'. [2025-10-16T00:29:33.728096] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-10-16T00:29:33.752425] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:33.753109] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-10-16T00:29:33.753163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:33.753196] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:33.753224] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:33.753280] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:33.770188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:33.770808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:33.770900] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:33.770936] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:33.802954] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:33.803025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:33.803060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:33.803088] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:33.805981] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=98.30%) [2025-10-16T00:29:33.806222] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-10-16T00:29:33.806343] [INFO ] [sig ] VTN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:33.945133] [INFO ] [LOCAL ] Saved forecast: VTN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VTN.txt [2025-10-16T00:29:33.945312] [INFO ] [sig ] [1698/1803] Completed VTN in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 25.0s [2025-10-16T00:29:33.945391] [INFO ] [sig ] [1699/1803] Forecasting VTOL... [2025-10-16T00:29:33.945430] [INFO ] [sig ] Generating forecast for: VTOL [2025-10-16T00:29:33.945463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-10-16T00:29:33.953375] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTOL'. [2025-10-16T00:29:33.953661] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-10-16T00:29:33.977814] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:33.978474] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-10-16T00:29:33.978528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:33.978591] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:33.978638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:33.978740] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:33.995701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:33.996209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:33.996285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:33.996317] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:34.028286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:34.028386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:34.028423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:34.028452] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:34.031603] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-10-16T00:29:34.031884] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-10-16T00:29:34.032021] [INFO ] [sig ] VTOL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:34.172073] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VTOL.txt [2025-10-16T00:29:34.172284] [INFO ] [sig ] [1699/1803] Completed VTOL in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 24.8s [2025-10-16T00:29:34.172333] [INFO ] [sig ] [1700/1803] Forecasting VTR... [2025-10-16T00:29:34.172365] [INFO ] [sig ] Generating forecast for: VTR [2025-10-16T00:29:34.172395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'. [2025-10-16T00:29:34.180268] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTR'. [2025-10-16T00:29:34.180516] [INFO ] [FORECASTER] Starting predict_future for VTR [2025-10-16T00:29:34.204603] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:34.205308] [DEBUG] [LOCAL ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt [2025-10-16T00:29:34.205374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:34.205408] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:34.205436] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:34.205491] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:34.222493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:34.223032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:34.223109] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:34.223144] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:34.259250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:34.259421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:34.259464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:34.259494] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:34.262981] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=7.69%) [2025-10-16T00:29:34.263254] [INFO ] [FORECASTER] Completed predict_future for VTR [2025-10-16T00:29:34.263395] [INFO ] [sig ] VTR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:34.405345] [INFO ] [LOCAL ] Saved forecast: VTR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VTR.txt [2025-10-16T00:29:34.405600] [INFO ] [sig ] [1700/1803] Completed VTR in 0.2s | 4.20 sym/s | Total: 6.7m | ETA: 24.5s [2025-10-16T00:29:34.405687] [INFO ] [sig ] [1701/1803] Forecasting VTS... [2025-10-16T00:29:34.405735] [INFO ] [sig ] Generating forecast for: VTS [2025-10-16T00:29:34.405771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-10-16T00:29:34.415705] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VTS'. [2025-10-16T00:29:34.416086] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-10-16T00:29:34.442521] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:34.443219] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-10-16T00:29:34.443275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:34.443309] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:34.443337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:34.443400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:34.460877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:34.461410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:34.461497] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:34.461531] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:34.497055] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:34.497230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:34.497273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:34.497303] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:34.500970] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=87.27%) [2025-10-16T00:29:34.501251] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-10-16T00:29:34.501385] [INFO ] [sig ] VTS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:34.642945] [INFO ] [LOCAL ] Saved forecast: VTS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VTS.txt [2025-10-16T00:29:34.643232] [INFO ] [sig ] [1701/1803] Completed VTS in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 24.3s [2025-10-16T00:29:34.643277] [INFO ] [sig ] [1702/1803] Forecasting VVR... [2025-10-16T00:29:34.643306] [INFO ] [sig ] Generating forecast for: VVR [2025-10-16T00:29:34.643346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'. [2025-10-16T00:29:34.652143] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VVR'. [2025-10-16T00:29:34.652454] [INFO ] [FORECASTER] Starting predict_future for VVR [2025-10-16T00:29:34.677129] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:34.678013] [DEBUG] [LOCAL ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt [2025-10-16T00:29:34.678071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:34.678106] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:34.678134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:34.678194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:34.695810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:34.696550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:34.696634] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:34.696709] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:34.732527] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:34.732725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:34.732782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:34.732814] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:34.736832] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: UP (p=84.71%) [2025-10-16T00:29:34.737115] [INFO ] [FORECASTER] Completed predict_future for VVR [2025-10-16T00:29:34.737253] [INFO ] [sig ] VVR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:34.884594] [INFO ] [LOCAL ] Saved forecast: VVR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VVR.txt [2025-10-16T00:29:34.884914] [INFO ] [sig ] [1702/1803] Completed VVR in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 24.0s [2025-10-16T00:29:34.884966] [INFO ] [sig ] [1703/1803] Forecasting VVV... [2025-10-16T00:29:34.884998] [INFO ] [sig ] Generating forecast for: VVV [2025-10-16T00:29:34.885031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'. [2025-10-16T00:29:34.894017] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VVV'. [2025-10-16T00:29:34.894340] [INFO ] [FORECASTER] Starting predict_future for VVV [2025-10-16T00:29:34.921910] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:34.922780] [DEBUG] [LOCAL ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt [2025-10-16T00:29:34.922837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:34.922871] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:34.922898] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:34.922956] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:34.941718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:34.942318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:34.942406] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:34.942440] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:34.981360] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:34.981485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:34.981525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:34.981556] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:34.984973] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: DOWN (p=9.85%) [2025-10-16T00:29:34.985258] [INFO ] [FORECASTER] Completed predict_future for VVV [2025-10-16T00:29:34.985391] [INFO ] [sig ] VVV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:35.127879] [INFO ] [LOCAL ] Saved forecast: VVV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VVV.txt [2025-10-16T00:29:35.128096] [INFO ] [sig ] [1703/1803] Completed VVV in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 23.8s [2025-10-16T00:29:35.128137] [INFO ] [sig ] [1704/1803] Forecasting VVX... [2025-10-16T00:29:35.128166] [INFO ] [sig ] Generating forecast for: VVX [2025-10-16T00:29:35.128197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-10-16T00:29:35.136291] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VVX'. [2025-10-16T00:29:35.136534] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-10-16T00:29:35.160797] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:35.161428] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-10-16T00:29:35.161481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:35.161514] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:35.161541] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:35.161597] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:35.178701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:35.179213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:35.179290] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:35.179323] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:35.211708] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:35.211779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:35.211814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:35.211842] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:35.214719] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=60.26%) [2025-10-16T00:29:35.214964] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-10-16T00:29:35.215086] [INFO ] [sig ] VVX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:35.352932] [INFO ] [LOCAL ] Saved forecast: VVX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VVX.txt [2025-10-16T00:29:35.353131] [INFO ] [sig ] [1704/1803] Completed VVX in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 23.6s [2025-10-16T00:29:35.353172] [INFO ] [sig ] [1705/1803] Forecasting VYX... [2025-10-16T00:29:35.353201] [INFO ] [sig ] Generating forecast for: VYX [2025-10-16T00:29:35.353232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-10-16T00:29:35.361455] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VYX'. [2025-10-16T00:29:35.361733] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-10-16T00:29:35.386089] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:35.386773] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-10-16T00:29:35.386828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:35.386860] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:35.386888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:35.386991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:35.403983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:35.404487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:35.404564] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:35.404609] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:35.452112] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:35.452283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:35.452326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:35.452356] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:35.455837] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=14.94%) [2025-10-16T00:29:35.456105] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-10-16T00:29:35.456237] [INFO ] [sig ] VYX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:35.595794] [INFO ] [LOCAL ] Saved forecast: VYX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/VYX.txt [2025-10-16T00:29:35.596061] [INFO ] [sig ] [1705/1803] Completed VYX in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 23.3s [2025-10-16T00:29:35.596103] [INFO ] [sig ] [1706/1803] Forecasting VZ... [2025-10-16T00:29:35.596132] [INFO ] [sig ] Generating forecast for: VZ [2025-10-16T00:29:35.596163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-10-16T00:29:35.604799] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'VZ'. [2025-10-16T00:29:35.605074] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-10-16T00:29:35.629350] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:35.630032] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-10-16T00:29:35.630086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:35.630118] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:35.630146] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:35.630203] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:35.647019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:35.647554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:35.647632] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:35.647701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:35.682667] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:35.682745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:35.682782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:35.682810] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:35.685766] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=99.38%) [2025-10-16T00:29:35.686015] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-10-16T00:29:35.686141] [INFO ] [sig ] VZ: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:35.824020] [INFO ] [LOCAL ] Saved forecast: VZ 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/VZ.txt [2025-10-16T00:29:35.824235] [INFO ] [sig ] [1706/1803] Completed VZ in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 23.1s [2025-10-16T00:29:35.824276] [INFO ] [sig ] [1707/1803] Forecasting W... [2025-10-16T00:29:35.824307] [INFO ] [sig ] Generating forecast for: W [2025-10-16T00:29:35.824338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'. [2025-10-16T00:29:35.832522] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'W'. [2025-10-16T00:29:35.832838] [INFO ] [FORECASTER] Starting predict_future for W [2025-10-16T00:29:35.857043] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:35.857761] [DEBUG] [LOCAL ] No optimal features file found for W: ./output/feature-sets/W.txt [2025-10-16T00:29:35.857816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:35.857865] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:35.857894] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:35.857951] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:35.874713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:35.875391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:35.875496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:35.875535] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:35.912293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:35.912407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:35.912444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:35.912473] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:35.915616] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: UP (p=78.36%) [2025-10-16T00:29:35.915909] [INFO ] [FORECASTER] Completed predict_future for W [2025-10-16T00:29:35.916041] [INFO ] [sig ] W: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:36.054195] [INFO ] [LOCAL ] Saved forecast: W 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/W.txt [2025-10-16T00:29:36.054408] [INFO ] [sig ] [1707/1803] Completed W in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 22.9s [2025-10-16T00:29:36.054447] [INFO ] [sig ] [1708/1803] Forecasting WAB... [2025-10-16T00:29:36.054477] [INFO ] [sig ] Generating forecast for: WAB [2025-10-16T00:29:36.054509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-10-16T00:29:36.063102] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WAB'. [2025-10-16T00:29:36.063371] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-10-16T00:29:36.088150] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:36.088985] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-10-16T00:29:36.089040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:36.089073] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:36.089101] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:36.089158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:36.105831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:36.106350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:36.106428] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:36.106461] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:36.141517] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:36.141622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:36.141727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:36.141765] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:36.146807] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=51.99%) [2025-10-16T00:29:36.147069] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-10-16T00:29:36.147199] [INFO ] [sig ] WAB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:36.284625] [INFO ] [LOCAL ] Saved forecast: WAB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WAB.txt [2025-10-16T00:29:36.284865] [INFO ] [sig ] [1708/1803] Completed WAB in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 22.6s [2025-10-16T00:29:36.284908] [INFO ] [sig ] [1709/1803] Forecasting WAL... [2025-10-16T00:29:36.284939] [INFO ] [sig ] Generating forecast for: WAL [2025-10-16T00:29:36.284971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-10-16T00:29:36.293211] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WAL'. [2025-10-16T00:29:36.293471] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-10-16T00:29:36.317412] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:36.318103] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-10-16T00:29:36.318156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:36.318190] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:36.318220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:36.318276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:36.335139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:36.335688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:36.335769] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:36.335802] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:36.370680] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:36.370812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:36.370850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:36.370879] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:36.374012] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=91.39%) [2025-10-16T00:29:36.374277] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-10-16T00:29:36.374402] [INFO ] [sig ] WAL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:36.522188] [INFO ] [LOCAL ] Saved forecast: WAL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WAL.txt [2025-10-16T00:29:36.522405] [INFO ] [sig ] [1709/1803] Completed WAL in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 22.4s [2025-10-16T00:29:36.522446] [INFO ] [sig ] [1710/1803] Forecasting WAT... [2025-10-16T00:29:36.522477] [INFO ] [sig ] Generating forecast for: WAT [2025-10-16T00:29:36.522508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'. [2025-10-16T00:29:36.531505] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WAT'. [2025-10-16T00:29:36.531852] [INFO ] [FORECASTER] Starting predict_future for WAT [2025-10-16T00:29:36.557265] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:36.558013] [DEBUG] [LOCAL ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt [2025-10-16T00:29:36.558069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:36.558103] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:36.558130] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:36.558187] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:36.578513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:36.579428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:36.579515] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:36.579550] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:36.623081] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:36.623260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:36.623304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:36.623337] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:36.627384] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=40.38%) [2025-10-16T00:29:36.627702] [INFO ] [FORECASTER] Completed predict_future for WAT [2025-10-16T00:29:36.627853] [INFO ] [sig ] WAT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:36.772062] [INFO ] [LOCAL ] Saved forecast: WAT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WAT.txt [2025-10-16T00:29:36.772259] [INFO ] [sig ] [1710/1803] Completed WAT in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 22.1s [2025-10-16T00:29:36.772302] [INFO ] [sig ] [1711/1803] Forecasting WBS... [2025-10-16T00:29:36.772335] [INFO ] [sig ] Generating forecast for: WBS [2025-10-16T00:29:36.772369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-10-16T00:29:36.780413] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WBS'. [2025-10-16T00:29:36.780696] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-10-16T00:29:36.805743] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:36.806487] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-10-16T00:29:36.806543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:36.806578] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:36.806609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:36.806689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:36.824458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:36.825057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:36.825138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:36.825173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:36.861266] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:36.861343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:36.861380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:36.861409] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:36.864493] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=91.79%) [2025-10-16T00:29:36.864790] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-10-16T00:29:36.864919] [INFO ] [sig ] WBS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:37.006817] [INFO ] [LOCAL ] Saved forecast: WBS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WBS.txt [2025-10-16T00:29:37.007094] [INFO ] [sig ] [1711/1803] Completed WBS in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 21.9s [2025-10-16T00:29:37.007141] [INFO ] [sig ] [1712/1803] Forecasting WBX... [2025-10-16T00:29:37.007173] [INFO ] [sig ] Generating forecast for: WBX [2025-10-16T00:29:37.007205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-10-16T00:29:37.016035] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WBX'. [2025-10-16T00:29:37.016400] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-10-16T00:29:37.042015] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:37.042838] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-10-16T00:29:37.042896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:37.042933] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:37.042962] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:37.043020] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:37.060509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:37.061315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:37.061405] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:37.061440] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:37.096700] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:37.096806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:37.096845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:37.096876] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:37.100117] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=19.81%) [2025-10-16T00:29:37.100375] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-10-16T00:29:37.100502] [INFO ] [sig ] WBX: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:37.243204] [INFO ] [LOCAL ] Saved forecast: WBX 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WBX.txt [2025-10-16T00:29:37.243416] [INFO ] [sig ] [1712/1803] Completed WBX in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 21.7s [2025-10-16T00:29:37.243456] [INFO ] [sig ] [1713/1803] Forecasting WCC... [2025-10-16T00:29:37.243485] [INFO ] [sig ] Generating forecast for: WCC [2025-10-16T00:29:37.243514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-10-16T00:29:37.251570] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WCC'. [2025-10-16T00:29:37.251860] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-10-16T00:29:37.276382] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:37.277147] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-10-16T00:29:37.277202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:37.277239] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:37.277270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:37.277327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:37.295016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:37.295593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:37.295702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:37.295753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:37.331410] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:37.331575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:37.331618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:37.331678] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:37.335165] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=74.84%) [2025-10-16T00:29:37.335436] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-10-16T00:29:37.335567] [INFO ] [sig ] WCC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:37.477043] [INFO ] [LOCAL ] Saved forecast: WCC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WCC.txt [2025-10-16T00:29:37.477281] [INFO ] [sig ] [1713/1803] Completed WCC in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 21.4s [2025-10-16T00:29:37.477326] [INFO ] [sig ] [1714/1803] Forecasting WCN... [2025-10-16T00:29:37.477356] [INFO ] [sig ] Generating forecast for: WCN [2025-10-16T00:29:37.477387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'. [2025-10-16T00:29:37.486222] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WCN'. [2025-10-16T00:29:37.486527] [INFO ] [FORECASTER] Starting predict_future for WCN [2025-10-16T00:29:37.511012] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:37.511759] [DEBUG] [LOCAL ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt [2025-10-16T00:29:37.511814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:37.511866] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:37.511897] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:37.511954] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:37.528852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:37.529486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:37.529566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:37.529599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:37.560627] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:37.560748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:37.560788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:37.560818] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:37.563884] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: UP (p=90.25%) [2025-10-16T00:29:37.564140] [INFO ] [FORECASTER] Completed predict_future for WCN [2025-10-16T00:29:37.564257] [INFO ] [sig ] WCN: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:37.705267] [INFO ] [LOCAL ] Saved forecast: WCN 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WCN.txt [2025-10-16T00:29:37.705524] [INFO ] [sig ] [1714/1803] Completed WCN in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 21.2s [2025-10-16T00:29:37.705566] [INFO ] [sig ] [1715/1803] Forecasting WD... [2025-10-16T00:29:37.705597] [INFO ] [sig ] Generating forecast for: WD [2025-10-16T00:29:37.705628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-10-16T00:29:37.714251] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WD'. [2025-10-16T00:29:37.714557] [INFO ] [FORECASTER] Starting predict_future for WD [2025-10-16T00:29:37.739232] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:37.739970] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-10-16T00:29:37.740024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:37.740058] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:37.740086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:37.740145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:37.756966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:37.757482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:37.757561] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:37.757594] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:37.793780] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:37.793884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:37.793921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:37.793950] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:37.797062] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-10-16T00:29:37.797331] [INFO ] [FORECASTER] Completed predict_future for WD [2025-10-16T00:29:37.797463] [INFO ] [sig ] WD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:37.939344] [INFO ] [LOCAL ] Saved forecast: WD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WD.txt [2025-10-16T00:29:37.939622] [INFO ] [sig ] [1715/1803] Completed WD in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 21.0s [2025-10-16T00:29:37.939705] [INFO ] [sig ] [1716/1803] Forecasting WDH... [2025-10-16T00:29:37.939747] [INFO ] [sig ] Generating forecast for: WDH [2025-10-16T00:29:37.939780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-10-16T00:29:37.948340] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WDH'. [2025-10-16T00:29:37.948635] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-10-16T00:29:37.973173] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:37.973882] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-10-16T00:29:37.973936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:37.973970] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:37.973999] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:37.974055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:37.990804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:37.991312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:37.991402] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:37.991455] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:38.027972] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:38.028088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:38.028127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:38.028156] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:38.031394] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-10-16T00:29:38.031679] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-10-16T00:29:38.031821] [INFO ] [sig ] WDH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:38.170844] [INFO ] [LOCAL ] Saved forecast: WDH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WDH.txt [2025-10-16T00:29:38.171062] [INFO ] [sig ] [1716/1803] Completed WDH in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 20.7s [2025-10-16T00:29:38.171104] [INFO ] [sig ] [1717/1803] Forecasting WDI... [2025-10-16T00:29:38.171135] [INFO ] [sig ] Generating forecast for: WDI [2025-10-16T00:29:38.171166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-10-16T00:29:38.179690] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WDI'. [2025-10-16T00:29:38.179959] [INFO ] [FORECASTER] Starting predict_future for WDI [2025-10-16T00:29:38.204399] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:38.205105] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-10-16T00:29:38.205159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:38.205193] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:38.205221] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:38.205279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:38.222421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:38.223047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:38.223125] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:38.223163] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:38.258386] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:38.258475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:38.258511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:38.258539] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:38.261691] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=92.36%) [2025-10-16T00:29:38.261945] [INFO ] [FORECASTER] Completed predict_future for WDI [2025-10-16T00:29:38.262070] [INFO ] [sig ] WDI: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:38.401760] [INFO ] [LOCAL ] Saved forecast: WDI 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WDI.txt [2025-10-16T00:29:38.401985] [INFO ] [sig ] [1717/1803] Completed WDI in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 20.5s [2025-10-16T00:29:38.402027] [INFO ] [sig ] [1718/1803] Forecasting WDS... [2025-10-16T00:29:38.402057] [INFO ] [sig ] Generating forecast for: WDS [2025-10-16T00:29:38.402088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-10-16T00:29:38.410603] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WDS'. [2025-10-16T00:29:38.410966] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-10-16T00:29:38.435961] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:38.436764] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-10-16T00:29:38.436821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:38.436855] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:38.436936] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:38.437004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:38.454785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:38.455487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:38.455571] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:38.455606] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:38.493980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:38.494146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:38.494188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:38.494218] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:38.497687] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=79.30%) [2025-10-16T00:29:38.497966] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-10-16T00:29:38.498096] [INFO ] [sig ] WDS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:38.638974] [INFO ] [LOCAL ] Saved forecast: WDS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WDS.txt [2025-10-16T00:29:38.639193] [INFO ] [sig ] [1718/1803] Completed WDS in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 20.2s [2025-10-16T00:29:38.639235] [INFO ] [sig ] [1719/1803] Forecasting WEA... [2025-10-16T00:29:38.639266] [INFO ] [sig ] Generating forecast for: WEA [2025-10-16T00:29:38.639302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-10-16T00:29:38.647405] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WEA'. [2025-10-16T00:29:38.647690] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-10-16T00:29:38.671876] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:38.672548] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-10-16T00:29:38.672601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:38.672634] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:38.672701] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:38.672768] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:38.689532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:38.690086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:38.690163] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:38.690195] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:38.722863] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:38.723002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:38.723042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:38.723072] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:38.726277] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=56.26%) [2025-10-16T00:29:38.726538] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-10-16T00:29:38.726690] [INFO ] [sig ] WEA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:38.864578] [INFO ] [LOCAL ] Saved forecast: WEA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WEA.txt [2025-10-16T00:29:38.864806] [INFO ] [sig ] [1719/1803] Completed WEA in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 20.0s [2025-10-16T00:29:38.864877] [INFO ] [sig ] [1720/1803] Forecasting WEAV... [2025-10-16T00:29:38.864911] [INFO ] [sig ] Generating forecast for: WEAV [2025-10-16T00:29:38.864942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'. [2025-10-16T00:29:38.873129] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WEAV'. [2025-10-16T00:29:38.873386] [INFO ] [FORECASTER] Starting predict_future for WEAV [2025-10-16T00:29:38.897567] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:38.898257] [DEBUG] [LOCAL ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt [2025-10-16T00:29:38.898316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:38.898349] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:38.898377] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:38.898433] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:38.915171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:38.915706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:38.915788] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:38.915821] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:38.951514] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:38.951609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:38.951668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:38.951721] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:38.954791] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: DOWN (p=38.91%) [2025-10-16T00:29:38.955045] [INFO ] [FORECASTER] Completed predict_future for WEAV [2025-10-16T00:29:38.955169] [INFO ] [sig ] WEAV: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:39.092998] [INFO ] [LOCAL ] Saved forecast: WEAV 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WEAV.txt [2025-10-16T00:29:39.093180] [INFO ] [sig ] [1720/1803] Completed WEAV in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 19.8s [2025-10-16T00:29:39.093220] [INFO ] [sig ] [1721/1803] Forecasting WEC... [2025-10-16T00:29:39.093251] [INFO ] [sig ] Generating forecast for: WEC [2025-10-16T00:29:39.093282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-10-16T00:29:39.101940] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WEC'. [2025-10-16T00:29:39.102207] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-10-16T00:29:39.126391] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:39.127078] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-10-16T00:29:39.127132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:39.127178] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:39.127208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:39.127264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:39.144251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:39.144843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:39.144922] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:39.144956] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:39.178799] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:39.179232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:39.179272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:39.179301] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:39.182597] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=83.15%) [2025-10-16T00:29:39.182876] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-10-16T00:29:39.183001] [INFO ] [sig ] WEC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:39.322313] [INFO ] [LOCAL ] Saved forecast: WEC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WEC.txt [2025-10-16T00:29:39.322542] [INFO ] [sig ] [1721/1803] Completed WEC in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 19.5s [2025-10-16T00:29:39.322583] [INFO ] [sig ] [1722/1803] Forecasting WELL... [2025-10-16T00:29:39.322614] [INFO ] [sig ] Generating forecast for: WELL [2025-10-16T00:29:39.322668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'. [2025-10-16T00:29:39.331282] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WELL'. [2025-10-16T00:29:39.331546] [INFO ] [FORECASTER] Starting predict_future for WELL [2025-10-16T00:29:39.355880] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:39.356515] [DEBUG] [LOCAL ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt [2025-10-16T00:29:39.356567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:39.356601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:39.356628] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:39.356720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:39.373749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:39.374258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:39.374339] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:39.374373] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:39.408619] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:39.408719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:39.408761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:39.408791] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:39.411747] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=20.51%) [2025-10-16T00:29:39.411993] [INFO ] [FORECASTER] Completed predict_future for WELL [2025-10-16T00:29:39.412118] [INFO ] [sig ] WELL: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:39.555963] [INFO ] [LOCAL ] Saved forecast: WELL 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WELL.txt [2025-10-16T00:29:39.556188] [INFO ] [sig ] [1722/1803] Completed WELL in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 19.3s [2025-10-16T00:29:39.556248] [INFO ] [sig ] [1723/1803] Forecasting WES... [2025-10-16T00:29:39.556281] [INFO ] [sig ] Generating forecast for: WES [2025-10-16T00:29:39.556312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-10-16T00:29:39.564926] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WES'. [2025-10-16T00:29:39.565192] [INFO ] [FORECASTER] Starting predict_future for WES [2025-10-16T00:29:39.589810] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:39.590454] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-10-16T00:29:39.590508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:39.590540] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:39.590567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:39.590623] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:39.607326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:39.607902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:39.607980] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:39.608014] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:39.639220] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:39.639300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:39.639341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:39.639369] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:39.642352] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=98.57%) [2025-10-16T00:29:39.642595] [INFO ] [FORECASTER] Completed predict_future for WES [2025-10-16T00:29:39.642752] [INFO ] [sig ] WES: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:39.781175] [INFO ] [LOCAL ] Saved forecast: WES 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WES.txt [2025-10-16T00:29:39.781371] [INFO ] [sig ] [1723/1803] Completed WES in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 19.0s [2025-10-16T00:29:39.781411] [INFO ] [sig ] [1724/1803] Forecasting WEX... [2025-10-16T00:29:39.781442] [INFO ] [sig ] Generating forecast for: WEX [2025-10-16T00:29:39.781474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-10-16T00:29:39.789673] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WEX'. [2025-10-16T00:29:39.789917] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-10-16T00:29:39.813947] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:39.814612] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-10-16T00:29:39.814691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:39.814736] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:39.814765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:39.814826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:39.831557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:39.832095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:39.832173] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:39.832206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:39.866456] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:39.866532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:39.866567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:39.866596] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:39.869669] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=91.74%) [2025-10-16T00:29:39.869923] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-10-16T00:29:39.870043] [INFO ] [sig ] WEX: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:40.008212] [INFO ] [LOCAL ] Saved forecast: WEX 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WEX.txt [2025-10-16T00:29:40.008407] [INFO ] [sig ] [1724/1803] Completed WEX in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 18.8s [2025-10-16T00:29:40.008449] [INFO ] [sig ] [1725/1803] Forecasting WF... [2025-10-16T00:29:40.008479] [INFO ] [sig ] Generating forecast for: WF [2025-10-16T00:29:40.008511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-10-16T00:29:40.016588] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WF'. [2025-10-16T00:29:40.016864] [INFO ] [FORECASTER] Starting predict_future for WF [2025-10-16T00:29:40.041091] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:40.041775] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-10-16T00:29:40.041829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:40.041862] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:40.041890] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:40.041945] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:40.058957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:40.059467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:40.059544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:40.059578] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:40.093992] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:40.094068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:40.094103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:40.094132] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:40.097084] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=62.67%) [2025-10-16T00:29:40.097333] [INFO ] [FORECASTER] Completed predict_future for WF [2025-10-16T00:29:40.097454] [INFO ] [sig ] WF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:40.236898] [INFO ] [LOCAL ] Saved forecast: WF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WF.txt [2025-10-16T00:29:40.237104] [INFO ] [sig ] [1725/1803] Completed WF in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 18.6s [2025-10-16T00:29:40.237145] [INFO ] [sig ] [1726/1803] Forecasting WFC... [2025-10-16T00:29:40.237176] [INFO ] [sig ] Generating forecast for: WFC [2025-10-16T00:29:40.237207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-10-16T00:29:40.245166] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WFC'. [2025-10-16T00:29:40.245414] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-10-16T00:29:40.269592] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:40.270268] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-10-16T00:29:40.270322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:40.270355] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:40.270382] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:40.270437] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:40.287240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:40.287789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:40.287866] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:40.287899] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:40.322133] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:40.322244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:40.322297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:40.322327] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:40.325283] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=5.47%) [2025-10-16T00:29:40.325543] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-10-16T00:29:40.325692] [INFO ] [sig ] WFC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:40.465009] [INFO ] [LOCAL ] Saved forecast: WFC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WFC.txt [2025-10-16T00:29:40.465202] [INFO ] [sig ] [1726/1803] Completed WFC in 0.2s | 4.20 sym/s | Total: 6.8m | ETA: 18.3s [2025-10-16T00:29:40.465242] [INFO ] [sig ] [1727/1803] Forecasting WFG... [2025-10-16T00:29:40.465272] [INFO ] [sig ] Generating forecast for: WFG [2025-10-16T00:29:40.465302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-10-16T00:29:40.473340] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WFG'. [2025-10-16T00:29:40.473594] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-10-16T00:29:40.497622] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:40.498293] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-10-16T00:29:40.498346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:40.498379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:40.498407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:40.498463] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:40.515230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:40.515776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:40.515852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:40.515886] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:40.548944] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:40.549014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:40.549049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:40.549078] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:40.552019] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=87.71%) [2025-10-16T00:29:40.552260] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-10-16T00:29:40.552386] [INFO ] [sig ] WFG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:40.691036] [INFO ] [LOCAL ] Saved forecast: WFG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WFG.txt [2025-10-16T00:29:40.691236] [INFO ] [sig ] [1727/1803] Completed WFG in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 18.1s [2025-10-16T00:29:40.691276] [INFO ] [sig ] [1728/1803] Forecasting WGO... [2025-10-16T00:29:40.691307] [INFO ] [sig ] Generating forecast for: WGO [2025-10-16T00:29:40.691338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-10-16T00:29:40.699286] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WGO'. [2025-10-16T00:29:40.699532] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-10-16T00:29:40.723732] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:40.724386] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-10-16T00:29:40.724439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:40.724472] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:40.724512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:40.724571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:40.741514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:40.742068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:40.742147] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:40.742180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:40.776699] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:40.776780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:40.776815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:40.776843] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:40.779829] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=80.84%) [2025-10-16T00:29:40.780075] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-10-16T00:29:40.780202] [INFO ] [sig ] WGO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:40.918225] [INFO ] [LOCAL ] Saved forecast: WGO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WGO.txt [2025-10-16T00:29:40.918423] [INFO ] [sig ] [1728/1803] Completed WGO in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 17.9s [2025-10-16T00:29:40.918462] [INFO ] [sig ] [1729/1803] Forecasting WH... [2025-10-16T00:29:40.918493] [INFO ] [sig ] Generating forecast for: WH [2025-10-16T00:29:40.918524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-10-16T00:29:40.930860] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WH'. [2025-10-16T00:29:40.931120] [INFO ] [FORECASTER] Starting predict_future for WH [2025-10-16T00:29:40.955401] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:40.956115] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-10-16T00:29:40.956172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:40.956207] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:40.956234] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:40.956294] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:40.973135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:40.973659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:40.973742] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:40.973776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:41.008174] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:41.008245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:41.008280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:41.008308] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:41.011241] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=82.60%) [2025-10-16T00:29:41.011489] [INFO ] [FORECASTER] Completed predict_future for WH [2025-10-16T00:29:41.011613] [INFO ] [sig ] WH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:41.149899] [INFO ] [LOCAL ] Saved forecast: WH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WH.txt [2025-10-16T00:29:41.150160] [INFO ] [sig ] [1729/1803] Completed WH in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 17.6s [2025-10-16T00:29:41.150205] [INFO ] [sig ] [1730/1803] Forecasting WHD... [2025-10-16T00:29:41.150237] [INFO ] [sig ] Generating forecast for: WHD [2025-10-16T00:29:41.150268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-10-16T00:29:41.158549] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WHD'. [2025-10-16T00:29:41.158929] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-10-16T00:29:41.183523] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:41.184295] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-10-16T00:29:41.184354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:41.184388] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:41.184417] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:41.184474] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:41.201604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:41.202162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:41.202239] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:41.202273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:41.236530] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:41.236608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:41.236664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:41.236719] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:41.239771] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=4.67%) [2025-10-16T00:29:41.240022] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-10-16T00:29:41.240146] [INFO ] [sig ] WHD: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:41.379789] [INFO ] [LOCAL ] Saved forecast: WHD 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WHD.txt [2025-10-16T00:29:41.379974] [INFO ] [sig ] [1730/1803] Completed WHD in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 17.4s [2025-10-16T00:29:41.380015] [INFO ] [sig ] [1731/1803] Forecasting WHG... [2025-10-16T00:29:41.380046] [INFO ] [sig ] Generating forecast for: WHG [2025-10-16T00:29:41.380077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-10-16T00:29:41.388116] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'WHG'. [2025-10-16T00:29:41.388366] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-10-16T00:29:41.412936] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:41.413587] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-10-16T00:29:41.413662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:41.413746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:41.413784] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:41.413841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:41.431156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:41.431729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:41.431818] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:41.431854] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:41.466442] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:41.466549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:41.466584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:41.466611] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:41.469611] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=78.20%) [2025-10-16T00:29:41.469892] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-10-16T00:29:41.470020] [INFO ] [sig ] WHG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:41.667796] [INFO ] [LOCAL ] Saved forecast: WHG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WHG.txt [2025-10-16T00:29:41.668010] [INFO ] [sig ] [1731/1803] Completed WHG in 0.3s | 4.20 sym/s | Total: 6.9m | ETA: 17.1s [2025-10-16T00:29:41.668053] [INFO ] [sig ] [1732/1803] Forecasting WHR... [2025-10-16T00:29:41.668084] [INFO ] [sig ] Generating forecast for: WHR [2025-10-16T00:29:41.668115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'. [2025-10-16T00:29:41.676325] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WHR'. [2025-10-16T00:29:41.676576] [INFO ] [FORECASTER] Starting predict_future for WHR [2025-10-16T00:29:41.700846] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:41.701490] [DEBUG] [LOCAL ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt [2025-10-16T00:29:41.701543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:41.701576] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:41.701605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:41.701684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:41.719313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:41.719901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:41.719981] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:41.720017] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:41.756423] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:41.756508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:41.756542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:41.756571] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:41.759590] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: DOWN (p=44.63%) [2025-10-16T00:29:41.759883] [INFO ] [FORECASTER] Completed predict_future for WHR [2025-10-16T00:29:41.760033] [INFO ] [sig ] WHR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:41.900587] [INFO ] [LOCAL ] Saved forecast: WHR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WHR.txt [2025-10-16T00:29:41.900782] [INFO ] [sig ] [1732/1803] Completed WHR in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 16.9s [2025-10-16T00:29:41.900840] [INFO ] [sig ] [1733/1803] Forecasting WIA... [2025-10-16T00:29:41.900873] [INFO ] [sig ] Generating forecast for: WIA [2025-10-16T00:29:41.900903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-10-16T00:29:41.909179] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WIA'. [2025-10-16T00:29:41.909427] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-10-16T00:29:41.933847] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:41.934510] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-10-16T00:29:41.934564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:41.934598] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:41.934626] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:41.934720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:41.951807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:41.952312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:41.952388] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:41.952422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:41.986093] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:41.986196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:41.986231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:41.986279] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:41.989272] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=23.83%) [2025-10-16T00:29:41.989525] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-10-16T00:29:41.989671] [INFO ] [sig ] WIA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:42.128863] [INFO ] [LOCAL ] Saved forecast: WIA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WIA.txt [2025-10-16T00:29:42.129041] [INFO ] [sig ] [1733/1803] Completed WIA in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 16.7s [2025-10-16T00:29:42.129085] [INFO ] [sig ] [1734/1803] Forecasting WINN... [2025-10-16T00:29:42.129118] [INFO ] [sig ] Generating forecast for: WINN [2025-10-16T00:29:42.129150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-10-16T00:29:42.138612] [DEBUG] [REMOTE ] Successfully parsed 1793 rows of historical data for symbol 'WINN'. [2025-10-16T00:29:42.139053] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-10-16T00:29:42.165578] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:42.166362] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-10-16T00:29:42.166419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:42.166454] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:42.166483] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:42.166543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:42.184863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:42.185411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:42.185491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:42.185526] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:42.218441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:42.218520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:42.218576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:42.218630] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:42.221775] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=48.25%) [2025-10-16T00:29:42.222030] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-10-16T00:29:42.222158] [INFO ] [sig ] WINN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:42.361976] [INFO ] [LOCAL ] Saved forecast: WINN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WINN.txt [2025-10-16T00:29:42.362169] [INFO ] [sig ] [1734/1803] Completed WINN in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 16.4s [2025-10-16T00:29:42.362210] [INFO ] [sig ] [1735/1803] Forecasting WIT... [2025-10-16T00:29:42.362240] [INFO ] [sig ] Generating forecast for: WIT [2025-10-16T00:29:42.362271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'. [2025-10-16T00:29:42.371151] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WIT'. [2025-10-16T00:29:42.371405] [INFO ] [FORECASTER] Starting predict_future for WIT [2025-10-16T00:29:42.395690] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:42.396347] [DEBUG] [LOCAL ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt [2025-10-16T00:29:42.396405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:42.396438] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:42.396466] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:42.396536] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:42.413532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:42.414097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:42.414174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:42.414207] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:42.448856] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:42.448950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:42.448996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:42.449049] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:42.452208] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: UP (p=54.81%) [2025-10-16T00:29:42.452484] [INFO ] [FORECASTER] Completed predict_future for WIT [2025-10-16T00:29:42.452608] [INFO ] [sig ] WIT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:42.592158] [INFO ] [LOCAL ] Saved forecast: WIT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WIT.txt [2025-10-16T00:29:42.592327] [INFO ] [sig ] [1735/1803] Completed WIT in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 16.2s [2025-10-16T00:29:42.592368] [INFO ] [sig ] [1736/1803] Forecasting WIW... [2025-10-16T00:29:42.592398] [INFO ] [sig ] Generating forecast for: WIW [2025-10-16T00:29:42.592429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'. [2025-10-16T00:29:42.600482] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WIW'. [2025-10-16T00:29:42.600757] [INFO ] [FORECASTER] Starting predict_future for WIW [2025-10-16T00:29:42.626351] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:42.627072] [DEBUG] [LOCAL ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt [2025-10-16T00:29:42.627128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:42.627162] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:42.627192] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:42.627251] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:42.645394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:42.645964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:42.646043] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:42.646078] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:42.677128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:42.677208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:42.677243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:42.677272] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:42.680247] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=16.40%) [2025-10-16T00:29:42.680496] [INFO ] [FORECASTER] Completed predict_future for WIW [2025-10-16T00:29:42.680614] [INFO ] [sig ] WIW: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:42.820127] [INFO ] [LOCAL ] Saved forecast: WIW 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WIW.txt [2025-10-16T00:29:42.820301] [INFO ] [sig ] [1736/1803] Completed WIW in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 15.9s [2025-10-16T00:29:42.820341] [INFO ] [sig ] [1737/1803] Forecasting WK... [2025-10-16T00:29:42.820370] [INFO ] [sig ] Generating forecast for: WK [2025-10-16T00:29:42.820401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-10-16T00:29:42.828350] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WK'. [2025-10-16T00:29:42.828685] [INFO ] [FORECASTER] Starting predict_future for WK [2025-10-16T00:29:42.853615] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:42.854303] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-10-16T00:29:42.854358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:42.854394] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:42.854422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:42.854479] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:42.872194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:42.872891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:42.872973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:42.873007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:42.903468] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:42.903543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:42.903582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:42.903611] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:42.906570] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-10-16T00:29:42.906843] [INFO ] [FORECASTER] Completed predict_future for WK [2025-10-16T00:29:42.906992] [INFO ] [sig ] WK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:43.047858] [INFO ] [LOCAL ] Saved forecast: WK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WK.txt [2025-10-16T00:29:43.048066] [INFO ] [sig ] [1737/1803] Completed WK in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 15.7s [2025-10-16T00:29:43.048110] [INFO ] [sig ] [1738/1803] Forecasting WKC... [2025-10-16T00:29:43.048143] [INFO ] [sig ] Generating forecast for: WKC [2025-10-16T00:29:43.048174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-10-16T00:29:43.056544] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WKC'. [2025-10-16T00:29:43.056825] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-10-16T00:29:43.082932] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:43.083766] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-10-16T00:29:43.083822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:43.083857] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:43.083887] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:43.083945] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:43.102368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:43.103020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:43.103102] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:43.103136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:43.136402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:43.136526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:43.136605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:43.136704] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:43.140717] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=96.47%) [2025-10-16T00:29:43.140982] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-10-16T00:29:43.141104] [INFO ] [sig ] WKC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:43.283867] [INFO ] [LOCAL ] Saved forecast: WKC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WKC.txt [2025-10-16T00:29:43.284055] [INFO ] [sig ] [1738/1803] Completed WKC in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 15.5s [2025-10-16T00:29:43.284102] [INFO ] [sig ] [1739/1803] Forecasting WLK... [2025-10-16T00:29:43.284134] [INFO ] [sig ] Generating forecast for: WLK [2025-10-16T00:29:43.284164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-10-16T00:29:43.292490] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WLK'. [2025-10-16T00:29:43.292761] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-10-16T00:29:43.318756] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:43.319460] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-10-16T00:29:43.319515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:43.319550] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:43.319580] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:43.319638] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:43.339233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:43.339822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:43.339902] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:43.339937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:43.371224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:43.371304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:43.371340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:43.371370] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:43.374736] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=33.95%) [2025-10-16T00:29:43.375031] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-10-16T00:29:43.375157] [INFO ] [sig ] WLK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:43.520737] [INFO ] [LOCAL ] Saved forecast: WLK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WLK.txt [2025-10-16T00:29:43.520920] [INFO ] [sig ] [1739/1803] Completed WLK in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 15.2s [2025-10-16T00:29:43.520962] [INFO ] [sig ] [1740/1803] Forecasting WLKP... [2025-10-16T00:29:43.520992] [INFO ] [sig ] Generating forecast for: WLKP [2025-10-16T00:29:43.521023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-10-16T00:29:43.529323] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WLKP'. [2025-10-16T00:29:43.529603] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-10-16T00:29:43.553868] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:43.554512] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-10-16T00:29:43.554565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:43.554597] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:43.554625] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:43.554715] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:43.571773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:43.572278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:43.572356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:43.572390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:43.602187] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:43.602266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:43.602301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:43.602345] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:43.605278] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=33.57%) [2025-10-16T00:29:43.605524] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-10-16T00:29:43.605662] [INFO ] [sig ] WLKP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:43.759493] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WLKP.txt [2025-10-16T00:29:43.759819] [INFO ] [sig ] [1740/1803] Completed WLKP in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 15.0s [2025-10-16T00:29:43.759898] [INFO ] [sig ] [1741/1803] Forecasting WLY... [2025-10-16T00:29:43.759951] [INFO ] [sig ] Generating forecast for: WLY [2025-10-16T00:29:43.760054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-10-16T00:29:43.769258] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WLY'. [2025-10-16T00:29:43.769698] [INFO ] [FORECASTER] Starting predict_future for WLY [2025-10-16T00:29:43.795353] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:43.796184] [DEBUG] [LOCAL ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt [2025-10-16T00:29:43.796242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:43.796277] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:43.796307] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:43.796365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:43.813848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:43.814465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:43.814547] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:43.814582] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:43.839694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:43.839830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:43.839871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:43.839902] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:43.843239] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: DOWN (p=44.54%) [2025-10-16T00:29:43.843506] [INFO ] [FORECASTER] Completed predict_future for WLY [2025-10-16T00:29:43.843629] [INFO ] [sig ] WLY: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:43.987031] [INFO ] [LOCAL ] Saved forecast: WLY 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WLY.txt [2025-10-16T00:29:43.987223] [INFO ] [sig ] [1741/1803] Completed WLY in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 14.8s [2025-10-16T00:29:43.987264] [INFO ] [sig ] [1742/1803] Forecasting WM... [2025-10-16T00:29:43.987294] [INFO ] [sig ] Generating forecast for: WM [2025-10-16T00:29:43.987325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'. [2025-10-16T00:29:43.995462] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WM'. [2025-10-16T00:29:43.995730] [INFO ] [FORECASTER] Starting predict_future for WM [2025-10-16T00:29:44.020277] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:44.020964] [DEBUG] [LOCAL ] No optimal features file found for WM: ./output/feature-sets/WM.txt [2025-10-16T00:29:44.021018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:44.021052] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:44.021080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:44.021136] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:44.038028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:44.038529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:44.038624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:44.038697] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:44.063277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:44.063362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:44.063399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:44.063429] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:44.066594] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=98.00%) [2025-10-16T00:29:44.066881] [INFO ] [FORECASTER] Completed predict_future for WM [2025-10-16T00:29:44.067006] [INFO ] [sig ] WM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:44.205249] [INFO ] [LOCAL ] Saved forecast: WM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WM.txt [2025-10-16T00:29:44.205426] [INFO ] [sig ] [1742/1803] Completed WM in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 14.5s [2025-10-16T00:29:44.205467] [INFO ] [sig ] [1743/1803] Forecasting WMB... [2025-10-16T00:29:44.205498] [INFO ] [sig ] Generating forecast for: WMB [2025-10-16T00:29:44.205528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'. [2025-10-16T00:29:44.213961] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WMB'. [2025-10-16T00:29:44.214222] [INFO ] [FORECASTER] Starting predict_future for WMB [2025-10-16T00:29:44.238119] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:44.238845] [DEBUG] [LOCAL ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt [2025-10-16T00:29:44.238898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:44.238931] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:44.238959] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:44.239014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:44.255571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:44.256135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:44.256214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:44.256248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:44.288091] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:44.288168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:44.288203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:44.288232] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:44.291214] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-10-16T00:29:44.291467] [INFO ] [FORECASTER] Completed predict_future for WMB [2025-10-16T00:29:44.291584] [INFO ] [sig ] WMB: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:44.429793] [INFO ] [LOCAL ] Saved forecast: WMB 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WMB.txt [2025-10-16T00:29:44.429969] [INFO ] [sig ] [1743/1803] Completed WMB in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 14.3s [2025-10-16T00:29:44.430010] [INFO ] [sig ] [1744/1803] Forecasting WMK... [2025-10-16T00:29:44.430040] [INFO ] [sig ] Generating forecast for: WMK [2025-10-16T00:29:44.430070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-10-16T00:29:44.438184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WMK'. [2025-10-16T00:29:44.438427] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-10-16T00:29:44.462453] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:44.463124] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-10-16T00:29:44.463208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:44.463248] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:44.463276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:44.463336] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:44.480347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:44.480907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:44.481008] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:44.481042] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:44.514706] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:44.514779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:44.514814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:44.514842] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:44.517740] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=79.68%) [2025-10-16T00:29:44.517982] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-10-16T00:29:44.518105] [INFO ] [sig ] WMK: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:44.657473] [INFO ] [LOCAL ] Saved forecast: WMK 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WMK.txt [2025-10-16T00:29:44.657684] [INFO ] [sig ] [1744/1803] Completed WMK in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 14.0s [2025-10-16T00:29:44.657743] [INFO ] [sig ] [1745/1803] Forecasting WMS... [2025-10-16T00:29:44.657776] [INFO ] [sig ] Generating forecast for: WMS [2025-10-16T00:29:44.657807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-10-16T00:29:44.665974] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WMS'. [2025-10-16T00:29:44.666224] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-10-16T00:29:44.690449] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:44.691161] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-10-16T00:29:44.691215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:44.691247] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:44.691275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:44.691330] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:44.707978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:44.708481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:44.708571] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:44.708626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:44.741999] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:44.742078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:44.742112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:44.742140] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:44.745180] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=51.07%) [2025-10-16T00:29:44.745425] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-10-16T00:29:44.745545] [INFO ] [sig ] WMS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:44.884998] [INFO ] [LOCAL ] Saved forecast: WMS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WMS.txt [2025-10-16T00:29:44.885184] [INFO ] [sig ] [1745/1803] Completed WMS in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 13.8s [2025-10-16T00:29:44.885230] [INFO ] [sig ] [1746/1803] Forecasting WMT... [2025-10-16T00:29:44.885263] [INFO ] [sig ] Generating forecast for: WMT [2025-10-16T00:29:44.885294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'. [2025-10-16T00:29:44.893368] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WMT'. [2025-10-16T00:29:44.893618] [INFO ] [FORECASTER] Starting predict_future for WMT [2025-10-16T00:29:44.917708] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:44.918371] [DEBUG] [LOCAL ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt [2025-10-16T00:29:44.918428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:44.918461] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:44.918488] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:44.918543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:44.935264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:44.935812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:44.935891] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:44.935924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:44.969550] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:44.969623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:44.969690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:44.969733] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:44.972624] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: DOWN (p=14.23%) [2025-10-16T00:29:44.972895] [INFO ] [FORECASTER] Completed predict_future for WMT [2025-10-16T00:29:44.973023] [INFO ] [sig ] WMT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:45.112138] [INFO ] [LOCAL ] Saved forecast: WMT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WMT.txt [2025-10-16T00:29:45.112319] [INFO ] [sig ] [1746/1803] Completed WMT in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 13.6s [2025-10-16T00:29:45.112359] [INFO ] [sig ] [1747/1803] Forecasting WNC... [2025-10-16T00:29:45.112390] [INFO ] [sig ] Generating forecast for: WNC [2025-10-16T00:29:45.112421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-10-16T00:29:45.120939] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WNC'. [2025-10-16T00:29:45.121204] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-10-16T00:29:45.145918] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:45.146597] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-10-16T00:29:45.146674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:45.146727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:45.146760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:45.146818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:45.164815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:45.165337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:45.165451] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:45.165491] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:45.200827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:45.200907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:45.200944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:45.200988] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:45.204085] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=1.12%) [2025-10-16T00:29:45.204336] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-10-16T00:29:45.204460] [INFO ] [sig ] WNC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:45.345504] [INFO ] [LOCAL ] Saved forecast: WNC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WNC.txt [2025-10-16T00:29:45.345763] [INFO ] [sig ] [1747/1803] Completed WNC in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 13.3s [2025-10-16T00:29:45.345824] [INFO ] [sig ] [1748/1803] Forecasting WNS... [2025-10-16T00:29:45.345858] [INFO ] [sig ] Generating forecast for: WNS [2025-10-16T00:29:45.345891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'. [2025-10-16T00:29:45.354107] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WNS'. [2025-10-16T00:29:45.354359] [INFO ] [FORECASTER] Starting predict_future for WNS [2025-10-16T00:29:45.379748] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:45.380430] [DEBUG] [LOCAL ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt [2025-10-16T00:29:45.380485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:45.380518] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:45.380548] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:45.380607] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:45.398593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:45.399164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:45.399243] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:45.399278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:45.435517] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:45.435615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:45.435688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:45.435732] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:45.439028] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=33.06%) [2025-10-16T00:29:45.439347] [INFO ] [FORECASTER] Completed predict_future for WNS [2025-10-16T00:29:45.439502] [INFO ] [sig ] WNS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:45.579335] [INFO ] [LOCAL ] Saved forecast: WNS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WNS.txt [2025-10-16T00:29:45.579527] [INFO ] [sig ] [1748/1803] Completed WNS in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 13.1s [2025-10-16T00:29:45.579567] [INFO ] [sig ] [1749/1803] Forecasting WOLF... [2025-10-16T00:29:45.579597] [INFO ] [sig ] Generating forecast for: WOLF [2025-10-16T00:29:45.579627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'. [2025-10-16T00:29:45.587957] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WOLF'. [2025-10-16T00:29:45.588201] [INFO ] [FORECASTER] Starting predict_future for WOLF [2025-10-16T00:29:45.613396] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:45.614123] [DEBUG] [LOCAL ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt [2025-10-16T00:29:45.614177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:45.614211] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:45.614241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:45.614299] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:45.631789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:45.632328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:45.632409] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:45.632448] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:45.669790] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:45.669879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:45.669916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:45.669945] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:45.673039] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: UP (p=89.70%) [2025-10-16T00:29:45.673295] [INFO ] [FORECASTER] Completed predict_future for WOLF [2025-10-16T00:29:45.673423] [INFO ] [sig ] WOLF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:45.811799] [INFO ] [LOCAL ] Saved forecast: WOLF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WOLF.txt [2025-10-16T00:29:45.812008] [INFO ] [sig ] [1749/1803] Completed WOLF in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 12.8s [2025-10-16T00:29:45.812059] [INFO ] [sig ] [1750/1803] Forecasting WOR... [2025-10-16T00:29:45.812092] [INFO ] [sig ] Generating forecast for: WOR [2025-10-16T00:29:45.812124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'. [2025-10-16T00:29:45.820845] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WOR'. [2025-10-16T00:29:45.821094] [INFO ] [FORECASTER] Starting predict_future for WOR [2025-10-16T00:29:45.845225] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:45.845941] [DEBUG] [LOCAL ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt [2025-10-16T00:29:45.845995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:45.846028] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:45.846056] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:45.846113] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:45.863357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:45.863921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:45.864000] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:45.864035] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:45.904502] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:45.904603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:45.904664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:45.904723] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:45.911047] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: DOWN (p=16.13%) [2025-10-16T00:29:45.911328] [INFO ] [FORECASTER] Completed predict_future for WOR [2025-10-16T00:29:45.911462] [INFO ] [sig ] WOR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:46.051344] [INFO ] [LOCAL ] Saved forecast: WOR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WOR.txt [2025-10-16T00:29:46.051543] [INFO ] [sig ] [1750/1803] Completed WOR in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 12.6s [2025-10-16T00:29:46.051586] [INFO ] [sig ] [1751/1803] Forecasting WOW... [2025-10-16T00:29:46.051617] [INFO ] [sig ] Generating forecast for: WOW [2025-10-16T00:29:46.051676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'. [2025-10-16T00:29:46.060066] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WOW'. [2025-10-16T00:29:46.060323] [INFO ] [FORECASTER] Starting predict_future for WOW [2025-10-16T00:29:46.084325] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:46.085033] [DEBUG] [LOCAL ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt [2025-10-16T00:29:46.085086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:46.085120] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:46.085147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:46.085203] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:46.102204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:46.102746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:46.102824] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:46.102857] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:46.134925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:46.135009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:46.135044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:46.135073] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:46.138050] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=95.20%) [2025-10-16T00:29:46.138296] [INFO ] [FORECASTER] Completed predict_future for WOW [2025-10-16T00:29:46.138413] [INFO ] [sig ] WOW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:46.276802] [INFO ] [LOCAL ] Saved forecast: WOW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WOW.txt [2025-10-16T00:29:46.276986] [INFO ] [sig ] [1751/1803] Completed WOW in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 12.4s [2025-10-16T00:29:46.277028] [INFO ] [sig ] [1752/1803] Forecasting WPC... [2025-10-16T00:29:46.277059] [INFO ] [sig ] Generating forecast for: WPC [2025-10-16T00:29:46.277090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-10-16T00:29:46.285260] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WPC'. [2025-10-16T00:29:46.285518] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-10-16T00:29:46.309562] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:46.310245] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-10-16T00:29:46.310298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:46.310331] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:46.310360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:46.310417] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:46.327385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:46.327928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:46.328006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:46.328040] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:46.360908] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:46.360984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:46.361018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:46.361047] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:46.363980] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=41.54%) [2025-10-16T00:29:46.364224] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-10-16T00:29:46.364341] [INFO ] [sig ] WPC: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:46.504303] [INFO ] [LOCAL ] Saved forecast: WPC 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WPC.txt [2025-10-16T00:29:46.504491] [INFO ] [sig ] [1752/1803] Completed WPC in 0.2s | 4.20 sym/s | Total: 6.9m | ETA: 12.1s [2025-10-16T00:29:46.504537] [INFO ] [sig ] [1753/1803] Forecasting WPM... [2025-10-16T00:29:46.504570] [INFO ] [sig ] Generating forecast for: WPM [2025-10-16T00:29:46.504602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'. [2025-10-16T00:29:46.512693] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WPM'. [2025-10-16T00:29:46.512968] [INFO ] [FORECASTER] Starting predict_future for WPM [2025-10-16T00:29:46.537542] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:46.538256] [DEBUG] [LOCAL ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt [2025-10-16T00:29:46.538312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:46.538346] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:46.538375] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:46.538433] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:46.556184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:46.556752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:46.556831] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:46.556866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:46.583049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:46.583130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:46.583164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:46.583193] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:46.586134] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=82.40%) [2025-10-16T00:29:46.586378] [INFO ] [FORECASTER] Completed predict_future for WPM [2025-10-16T00:29:46.586492] [INFO ] [sig ] WPM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:46.726015] [INFO ] [LOCAL ] Saved forecast: WPM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WPM.txt [2025-10-16T00:29:46.726199] [INFO ] [sig ] [1753/1803] Completed WPM in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 11.9s [2025-10-16T00:29:46.726279] [INFO ] [sig ] [1754/1803] Forecasting WPP... [2025-10-16T00:29:46.726318] [INFO ] [sig ] Generating forecast for: WPP [2025-10-16T00:29:46.726350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-10-16T00:29:46.734638] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WPP'. [2025-10-16T00:29:46.734913] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-10-16T00:29:46.758969] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:46.759614] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-10-16T00:29:46.759691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:46.759735] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:46.759765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:46.759821] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:46.776949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:46.777476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:46.777552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:46.777585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:46.809933] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:46.810006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:46.810040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:46.810069] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:46.813032] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=89.73%) [2025-10-16T00:29:46.813277] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-10-16T00:29:46.813396] [INFO ] [sig ] WPP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:46.957084] [INFO ] [LOCAL ] Saved forecast: WPP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WPP.txt [2025-10-16T00:29:46.957279] [INFO ] [sig ] [1754/1803] Completed WPP in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 11.7s [2025-10-16T00:29:46.957320] [INFO ] [sig ] [1755/1803] Forecasting WRB... [2025-10-16T00:29:46.957350] [INFO ] [sig ] Generating forecast for: WRB [2025-10-16T00:29:46.957381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-10-16T00:29:46.966144] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WRB'. [2025-10-16T00:29:46.966394] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-10-16T00:29:46.990820] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:46.991502] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-10-16T00:29:46.991567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:46.991602] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:46.991630] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:46.991723] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:47.008821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:47.009349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:47.009428] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:47.009462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:47.046071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:47.046154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:47.046189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:47.046217] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:47.049297] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=41.98%) [2025-10-16T00:29:47.049541] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-10-16T00:29:47.049687] [INFO ] [sig ] WRB: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:47.189018] [INFO ] [LOCAL ] Saved forecast: WRB 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WRB.txt [2025-10-16T00:29:47.189201] [INFO ] [sig ] [1755/1803] Completed WRB in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 11.4s [2025-10-16T00:29:47.189241] [INFO ] [sig ] [1756/1803] Forecasting WRBY... [2025-10-16T00:29:47.189271] [INFO ] [sig ] Generating forecast for: WRBY [2025-10-16T00:29:47.189302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-10-16T00:29:47.197533] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WRBY'. [2025-10-16T00:29:47.197802] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-10-16T00:29:47.221905] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:47.222545] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-10-16T00:29:47.222598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:47.222631] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:47.222696] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:47.222764] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:47.239777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:47.240299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:47.240377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:47.240410] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:47.274608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:47.274705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:47.274750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:47.274780] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:47.277721] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=64.65%) [2025-10-16T00:29:47.277964] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-10-16T00:29:47.278088] [INFO ] [sig ] WRBY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:47.418433] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WRBY.txt [2025-10-16T00:29:47.418683] [INFO ] [sig ] [1756/1803] Completed WRBY in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 11.2s [2025-10-16T00:29:47.418743] [INFO ] [sig ] [1757/1803] Forecasting WS... [2025-10-16T00:29:47.418776] [INFO ] [sig ] Generating forecast for: WS [2025-10-16T00:29:47.418807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'. [2025-10-16T00:29:47.427139] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WS'. [2025-10-16T00:29:47.427385] [INFO ] [FORECASTER] Starting predict_future for WS [2025-10-16T00:29:47.452040] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:47.452761] [DEBUG] [LOCAL ] No optimal features file found for WS: ./output/feature-sets/WS.txt [2025-10-16T00:29:47.452815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:47.452847] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:47.452889] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:47.452944] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:47.470153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:47.470736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:47.470815] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:47.470848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:47.505947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:47.506029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:47.506064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:47.506092] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:47.509072] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=93.32%) [2025-10-16T00:29:47.509315] [INFO ] [FORECASTER] Completed predict_future for WS [2025-10-16T00:29:47.509434] [INFO ] [sig ] WS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:47.649077] [INFO ] [LOCAL ] Saved forecast: WS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WS.txt [2025-10-16T00:29:47.649268] [INFO ] [sig ] [1757/1803] Completed WS in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 10.9s [2025-10-16T00:29:47.649310] [INFO ] [sig ] [1758/1803] Forecasting WSM... [2025-10-16T00:29:47.649341] [INFO ] [sig ] Generating forecast for: WSM [2025-10-16T00:29:47.649374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-10-16T00:29:47.657813] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WSM'. [2025-10-16T00:29:47.658063] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-10-16T00:29:47.683267] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:47.684064] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-10-16T00:29:47.684134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:47.684169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:47.684198] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:47.684257] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:47.702009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:47.702552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:47.702639] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:47.702715] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:47.737809] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:47.737883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:47.737917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:47.737945] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:47.740975] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=54.41%) [2025-10-16T00:29:47.741222] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-10-16T00:29:47.741351] [INFO ] [sig ] WSM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:47.883002] [INFO ] [LOCAL ] Saved forecast: WSM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WSM.txt [2025-10-16T00:29:47.883201] [INFO ] [sig ] [1758/1803] Completed WSM in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 10.7s [2025-10-16T00:29:47.883242] [INFO ] [sig ] [1759/1803] Forecasting WSO... [2025-10-16T00:29:47.883272] [INFO ] [sig ] Generating forecast for: WSO [2025-10-16T00:29:47.883302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-10-16T00:29:47.891460] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WSO'. [2025-10-16T00:29:47.891757] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-10-16T00:29:47.916273] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:47.917007] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-10-16T00:29:47.917060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:47.917093] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:47.917121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:47.917177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:47.934494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:47.935051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:47.935130] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:47.935164] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:47.969731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:47.969825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:47.969862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:47.969891] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:47.972928] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-10-16T00:29:47.973178] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-10-16T00:29:47.973296] [INFO ] [sig ] WSO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:48.112525] [INFO ] [LOCAL ] Saved forecast: WSO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WSO.txt [2025-10-16T00:29:48.112743] [INFO ] [sig ] [1759/1803] Completed WSO in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 10.5s [2025-10-16T00:29:48.112802] [INFO ] [sig ] [1760/1803] Forecasting WSR... [2025-10-16T00:29:48.112843] [INFO ] [sig ] Generating forecast for: WSR [2025-10-16T00:29:48.112876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'. [2025-10-16T00:29:48.121077] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WSR'. [2025-10-16T00:29:48.121340] [INFO ] [FORECASTER] Starting predict_future for WSR [2025-10-16T00:29:48.146752] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:48.147454] [DEBUG] [LOCAL ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt [2025-10-16T00:29:48.147512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:48.147548] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:48.147578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:48.147706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:48.165951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:48.166481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:48.166561] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:48.166624] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:48.198160] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:48.198234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:48.198269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:48.198297] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:48.201472] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=88.28%) [2025-10-16T00:29:48.201767] [INFO ] [FORECASTER] Completed predict_future for WSR [2025-10-16T00:29:48.201896] [INFO ] [sig ] WSR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:48.342395] [INFO ] [LOCAL ] Saved forecast: WSR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WSR.txt [2025-10-16T00:29:48.342587] [INFO ] [sig ] [1760/1803] Completed WSR in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 10.2s [2025-10-16T00:29:48.342630] [INFO ] [sig ] [1761/1803] Forecasting WST... [2025-10-16T00:29:48.342699] [INFO ] [sig ] Generating forecast for: WST [2025-10-16T00:29:48.342744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'. [2025-10-16T00:29:48.350667] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WST'. [2025-10-16T00:29:48.350920] [INFO ] [FORECASTER] Starting predict_future for WST [2025-10-16T00:29:48.376115] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:48.376892] [DEBUG] [LOCAL ] No optimal features file found for WST: ./output/feature-sets/WST.txt [2025-10-16T00:29:48.376947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:48.376982] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:48.377011] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:48.377069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:48.394265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:48.394834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:48.394915] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:48.394948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:48.430292] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:48.430418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:48.430467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:48.430500] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:48.433630] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-10-16T00:29:48.434028] [INFO ] [FORECASTER] Completed predict_future for WST [2025-10-16T00:29:48.434174] [INFO ] [sig ] WST: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:48.571723] [INFO ] [LOCAL ] Saved forecast: WST 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WST.txt [2025-10-16T00:29:48.571927] [INFO ] [sig ] [1761/1803] Completed WST in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 10.0s [2025-10-16T00:29:48.571967] [INFO ] [sig ] [1762/1803] Forecasting WT... [2025-10-16T00:29:48.571997] [INFO ] [sig ] Generating forecast for: WT [2025-10-16T00:29:48.572027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'. [2025-10-16T00:29:48.580184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WT'. [2025-10-16T00:29:48.580445] [INFO ] [FORECASTER] Starting predict_future for WT [2025-10-16T00:29:48.604620] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:48.605292] [DEBUG] [LOCAL ] No optimal features file found for WT: ./output/feature-sets/WT.txt [2025-10-16T00:29:48.605346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:48.605379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:48.605406] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:48.605461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:48.622408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:48.623022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:48.623101] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:48.623136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:48.655359] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:48.655446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:48.655481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:48.655510] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:48.658572] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-10-16T00:29:48.658865] [INFO ] [FORECASTER] Completed predict_future for WT [2025-10-16T00:29:48.658996] [INFO ] [sig ] WT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:48.797690] [INFO ] [LOCAL ] Saved forecast: WT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WT.txt [2025-10-16T00:29:48.797879] [INFO ] [sig ] [1762/1803] Completed WT in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 9.8s [2025-10-16T00:29:48.797921] [INFO ] [sig ] [1763/1803] Forecasting WTI... [2025-10-16T00:29:48.797951] [INFO ] [sig ] Generating forecast for: WTI [2025-10-16T00:29:48.797983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-10-16T00:29:48.806346] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WTI'. [2025-10-16T00:29:48.806592] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-10-16T00:29:48.830811] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:48.831459] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-10-16T00:29:48.831512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:48.831545] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:48.831572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:48.831628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:48.848504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:48.849076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:48.849191] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:48.849226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:48.886032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:48.886106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:48.886560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:48.886598] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:48.890244] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=38.85%) [2025-10-16T00:29:48.890500] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-10-16T00:29:48.890625] [INFO ] [sig ] WTI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:49.029146] [INFO ] [LOCAL ] Saved forecast: WTI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WTI.txt [2025-10-16T00:29:49.029321] [INFO ] [sig ] [1763/1803] Completed WTI in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 9.5s [2025-10-16T00:29:49.029361] [INFO ] [sig ] [1764/1803] Forecasting WTRG... [2025-10-16T00:29:49.029392] [INFO ] [sig ] Generating forecast for: WTRG [2025-10-16T00:29:49.029424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-10-16T00:29:49.037794] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WTRG'. [2025-10-16T00:29:49.038060] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-10-16T00:29:49.062209] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:49.062914] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-10-16T00:29:49.062968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:49.063002] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:49.063030] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:49.063086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:49.080001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:49.080512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:49.080592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:49.080626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:49.114965] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:49.115047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:49.115082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:49.115111] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:49.118025] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=88.41%) [2025-10-16T00:29:49.118267] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-10-16T00:29:49.118389] [INFO ] [sig ] WTRG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:49.257227] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WTRG.txt [2025-10-16T00:29:49.257409] [INFO ] [sig ] [1764/1803] Completed WTRG in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 9.3s [2025-10-16T00:29:49.257449] [INFO ] [sig ] [1765/1803] Forecasting WTS... [2025-10-16T00:29:49.257480] [INFO ] [sig ] Generating forecast for: WTS [2025-10-16T00:29:49.257511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-10-16T00:29:49.265277] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WTS'. [2025-10-16T00:29:49.265538] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-10-16T00:29:49.289690] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:49.290332] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-10-16T00:29:49.290397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:49.290431] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:49.290459] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:49.290517] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:49.307376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:49.307915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:49.307993] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:49.308026] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:49.342955] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:49.343030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:49.343064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:49.343092] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:49.346001] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=58.22%) [2025-10-16T00:29:49.346241] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-10-16T00:29:49.346364] [INFO ] [sig ] WTS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:49.485422] [INFO ] [LOCAL ] Saved forecast: WTS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WTS.txt [2025-10-16T00:29:49.485607] [INFO ] [sig ] [1765/1803] Completed WTS in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 9.0s [2025-10-16T00:29:49.485672] [INFO ] [sig ] [1766/1803] Forecasting WTTR... [2025-10-16T00:29:49.485724] [INFO ] [sig ] Generating forecast for: WTTR [2025-10-16T00:29:49.485758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'. [2025-10-16T00:29:49.493825] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WTTR'. [2025-10-16T00:29:49.494069] [INFO ] [FORECASTER] Starting predict_future for WTTR [2025-10-16T00:29:49.518104] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:49.518818] [DEBUG] [LOCAL ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt [2025-10-16T00:29:49.518872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:49.518905] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:49.518934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:49.518990] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:49.535958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:49.536473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:49.536549] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:49.536587] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:49.572621] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:49.572717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:49.572759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:49.572788] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:49.575729] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=5.63%) [2025-10-16T00:29:49.575972] [INFO ] [FORECASTER] Completed predict_future for WTTR [2025-10-16T00:29:49.576090] [INFO ] [sig ] WTTR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:49.716211] [INFO ] [LOCAL ] Saved forecast: WTTR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/WTTR.txt [2025-10-16T00:29:49.716401] [INFO ] [sig ] [1766/1803] Completed WTTR in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 8.8s [2025-10-16T00:29:49.716441] [INFO ] [sig ] [1767/1803] Forecasting WU... [2025-10-16T00:29:49.716471] [INFO ] [sig ] Generating forecast for: WU [2025-10-16T00:29:49.716510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'. [2025-10-16T00:29:49.725818] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WU'. [2025-10-16T00:29:49.726141] [INFO ] [FORECASTER] Starting predict_future for WU [2025-10-16T00:29:49.750742] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:49.751381] [DEBUG] [LOCAL ] No optimal features file found for WU: ./output/feature-sets/WU.txt [2025-10-16T00:29:49.751434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:49.751467] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:49.751495] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:49.751556] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:49.768159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:49.768739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:49.768822] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:49.768856] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:49.805352] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:49.805459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:49.805496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:49.805525] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:49.808784] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: UP (p=72.84%) [2025-10-16T00:29:49.809049] [INFO ] [FORECASTER] Completed predict_future for WU [2025-10-16T00:29:49.809180] [INFO ] [sig ] WU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:49.947202] [INFO ] [LOCAL ] Saved forecast: WU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WU.txt [2025-10-16T00:29:49.947413] [INFO ] [sig ] [1767/1803] Completed WU in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 8.6s [2025-10-16T00:29:49.947453] [INFO ] [sig ] [1768/1803] Forecasting WWW... [2025-10-16T00:29:49.947484] [INFO ] [sig ] Generating forecast for: WWW [2025-10-16T00:29:49.947516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'. [2025-10-16T00:29:49.955751] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WWW'. [2025-10-16T00:29:49.956016] [INFO ] [FORECASTER] Starting predict_future for WWW [2025-10-16T00:29:49.980111] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:49.980819] [DEBUG] [LOCAL ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt [2025-10-16T00:29:49.980873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:49.980906] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:49.980933] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:49.980989] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:49.997807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:49.998342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:49.998421] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:49.998454] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:50.034077] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:50.034197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:50.034235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:50.034264] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:50.037705] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: UP (p=96.42%) [2025-10-16T00:29:50.038011] [INFO ] [FORECASTER] Completed predict_future for WWW [2025-10-16T00:29:50.038147] [INFO ] [sig ] WWW: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:50.179118] [INFO ] [LOCAL ] Saved forecast: WWW 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WWW.txt [2025-10-16T00:29:50.179354] [INFO ] [sig ] [1768/1803] Completed WWW in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 8.3s [2025-10-16T00:29:50.179405] [INFO ] [sig ] [1769/1803] Forecasting WY... [2025-10-16T00:29:50.179437] [INFO ] [sig ] Generating forecast for: WY [2025-10-16T00:29:50.179469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-10-16T00:29:50.187993] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'WY'. [2025-10-16T00:29:50.188241] [INFO ] [FORECASTER] Starting predict_future for WY [2025-10-16T00:29:50.212350] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:50.213026] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-10-16T00:29:50.213080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:50.213113] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:50.213148] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:50.213203] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:50.230062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:50.230580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:50.230684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:50.230740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:50.265892] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:50.266035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:50.266074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:50.266104] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:50.269430] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-10-16T00:29:50.269728] [INFO ] [FORECASTER] Completed predict_future for WY [2025-10-16T00:29:50.269871] [INFO ] [sig ] WY: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:50.407985] [INFO ] [LOCAL ] Saved forecast: WY 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/WY.txt [2025-10-16T00:29:50.408196] [INFO ] [sig ] [1769/1803] Completed WY in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 8.1s [2025-10-16T00:29:50.408237] [INFO ] [sig ] [1770/1803] Forecasting XFLT... [2025-10-16T00:29:50.408267] [INFO ] [sig ] Generating forecast for: XFLT [2025-10-16T00:29:50.408298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-10-16T00:29:50.417296] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XFLT'. [2025-10-16T00:29:50.417592] [INFO ] [FORECASTER] Starting predict_future for XFLT [2025-10-16T00:29:50.442071] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:50.442750] [DEBUG] [LOCAL ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt [2025-10-16T00:29:50.442804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:50.442837] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:50.442865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:50.442921] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:50.459581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:50.460128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:50.460209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:50.460257] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:50.491208] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:50.491281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:50.491315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:50.491343] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:50.494358] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: UP (p=82.95%) [2025-10-16T00:29:50.494604] [INFO ] [FORECASTER] Completed predict_future for XFLT [2025-10-16T00:29:50.494768] [INFO ] [sig ] XFLT: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:50.632193] [INFO ] [LOCAL ] Saved forecast: XFLT 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/XFLT.txt [2025-10-16T00:29:50.632398] [INFO ] [sig ] [1770/1803] Completed XFLT in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 7.8s [2025-10-16T00:29:50.632438] [INFO ] [sig ] [1771/1803] Forecasting XHR... [2025-10-16T00:29:50.632468] [INFO ] [sig ] Generating forecast for: XHR [2025-10-16T00:29:50.632498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'. [2025-10-16T00:29:50.640784] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XHR'. [2025-10-16T00:29:50.641035] [INFO ] [FORECASTER] Starting predict_future for XHR [2025-10-16T00:29:50.665323] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:50.666026] [DEBUG] [LOCAL ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt [2025-10-16T00:29:50.666080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:50.666112] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:50.666139] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:50.666195] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:50.683056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:50.683564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:50.683660] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:50.683716] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:50.718022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:50.718096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:50.718131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:50.718159] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:50.721142] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: DOWN (p=26.69%) [2025-10-16T00:29:50.721383] [INFO ] [FORECASTER] Completed predict_future for XHR [2025-10-16T00:29:50.721505] [INFO ] [sig ] XHR: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:50.859193] [INFO ] [LOCAL ] Saved forecast: XHR 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/XHR.txt [2025-10-16T00:29:50.859401] [INFO ] [sig ] [1771/1803] Completed XHR in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 7.6s [2025-10-16T00:29:50.859442] [INFO ] [sig ] [1772/1803] Forecasting XOM... [2025-10-16T00:29:50.859472] [INFO ] [sig ] Generating forecast for: XOM [2025-10-16T00:29:50.859506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-10-16T00:29:50.868729] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XOM'. [2025-10-16T00:29:50.869106] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-10-16T00:29:50.894848] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:50.895868] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-10-16T00:29:50.895956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:50.896018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:50.896071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:50.896148] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:50.918242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:50.919274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:50.919368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:50.919404] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:50.961215] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:50.961396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:50.961438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:50.961469] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:50.965395] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=43.65%) [2025-10-16T00:29:50.965787] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-10-16T00:29:50.965943] [INFO ] [sig ] XOM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:51.107248] [INFO ] [LOCAL ] Saved forecast: XOM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/XOM.txt [2025-10-16T00:29:51.107490] [INFO ] [sig ] [1772/1803] Completed XOM in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 7.4s [2025-10-16T00:29:51.107553] [INFO ] [sig ] [1773/1803] Forecasting XPER... [2025-10-16T00:29:51.107603] [INFO ] [sig ] Generating forecast for: XPER [2025-10-16T00:29:51.107665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'. [2025-10-16T00:29:51.116390] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XPER'. [2025-10-16T00:29:51.116690] [INFO ] [FORECASTER] Starting predict_future for XPER [2025-10-16T00:29:51.143125] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:51.143934] [DEBUG] [LOCAL ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt [2025-10-16T00:29:51.144010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:51.144109] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:51.144155] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:51.144245] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:51.163750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:51.164507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:51.164593] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:51.164628] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:51.199469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:51.199614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:51.199685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:51.199733] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:51.203005] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: UP (p=60.52%) [2025-10-16T00:29:51.203266] [INFO ] [FORECASTER] Completed predict_future for XPER [2025-10-16T00:29:51.203395] [INFO ] [sig ] XPER: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:51.352718] [INFO ] [LOCAL ] Saved forecast: XPER 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/XPER.txt [2025-10-16T00:29:51.352979] [INFO ] [sig ] [1773/1803] Completed XPER in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 7.1s [2025-10-16T00:29:51.353053] [INFO ] [sig ] [1774/1803] Forecasting XPEV... [2025-10-16T00:29:51.353100] [INFO ] [sig ] Generating forecast for: XPEV [2025-10-16T00:29:51.353151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'. [2025-10-16T00:29:51.362986] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XPEV'. [2025-10-16T00:29:51.363293] [INFO ] [FORECASTER] Starting predict_future for XPEV [2025-10-16T00:29:51.389985] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:51.390707] [DEBUG] [LOCAL ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt [2025-10-16T00:29:51.390763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:51.390799] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:51.390829] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:51.390888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:51.408828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:51.409347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:51.409427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:51.409459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:51.445939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:51.446011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:51.446046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:51.446076] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:51.448997] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: UP (p=61.06%) [2025-10-16T00:29:51.449236] [INFO ] [FORECASTER] Completed predict_future for XPEV [2025-10-16T00:29:51.449368] [INFO ] [sig ] XPEV: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:51.594873] [INFO ] [LOCAL ] Saved forecast: XPEV 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/XPEV.txt [2025-10-16T00:29:51.595117] [INFO ] [sig ] [1774/1803] Completed XPEV in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 6.9s [2025-10-16T00:29:51.595160] [INFO ] [sig ] [1775/1803] Forecasting XPO... [2025-10-16T00:29:51.595191] [INFO ] [sig ] Generating forecast for: XPO [2025-10-16T00:29:51.595222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-10-16T00:29:51.603610] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XPO'. [2025-10-16T00:29:51.603882] [INFO ] [FORECASTER] Starting predict_future for XPO [2025-10-16T00:29:51.628104] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:51.628821] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-10-16T00:29:51.628875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:51.628908] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:51.628936] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:51.628992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:51.645906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:51.646410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:51.646486] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:51.646520] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:51.681307] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:51.681386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:51.681421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:51.681450] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:51.684453] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=59.86%) [2025-10-16T00:29:51.684743] [INFO ] [FORECASTER] Completed predict_future for XPO [2025-10-16T00:29:51.684892] [INFO ] [sig ] XPO: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:51.829542] [INFO ] [LOCAL ] Saved forecast: XPO 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/XPO.txt [2025-10-16T00:29:51.829794] [INFO ] [sig ] [1775/1803] Completed XPO in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 6.7s [2025-10-16T00:29:51.829855] [INFO ] [sig ] [1776/1803] Forecasting XPOF... [2025-10-16T00:29:51.829889] [INFO ] [sig ] Generating forecast for: XPOF [2025-10-16T00:29:51.829922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-10-16T00:29:51.838436] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XPOF'. [2025-10-16T00:29:51.838729] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-10-16T00:29:51.862774] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:51.863431] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-10-16T00:29:51.863485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:51.863518] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:51.863545] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:51.863602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:51.880749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:51.881489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:51.881591] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:51.881685] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:51.919578] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:51.919725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:51.919774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:51.919804] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:51.922989] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=7.45%) [2025-10-16T00:29:51.923245] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-10-16T00:29:51.923368] [INFO ] [sig ] XPOF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:52.070745] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/XPOF.txt [2025-10-16T00:29:52.071004] [INFO ] [sig ] [1776/1803] Completed XPOF in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 6.4s [2025-10-16T00:29:52.071064] [INFO ] [sig ] [1777/1803] Forecasting XPRO... [2025-10-16T00:29:52.071099] [INFO ] [sig ] Generating forecast for: XPRO [2025-10-16T00:29:52.071131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-10-16T00:29:52.080184] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XPRO'. [2025-10-16T00:29:52.080425] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-10-16T00:29:52.104619] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:52.105287] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-10-16T00:29:52.105342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:52.105375] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:52.105403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:52.105459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:52.122041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:52.122537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:52.122614] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:52.122685] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:52.159204] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:52.159281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:52.159318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:52.159346] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:52.162374] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=47.33%) [2025-10-16T00:29:52.162616] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-10-16T00:29:52.162773] [INFO ] [sig ] XPRO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:52.313375] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/XPRO.txt [2025-10-16T00:29:52.313573] [INFO ] [sig ] [1777/1803] Completed XPRO in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 6.2s [2025-10-16T00:29:52.313614] [INFO ] [sig ] [1778/1803] Forecasting XYF... [2025-10-16T00:29:52.313668] [INFO ] [sig ] Generating forecast for: XYF [2025-10-16T00:29:52.313722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-10-16T00:29:52.322147] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XYF'. [2025-10-16T00:29:52.322388] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-10-16T00:29:52.346443] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:52.347129] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-10-16T00:29:52.347183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:52.347216] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:52.347243] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:52.347298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:52.364210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:52.364780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:52.364860] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:52.364895] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:52.400880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:52.400955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:52.400989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:52.401016] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:52.403937] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=20.35%) [2025-10-16T00:29:52.404177] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-10-16T00:29:52.404308] [INFO ] [sig ] XYF: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:52.544820] [INFO ] [LOCAL ] Saved forecast: XYF 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/XYF.txt [2025-10-16T00:29:52.545029] [INFO ] [sig ] [1778/1803] Completed XYF in 0.2s | 4.20 sym/s | Total: 7.0m | ETA: 5.9s [2025-10-16T00:29:52.545071] [INFO ] [sig ] [1779/1803] Forecasting XYL... [2025-10-16T00:29:52.545101] [INFO ] [sig ] Generating forecast for: XYL [2025-10-16T00:29:52.545132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-10-16T00:29:52.553294] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'XYL'. [2025-10-16T00:29:52.553534] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-10-16T00:29:52.577613] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:52.578288] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-10-16T00:29:52.578355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:52.578388] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:52.578415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:52.578471] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:52.595365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:52.595967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:52.596045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:52.596078] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:52.631518] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:52.631585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:52.631624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:52.631683] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:52.634576] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-10-16T00:29:52.634841] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-10-16T00:29:52.635357] [INFO ] [sig ] XYL: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:52.775885] [INFO ] [LOCAL ] Saved forecast: XYL 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/XYL.txt [2025-10-16T00:29:52.776107] [INFO ] [sig ] [1779/1803] Completed XYL in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 5.7s [2025-10-16T00:29:52.776162] [INFO ] [sig ] [1780/1803] Forecasting YALA... [2025-10-16T00:29:52.776196] [INFO ] [sig ] Generating forecast for: YALA [2025-10-16T00:29:52.776227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-10-16T00:29:52.784401] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YALA'. [2025-10-16T00:29:52.784674] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-10-16T00:29:52.809753] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:52.810539] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-10-16T00:29:52.810595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:52.810629] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:52.810694] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:52.810767] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:52.827687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:52.828197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:52.828272] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:52.828305] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:52.866044] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:52.866115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:52.866151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:52.866179] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:52.869125] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=98.45%) [2025-10-16T00:29:52.869369] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-10-16T00:29:52.869497] [INFO ] [sig ] YALA: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:53.011256] [INFO ] [LOCAL ] Saved forecast: YALA 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YALA.txt [2025-10-16T00:29:53.011465] [INFO ] [sig ] [1780/1803] Completed YALA in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 5.5s [2025-10-16T00:29:53.011505] [INFO ] [sig ] [1781/1803] Forecasting YELP... [2025-10-16T00:29:53.011535] [INFO ] [sig ] Generating forecast for: YELP [2025-10-16T00:29:53.011602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-10-16T00:29:53.020165] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YELP'. [2025-10-16T00:29:53.020419] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-10-16T00:29:53.044700] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:53.045347] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-10-16T00:29:53.045400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:53.045432] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:53.045459] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:53.045514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:53.062127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:53.062629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:53.062732] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:53.062770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:53.096770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:53.096903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:53.096943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:53.096974] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:53.100616] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=99.83%) [2025-10-16T00:29:53.100954] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-10-16T00:29:53.101118] [INFO ] [sig ] YELP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:53.254688] [INFO ] [LOCAL ] Saved forecast: YELP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YELP.txt [2025-10-16T00:29:53.254903] [INFO ] [sig ] [1781/1803] Completed YELP in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 5.2s [2025-10-16T00:29:53.254946] [INFO ] [sig ] [1782/1803] Forecasting YETI... [2025-10-16T00:29:53.254977] [INFO ] [sig ] Generating forecast for: YETI [2025-10-16T00:29:53.255008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-10-16T00:29:53.263123] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YETI'. [2025-10-16T00:29:53.263368] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-10-16T00:29:53.287765] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:53.288405] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-10-16T00:29:53.288458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:53.288490] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:53.288517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:53.288594] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:53.308983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:53.309506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:53.309585] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:53.309618] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:53.343527] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:53.343718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:53.343774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:53.343806] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:53.347164] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=10.51%) [2025-10-16T00:29:53.347427] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-10-16T00:29:53.347573] [INFO ] [sig ] YETI: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:53.486417] [INFO ] [LOCAL ] Saved forecast: YETI 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/YETI.txt [2025-10-16T00:29:53.486622] [INFO ] [sig ] [1782/1803] Completed YETI in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 5.0s [2025-10-16T00:29:53.486696] [INFO ] [sig ] [1783/1803] Forecasting YEXT... [2025-10-16T00:29:53.486739] [INFO ] [sig ] Generating forecast for: YEXT [2025-10-16T00:29:53.486817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'. [2025-10-16T00:29:53.494558] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YEXT'. [2025-10-16T00:29:53.494830] [INFO ] [FORECASTER] Starting predict_future for YEXT [2025-10-16T00:29:53.518949] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:53.519595] [DEBUG] [LOCAL ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt [2025-10-16T00:29:53.519671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:53.519723] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:53.519754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:53.519811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:53.536813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:53.537510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:53.537590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:53.537629] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:53.572938] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:53.573110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:53.573151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:53.573182] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:53.576573] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: DOWN (p=30.05%) [2025-10-16T00:29:53.576868] [INFO ] [FORECASTER] Completed predict_future for YEXT [2025-10-16T00:29:53.577005] [INFO ] [sig ] YEXT: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:53.714955] [INFO ] [LOCAL ] Saved forecast: YEXT 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/YEXT.txt [2025-10-16T00:29:53.715138] [INFO ] [sig ] [1783/1803] Completed YEXT in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 4.8s [2025-10-16T00:29:53.715178] [INFO ] [sig ] [1784/1803] Forecasting YMM... [2025-10-16T00:29:53.715208] [INFO ] [sig ] Generating forecast for: YMM [2025-10-16T00:29:53.715239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-10-16T00:29:53.723552] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YMM'. [2025-10-16T00:29:53.723821] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-10-16T00:29:53.747992] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:53.748789] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-10-16T00:29:53.748844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:53.748877] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:53.748905] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:53.748961] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:53.766956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:53.767535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:53.767614] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:53.767693] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:53.802926] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:53.803035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:53.803072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:53.803101] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:53.806300] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=13.41%) [2025-10-16T00:29:53.806554] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-10-16T00:29:53.806706] [INFO ] [sig ] YMM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:53.945270] [INFO ] [LOCAL ] Saved forecast: YMM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/YMM.txt [2025-10-16T00:29:53.945462] [INFO ] [sig ] [1784/1803] Completed YMM in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 4.5s [2025-10-16T00:29:53.945502] [INFO ] [sig ] [1785/1803] Forecasting YOU... [2025-10-16T00:29:53.945532] [INFO ] [sig ] Generating forecast for: YOU [2025-10-16T00:29:53.945563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'. [2025-10-16T00:29:53.953281] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YOU'. [2025-10-16T00:29:53.953517] [INFO ] [FORECASTER] Starting predict_future for YOU [2025-10-16T00:29:53.977618] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:53.978315] [DEBUG] [LOCAL ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt [2025-10-16T00:29:53.978369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:53.978403] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:53.978431] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:53.978487] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:53.995205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:53.995777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:53.995858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:53.995891] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:54.030961] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:54.031041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:54.031076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:54.031104] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:54.034112] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: UP (p=87.43%) [2025-10-16T00:29:54.034358] [INFO ] [FORECASTER] Completed predict_future for YOU [2025-10-16T00:29:54.034480] [INFO ] [sig ] YOU: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:54.172306] [INFO ] [LOCAL ] Saved forecast: YOU 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YOU.txt [2025-10-16T00:29:54.172493] [INFO ] [sig ] [1785/1803] Completed YOU in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 4.3s [2025-10-16T00:29:54.172532] [INFO ] [sig ] [1786/1803] Forecasting YPF... [2025-10-16T00:29:54.172562] [INFO ] [sig ] Generating forecast for: YPF [2025-10-16T00:29:54.172592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-10-16T00:29:54.180890] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YPF'. [2025-10-16T00:29:54.181130] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-10-16T00:29:54.205326] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:54.206096] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-10-16T00:29:54.206200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:54.206241] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:54.206270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:54.206328] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:54.223308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:54.223994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:54.224082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:54.224115] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:54.259249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:54.259378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:54.259414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:54.259443] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:54.262498] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=58.88%) [2025-10-16T00:29:54.262802] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-10-16T00:29:54.262934] [INFO ] [sig ] YPF: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:54.407974] [INFO ] [LOCAL ] Saved forecast: YPF 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YPF.txt [2025-10-16T00:29:54.408178] [INFO ] [sig ] [1786/1803] Completed YPF in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 4.0s [2025-10-16T00:29:54.408219] [INFO ] [sig ] [1787/1803] Forecasting YRD... [2025-10-16T00:29:54.408250] [INFO ] [sig ] Generating forecast for: YRD [2025-10-16T00:29:54.408281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-10-16T00:29:54.416192] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YRD'. [2025-10-16T00:29:54.416446] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-10-16T00:29:54.441162] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:54.441952] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-10-16T00:29:54.442007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:54.442041] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:54.442069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:54.442127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:54.459089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:54.459605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:54.459706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:54.459752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:54.494740] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:54.494827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:54.494862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:54.494891] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:54.497940] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=65.00%) [2025-10-16T00:29:54.498191] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-10-16T00:29:54.498314] [INFO ] [sig ] YRD: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:54.637461] [INFO ] [LOCAL ] Saved forecast: YRD 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YRD.txt [2025-10-16T00:29:54.637726] [INFO ] [sig ] [1787/1803] Completed YRD in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 3.8s [2025-10-16T00:29:54.637787] [INFO ] [sig ] [1788/1803] Forecasting YSG... [2025-10-16T00:29:54.637819] [INFO ] [sig ] Generating forecast for: YSG [2025-10-16T00:29:54.637852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-10-16T00:29:54.646096] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YSG'. [2025-10-16T00:29:54.646506] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-10-16T00:29:54.672500] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:54.673363] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-10-16T00:29:54.673422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:54.673457] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:54.673485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:54.673542] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:54.690513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:54.691283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:54.691367] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:54.691401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:54.725819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:54.725975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:54.726017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:54.726046] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:54.729528] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=90.85%) [2025-10-16T00:29:54.729837] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-10-16T00:29:54.729972] [INFO ] [sig ] YSG: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:54.871441] [INFO ] [LOCAL ] Saved forecast: YSG 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YSG.txt [2025-10-16T00:29:54.871764] [INFO ] [sig ] [1788/1803] Completed YSG in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 3.6s [2025-10-16T00:29:54.871826] [INFO ] [sig ] [1789/1803] Forecasting YUM... [2025-10-16T00:29:54.871860] [INFO ] [sig ] Generating forecast for: YUM [2025-10-16T00:29:54.871892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-10-16T00:29:54.881125] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YUM'. [2025-10-16T00:29:54.881583] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-10-16T00:29:54.907771] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:54.908670] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-10-16T00:29:54.908748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:54.908783] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:54.908815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:54.908875] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:54.927240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:54.928130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:54.928255] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:54.928297] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:54.963941] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:54.964133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:54.964187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:54.964220] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:54.967785] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-10-16T00:29:54.968107] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-10-16T00:29:54.968270] [INFO ] [sig ] YUM: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:55.108760] [INFO ] [LOCAL ] Saved forecast: YUM 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/YUM.txt [2025-10-16T00:29:55.108973] [INFO ] [sig ] [1789/1803] Completed YUM in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 3.3s [2025-10-16T00:29:55.109015] [INFO ] [sig ] [1790/1803] Forecasting YUMC... [2025-10-16T00:29:55.109046] [INFO ] [sig ] Generating forecast for: YUMC [2025-10-16T00:29:55.109077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-10-16T00:29:55.120033] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'YUMC'. [2025-10-16T00:29:55.120478] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-10-16T00:29:55.154230] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:55.155052] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-10-16T00:29:55.155108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:55.155146] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:55.155177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:55.155235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:55.172211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:55.172776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:55.172856] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:55.172890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:55.208280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:55.208357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:55.208392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:55.208420] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:55.211454] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=99.61%) [2025-10-16T00:29:55.211743] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-10-16T00:29:55.211885] [INFO ] [sig ] YUMC: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:55.359570] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/YUMC.txt [2025-10-16T00:29:55.359875] [INFO ] [sig ] [1790/1803] Completed YUMC in 0.3s | 4.20 sym/s | Total: 7.1m | ETA: 3.1s [2025-10-16T00:29:55.359933] [INFO ] [sig ] [1791/1803] Forecasting ZBH... [2025-10-16T00:29:55.359966] [INFO ] [sig ] Generating forecast for: ZBH [2025-10-16T00:29:55.359998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-10-16T00:29:55.369032] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZBH'. [2025-10-16T00:29:55.369427] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-10-16T00:29:55.394164] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:55.394954] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-10-16T00:29:55.395010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:55.395045] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:55.395073] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:55.395130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:55.412067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:55.412842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:55.412924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:55.412958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:55.448937] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:55.449114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:55.449156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:55.449186] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:55.452690] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=99.20%) [2025-10-16T00:29:55.452994] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-10-16T00:29:55.453130] [INFO ] [sig ] ZBH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:55.590780] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ZBH.txt [2025-10-16T00:29:55.590984] [INFO ] [sig ] [1791/1803] Completed ZBH in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 2.9s [2025-10-16T00:29:55.591025] [INFO ] [sig ] [1792/1803] Forecasting ZEPP... [2025-10-16T00:29:55.591056] [INFO ] [sig ] Generating forecast for: ZEPP [2025-10-16T00:29:55.591086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-10-16T00:29:55.599020] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZEPP'. [2025-10-16T00:29:55.599266] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-10-16T00:29:55.623542] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:55.624639] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-10-16T00:29:55.624737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:55.624808] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:55.624855] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:55.624933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:55.642431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:55.643003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:55.643080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:55.643114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:55.682138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:55.682218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:55.682253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:55.682281] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:55.686983] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=44.93%) [2025-10-16T00:29:55.687228] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-10-16T00:29:55.687355] [INFO ] [sig ] ZEPP: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:55.826306] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZEPP.txt [2025-10-16T00:29:55.826505] [INFO ] [sig ] [1792/1803] Completed ZEPP in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 2.6s [2025-10-16T00:29:55.826545] [INFO ] [sig ] [1793/1803] Forecasting ZETA... [2025-10-16T00:29:55.826575] [INFO ] [sig ] Generating forecast for: ZETA [2025-10-16T00:29:55.826606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-10-16T00:29:55.835201] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZETA'. [2025-10-16T00:29:55.835457] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-10-16T00:29:55.859565] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:55.860241] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-10-16T00:29:55.860294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:55.860341] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:55.860370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:55.860426] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:55.877050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:55.877550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:55.877626] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:55.877692] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:55.915416] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:55.915496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:55.915530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:55.915559] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:55.918539] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=48.96%) [2025-10-16T00:29:55.918853] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-10-16T00:29:55.918984] [INFO ] [sig ] ZETA: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:56.060331] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZETA.txt [2025-10-16T00:29:56.060571] [INFO ] [sig ] [1793/1803] Completed ZETA in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 2.4s [2025-10-16T00:29:56.060615] [INFO ] [sig ] [1794/1803] Forecasting ZGN... [2025-10-16T00:29:56.060682] [INFO ] [sig ] Generating forecast for: ZGN [2025-10-16T00:29:56.060737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-10-16T00:29:56.068873] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZGN'. [2025-10-16T00:29:56.069119] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-10-16T00:29:56.093630] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:56.094326] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-10-16T00:29:56.094380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:56.094415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:56.094443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:56.094499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:56.111387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:56.111929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:56.112006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:56.112039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:56.149106] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:56.149291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:56.149335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:56.149365] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:56.152924] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=0.33%) [2025-10-16T00:29:56.153190] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-10-16T00:29:56.153327] [INFO ] [sig ] ZGN: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:56.304003] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZGN.txt [2025-10-16T00:29:56.304211] [INFO ] [sig ] [1794/1803] Completed ZGN in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 2.1s [2025-10-16T00:29:56.304252] [INFO ] [sig ] [1795/1803] Forecasting ZH... [2025-10-16T00:29:56.304284] [INFO ] [sig ] Generating forecast for: ZH [2025-10-16T00:29:56.304315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-10-16T00:29:56.312510] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZH'. [2025-10-16T00:29:56.312781] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-10-16T00:29:56.339847] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:56.340614] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-10-16T00:29:56.340695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:56.340740] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:56.340770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:56.340827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:56.360289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:56.360979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:56.361061] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:56.361095] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:56.395953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:56.396059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:56.396096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:56.396125] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:56.399267] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=38.60%) [2025-10-16T00:29:56.399519] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-10-16T00:29:56.399669] [INFO ] [sig ] ZH: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:56.541360] [INFO ] [LOCAL ] Saved forecast: ZH 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZH.txt [2025-10-16T00:29:56.541595] [INFO ] [sig ] [1795/1803] Completed ZH in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 1.9s [2025-10-16T00:29:56.541707] [INFO ] [sig ] [1796/1803] Forecasting ZIM... [2025-10-16T00:29:56.541748] [INFO ] [sig ] Generating forecast for: ZIM [2025-10-16T00:29:56.541781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-10-16T00:29:56.551072] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZIM'. [2025-10-16T00:29:56.551373] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-10-16T00:29:56.576508] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:56.577230] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-10-16T00:29:56.577285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:56.577320] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:56.577349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:56.577406] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:56.595357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:56.595932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:56.596013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:56.596049] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:56.631822] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:56.631942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:56.631982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:56.632012] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:56.635773] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=90.77%) [2025-10-16T00:29:56.636035] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-10-16T00:29:56.636179] [INFO ] [sig ] ZIM: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:56.774682] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ZIM.txt [2025-10-16T00:29:56.774899] [INFO ] [sig ] [1796/1803] Completed ZIM in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 1.7s [2025-10-16T00:29:56.774941] [INFO ] [sig ] [1797/1803] Forecasting ZIP... [2025-10-16T00:29:56.774970] [INFO ] [sig ] Generating forecast for: ZIP [2025-10-16T00:29:56.775001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-10-16T00:29:56.784400] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZIP'. [2025-10-16T00:29:56.784956] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-10-16T00:29:56.815027] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:56.815820] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-10-16T00:29:56.815875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:56.815910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:56.815938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:56.815994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:56.832676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:56.833210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:56.833289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:56.833323] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:56.871150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:56.871332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:56.871375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:56.871404] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:56.874919] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=94.65%) [2025-10-16T00:29:56.875187] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-10-16T00:29:56.875322] [INFO ] [sig ] ZIP: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:57.023510] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ZIP.txt [2025-10-16T00:29:57.023798] [INFO ] [sig ] [1797/1803] Completed ZIP in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 1.4s [2025-10-16T00:29:57.023859] [INFO ] [sig ] [1798/1803] Forecasting ZK... [2025-10-16T00:29:57.023893] [INFO ] [sig ] Generating forecast for: ZK [2025-10-16T00:29:57.023925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'. [2025-10-16T00:29:57.032625] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZK'. [2025-10-16T00:29:57.032963] [INFO ] [FORECASTER] Starting predict_future for ZK [2025-10-16T00:29:57.057701] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:57.058356] [DEBUG] [LOCAL ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt [2025-10-16T00:29:57.058409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:57.058442] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:57.058470] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:57.058525] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:57.075447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:57.076048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:57.076128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:57.076161] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:57.104996] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:57.105069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:57.105104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:57.105132] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:57.108070] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: DOWN (p=7.29%) [2025-10-16T00:29:57.108322] [INFO ] [FORECASTER] Completed predict_future for ZK [2025-10-16T00:29:57.108443] [INFO ] [sig ] ZK: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:57.250215] [INFO ] [LOCAL ] Saved forecast: ZK 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZK.txt [2025-10-16T00:29:57.250492] [INFO ] [sig ] [1798/1803] Completed ZK in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 1.2s [2025-10-16T00:29:57.250536] [INFO ] [sig ] [1799/1803] Forecasting ZKH... [2025-10-16T00:29:57.250568] [INFO ] [sig ] Generating forecast for: ZKH [2025-10-16T00:29:57.250601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'. [2025-10-16T00:29:57.260316] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZKH'. [2025-10-16T00:29:57.260775] [INFO ] [FORECASTER] Starting predict_future for ZKH [2025-10-16T00:29:57.289929] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:57.290816] [DEBUG] [LOCAL ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt [2025-10-16T00:29:57.290874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:57.290909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:57.290938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:57.290998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:57.311102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:57.311913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:57.312014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:57.312065] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:57.343880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:57.344025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:57.344067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:57.344098] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:57.347860] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: UP (p=93.82%) [2025-10-16T00:29:57.348134] [INFO ] [FORECASTER] Completed predict_future for ZKH [2025-10-16T00:29:57.348259] [INFO ] [sig ] ZKH: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:57.489536] [INFO ] [LOCAL ] Saved forecast: ZKH 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ZKH.txt [2025-10-16T00:29:57.489757] [INFO ] [sig ] [1799/1803] Completed ZKH in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 1.0s [2025-10-16T00:29:57.489816] [INFO ] [sig ] [1800/1803] Forecasting ZTO... [2025-10-16T00:29:57.489849] [INFO ] [sig ] Generating forecast for: ZTO [2025-10-16T00:29:57.489881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-10-16T00:29:57.498869] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZTO'. [2025-10-16T00:29:57.499201] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-10-16T00:29:57.523725] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:57.524366] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-10-16T00:29:57.524419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:57.524466] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:57.524496] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:57.524553] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:57.541256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:57.541824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:57.541902] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:57.541936] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:57.578094] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:57.578250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:57.578291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:57.578321] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:57.581762] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=10.08%) [2025-10-16T00:29:57.582025] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-10-16T00:29:57.582160] [INFO ] [sig ] ZTO: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:57.721074] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZTO.txt [2025-10-16T00:29:57.721287] [INFO ] [sig ] [1800/1803] Completed ZTO in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 0.7s [2025-10-16T00:29:57.721329] [INFO ] [sig ] [1801/1803] Forecasting ZTR... [2025-10-16T00:29:57.721360] [INFO ] [sig ] Generating forecast for: ZTR [2025-10-16T00:29:57.721392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'. [2025-10-16T00:29:57.729442] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZTR'. [2025-10-16T00:29:57.729732] [INFO ] [FORECASTER] Starting predict_future for ZTR [2025-10-16T00:29:57.753889] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:57.754537] [DEBUG] [LOCAL ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt [2025-10-16T00:29:57.754591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:57.754624] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:57.754687] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:57.754766] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:57.771477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:57.772026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:57.772108] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:57.772142] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:57.807398] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:57.807532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:57.807571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:57.807601] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:57.810961] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=98.49%) [2025-10-16T00:29:57.811222] [INFO ] [FORECASTER] Completed predict_future for ZTR [2025-10-16T00:29:57.811349] [INFO ] [sig ] ZTR: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:57.949061] [INFO ] [LOCAL ] Saved forecast: ZTR 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ZTR.txt [2025-10-16T00:29:57.949255] [INFO ] [sig ] [1801/1803] Completed ZTR in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 0.5s [2025-10-16T00:29:57.949295] [INFO ] [sig ] [1802/1803] Forecasting ZTS... [2025-10-16T00:29:57.949326] [INFO ] [sig ] Generating forecast for: ZTS [2025-10-16T00:29:57.949358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-10-16T00:29:57.957385] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZTS'. [2025-10-16T00:29:57.957634] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-10-16T00:29:57.981716] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:57.982358] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-10-16T00:29:57.982410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:57.982443] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:57.982479] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:57.982538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:57.999274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:57.999870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:57.999955] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:57.999988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:58.035042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:58.035122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:58.035157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:58.035184] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:58.038149] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=73.79%) [2025-10-16T00:29:58.038396] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-10-16T00:29:58.038525] [INFO ] [sig ] ZTS: Forecast for 2025-10-15: UP (sign=1.00) [2025-10-16T00:29:58.177840] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-10-16 1 -> ./output/forecasts/individual/2025-10-16/ZTS.txt [2025-10-16T00:29:58.178046] [INFO ] [sig ] [1802/1803] Completed ZTS in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 0.2s [2025-10-16T00:29:58.178087] [INFO ] [sig ] [1803/1803] Forecasting ZWS... [2025-10-16T00:29:58.178116] [INFO ] [sig ] Generating forecast for: ZWS [2025-10-16T00:29:58.178147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-10-16T00:29:58.186279] [DEBUG] [REMOTE ] Successfully parsed 1794 rows of historical data for symbol 'ZWS'. [2025-10-16T00:29:58.186529] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-10-16T00:29:58.210698] [DEBUG] [FEATURES ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days) [2025-10-16T00:29:58.211406] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-10-16T00:29:58.211458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T00:29:58.211492] [DEBUG] [FORECASTER] Starting train method [2025-10-16T00:29:58.211519] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T00:29:58.211574] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T00:29:58.228325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T00:29:58.228949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T00:29:58.229029] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T00:29:58.229063] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T00:29:58.263435] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T00:29:58.263511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T00:29:58.263546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T00:29:58.263574] [INFO ] [FORECASTER] Training complete [2025-10-16T00:29:58.266746] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=1.54%) [2025-10-16T00:29:58.266994] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-10-16T00:29:58.267116] [INFO ] [sig ] ZWS: Forecast for 2025-10-15: DOWN (sign=0.00) [2025-10-16T00:29:58.405326] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-10-16 0 -> ./output/forecasts/individual/2025-10-16/ZWS.txt [2025-10-16T00:29:58.405535] [INFO ] [sig ] [1803/1803] Completed ZWS in 0.2s | 4.20 sym/s | Total: 7.1m | ETA: 0.0s [2025-10-16T00:29:58.405577] [INFO ] [sig ] ================================================== [2025-10-16T00:29:58.405608] [INFO ] [sig ] Forecasts complete: 1803/1803 symbols succeeded [2025-10-16T00:29:58.405638] [INFO ] [sig ] Automatically generating consolidated reports... [2025-10-16T00:29:58.405712] [INFO ] [sig ] Generating consolidated forecast reports [2025-10-16T00:29:58.405840] [INFO ] [sig ] Found 5 forecast dates to process [2025-10-16T00:29:58.405889] [INFO ] [sig ] [1/5] Processing report for 2025-10-10... [2025-10-16T00:29:58.405930] [INFO ] [sig ] [1/5] Report for 2025-10-10 already exists, skipping... [2025-10-16T00:29:58.405960] [INFO ] [sig ] [2/5] Processing report for 2025-10-13... [2025-10-16T00:29:58.405997] [INFO ] [sig ] [2/5] Report for 2025-10-13 already exists, skipping... [2025-10-16T00:29:58.406026] [INFO ] [sig ] [3/5] Processing report for 2025-10-14... [2025-10-16T00:29:58.406060] [INFO ] [sig ] [3/5] Report for 2025-10-14 already exists, skipping... [2025-10-16T00:29:58.406088] [INFO ] [sig ] [4/5] Processing report for 2025-10-15... [2025-10-16T00:29:58.406135] [INFO ] [sig ] [4/5] Report for 2025-10-15 already exists, skipping... [2025-10-16T00:29:58.406188] [INFO ] [sig ] [5/5] Processing report for 2025-10-16... [2025-10-16T00:29:58.456899] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-10-16T00:29:58.457239] [DEBUG] [LOCAL ] Loaded configuration for TNET: 0 features, 60.0% accuracy [2025-10-16T00:29:58.457549] [DEBUG] [LOCAL ] Loaded configuration for CON: 2 features, 60.0% accuracy [2025-10-16T00:29:58.457896] [DEBUG] [LOCAL ] Loaded configuration for LXFR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.458227] [DEBUG] [LOCAL ] Loaded configuration for PFL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.459341] [DEBUG] [LOCAL ] Loaded configuration for ABEV: 2 features, 70.0% accuracy [2025-10-16T00:29:58.459677] [DEBUG] [LOCAL ] Loaded configuration for FHI: 4 features, 60.0% accuracy [2025-10-16T00:29:58.460024] [DEBUG] [LOCAL ] Loaded configuration for MP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.460323] [DEBUG] [LOCAL ] Loaded configuration for WK: 1 features, 70.0% accuracy [2025-10-16T00:29:58.460621] [DEBUG] [LOCAL ] Loaded configuration for FIX: 0 features, 70.0% accuracy [2025-10-16T00:29:58.460995] [DEBUG] [LOCAL ] Loaded configuration for FNF: 1 features, 80.0% accuracy [2025-10-16T00:29:58.461361] [DEBUG] [LOCAL ] Loaded configuration for BXC: 3 features, 70.0% accuracy [2025-10-16T00:29:58.461702] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 2 features, 50.0% accuracy [2025-10-16T00:29:58.461973] [DEBUG] [LOCAL ] Loaded configuration for CEE: 2 features, 90.0% accuracy [2025-10-16T00:29:58.462269] [DEBUG] [LOCAL ] Loaded configuration for RGT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.462573] [DEBUG] [LOCAL ] Loaded configuration for LBRT: 3 features, 80.0% accuracy [2025-10-16T00:29:58.462939] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 60.0% accuracy [2025-10-16T00:29:58.463244] [DEBUG] [LOCAL ] Loaded configuration for IOT: 4 features, 80.0% accuracy [2025-10-16T00:29:58.463577] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-10-16T00:29:58.463913] [DEBUG] [LOCAL ] Loaded configuration for MIR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.464218] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 80.0% accuracy [2025-10-16T00:29:58.464505] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 5 features, 90.0% accuracy [2025-10-16T00:29:58.464795] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 3 features, 70.0% accuracy [2025-10-16T00:29:58.465115] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 3 features, 90.0% accuracy [2025-10-16T00:29:58.465418] [DEBUG] [LOCAL ] Loaded configuration for TV: 2 features, 80.0% accuracy [2025-10-16T00:29:58.465719] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.466095] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.466373] [DEBUG] [LOCAL ] Loaded configuration for J: 2 features, 80.0% accuracy [2025-10-16T00:29:58.466685] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-10-16T00:29:58.466982] [DEBUG] [LOCAL ] Loaded configuration for WOW: 3 features, 90.0% accuracy [2025-10-16T00:29:58.467310] [DEBUG] [LOCAL ] Loaded configuration for GHLD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.467637] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-10-16T00:29:58.467989] [DEBUG] [LOCAL ] Loaded configuration for FLS: 4 features, 70.0% accuracy [2025-10-16T00:29:58.468294] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-10-16T00:29:58.468626] [DEBUG] [LOCAL ] Loaded configuration for MVT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.468997] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 5 features, 90.0% accuracy [2025-10-16T00:29:58.469285] [DEBUG] [LOCAL ] Loaded configuration for LPL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.469610] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 90.0% accuracy [2025-10-16T00:29:58.469917] [DEBUG] [LOCAL ] Loaded configuration for VIST: 1 features, 90.0% accuracy [2025-10-16T00:29:58.470206] [DEBUG] [LOCAL ] Loaded configuration for ACP: 1 features, 60.0% accuracy [2025-10-16T00:29:58.470475] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-10-16T00:29:58.470746] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 50.0% accuracy [2025-10-16T00:29:58.470834] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.471089] [DEBUG] [LOCAL ] Loaded configuration for CLX: 4 features, 100.0% accuracy [2025-10-16T00:29:58.471378] [DEBUG] [LOCAL ] Loaded configuration for GL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.471697] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.472009] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.472323] [DEBUG] [LOCAL ] Loaded configuration for CMS: 4 features, 80.0% accuracy [2025-10-16T00:29:58.472602] [DEBUG] [LOCAL ] Loaded configuration for BGY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.473124] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-10-16T00:29:58.473411] [DEBUG] [LOCAL ] Loaded configuration for IGA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.474978] [DEBUG] [LOCAL ] Loaded configuration for ARE: 3 features, 80.0% accuracy [2025-10-16T00:29:58.475309] [DEBUG] [LOCAL ] Loaded configuration for BRX: 5 features, 80.0% accuracy [2025-10-16T00:29:58.475902] [DEBUG] [LOCAL ] Loaded configuration for SHW: 3 features, 80.0% accuracy [2025-10-16T00:29:58.476237] [DEBUG] [LOCAL ] Loaded configuration for AZO: 3 features, 80.0% accuracy [2025-10-16T00:29:58.476547] [DEBUG] [LOCAL ] Loaded configuration for AVTR: 2 features, 60.0% accuracy [2025-10-16T00:29:58.476834] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 60.0% accuracy [2025-10-16T00:29:58.477187] [DEBUG] [LOCAL ] Loaded configuration for PAC: 5 features, 90.0% accuracy [2025-10-16T00:29:58.477522] [DEBUG] [LOCAL ] Loaded configuration for ACV: 2 features, 70.0% accuracy [2025-10-16T00:29:58.477609] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 70.0% accuracy [2025-10-16T00:29:58.477927] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 50.0% accuracy [2025-10-16T00:29:58.478216] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 3 features, 60.0% accuracy [2025-10-16T00:29:58.478310] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-10-16T00:29:58.478612] [DEBUG] [LOCAL ] Loaded configuration for CATO: 0 features, 70.0% accuracy [2025-10-16T00:29:58.478748] [DEBUG] [LOCAL ] Loaded configuration for CWH: 3 features, 70.0% accuracy [2025-10-16T00:29:58.479080] [DEBUG] [LOCAL ] Loaded configuration for MFSG: 1 features, 90.0% accuracy [2025-10-16T00:29:58.479365] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 1 features, 90.0% accuracy [2025-10-16T00:29:58.479678] [DEBUG] [LOCAL ] Loaded configuration for SXC: 6 features, 80.0% accuracy [2025-10-16T00:29:58.480003] [DEBUG] [LOCAL ] Loaded configuration for HGER: 3 features, 50.0% accuracy [2025-10-16T00:29:58.480345] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-10-16T00:29:58.480673] [DEBUG] [LOCAL ] Loaded configuration for KNF: 4 features, 70.0% accuracy [2025-10-16T00:29:58.480947] [DEBUG] [LOCAL ] Loaded configuration for YMM: 3 features, 90.0% accuracy [2025-10-16T00:29:58.481231] [DEBUG] [LOCAL ] Loaded configuration for RLX: 2 features, 80.0% accuracy [2025-10-16T00:29:58.481514] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 1 features, 80.0% accuracy [2025-10-16T00:29:58.481814] [DEBUG] [LOCAL ] Loaded configuration for PHK: 2 features, 60.0% accuracy [2025-10-16T00:29:58.482148] [DEBUG] [LOCAL ] Loaded configuration for UZF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.482435] [DEBUG] [LOCAL ] Loaded configuration for BHC: 2 features, 90.0% accuracy [2025-10-16T00:29:58.482773] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 60.0% accuracy [2025-10-16T00:29:58.483101] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-10-16T00:29:58.483447] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 90.0% accuracy [2025-10-16T00:29:58.483719] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 2 features, 60.0% accuracy [2025-10-16T00:29:58.484055] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-10-16T00:29:58.484334] [DEBUG] [LOCAL ] Loaded configuration for TOL: 3 features, 90.0% accuracy [2025-10-16T00:29:58.484677] [DEBUG] [LOCAL ] Loaded configuration for SILA: 2 features, 60.0% accuracy [2025-10-16T00:29:58.485013] [DEBUG] [LOCAL ] Loaded configuration for RERE: 2 features, 60.0% accuracy [2025-10-16T00:29:58.485331] [DEBUG] [LOCAL ] Loaded configuration for KIM: 0 features, 90.0% accuracy [2025-10-16T00:29:58.486394] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 50.0% accuracy [2025-10-16T00:29:58.486688] [DEBUG] [LOCAL ] Loaded configuration for HYT: 4 features, 90.0% accuracy [2025-10-16T00:29:58.487796] [DEBUG] [LOCAL ] Loaded configuration for BIT: 2 features, 90.0% accuracy [2025-10-16T00:29:58.488134] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 3 features, 80.0% accuracy [2025-10-16T00:29:58.488487] [DEBUG] [LOCAL ] Loaded configuration for VHI: 4 features, 60.0% accuracy [2025-10-16T00:29:58.488821] [DEBUG] [LOCAL ] Loaded configuration for FTV: 0 features, 70.0% accuracy [2025-10-16T00:29:58.489110] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 3 features, 90.0% accuracy [2025-10-16T00:29:58.489421] [DEBUG] [LOCAL ] Loaded configuration for VATE: 0 features, 80.0% accuracy [2025-10-16T00:29:58.489707] [DEBUG] [LOCAL ] Loaded configuration for AHT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.489995] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 5 features, 70.0% accuracy [2025-10-16T00:29:58.490360] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 1 features, 80.0% accuracy [2025-10-16T00:29:58.490682] [DEBUG] [LOCAL ] Loaded configuration for IP: 3 features, 50.0% accuracy [2025-10-16T00:29:58.491019] [DEBUG] [LOCAL ] Loaded configuration for BGT: 0 features, 60.0% accuracy [2025-10-16T00:29:58.491298] [DEBUG] [LOCAL ] Loaded configuration for EIC: 0 features, 80.0% accuracy [2025-10-16T00:29:58.491580] [DEBUG] [LOCAL ] Loaded configuration for CB: 1 features, 100.0% accuracy [2025-10-16T00:29:58.491911] [DEBUG] [LOCAL ] Loaded configuration for PDT: 4 features, 90.0% accuracy [2025-10-16T00:29:58.492203] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-10-16T00:29:58.492477] [DEBUG] [LOCAL ] Loaded configuration for AXL: 1 features, 70.0% accuracy [2025-10-16T00:29:58.492786] [DEBUG] [LOCAL ] Loaded configuration for UBS: 1 features, 60.0% accuracy [2025-10-16T00:29:58.493053] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-10-16T00:29:58.493141] [DEBUG] [LOCAL ] Loaded configuration for BSX: 4 features, 60.0% accuracy [2025-10-16T00:29:58.493458] [DEBUG] [LOCAL ] Loaded configuration for CCK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.493785] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 2 features, 90.0% accuracy [2025-10-16T00:29:58.494070] [DEBUG] [LOCAL ] Loaded configuration for LION: 0 features, 70.0% accuracy [2025-10-16T00:29:58.494357] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 0 features, 50.0% accuracy [2025-10-16T00:29:58.494621] [DEBUG] [LOCAL ] Loaded configuration for TISI: 1 features, 40.0% accuracy [2025-10-16T00:29:58.494975] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 4 features, 90.0% accuracy [2025-10-16T00:29:58.495244] [DEBUG] [LOCAL ] Loaded configuration for JHS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.495529] [DEBUG] [LOCAL ] Loaded configuration for NXE: 1 features, 60.0% accuracy [2025-10-16T00:29:58.495825] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 2 features, 80.0% accuracy [2025-10-16T00:29:58.496108] [DEBUG] [LOCAL ] Loaded configuration for BLW: 4 features, 80.0% accuracy [2025-10-16T00:29:58.496424] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-10-16T00:29:58.496695] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-10-16T00:29:58.496959] [DEBUG] [LOCAL ] Loaded configuration for TNK: 1 features, 70.0% accuracy [2025-10-16T00:29:58.497227] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-10-16T00:29:58.497511] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.497799] [DEBUG] [LOCAL ] Loaded configuration for UDR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.498122] [DEBUG] [LOCAL ] Loaded configuration for LYG: 3 features, 90.0% accuracy [2025-10-16T00:29:58.498435] [DEBUG] [LOCAL ] Loaded configuration for SOR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.498754] [DEBUG] [LOCAL ] Loaded configuration for KOS: 0 features, 80.0% accuracy [2025-10-16T00:29:58.499057] [DEBUG] [LOCAL ] Loaded configuration for ARR: 0 features, 60.0% accuracy [2025-10-16T00:29:58.499392] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 1 features, 90.0% accuracy [2025-10-16T00:29:58.499684] [DEBUG] [LOCAL ] Loaded configuration for ETX: 2 features, 80.0% accuracy [2025-10-16T00:29:58.499975] [DEBUG] [LOCAL ] Loaded configuration for LZB: 3 features, 90.0% accuracy [2025-10-16T00:29:58.500317] [DEBUG] [LOCAL ] Loaded configuration for IDE: 0 features, 90.0% accuracy [2025-10-16T00:29:58.500586] [DEBUG] [LOCAL ] Loaded configuration for OCFT: 2 features, 100.0% accuracy [2025-10-16T00:29:58.500943] [DEBUG] [LOCAL ] Loaded configuration for NUW: 1 features, 90.0% accuracy [2025-10-16T00:29:58.501264] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 50.0% accuracy [2025-10-16T00:29:58.501551] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-10-16T00:29:58.501823] [DEBUG] [LOCAL ] Loaded configuration for CTO: 4 features, 90.0% accuracy [2025-10-16T00:29:58.502112] [DEBUG] [LOCAL ] Loaded configuration for BG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.502384] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-10-16T00:29:58.503507] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 2 features, 60.0% accuracy [2025-10-16T00:29:58.503801] [DEBUG] [LOCAL ] Loaded configuration for CNC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.504147] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.504475] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 4 features, 80.0% accuracy [2025-10-16T00:29:58.504756] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.505866] [DEBUG] [LOCAL ] Loaded configuration for HPE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.506194] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.506487] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-10-16T00:29:58.506574] [DEBUG] [LOCAL ] Loaded configuration for DAC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.506885] [DEBUG] [LOCAL ] Loaded configuration for AFL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.507225] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 60.0% accuracy [2025-10-16T00:29:58.507506] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 1 features, 80.0% accuracy [2025-10-16T00:29:58.507793] [DEBUG] [LOCAL ] Loaded configuration for RMT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.508128] [DEBUG] [LOCAL ] Loaded configuration for BJ: 1 features, 60.0% accuracy [2025-10-16T00:29:58.508407] [DEBUG] [LOCAL ] Loaded configuration for BARK: 2 features, 70.0% accuracy [2025-10-16T00:29:58.508721] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 4 features, 90.0% accuracy [2025-10-16T00:29:58.509059] [DEBUG] [LOCAL ] Loaded configuration for STEM: 4 features, 80.0% accuracy [2025-10-16T00:29:58.509395] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 1 features, 50.0% accuracy [2025-10-16T00:29:58.509701] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.510041] [DEBUG] [LOCAL ] Loaded configuration for BDN: 7 features, 80.0% accuracy [2025-10-16T00:29:58.510381] [DEBUG] [LOCAL ] Loaded configuration for VOC: 1 features, 80.0% accuracy [2025-10-16T00:29:58.510685] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-10-16T00:29:58.511059] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 50.0% accuracy [2025-10-16T00:29:58.511358] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 80.0% accuracy [2025-10-16T00:29:58.511631] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 90.0% accuracy [2025-10-16T00:29:58.512311] [DEBUG] [LOCAL ] Loaded configuration for UAA: 1 features, 70.0% accuracy [2025-10-16T00:29:58.512398] [DEBUG] [LOCAL ] Loaded configuration for DCO: 1 features, 90.0% accuracy [2025-10-16T00:29:58.512680] [DEBUG] [LOCAL ] Loaded configuration for BGS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.512992] [DEBUG] [LOCAL ] Loaded configuration for LUCK: 4 features, 80.0% accuracy [2025-10-16T00:29:58.514011] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-10-16T00:29:58.514335] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 1 features, 70.0% accuracy [2025-10-16T00:29:58.514422] [DEBUG] [LOCAL ] Loaded configuration for BE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.514505] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-10-16T00:29:58.514808] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-10-16T00:29:58.515284] [DEBUG] [LOCAL ] Loaded configuration for TX: 2 features, 90.0% accuracy [2025-10-16T00:29:58.515618] [DEBUG] [LOCAL ] Loaded configuration for KN: 4 features, 100.0% accuracy [2025-10-16T00:29:58.516000] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.516298] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.516601] [DEBUG] [LOCAL ] Loaded configuration for NAT: 1 features, 80.0% accuracy [2025-10-16T00:29:58.516733] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 100.0% accuracy [2025-10-16T00:29:58.517045] [DEBUG] [LOCAL ] Loaded configuration for BBD: 4 features, 90.0% accuracy [2025-10-16T00:29:58.517343] [DEBUG] [LOCAL ] Loaded configuration for EDN: 2 features, 90.0% accuracy [2025-10-16T00:29:58.517632] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.517939] [DEBUG] [LOCAL ] Loaded configuration for TS: 3 features, 70.0% accuracy [2025-10-16T00:29:58.518025] [DEBUG] [LOCAL ] Loaded configuration for ENR: 2 features, 90.0% accuracy [2025-10-16T00:29:58.518319] [DEBUG] [LOCAL ] Loaded configuration for GTES: 1 features, 70.0% accuracy [2025-10-16T00:29:58.518618] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-10-16T00:29:58.518947] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.519215] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 4 features, 60.0% accuracy [2025-10-16T00:29:58.519498] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 0 features, 40.0% accuracy [2025-10-16T00:29:58.519779] [DEBUG] [LOCAL ] Loaded configuration for AMR: 6 features, 90.0% accuracy [2025-10-16T00:29:58.520098] [DEBUG] [LOCAL ] Loaded configuration for ALE: 1 features, 70.0% accuracy [2025-10-16T00:29:58.520408] [DEBUG] [LOCAL ] Loaded configuration for ANF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.520704] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.521123] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-10-16T00:29:58.521400] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 70.0% accuracy [2025-10-16T00:29:58.521487] [DEBUG] [LOCAL ] Loaded configuration for ABG: 0 features, 80.0% accuracy [2025-10-16T00:29:58.521766] [DEBUG] [LOCAL ] Loaded configuration for DRD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.522102] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.522434] [DEBUG] [LOCAL ] Loaded configuration for FNB: 0 features, 60.0% accuracy [2025-10-16T00:29:58.522789] [DEBUG] [LOCAL ] Loaded configuration for EFT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.523066] [DEBUG] [LOCAL ] Loaded configuration for TVC: 0 features, 70.0% accuracy [2025-10-16T00:29:58.523365] [DEBUG] [LOCAL ] Loaded configuration for WIT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.523677] [DEBUG] [LOCAL ] Loaded configuration for SEG: 3 features, 90.0% accuracy [2025-10-16T00:29:58.523948] [DEBUG] [LOCAL ] Loaded configuration for ETG: 2 features, 60.0% accuracy [2025-10-16T00:29:58.524244] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-10-16T00:29:58.524523] [DEBUG] [LOCAL ] Loaded configuration for SYY: 1 features, 80.0% accuracy [2025-10-16T00:29:58.524824] [DEBUG] [LOCAL ] Loaded configuration for HLT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.525148] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-10-16T00:29:58.525435] [DEBUG] [LOCAL ] Loaded configuration for PCF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.525768] [DEBUG] [LOCAL ] Loaded configuration for SOC: 0 features, 60.0% accuracy [2025-10-16T00:29:58.526066] [DEBUG] [LOCAL ] Loaded configuration for F: 6 features, 80.0% accuracy [2025-10-16T00:29:58.526360] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 2 features, 100.0% accuracy [2025-10-16T00:29:58.526687] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 3 features, 60.0% accuracy [2025-10-16T00:29:58.526968] [DEBUG] [LOCAL ] Loaded configuration for THG: 3 features, 70.0% accuracy [2025-10-16T00:29:58.527253] [DEBUG] [LOCAL ] Loaded configuration for ORC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.527544] [DEBUG] [LOCAL ] Loaded configuration for BTI: 4 features, 90.0% accuracy [2025-10-16T00:29:58.527675] [DEBUG] [LOCAL ] Loaded configuration for DTM: 0 features, 50.0% accuracy [2025-10-16T00:29:58.527987] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.528274] [DEBUG] [LOCAL ] Loaded configuration for GHG: 3 features, 70.0% accuracy [2025-10-16T00:29:58.528829] [DEBUG] [LOCAL ] Loaded configuration for SCS: 4 features, 60.0% accuracy [2025-10-16T00:29:58.529248] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-10-16T00:29:58.529550] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 3 features, 80.0% accuracy [2025-10-16T00:29:58.529933] [DEBUG] [LOCAL ] Loaded configuration for SEM: 1 features, 70.0% accuracy [2025-10-16T00:29:58.530215] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.530497] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.530983] [DEBUG] [LOCAL ] Loaded configuration for VSH: 2 features, 70.0% accuracy [2025-10-16T00:29:58.531361] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.531731] [DEBUG] [LOCAL ] Loaded configuration for STEW: 1 features, 70.0% accuracy [2025-10-16T00:29:58.532035] [DEBUG] [LOCAL ] Loaded configuration for AES: 2 features, 90.0% accuracy [2025-10-16T00:29:58.532340] [DEBUG] [LOCAL ] Loaded configuration for HVT: 4 features, 60.0% accuracy [2025-10-16T00:29:58.532702] [DEBUG] [LOCAL ] Loaded configuration for IAE: 1 features, 80.0% accuracy [2025-10-16T00:29:58.533008] [DEBUG] [LOCAL ] Loaded configuration for AIZ: 2 features, 70.0% accuracy [2025-10-16T00:29:58.533119] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 70.0% accuracy [2025-10-16T00:29:58.533226] [DEBUG] [LOCAL ] Loaded configuration for WPM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.533500] [DEBUG] [LOCAL ] Loaded configuration for VPG: 1 features, 70.0% accuracy [2025-10-16T00:29:58.533840] [DEBUG] [LOCAL ] Loaded configuration for CR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.534140] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 90.0% accuracy [2025-10-16T00:29:58.534478] [DEBUG] [LOCAL ] Loaded configuration for KR: 2 features, 90.0% accuracy [2025-10-16T00:29:58.534808] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 0 features, 60.0% accuracy [2025-10-16T00:29:58.534917] [DEBUG] [LOCAL ] Loaded configuration for MPC: 6 features, 90.0% accuracy [2025-10-16T00:29:58.535325] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-10-16T00:29:58.535633] [DEBUG] [LOCAL ] Loaded configuration for CHD: 2 features, 90.0% accuracy [2025-10-16T00:29:58.535960] [DEBUG] [LOCAL ] Loaded configuration for PVL: 3 features, 90.0% accuracy [2025-10-16T00:29:58.536260] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-10-16T00:29:58.536583] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-10-16T00:29:58.536923] [DEBUG] [LOCAL ] Loaded configuration for FDS: 4 features, 70.0% accuracy [2025-10-16T00:29:58.537205] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.537498] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 70.0% accuracy [2025-10-16T00:29:58.537816] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.538074] [DEBUG] [LOCAL ] Loaded configuration for XPER: 0 features, 60.0% accuracy [2025-10-16T00:29:58.538344] [DEBUG] [LOCAL ] Loaded configuration for TAL: 1 features, 60.0% accuracy [2025-10-16T00:29:58.538934] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-10-16T00:29:58.539222] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.539553] [DEBUG] [LOCAL ] Loaded configuration for MAGN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.539922] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 50.0% accuracy [2025-10-16T00:29:58.540237] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.540539] [DEBUG] [LOCAL ] Loaded configuration for FND: 1 features, 80.0% accuracy [2025-10-16T00:29:58.540855] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-10-16T00:29:58.541117] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-10-16T00:29:58.541389] [DEBUG] [LOCAL ] Loaded configuration for EIG: 3 features, 90.0% accuracy [2025-10-16T00:29:58.541681] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.541944] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 6 features, 80.0% accuracy [2025-10-16T00:29:58.542226] [DEBUG] [LOCAL ] Loaded configuration for TEF: 3 features, 90.0% accuracy [2025-10-16T00:29:58.542489] [DEBUG] [LOCAL ] Loaded configuration for CI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.542770] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 70.0% accuracy [2025-10-16T00:29:58.543081] [DEBUG] [LOCAL ] Loaded configuration for KIO: 3 features, 90.0% accuracy [2025-10-16T00:29:58.543170] [DEBUG] [LOCAL ] Loaded configuration for AEG: 1 features, 60.0% accuracy [2025-10-16T00:29:58.543430] [DEBUG] [LOCAL ] Loaded configuration for BTCM: 3 features, 70.0% accuracy [2025-10-16T00:29:58.543695] [DEBUG] [LOCAL ] Loaded configuration for SAND: 1 features, 70.0% accuracy [2025-10-16T00:29:58.543978] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 0 features, 50.0% accuracy [2025-10-16T00:29:58.544290] [DEBUG] [LOCAL ] Loaded configuration for JPC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.544569] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.544885] [DEBUG] [LOCAL ] Loaded configuration for GAP: 1 features, 80.0% accuracy [2025-10-16T00:29:58.545185] [DEBUG] [LOCAL ] Loaded configuration for SHO: 3 features, 70.0% accuracy [2025-10-16T00:29:58.545458] [DEBUG] [LOCAL ] Loaded configuration for TFX: 2 features, 90.0% accuracy [2025-10-16T00:29:58.545739] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.545828] [DEBUG] [LOCAL ] Loaded configuration for MXF: 3 features, 80.0% accuracy [2025-10-16T00:29:58.545893] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 3 features, 90.0% accuracy [2025-10-16T00:29:58.546192] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-10-16T00:29:58.546280] [DEBUG] [LOCAL ] Loaded configuration for BFH: 4 features, 70.0% accuracy [2025-10-16T00:29:58.546523] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 6 features, 90.0% accuracy [2025-10-16T00:29:58.546786] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.547096] [DEBUG] [LOCAL ] Loaded configuration for PPT: 5 features, 100.0% accuracy [2025-10-16T00:29:58.547416] [DEBUG] [LOCAL ] Loaded configuration for SJT: 2 features, 90.0% accuracy [2025-10-16T00:29:58.547731] [DEBUG] [LOCAL ] Loaded configuration for LYB: 3 features, 90.0% accuracy [2025-10-16T00:29:58.548012] [DEBUG] [LOCAL ] Loaded configuration for AN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.548286] [DEBUG] [LOCAL ] Loaded configuration for FT: 4 features, 70.0% accuracy [2025-10-16T00:29:58.548549] [DEBUG] [LOCAL ] Loaded configuration for THR: 4 features, 90.0% accuracy [2025-10-16T00:29:58.549151] [DEBUG] [LOCAL ] Loaded configuration for TFII: 1 features, 70.0% accuracy [2025-10-16T00:29:58.549445] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.549551] [DEBUG] [LOCAL ] Loaded configuration for BRBR: 3 features, 100.0% accuracy [2025-10-16T00:29:58.549828] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 60.0% accuracy [2025-10-16T00:29:58.550108] [DEBUG] [LOCAL ] Loaded configuration for AAP: 6 features, 100.0% accuracy [2025-10-16T00:29:58.550389] [DEBUG] [LOCAL ] Loaded configuration for LRN: 1 features, 90.0% accuracy [2025-10-16T00:29:58.550687] [DEBUG] [LOCAL ] Loaded configuration for WNC: 0 features, 80.0% accuracy [2025-10-16T00:29:58.550953] [DEBUG] [LOCAL ] Loaded configuration for HNI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.551236] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-10-16T00:29:58.551558] [DEBUG] [LOCAL ] Loaded configuration for AM: 2 features, 80.0% accuracy [2025-10-16T00:29:58.551905] [DEBUG] [LOCAL ] Loaded configuration for JGH: 2 features, 70.0% accuracy [2025-10-16T00:29:58.552217] [DEBUG] [LOCAL ] Loaded configuration for SCCO: 1 features, 100.0% accuracy [2025-10-16T00:29:58.552534] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 1 features, 70.0% accuracy [2025-10-16T00:29:58.552805] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.553089] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.553414] [DEBUG] [LOCAL ] Loaded configuration for YALA: 1 features, 80.0% accuracy [2025-10-16T00:29:58.553751] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 80.0% accuracy [2025-10-16T00:29:58.554043] [DEBUG] [LOCAL ] Loaded configuration for COR: 2 features, 50.0% accuracy [2025-10-16T00:29:58.554370] [DEBUG] [LOCAL ] Loaded configuration for AFGE: 1 features, 90.0% accuracy [2025-10-16T00:29:58.554630] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 3 features, 80.0% accuracy [2025-10-16T00:29:58.554953] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-10-16T00:29:58.555238] [DEBUG] [LOCAL ] Loaded configuration for IBTA: 5 features, 70.0% accuracy [2025-10-16T00:29:58.555556] [DEBUG] [LOCAL ] Loaded configuration for ALB: 5 features, 70.0% accuracy [2025-10-16T00:29:58.555965] [DEBUG] [LOCAL ] Loaded configuration for TEX: 2 features, 60.0% accuracy [2025-10-16T00:29:58.556288] [DEBUG] [LOCAL ] Loaded configuration for IGR: 3 features, 90.0% accuracy [2025-10-16T00:29:58.556427] [DEBUG] [LOCAL ] Loaded configuration for ASG: 4 features, 80.0% accuracy [2025-10-16T00:29:58.556548] [DEBUG] [LOCAL ] Loaded configuration for APOS: 1 features, 60.0% accuracy [2025-10-16T00:29:58.556842] [DEBUG] [LOCAL ] Loaded configuration for BB: 2 features, 60.0% accuracy [2025-10-16T00:29:58.557141] [DEBUG] [LOCAL ] Loaded configuration for CXT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.557440] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.557530] [DEBUG] [LOCAL ] Loaded configuration for DSX: 2 features, 80.0% accuracy [2025-10-16T00:29:58.558395] [DEBUG] [LOCAL ] Loaded configuration for EBR: 0 features, 70.0% accuracy [2025-10-16T00:29:58.558722] [DEBUG] [LOCAL ] Loaded configuration for BCS: 3 features, 90.0% accuracy [2025-10-16T00:29:58.559012] [DEBUG] [LOCAL ] Loaded configuration for EVT: 2 features, 60.0% accuracy [2025-10-16T00:29:58.559310] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 5 features, 90.0% accuracy [2025-10-16T00:29:58.559637] [DEBUG] [LOCAL ] Loaded configuration for DPG: 0 features, 80.0% accuracy [2025-10-16T00:29:58.559766] [DEBUG] [LOCAL ] Loaded configuration for CWK: 1 features, 70.0% accuracy [2025-10-16T00:29:58.560077] [DEBUG] [LOCAL ] Loaded configuration for FSK: 2 features, 90.0% accuracy [2025-10-16T00:29:58.560412] [DEBUG] [LOCAL ] Loaded configuration for PNI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.560677] [DEBUG] [LOCAL ] Loaded configuration for SMC: 3 features, 80.0% accuracy [2025-10-16T00:29:58.560957] [DEBUG] [LOCAL ] Loaded configuration for FBK: 4 features, 70.0% accuracy [2025-10-16T00:29:58.561220] [DEBUG] [LOCAL ] Loaded configuration for FOUR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.561508] [DEBUG] [LOCAL ] Loaded configuration for BKV: 0 features, 80.0% accuracy [2025-10-16T00:29:58.561824] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-10-16T00:29:58.562092] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-10-16T00:29:58.562406] [DEBUG] [LOCAL ] Loaded configuration for WLK: 4 features, 100.0% accuracy [2025-10-16T00:29:58.562700] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-10-16T00:29:58.563029] [DEBUG] [LOCAL ] Loaded configuration for MPLX: 5 features, 70.0% accuracy [2025-10-16T00:29:58.563343] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 60.0% accuracy [2025-10-16T00:29:58.563626] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-10-16T00:29:58.563959] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 60.0% accuracy [2025-10-16T00:29:58.564231] [DEBUG] [LOCAL ] Loaded configuration for WCN: 3 features, 80.0% accuracy [2025-10-16T00:29:58.564973] [DEBUG] [LOCAL ] Loaded configuration for TSE: 4 features, 40.0% accuracy [2025-10-16T00:29:58.565264] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 90.0% accuracy [2025-10-16T00:29:58.565595] [DEBUG] [LOCAL ] Loaded configuration for AIV: 4 features, 90.0% accuracy [2025-10-16T00:29:58.565967] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 70.0% accuracy [2025-10-16T00:29:58.566282] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 90.0% accuracy [2025-10-16T00:29:58.566601] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-10-16T00:29:58.566940] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 4 features, 90.0% accuracy [2025-10-16T00:29:58.567204] [DEBUG] [LOCAL ] Loaded configuration for CDE: 1 features, 60.0% accuracy [2025-10-16T00:29:58.567475] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-10-16T00:29:58.567749] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 3 features, 70.0% accuracy [2025-10-16T00:29:58.568011] [DEBUG] [LOCAL ] Loaded configuration for CMP: 0 features, 60.0% accuracy [2025-10-16T00:29:58.568282] [DEBUG] [LOCAL ] Loaded configuration for MFSV: 0 features, 80.0% accuracy [2025-10-16T00:29:58.568581] [DEBUG] [LOCAL ] Loaded configuration for SONY: 3 features, 80.0% accuracy [2025-10-16T00:29:58.568963] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-10-16T00:29:58.569286] [DEBUG] [LOCAL ] Loaded configuration for TAC: 5 features, 60.0% accuracy [2025-10-16T00:29:58.569373] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-10-16T00:29:58.569678] [DEBUG] [LOCAL ] Loaded configuration for STRV: 0 features, 60.0% accuracy [2025-10-16T00:29:58.570000] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 1 features, 90.0% accuracy [2025-10-16T00:29:58.570275] [DEBUG] [LOCAL ] Loaded configuration for SLG: 1 features, 90.0% accuracy [2025-10-16T00:29:58.570599] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 4 features, 100.0% accuracy [2025-10-16T00:29:58.570922] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.571256] [DEBUG] [LOCAL ] Loaded configuration for USA: 3 features, 50.0% accuracy [2025-10-16T00:29:58.571578] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-10-16T00:29:58.571717] [DEBUG] [LOCAL ] Loaded configuration for BFK: 0 features, 70.0% accuracy [2025-10-16T00:29:58.571998] [DEBUG] [LOCAL ] Loaded configuration for BBDC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.572319] [DEBUG] [LOCAL ] Loaded configuration for GRC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.572606] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.572972] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 50.0% accuracy [2025-10-16T00:29:58.573321] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-10-16T00:29:58.573669] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.573952] [DEBUG] [LOCAL ] Loaded configuration for AOS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.574225] [DEBUG] [LOCAL ] Loaded configuration for KODK: 2 features, 60.0% accuracy [2025-10-16T00:29:58.574549] [DEBUG] [LOCAL ] Loaded configuration for GOTU: 3 features, 90.0% accuracy [2025-10-16T00:29:58.574847] [DEBUG] [LOCAL ] Loaded configuration for CMBT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.575158] [DEBUG] [LOCAL ] Loaded configuration for MGRE: 2 features, 60.0% accuracy [2025-10-16T00:29:58.575471] [DEBUG] [LOCAL ] Loaded configuration for IIF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.575762] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 3 features, 80.0% accuracy [2025-10-16T00:29:58.576051] [DEBUG] [LOCAL ] Loaded configuration for BME: 1 features, 80.0% accuracy [2025-10-16T00:29:58.576373] [DEBUG] [LOCAL ] Loaded configuration for BNS: 1 features, 70.0% accuracy [2025-10-16T00:29:58.576688] [DEBUG] [LOCAL ] Loaded configuration for TPB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.576985] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 6 features, 80.0% accuracy [2025-10-16T00:29:58.577311] [DEBUG] [LOCAL ] Loaded configuration for MBC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.577690] [DEBUG] [LOCAL ] Loaded configuration for BEPC: 2 features, 90.0% accuracy [2025-10-16T00:29:58.578028] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.578145] [DEBUG] [LOCAL ] Loaded configuration for SE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.578436] [DEBUG] [LOCAL ] Loaded configuration for GWW: 5 features, 80.0% accuracy [2025-10-16T00:29:58.578736] [DEBUG] [LOCAL ] Loaded configuration for BGR: 6 features, 60.0% accuracy [2025-10-16T00:29:58.579076] [DEBUG] [LOCAL ] Loaded configuration for LTM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.579380] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-10-16T00:29:58.579698] [DEBUG] [LOCAL ] Loaded configuration for LPG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.580024] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 4 features, 50.0% accuracy [2025-10-16T00:29:58.580368] [DEBUG] [LOCAL ] Loaded configuration for ADT: 1 features, 90.0% accuracy [2025-10-16T00:29:58.580639] [DEBUG] [LOCAL ] Loaded configuration for JHX: 3 features, 80.0% accuracy [2025-10-16T00:29:58.580997] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 2 features, 80.0% accuracy [2025-10-16T00:29:58.581273] [DEBUG] [LOCAL ] Loaded configuration for COP: 5 features, 100.0% accuracy [2025-10-16T00:29:58.581549] [DEBUG] [LOCAL ] Loaded configuration for COLD: 2 features, 60.0% accuracy [2025-10-16T00:29:58.581901] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 70.0% accuracy [2025-10-16T00:29:58.582225] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-10-16T00:29:58.582548] [DEBUG] [LOCAL ] Loaded configuration for LANV: 2 features, 70.0% accuracy [2025-10-16T00:29:58.582829] [DEBUG] [LOCAL ] Loaded configuration for VMO: 2 features, 90.0% accuracy [2025-10-16T00:29:58.583152] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-10-16T00:29:58.583446] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 90.0% accuracy [2025-10-16T00:29:58.583733] [DEBUG] [LOCAL ] Loaded configuration for TRP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.584051] [DEBUG] [LOCAL ] Loaded configuration for JBND: 1 features, 70.0% accuracy [2025-10-16T00:29:58.585098] [DEBUG] [LOCAL ] Loaded configuration for SF: 0 features, 70.0% accuracy [2025-10-16T00:29:58.585371] [DEBUG] [LOCAL ] Loaded configuration for SARO: 2 features, 80.0% accuracy [2025-10-16T00:29:58.585677] [DEBUG] [LOCAL ] Loaded configuration for GPK: 0 features, 80.0% accuracy [2025-10-16T00:29:58.585775] [DEBUG] [LOCAL ] Loaded configuration for DGX: 1 features, 80.0% accuracy [2025-10-16T00:29:58.586025] [DEBUG] [LOCAL ] Loaded configuration for VGI: 3 features, 60.0% accuracy [2025-10-16T00:29:58.586296] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-10-16T00:29:58.586563] [DEBUG] [LOCAL ] Loaded configuration for GYLD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.586874] [DEBUG] [LOCAL ] Loaded configuration for CPS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.587189] [DEBUG] [LOCAL ] Loaded configuration for CVS: 1 features, 100.0% accuracy [2025-10-16T00:29:58.587504] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 3 features, 60.0% accuracy [2025-10-16T00:29:58.587791] [DEBUG] [LOCAL ] Loaded configuration for ASB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.588075] [DEBUG] [LOCAL ] Loaded configuration for BCO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.588388] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-10-16T00:29:58.588686] [DEBUG] [LOCAL ] Loaded configuration for DAR: 1 features, 70.0% accuracy [2025-10-16T00:29:58.588982] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 0 features, 70.0% accuracy [2025-10-16T00:29:58.589267] [DEBUG] [LOCAL ] Loaded configuration for MCY: 0 features, 70.0% accuracy [2025-10-16T00:29:58.589602] [DEBUG] [LOCAL ] Loaded configuration for JCE: 1 features, 70.0% accuracy [2025-10-16T00:29:58.589917] [DEBUG] [LOCAL ] Loaded configuration for MDU: 1 features, 100.0% accuracy [2025-10-16T00:29:58.590409] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.590728] [DEBUG] [LOCAL ] Loaded configuration for NINE: 1 features, 50.0% accuracy [2025-10-16T00:29:58.590996] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 3 features, 60.0% accuracy [2025-10-16T00:29:58.591283] [DEBUG] [LOCAL ] Loaded configuration for ETO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.591603] [DEBUG] [LOCAL ] Loaded configuration for AXP: 0 features, 80.0% accuracy [2025-10-16T00:29:58.591920] [DEBUG] [LOCAL ] Loaded configuration for JBI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.592206] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-10-16T00:29:58.592471] [DEBUG] [LOCAL ] Loaded configuration for BCX: 0 features, 70.0% accuracy [2025-10-16T00:29:58.592735] [DEBUG] [LOCAL ] Loaded configuration for XYL: 1 features, 70.0% accuracy [2025-10-16T00:29:58.593048] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.593393] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.593682] [DEBUG] [LOCAL ] Loaded configuration for HAFN: 5 features, 80.0% accuracy [2025-10-16T00:29:58.593948] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-10-16T00:29:58.594260] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.594574] [DEBUG] [LOCAL ] Loaded configuration for KORE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.594897] [DEBUG] [LOCAL ] Loaded configuration for TEI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.595181] [DEBUG] [LOCAL ] Loaded configuration for BR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.595465] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.595730] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 4 features, 80.0% accuracy [2025-10-16T00:29:58.595997] [DEBUG] [LOCAL ] Loaded configuration for AGI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.596263] [DEBUG] [LOCAL ] Loaded configuration for WEC: 4 features, 60.0% accuracy [2025-10-16T00:29:58.596544] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-10-16T00:29:58.596839] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.597104] [DEBUG] [LOCAL ] Loaded configuration for CIB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.597418] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 90.0% accuracy [2025-10-16T00:29:58.597700] [DEBUG] [LOCAL ] Loaded configuration for TXT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.597988] [DEBUG] [LOCAL ] Loaded configuration for WDI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.598305] [DEBUG] [LOCAL ] Loaded configuration for AGD: 3 features, 70.0% accuracy [2025-10-16T00:29:58.598664] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-10-16T00:29:58.598946] [DEBUG] [LOCAL ] Loaded configuration for PRCS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.599264] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.599687] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 3 features, 90.0% accuracy [2025-10-16T00:29:58.600037] [DEBUG] [LOCAL ] Loaded configuration for FLUT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.600362] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 4 features, 50.0% accuracy [2025-10-16T00:29:58.600691] [DEBUG] [LOCAL ] Loaded configuration for BILL: 1 features, 70.0% accuracy [2025-10-16T00:29:58.600970] [DEBUG] [LOCAL ] Loaded configuration for THC: 2 features, 50.0% accuracy [2025-10-16T00:29:58.601242] [DEBUG] [LOCAL ] Loaded configuration for CXH: 1 features, 70.0% accuracy [2025-10-16T00:29:58.602300] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.602571] [DEBUG] [LOCAL ] Loaded configuration for CRBD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.602985] [DEBUG] [LOCAL ] Loaded configuration for UHS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.603261] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 3 features, 70.0% accuracy [2025-10-16T00:29:58.603582] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 1 features, 90.0% accuracy [2025-10-16T00:29:58.603956] [DEBUG] [LOCAL ] Loaded configuration for BHK: 3 features, 60.0% accuracy [2025-10-16T00:29:58.604279] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 80.0% accuracy [2025-10-16T00:29:58.604610] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 50.0% accuracy [2025-10-16T00:29:58.604989] [DEBUG] [LOCAL ] Loaded configuration for GPI: 1 features, 90.0% accuracy [2025-10-16T00:29:58.605262] [DEBUG] [LOCAL ] Loaded configuration for GGB: 0 features, 70.0% accuracy [2025-10-16T00:29:58.605577] [DEBUG] [LOCAL ] Loaded configuration for MDV: 3 features, 80.0% accuracy [2025-10-16T00:29:58.605918] [DEBUG] [LOCAL ] Loaded configuration for WD: 4 features, 80.0% accuracy [2025-10-16T00:29:58.606183] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 90.0% accuracy [2025-10-16T00:29:58.606446] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 80.0% accuracy [2025-10-16T00:29:58.606763] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 1 features, 90.0% accuracy [2025-10-16T00:29:58.607027] [DEBUG] [LOCAL ] Loaded configuration for VLO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.607313] [DEBUG] [LOCAL ] Loaded configuration for MCB: 2 features, 90.0% accuracy [2025-10-16T00:29:58.607575] [DEBUG] [LOCAL ] Loaded configuration for GDL: 2 features, 90.0% accuracy [2025-10-16T00:29:58.608699] [DEBUG] [LOCAL ] Loaded configuration for TXO: 3 features, 80.0% accuracy [2025-10-16T00:29:58.609035] [DEBUG] [LOCAL ] Loaded configuration for FLG: 5 features, 80.0% accuracy [2025-10-16T00:29:58.609363] [DEBUG] [LOCAL ] Loaded configuration for MUE: 1 features, 60.0% accuracy [2025-10-16T00:29:58.609682] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 2 features, 70.0% accuracy [2025-10-16T00:29:58.609955] [DEBUG] [LOCAL ] Loaded configuration for ATUS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.610243] [DEBUG] [LOCAL ] Loaded configuration for EMD: 3 features, 90.0% accuracy [2025-10-16T00:29:58.610512] [DEBUG] [LOCAL ] Loaded configuration for AHR: 1 features, 80.0% accuracy [2025-10-16T00:29:58.610825] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.611086] [DEBUG] [LOCAL ] Loaded configuration for ASR: 3 features, 70.0% accuracy [2025-10-16T00:29:58.611413] [DEBUG] [LOCAL ] Loaded configuration for EC: 3 features, 60.0% accuracy [2025-10-16T00:29:58.611734] [DEBUG] [LOCAL ] Loaded configuration for SEI: 2 features, 70.0% accuracy [2025-10-16T00:29:58.611840] [DEBUG] [LOCAL ] Loaded configuration for CXW: 6 features, 60.0% accuracy [2025-10-16T00:29:58.612167] [DEBUG] [LOCAL ] Loaded configuration for ACVA: 0 features, 90.0% accuracy [2025-10-16T00:29:58.612448] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 90.0% accuracy [2025-10-16T00:29:58.612710] [DEBUG] [LOCAL ] Loaded configuration for MFAN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.612992] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 1 features, 40.0% accuracy [2025-10-16T00:29:58.613080] [DEBUG] [LOCAL ] Loaded configuration for CARR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.613372] [DEBUG] [LOCAL ] Loaded configuration for SQM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.613696] [DEBUG] [LOCAL ] Loaded configuration for AME: 1 features, 80.0% accuracy [2025-10-16T00:29:58.613960] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.614220] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 1 features, 90.0% accuracy [2025-10-16T00:29:58.614483] [DEBUG] [LOCAL ] Loaded configuration for TMO: 3 features, 90.0% accuracy [2025-10-16T00:29:58.614589] [DEBUG] [LOCAL ] Loaded configuration for DD: 2 features, 60.0% accuracy [2025-10-16T00:29:58.614910] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 80.0% accuracy [2025-10-16T00:29:58.615176] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 90.0% accuracy [2025-10-16T00:29:58.615475] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.615796] [DEBUG] [LOCAL ] Loaded configuration for STM: 0 features, 70.0% accuracy [2025-10-16T00:29:58.616081] [DEBUG] [LOCAL ] Loaded configuration for HASI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.616370] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.616632] [DEBUG] [LOCAL ] Loaded configuration for TLK: 4 features, 80.0% accuracy [2025-10-16T00:29:58.616932] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 1 features, 80.0% accuracy [2025-10-16T00:29:58.617038] [DEBUG] [LOCAL ] Loaded configuration for KRP: 3 features, 50.0% accuracy [2025-10-16T00:29:58.617319] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.617630] [DEBUG] [LOCAL ] Loaded configuration for KRO: 2 features, 80.0% accuracy [2025-10-16T00:29:58.617949] [DEBUG] [LOCAL ] Loaded configuration for ET: 2 features, 90.0% accuracy [2025-10-16T00:29:58.618221] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-10-16T00:29:58.618308] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 0 features, 70.0% accuracy [2025-10-16T00:29:58.618579] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 3 features, 80.0% accuracy [2025-10-16T00:29:58.618943] [DEBUG] [LOCAL ] Loaded configuration for WHG: 5 features, 80.0% accuracy [2025-10-16T00:29:58.619258] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-10-16T00:29:58.620364] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.620687] [DEBUG] [LOCAL ] Loaded configuration for MDT: 2 features, 90.0% accuracy [2025-10-16T00:29:58.620957] [DEBUG] [LOCAL ] Loaded configuration for ASH: 0 features, 60.0% accuracy [2025-10-16T00:29:58.621274] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.621565] [DEBUG] [LOCAL ] Loaded configuration for EXP: 1 features, 60.0% accuracy [2025-10-16T00:29:58.621880] [DEBUG] [LOCAL ] Loaded configuration for ONL: 3 features, 80.0% accuracy [2025-10-16T00:29:58.622196] [DEBUG] [LOCAL ] Loaded configuration for BKT: 4 features, 80.0% accuracy [2025-10-16T00:29:58.622532] [DEBUG] [LOCAL ] Loaded configuration for THLV: 3 features, 80.0% accuracy [2025-10-16T00:29:58.622903] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 4 features, 90.0% accuracy [2025-10-16T00:29:58.623221] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 60.0% accuracy [2025-10-16T00:29:58.623502] [DEBUG] [LOCAL ] Loaded configuration for CM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.623774] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 90.0% accuracy [2025-10-16T00:29:58.624091] [DEBUG] [LOCAL ] Loaded configuration for EE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.624406] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 2 features, 90.0% accuracy [2025-10-16T00:29:58.624790] [DEBUG] [LOCAL ] Loaded configuration for FF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.625119] [DEBUG] [LOCAL ] Loaded configuration for FDX: 3 features, 60.0% accuracy [2025-10-16T00:29:58.625385] [DEBUG] [LOCAL ] Loaded configuration for ZKH: 1 features, 60.0% accuracy [2025-10-16T00:29:58.625686] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 60.0% accuracy [2025-10-16T00:29:58.625976] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.626298] [DEBUG] [LOCAL ] Loaded configuration for FHN: 4 features, 90.0% accuracy [2025-10-16T00:29:58.626610] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-10-16T00:29:58.626764] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-10-16T00:29:58.627074] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 70.0% accuracy [2025-10-16T00:29:58.627351] [DEBUG] [LOCAL ] Loaded configuration for CIF: 4 features, 90.0% accuracy [2025-10-16T00:29:58.627689] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 1 features, 80.0% accuracy [2025-10-16T00:29:58.628004] [DEBUG] [LOCAL ] Loaded configuration for LXU: 2 features, 70.0% accuracy [2025-10-16T00:29:58.628264] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 4 features, 90.0% accuracy [2025-10-16T00:29:58.628542] [DEBUG] [LOCAL ] Loaded configuration for H: 2 features, 60.0% accuracy [2025-10-16T00:29:58.628881] [DEBUG] [LOCAL ] Loaded configuration for BLD: 3 features, 70.0% accuracy [2025-10-16T00:29:58.629174] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.629487] [DEBUG] [LOCAL ] Loaded configuration for BTT: 4 features, 90.0% accuracy [2025-10-16T00:29:58.629769] [DEBUG] [LOCAL ] Loaded configuration for ALUR: 3 features, 90.0% accuracy [2025-10-16T00:29:58.630084] [DEBUG] [LOCAL ] Loaded configuration for TSM: 1 features, 70.0% accuracy [2025-10-16T00:29:58.630401] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 0 features, 70.0% accuracy [2025-10-16T00:29:58.630689] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 90.0% accuracy [2025-10-16T00:29:58.631002] [DEBUG] [LOCAL ] Loaded configuration for SOS: 2 features, 90.0% accuracy [2025-10-16T00:29:58.631263] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.631577] [DEBUG] [LOCAL ] Loaded configuration for M: 1 features, 80.0% accuracy [2025-10-16T00:29:58.631933] [DEBUG] [LOCAL ] Loaded configuration for DSM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.632212] [DEBUG] [LOCAL ] Loaded configuration for FMN: 1 features, 80.0% accuracy [2025-10-16T00:29:58.632521] [DEBUG] [LOCAL ] Loaded configuration for DNP: 2 features, 80.0% accuracy [2025-10-16T00:29:58.632783] [DEBUG] [LOCAL ] Loaded configuration for DEC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.633066] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 90.0% accuracy [2025-10-16T00:29:58.633346] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-10-16T00:29:58.633622] [DEBUG] [LOCAL ] Loaded configuration for SNDA: 2 features, 80.0% accuracy [2025-10-16T00:29:58.633940] [DEBUG] [LOCAL ] Loaded configuration for FRT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.634218] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-10-16T00:29:58.634527] [DEBUG] [LOCAL ] Loaded configuration for BAH: 1 features, 80.0% accuracy [2025-10-16T00:29:58.634613] [DEBUG] [LOCAL ] Loaded configuration for CURB: 3 features, 80.0% accuracy [2025-10-16T00:29:58.634957] [DEBUG] [LOCAL ] Loaded configuration for MTD: 5 features, 80.0% accuracy [2025-10-16T00:29:58.635270] [DEBUG] [LOCAL ] Loaded configuration for WLY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.635560] [DEBUG] [LOCAL ] Loaded configuration for BWMX: 1 features, 70.0% accuracy [2025-10-16T00:29:58.635899] [DEBUG] [LOCAL ] Loaded configuration for KGC: 2 features, 40.0% accuracy [2025-10-16T00:29:58.635986] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 2 features, 70.0% accuracy [2025-10-16T00:29:58.636226] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 1 features, 50.0% accuracy [2025-10-16T00:29:58.636487] [DEBUG] [LOCAL ] Loaded configuration for BMO: 6 features, 90.0% accuracy [2025-10-16T00:29:58.636800] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.637110] [DEBUG] [LOCAL ] Loaded configuration for FET: 2 features, 70.0% accuracy [2025-10-16T00:29:58.637391] [DEBUG] [LOCAL ] Loaded configuration for CPK: 2 features, 70.0% accuracy [2025-10-16T00:29:58.637701] [DEBUG] [LOCAL ] Loaded configuration for AER: 1 features, 80.0% accuracy [2025-10-16T00:29:58.637987] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-10-16T00:29:58.638249] [DEBUG] [LOCAL ] Loaded configuration for WPC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.638526] [DEBUG] [LOCAL ] Loaded configuration for WNS: 0 features, 80.0% accuracy [2025-10-16T00:29:58.638854] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-10-16T00:29:58.639164] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.639426] [DEBUG] [LOCAL ] Loaded configuration for CE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.639684] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 70.0% accuracy [2025-10-16T00:29:58.639994] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 60.0% accuracy [2025-10-16T00:29:58.640305] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.640582] [DEBUG] [LOCAL ] Loaded configuration for EARN: 0 features, 60.0% accuracy [2025-10-16T00:29:58.640903] [DEBUG] [LOCAL ] Loaded configuration for BX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.641163] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.641475] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.641754] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-10-16T00:29:58.642030] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-10-16T00:29:58.642343] [DEBUG] [LOCAL ] Loaded configuration for SPR: 1 features, 80.0% accuracy [2025-10-16T00:29:58.642606] [DEBUG] [LOCAL ] Loaded configuration for SKM: 5 features, 80.0% accuracy [2025-10-16T00:29:58.642914] [DEBUG] [LOCAL ] Loaded configuration for MLNK: 4 features, 70.0% accuracy [2025-10-16T00:29:58.643251] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-10-16T00:29:58.643637] [DEBUG] [LOCAL ] Loaded configuration for TBBB: 1 features, 80.0% accuracy [2025-10-16T00:29:58.644160] [DEBUG] [LOCAL ] Loaded configuration for TWN: 2 features, 60.0% accuracy [2025-10-16T00:29:58.644435] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.644752] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.645028] [DEBUG] [LOCAL ] Loaded configuration for AVD: 5 features, 100.0% accuracy [2025-10-16T00:29:58.645793] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 6 features, 90.0% accuracy [2025-10-16T00:29:58.646059] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 100.0% accuracy [2025-10-16T00:29:58.646328] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 4 features, 90.0% accuracy [2025-10-16T00:29:58.646668] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-10-16T00:29:58.646998] [DEBUG] [LOCAL ] Loaded configuration for PEO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.647286] [DEBUG] [LOCAL ] Loaded configuration for WIA: 2 features, 90.0% accuracy [2025-10-16T00:29:58.647573] [DEBUG] [LOCAL ] Loaded configuration for AMBC: 5 features, 80.0% accuracy [2025-10-16T00:29:58.647926] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-10-16T00:29:58.648207] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-10-16T00:29:58.648470] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 3 features, 60.0% accuracy [2025-10-16T00:29:58.648817] [DEBUG] [LOCAL ] Loaded configuration for EPR: 5 features, 90.0% accuracy [2025-10-16T00:29:58.649133] [DEBUG] [LOCAL ] Loaded configuration for ALC: 0 features, 70.0% accuracy [2025-10-16T00:29:58.649399] [DEBUG] [LOCAL ] Loaded configuration for CTOS: 1 features, 80.0% accuracy [2025-10-16T00:29:58.649694] [DEBUG] [LOCAL ] Loaded configuration for BZH: 0 features, 60.0% accuracy [2025-10-16T00:29:58.649963] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.650231] [DEBUG] [LOCAL ] Loaded configuration for BAM: 2 features, 60.0% accuracy [2025-10-16T00:29:58.650515] [DEBUG] [LOCAL ] Loaded configuration for CCI: 2 features, 70.0% accuracy [2025-10-16T00:29:58.650802] [DEBUG] [LOCAL ] Loaded configuration for NMG: 1 features, 50.0% accuracy [2025-10-16T00:29:58.651256] [DEBUG] [LOCAL ] Loaded configuration for YETI: 4 features, 90.0% accuracy [2025-10-16T00:29:58.651551] [DEBUG] [LOCAL ] Loaded configuration for SNA: 4 features, 70.0% accuracy [2025-10-16T00:29:58.652159] [DEBUG] [LOCAL ] Loaded configuration for GTN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.653610] [DEBUG] [LOCAL ] Loaded configuration for HEI: 0 features, 90.0% accuracy [2025-10-16T00:29:58.653935] [DEBUG] [LOCAL ] Loaded configuration for SMR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.654024] [DEBUG] [LOCAL ] Loaded configuration for DBI: 1 features, 70.0% accuracy [2025-10-16T00:29:58.654291] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.654401] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-10-16T00:29:58.654695] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 60.0% accuracy [2025-10-16T00:29:58.654964] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.655286] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-10-16T00:29:58.655550] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 4 features, 80.0% accuracy [2025-10-16T00:29:58.655851] [DEBUG] [LOCAL ] Loaded configuration for DHF: 4 features, 70.0% accuracy [2025-10-16T00:29:58.656167] [DEBUG] [LOCAL ] Loaded configuration for BC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.656575] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 3 features, 70.0% accuracy [2025-10-16T00:29:58.656901] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-10-16T00:29:58.657195] [DEBUG] [LOCAL ] Loaded configuration for CNH: 5 features, 60.0% accuracy [2025-10-16T00:29:58.657286] [DEBUG] [LOCAL ] Loaded configuration for CPF: 3 features, 50.0% accuracy [2025-10-16T00:29:58.657599] [DEBUG] [LOCAL ] Loaded configuration for NIE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.657931] [DEBUG] [LOCAL ] Loaded configuration for STN: 1 features, 80.0% accuracy [2025-10-16T00:29:58.658248] [DEBUG] [LOCAL ] Loaded configuration for BLE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.658535] [DEBUG] [LOCAL ] Loaded configuration for MCS: 6 features, 80.0% accuracy [2025-10-16T00:29:58.658920] [DEBUG] [LOCAL ] Loaded configuration for TTI: 1 features, 70.0% accuracy [2025-10-16T00:29:58.659183] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.659497] [DEBUG] [LOCAL ] Loaded configuration for AESI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.659778] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.660091] [DEBUG] [LOCAL ] Loaded configuration for UBER: 1 features, 80.0% accuracy [2025-10-16T00:29:58.660399] [DEBUG] [LOCAL ] Loaded configuration for ADM: 1 features, 70.0% accuracy [2025-10-16T00:29:58.660679] [DEBUG] [LOCAL ] Loaded configuration for VLT: 3 features, 70.0% accuracy [2025-10-16T00:29:58.660941] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-10-16T00:29:58.661271] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-10-16T00:29:58.661580] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 2 features, 50.0% accuracy [2025-10-16T00:29:58.661939] [DEBUG] [LOCAL ] Loaded configuration for NC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.662219] [DEBUG] [LOCAL ] Loaded configuration for PRT: 4 features, 100.0% accuracy [2025-10-16T00:29:58.662482] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 3 features, 50.0% accuracy [2025-10-16T00:29:58.662760] [DEBUG] [LOCAL ] Loaded configuration for TREX: 1 features, 60.0% accuracy [2025-10-16T00:29:58.663070] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 0 features, 60.0% accuracy [2025-10-16T00:29:58.663333] [DEBUG] [LOCAL ] Loaded configuration for AOD: 3 features, 60.0% accuracy [2025-10-16T00:29:58.663592] [DEBUG] [LOCAL ] Loaded configuration for ACR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.663916] [DEBUG] [LOCAL ] Loaded configuration for TKR: 3 features, 90.0% accuracy [2025-10-16T00:29:58.664196] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.664506] [DEBUG] [LOCAL ] Loaded configuration for CYD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.664593] [DEBUG] [LOCAL ] Loaded configuration for MUA: 4 features, 70.0% accuracy [2025-10-16T00:29:58.664873] [DEBUG] [LOCAL ] Loaded configuration for GNL: 3 features, 60.0% accuracy [2025-10-16T00:29:58.665134] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.665238] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.665523] [DEBUG] [LOCAL ] Loaded configuration for TME: 4 features, 80.0% accuracy [2025-10-16T00:29:58.665712] [DEBUG] [LOCAL ] Loaded configuration for TXNM: 3 features, 70.0% accuracy [2025-10-16T00:29:58.666033] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.666138] [DEBUG] [LOCAL ] Loaded configuration for WFC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.666459] [DEBUG] [LOCAL ] Loaded configuration for CEPU: 4 features, 70.0% accuracy [2025-10-16T00:29:58.666779] [DEBUG] [LOCAL ] Loaded configuration for SWK: 2 features, 60.0% accuracy [2025-10-16T00:29:58.667065] [DEBUG] [LOCAL ] Loaded configuration for BHR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.667335] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-10-16T00:29:58.667617] [DEBUG] [LOCAL ] Loaded configuration for CURV: 3 features, 80.0% accuracy [2025-10-16T00:29:58.667954] [DEBUG] [LOCAL ] Loaded configuration for EPD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.668244] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-10-16T00:29:58.668508] [DEBUG] [LOCAL ] Loaded configuration for ULS: 3 features, 70.0% accuracy [2025-10-16T00:29:58.668837] [DEBUG] [LOCAL ] Loaded configuration for HBM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.669119] [DEBUG] [LOCAL ] Loaded configuration for SREA: 2 features, 80.0% accuracy [2025-10-16T00:29:58.669432] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-10-16T00:29:58.669749] [DEBUG] [LOCAL ] Loaded configuration for BNED: 5 features, 80.0% accuracy [2025-10-16T00:29:58.670012] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 0 features, 50.0% accuracy [2025-10-16T00:29:58.670326] [DEBUG] [LOCAL ] Loaded configuration for SST: 3 features, 80.0% accuracy [2025-10-16T00:29:58.670413] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.670705] [DEBUG] [LOCAL ] Loaded configuration for STC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.670983] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.671295] [DEBUG] [LOCAL ] Loaded configuration for UPS: 3 features, 50.0% accuracy [2025-10-16T00:29:58.671604] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 1 features, 60.0% accuracy [2025-10-16T00:29:58.671906] [DEBUG] [LOCAL ] Loaded configuration for CNX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.672217] [DEBUG] [LOCAL ] Loaded configuration for SD: 3 features, 50.0% accuracy [2025-10-16T00:29:58.672495] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 3 features, 90.0% accuracy [2025-10-16T00:29:58.672779] [DEBUG] [LOCAL ] Loaded configuration for MVO: 1 features, 80.0% accuracy [2025-10-16T00:29:58.673059] [DEBUG] [LOCAL ] Loaded configuration for WAB: 1 features, 70.0% accuracy [2025-10-16T00:29:58.673319] [DEBUG] [LOCAL ] Loaded configuration for MFAO: 1 features, 60.0% accuracy [2025-10-16T00:29:58.673425] [DEBUG] [LOCAL ] Loaded configuration for DXC: 1 features, 80.0% accuracy [2025-10-16T00:29:58.673734] [DEBUG] [LOCAL ] Loaded configuration for TG: 3 features, 70.0% accuracy [2025-10-16T00:29:58.673997] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-10-16T00:29:58.674259] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-10-16T00:29:58.674521] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.674803] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 60.0% accuracy [2025-10-16T00:29:58.675065] [DEBUG] [LOCAL ] Loaded configuration for BFS: 3 features, 90.0% accuracy [2025-10-16T00:29:58.675346] [DEBUG] [LOCAL ] Loaded configuration for FCT: 3 features, 60.0% accuracy [2025-10-16T00:29:58.675677] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.675971] [DEBUG] [LOCAL ] Loaded configuration for HIW: 3 features, 80.0% accuracy [2025-10-16T00:29:58.676286] [DEBUG] [LOCAL ] Loaded configuration for BEP: 3 features, 90.0% accuracy [2025-10-16T00:29:58.676596] [DEBUG] [LOCAL ] Loaded configuration for TAP: 4 features, 90.0% accuracy [2025-10-16T00:29:58.676921] [DEBUG] [LOCAL ] Loaded configuration for PKE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.677215] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.677501] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 0 features, 90.0% accuracy [2025-10-16T00:29:58.677780] [DEBUG] [LOCAL ] Loaded configuration for FMS: 5 features, 80.0% accuracy [2025-10-16T00:29:58.678058] [DEBUG] [LOCAL ] Loaded configuration for AIN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.678338] [DEBUG] [LOCAL ] Loaded configuration for ESS: 2 features, 90.0% accuracy [2025-10-16T00:29:58.678690] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-10-16T00:29:58.678967] [DEBUG] [LOCAL ] Loaded configuration for WMB: 1 features, 70.0% accuracy [2025-10-16T00:29:58.679229] [DEBUG] [LOCAL ] Loaded configuration for IPI: 4 features, 90.0% accuracy [2025-10-16T00:29:58.679543] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.679814] [DEBUG] [LOCAL ] Loaded configuration for ALX: 0 features, 90.0% accuracy [2025-10-16T00:29:58.680069] [DEBUG] [LOCAL ] Loaded configuration for ASC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.680324] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 70.0% accuracy [2025-10-16T00:29:58.680627] [DEBUG] [LOCAL ] Loaded configuration for ECVT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.681099] [DEBUG] [LOCAL ] Loaded configuration for BLK: 2 features, 90.0% accuracy [2025-10-16T00:29:58.681384] [DEBUG] [LOCAL ] Loaded configuration for TPR: 5 features, 70.0% accuracy [2025-10-16T00:29:58.681471] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.681763] [DEBUG] [LOCAL ] Loaded configuration for SG: 5 features, 90.0% accuracy [2025-10-16T00:29:58.682081] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-10-16T00:29:58.682394] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 3 features, 90.0% accuracy [2025-10-16T00:29:58.682687] [DEBUG] [LOCAL ] Loaded configuration for MITT: 1 features, 80.0% accuracy [2025-10-16T00:29:58.682983] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-10-16T00:29:58.683332] [DEBUG] [LOCAL ] Loaded configuration for VNCE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.683599] [DEBUG] [LOCAL ] Loaded configuration for VVV: 4 features, 90.0% accuracy [2025-10-16T00:29:58.683913] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.684186] [DEBUG] [LOCAL ] Loaded configuration for GPOR: 5 features, 80.0% accuracy [2025-10-16T00:29:58.684553] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 3 features, 60.0% accuracy [2025-10-16T00:29:58.684835] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.685098] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 60.0% accuracy [2025-10-16T00:29:58.685360] [DEBUG] [LOCAL ] Loaded configuration for CSL: 2 features, 40.0% accuracy [2025-10-16T00:29:58.685623] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 90.0% accuracy [2025-10-16T00:29:58.686003] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 60.0% accuracy [2025-10-16T00:29:58.686309] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 50.0% accuracy [2025-10-16T00:29:58.686597] [DEBUG] [LOCAL ] Loaded configuration for EGY: 1 features, 90.0% accuracy [2025-10-16T00:29:58.686961] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.687233] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.687571] [DEBUG] [LOCAL ] Loaded configuration for DVA: 4 features, 90.0% accuracy [2025-10-16T00:29:58.687892] [DEBUG] [LOCAL ] Loaded configuration for TBN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.688172] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 60.0% accuracy [2025-10-16T00:29:58.688433] [DEBUG] [LOCAL ] Loaded configuration for SMG: 0 features, 70.0% accuracy [2025-10-16T00:29:58.688719] [DEBUG] [LOCAL ] Loaded configuration for USNA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.689034] [DEBUG] [LOCAL ] Loaded configuration for GM: 4 features, 70.0% accuracy [2025-10-16T00:29:58.689300] [DEBUG] [LOCAL ] Loaded configuration for K: 3 features, 60.0% accuracy [2025-10-16T00:29:58.689580] [DEBUG] [LOCAL ] Loaded configuration for BVN: 4 features, 80.0% accuracy [2025-10-16T00:29:58.689910] [DEBUG] [LOCAL ] Loaded configuration for THS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.690199] [DEBUG] [LOCAL ] Loaded configuration for BGB: 4 features, 80.0% accuracy [2025-10-16T00:29:58.690466] [DEBUG] [LOCAL ] Loaded configuration for ITT: 5 features, 80.0% accuracy [2025-10-16T00:29:58.690751] [DEBUG] [LOCAL ] Loaded configuration for GCV: 2 features, 70.0% accuracy [2025-10-16T00:29:58.691063] [DEBUG] [LOCAL ] Loaded configuration for AGO: 2 features, 50.0% accuracy [2025-10-16T00:29:58.691324] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 80.0% accuracy [2025-10-16T00:29:58.691633] [DEBUG] [LOCAL ] Loaded configuration for SDHC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.691956] [DEBUG] [LOCAL ] Loaded configuration for COTY: 2 features, 90.0% accuracy [2025-10-16T00:29:58.692221] [DEBUG] [LOCAL ] Loaded configuration for EQT: 0 features, 60.0% accuracy [2025-10-16T00:29:58.692495] [DEBUG] [LOCAL ] Loaded configuration for CF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.692767] [DEBUG] [LOCAL ] Loaded configuration for INFA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.693047] [DEBUG] [LOCAL ] Loaded configuration for UTL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.693367] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-10-16T00:29:58.693681] [DEBUG] [LOCAL ] Loaded configuration for KLC: 3 features, 80.0% accuracy [2025-10-16T00:29:58.693952] [DEBUG] [LOCAL ] Loaded configuration for HTD: 0 features, 80.0% accuracy [2025-10-16T00:29:58.694213] [DEBUG] [LOCAL ] Loaded configuration for AX: 4 features, 100.0% accuracy [2025-10-16T00:29:58.694525] [DEBUG] [LOCAL ] Loaded configuration for AOMR: 0 features, 70.0% accuracy [2025-10-16T00:29:58.694837] [DEBUG] [LOCAL ] Loaded configuration for EQNR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.695125] [DEBUG] [LOCAL ] Loaded configuration for ALV: 2 features, 80.0% accuracy [2025-10-16T00:29:58.695239] [DEBUG] [LOCAL ] Loaded configuration for CII: 0 features, 80.0% accuracy [2025-10-16T00:29:58.695489] [DEBUG] [LOCAL ] Loaded configuration for JHG: 1 features, 100.0% accuracy [2025-10-16T00:29:58.695762] [DEBUG] [LOCAL ] Loaded configuration for CNP: 2 features, 70.0% accuracy [2025-10-16T00:29:58.696053] [DEBUG] [LOCAL ] Loaded configuration for DKS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.696373] [DEBUG] [LOCAL ] Loaded configuration for DIS: 1 features, 60.0% accuracy [2025-10-16T00:29:58.696631] [DEBUG] [LOCAL ] Loaded configuration for GS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.696983] [DEBUG] [LOCAL ] Loaded configuration for KEN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.697261] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 2 features, 60.0% accuracy [2025-10-16T00:29:58.697583] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-10-16T00:29:58.697887] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 1 features, 80.0% accuracy [2025-10-16T00:29:58.698197] [DEBUG] [LOCAL ] Loaded configuration for AP: 1 features, 60.0% accuracy [2025-10-16T00:29:58.698475] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 50.0% accuracy [2025-10-16T00:29:58.698592] [DEBUG] [LOCAL ] Loaded configuration for KSS: 4 features, 80.0% accuracy [2025-10-16T00:29:58.698923] [DEBUG] [LOCAL ] Loaded configuration for HLI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.699229] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-10-16T00:29:58.699533] [DEBUG] [LOCAL ] Loaded configuration for CNO: 2 features, 60.0% accuracy [2025-10-16T00:29:58.699823] [DEBUG] [LOCAL ] Loaded configuration for NVR: 1 features, 80.0% accuracy [2025-10-16T00:29:58.700108] [DEBUG] [LOCAL ] Loaded configuration for LYV: 4 features, 80.0% accuracy [2025-10-16T00:29:58.700370] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 5 features, 80.0% accuracy [2025-10-16T00:29:58.700634] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-10-16T00:29:58.700937] [DEBUG] [LOCAL ] Loaded configuration for HTH: 1 features, 80.0% accuracy [2025-10-16T00:29:58.701024] [DEBUG] [LOCAL ] Loaded configuration for CANG: 0 features, 70.0% accuracy [2025-10-16T00:29:58.701269] [DEBUG] [LOCAL ] Loaded configuration for BEPJ: 4 features, 80.0% accuracy [2025-10-16T00:29:58.701550] [DEBUG] [LOCAL ] Loaded configuration for WEA: 4 features, 90.0% accuracy [2025-10-16T00:29:58.701864] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.702176] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.702456] [DEBUG] [LOCAL ] Loaded configuration for BHE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.702770] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 2 features, 80.0% accuracy [2025-10-16T00:29:58.703033] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 5 features, 60.0% accuracy [2025-10-16T00:29:58.703316] [DEBUG] [LOCAL ] Loaded configuration for IQV: 3 features, 70.0% accuracy [2025-10-16T00:29:58.703403] [DEBUG] [LOCAL ] Loaded configuration for DLB: 4 features, 60.0% accuracy [2025-10-16T00:29:58.703687] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.704001] [DEBUG] [LOCAL ] Loaded configuration for LITB: 4 features, 100.0% accuracy [2025-10-16T00:29:58.704266] [DEBUG] [LOCAL ] Loaded configuration for SSD: 1 features, 50.0% accuracy [2025-10-16T00:29:58.704576] [DEBUG] [LOCAL ] Loaded configuration for SID: 3 features, 70.0% accuracy [2025-10-16T00:29:58.704893] [DEBUG] [LOCAL ] Loaded configuration for TDY: 4 features, 70.0% accuracy [2025-10-16T00:29:58.705210] [DEBUG] [LOCAL ] Loaded configuration for BW: 4 features, 90.0% accuracy [2025-10-16T00:29:58.706273] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-10-16T00:29:58.706361] [DEBUG] [LOCAL ] Loaded configuration for CPAY: 5 features, 50.0% accuracy [2025-10-16T00:29:58.706728] [DEBUG] [LOCAL ] Loaded configuration for HMY: 3 features, 70.0% accuracy [2025-10-16T00:29:58.707088] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 60.0% accuracy [2025-10-16T00:29:58.707482] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 4 features, 70.0% accuracy [2025-10-16T00:29:58.707818] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 70.0% accuracy [2025-10-16T00:29:58.708145] [DEBUG] [LOCAL ] Loaded configuration for CLB: 2 features, 60.0% accuracy [2025-10-16T00:29:58.708440] [DEBUG] [LOCAL ] Loaded configuration for HPP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.708755] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 3 features, 100.0% accuracy [2025-10-16T00:29:58.709081] [DEBUG] [LOCAL ] Loaded configuration for NXP: 2 features, 70.0% accuracy [2025-10-16T00:29:58.709362] [DEBUG] [LOCAL ] Loaded configuration for GVA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.709713] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.709996] [DEBUG] [LOCAL ] Loaded configuration for DTW: 5 features, 80.0% accuracy [2025-10-16T00:29:58.710085] [DEBUG] [LOCAL ] Loaded configuration for DSMC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.710376] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 70.0% accuracy [2025-10-16T00:29:58.710669] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 3 features, 80.0% accuracy [2025-10-16T00:29:58.710996] [DEBUG] [LOCAL ] Loaded configuration for CSV: 2 features, 60.0% accuracy [2025-10-16T00:29:58.711329] [DEBUG] [LOCAL ] Loaded configuration for CCS: 1 features, 70.0% accuracy [2025-10-16T00:29:58.711613] [DEBUG] [LOCAL ] Loaded configuration for THIR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.711963] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 90.0% accuracy [2025-10-16T00:29:58.712305] [DEBUG] [LOCAL ] Loaded configuration for FFA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.712569] [DEBUG] [LOCAL ] Loaded configuration for NXN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.712925] [DEBUG] [LOCAL ] Loaded configuration for STE: 1 features, 90.0% accuracy [2025-10-16T00:29:58.713233] [DEBUG] [LOCAL ] Loaded configuration for CCU: 3 features, 80.0% accuracy [2025-10-16T00:29:58.713498] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 100.0% accuracy [2025-10-16T00:29:58.714563] [DEBUG] [LOCAL ] Loaded configuration for GPMT: 3 features, 100.0% accuracy [2025-10-16T00:29:58.714885] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.715165] [DEBUG] [LOCAL ] Loaded configuration for MDST: 1 features, 70.0% accuracy [2025-10-16T00:29:58.715486] [DEBUG] [LOCAL ] Loaded configuration for UZE: 4 features, 60.0% accuracy [2025-10-16T00:29:58.715757] [DEBUG] [LOCAL ] Loaded configuration for SBI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.716043] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-10-16T00:29:58.716391] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 1 features, 80.0% accuracy [2025-10-16T00:29:58.716480] [DEBUG] [LOCAL ] Loaded configuration for DSU: 2 features, 100.0% accuracy [2025-10-16T00:29:58.716746] [DEBUG] [LOCAL ] Loaded configuration for TPC: 1 features, 80.0% accuracy [2025-10-16T00:29:58.716852] [DEBUG] [LOCAL ] Loaded configuration for EHI: 4 features, 80.0% accuracy [2025-10-16T00:29:58.717117] [DEBUG] [LOCAL ] Loaded configuration for TYG: 0 features, 70.0% accuracy [2025-10-16T00:29:58.717431] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 0 features, 60.0% accuracy [2025-10-16T00:29:58.717696] [DEBUG] [LOCAL ] Loaded configuration for CBNA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.718008] [DEBUG] [LOCAL ] Loaded configuration for UTF: 3 features, 70.0% accuracy [2025-10-16T00:29:58.718322] [DEBUG] [LOCAL ] Loaded configuration for WBS: 0 features, 80.0% accuracy [2025-10-16T00:29:58.718625] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.719003] [DEBUG] [LOCAL ] Loaded configuration for ODV: 1 features, 70.0% accuracy [2025-10-16T00:29:58.719326] [DEBUG] [LOCAL ] Loaded configuration for AHH: 3 features, 100.0% accuracy [2025-10-16T00:29:58.719639] [DEBUG] [LOCAL ] Loaded configuration for TDG: 2 features, 60.0% accuracy [2025-10-16T00:29:58.719951] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.720210] [DEBUG] [LOCAL ] Loaded configuration for SBR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.720612] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-10-16T00:29:58.720979] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 70.0% accuracy [2025-10-16T00:29:58.721296] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.721589] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-10-16T00:29:58.721922] [DEBUG] [LOCAL ] Loaded configuration for CAE: 5 features, 70.0% accuracy [2025-10-16T00:29:58.722192] [DEBUG] [LOCAL ] Loaded configuration for CBU: 1 features, 100.0% accuracy [2025-10-16T00:29:58.722517] [DEBUG] [LOCAL ] Loaded configuration for LNC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.722880] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 1 features, 50.0% accuracy [2025-10-16T00:29:58.723187] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 4 features, 90.0% accuracy [2025-10-16T00:29:58.723505] [DEBUG] [LOCAL ] Loaded configuration for TKO: 3 features, 60.0% accuracy [2025-10-16T00:29:58.723794] [DEBUG] [LOCAL ] Loaded configuration for GTY: 3 features, 90.0% accuracy [2025-10-16T00:29:58.724077] [DEBUG] [LOCAL ] Loaded configuration for WEX: 5 features, 90.0% accuracy [2025-10-16T00:29:58.724357] [DEBUG] [LOCAL ] Loaded configuration for SCI: 1 features, 90.0% accuracy [2025-10-16T00:29:58.724633] [DEBUG] [LOCAL ] Loaded configuration for ETW: 4 features, 80.0% accuracy [2025-10-16T00:29:58.724947] [DEBUG] [LOCAL ] Loaded configuration for KFRC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.725273] [DEBUG] [LOCAL ] Loaded configuration for BWSN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.725563] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-10-16T00:29:58.725915] [DEBUG] [LOCAL ] Loaded configuration for GEO: 1 features, 50.0% accuracy [2025-10-16T00:29:58.726245] [DEBUG] [LOCAL ] Loaded configuration for SABA: 2 features, 70.0% accuracy [2025-10-16T00:29:58.726569] [DEBUG] [LOCAL ] Loaded configuration for MOV: 3 features, 80.0% accuracy [2025-10-16T00:29:58.726901] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 60.0% accuracy [2025-10-16T00:29:58.727228] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-10-16T00:29:58.727510] [DEBUG] [LOCAL ] Loaded configuration for DCI: 3 features, 90.0% accuracy [2025-10-16T00:29:58.727826] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.728091] [DEBUG] [LOCAL ] Loaded configuration for OIA: 1 features, 90.0% accuracy [2025-10-16T00:29:58.728404] [DEBUG] [LOCAL ] Loaded configuration for MHD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.728708] [DEBUG] [LOCAL ] Loaded configuration for LTH: 0 features, 70.0% accuracy [2025-10-16T00:29:58.729133] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 90.0% accuracy [2025-10-16T00:29:58.729460] [DEBUG] [LOCAL ] Loaded configuration for HWM: 2 features, 90.0% accuracy [2025-10-16T00:29:58.729742] [DEBUG] [LOCAL ] Loaded configuration for NXC: 5 features, 90.0% accuracy [2025-10-16T00:29:58.730040] [DEBUG] [LOCAL ] Loaded configuration for VVX: 1 features, 100.0% accuracy [2025-10-16T00:29:58.730313] [DEBUG] [LOCAL ] Loaded configuration for CLS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.730582] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-10-16T00:29:58.730906] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 100.0% accuracy [2025-10-16T00:29:58.731170] [DEBUG] [LOCAL ] Loaded configuration for BDX: 3 features, 80.0% accuracy [2025-10-16T00:29:58.731488] [DEBUG] [LOCAL ] Loaded configuration for HBB: 4 features, 70.0% accuracy [2025-10-16T00:29:58.731768] [DEBUG] [LOCAL ] Loaded configuration for MET: 0 features, 50.0% accuracy [2025-10-16T00:29:58.732061] [DEBUG] [LOCAL ] Loaded configuration for GDV: 2 features, 70.0% accuracy [2025-10-16T00:29:58.732328] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-10-16T00:29:58.732631] [DEBUG] [LOCAL ] Loaded configuration for ATR: 1 features, 70.0% accuracy [2025-10-16T00:29:58.733003] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.733346] [DEBUG] [LOCAL ] Loaded configuration for EL: 3 features, 90.0% accuracy [2025-10-16T00:29:58.733695] [DEBUG] [LOCAL ] Loaded configuration for MANU: 3 features, 70.0% accuracy [2025-10-16T00:29:58.734038] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 5 features, 90.0% accuracy [2025-10-16T00:29:58.734325] [DEBUG] [LOCAL ] Loaded configuration for MFM: 4 features, 80.0% accuracy [2025-10-16T00:29:58.734675] [DEBUG] [LOCAL ] Loaded configuration for DHT: 4 features, 80.0% accuracy [2025-10-16T00:29:58.734959] [DEBUG] [LOCAL ] Loaded configuration for FR: 1 features, 80.0% accuracy [2025-10-16T00:29:58.735254] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-10-16T00:29:58.735546] [DEBUG] [LOCAL ] Loaded configuration for WBX: 3 features, 60.0% accuracy [2025-10-16T00:29:58.735896] [DEBUG] [LOCAL ] Loaded configuration for YRD: 1 features, 60.0% accuracy [2025-10-16T00:29:58.736207] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.736303] [DEBUG] [LOCAL ] Loaded configuration for GPC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.736554] [DEBUG] [LOCAL ] Loaded configuration for GNE: 4 features, 100.0% accuracy [2025-10-16T00:29:58.736893] [DEBUG] [LOCAL ] Loaded configuration for BWLP: 2 features, 80.0% accuracy [2025-10-16T00:29:58.737210] [DEBUG] [LOCAL ] Loaded configuration for DKL: 0 features, 70.0% accuracy [2025-10-16T00:29:58.737545] [DEBUG] [LOCAL ] Loaded configuration for GPN: 1 features, 50.0% accuracy [2025-10-16T00:29:58.737632] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 1 features, 60.0% accuracy [2025-10-16T00:29:58.737984] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-10-16T00:29:58.738296] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 90.0% accuracy [2025-10-16T00:29:58.738625] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 60.0% accuracy [2025-10-16T00:29:58.739016] [DEBUG] [LOCAL ] Loaded configuration for CGV: 1 features, 70.0% accuracy [2025-10-16T00:29:58.739298] [DEBUG] [LOCAL ] Loaded configuration for TM: 0 features, 50.0% accuracy [2025-10-16T00:29:58.739612] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 60.0% accuracy [2025-10-16T00:29:58.739922] [DEBUG] [LOCAL ] Loaded configuration for TOST: 4 features, 90.0% accuracy [2025-10-16T00:29:58.740204] [DEBUG] [LOCAL ] Loaded configuration for AROC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.740488] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 4 features, 70.0% accuracy [2025-10-16T00:29:58.740750] [DEBUG] [LOCAL ] Loaded configuration for BWXT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.741030] [DEBUG] [LOCAL ] Loaded configuration for GRDN: 1 features, 50.0% accuracy [2025-10-16T00:29:58.741341] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-10-16T00:29:58.741682] [DEBUG] [LOCAL ] Loaded configuration for DRH: 3 features, 80.0% accuracy [2025-10-16T00:29:58.741996] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-10-16T00:29:58.742286] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.742607] [DEBUG] [LOCAL ] Loaded configuration for TFC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.742926] [DEBUG] [LOCAL ] Loaded configuration for BOH: 3 features, 90.0% accuracy [2025-10-16T00:29:58.743186] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.743465] [DEBUG] [LOCAL ] Loaded configuration for STK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.743728] [DEBUG] [LOCAL ] Loaded configuration for DEO: 3 features, 80.0% accuracy [2025-10-16T00:29:58.744047] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 90.0% accuracy [2025-10-16T00:29:58.744311] [DEBUG] [LOCAL ] Loaded configuration for JILL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.744575] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-10-16T00:29:58.744942] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 70.0% accuracy [2025-10-16T00:29:58.745257] [DEBUG] [LOCAL ] Loaded configuration for UMC: 4 features, 60.0% accuracy [2025-10-16T00:29:58.745536] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 50.0% accuracy [2025-10-16T00:29:58.746456] [DEBUG] [LOCAL ] Loaded configuration for TWI: 0 features, 70.0% accuracy [2025-10-16T00:29:58.746726] [DEBUG] [LOCAL ] Loaded configuration for MLM: 0 features, 60.0% accuracy [2025-10-16T00:29:58.746994] [DEBUG] [LOCAL ] Loaded configuration for ACM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.747322] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 2 features, 60.0% accuracy [2025-10-16T00:29:58.747607] [DEBUG] [LOCAL ] Loaded configuration for WSR: 1 features, 50.0% accuracy [2025-10-16T00:29:58.747922] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.748266] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 3 features, 90.0% accuracy [2025-10-16T00:29:58.748599] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.748920] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-10-16T00:29:58.749206] [DEBUG] [LOCAL ] Loaded configuration for EDU: 3 features, 80.0% accuracy [2025-10-16T00:29:58.749491] [DEBUG] [LOCAL ] Loaded configuration for TWO: 4 features, 90.0% accuracy [2025-10-16T00:29:58.749768] [DEBUG] [LOCAL ] Loaded configuration for AMTD: 7 features, 90.0% accuracy [2025-10-16T00:29:58.750073] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 70.0% accuracy [2025-10-16T00:29:58.750340] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 60.0% accuracy [2025-10-16T00:29:58.750686] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.751057] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 90.0% accuracy [2025-10-16T00:29:58.751413] [DEBUG] [LOCAL ] Loaded configuration for FINV: 3 features, 90.0% accuracy [2025-10-16T00:29:58.751706] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.752058] [DEBUG] [LOCAL ] Loaded configuration for C: 3 features, 70.0% accuracy [2025-10-16T00:29:58.752357] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.752688] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 80.0% accuracy [2025-10-16T00:29:58.752971] [DEBUG] [LOCAL ] Loaded configuration for HQH: 2 features, 80.0% accuracy [2025-10-16T00:29:58.753235] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.753550] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 1 features, 90.0% accuracy [2025-10-16T00:29:58.753864] [DEBUG] [LOCAL ] Loaded configuration for WWW: 2 features, 70.0% accuracy [2025-10-16T00:29:58.754134] [DEBUG] [LOCAL ] Loaded configuration for BOE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.754449] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.754716] [DEBUG] [LOCAL ] Loaded configuration for SB: 3 features, 90.0% accuracy [2025-10-16T00:29:58.755031] [DEBUG] [LOCAL ] Loaded configuration for VAC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.755345] [DEBUG] [LOCAL ] Loaded configuration for LB: 5 features, 80.0% accuracy [2025-10-16T00:29:58.755604] [DEBUG] [LOCAL ] Loaded configuration for VPV: 1 features, 80.0% accuracy [2025-10-16T00:29:58.755917] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 90.0% accuracy [2025-10-16T00:29:58.756232] [DEBUG] [LOCAL ] Loaded configuration for DOC: 1 features, 50.0% accuracy [2025-10-16T00:29:58.756551] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-10-16T00:29:58.756912] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 4 features, 100.0% accuracy [2025-10-16T00:29:58.757290] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.757397] [DEBUG] [LOCAL ] Loaded configuration for LVS: 1 features, 90.0% accuracy [2025-10-16T00:29:58.757691] [DEBUG] [LOCAL ] Loaded configuration for THQ: 3 features, 60.0% accuracy [2025-10-16T00:29:58.757969] [DEBUG] [LOCAL ] Loaded configuration for SJM: 2 features, 60.0% accuracy [2025-10-16T00:29:58.758281] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 6 features, 70.0% accuracy [2025-10-16T00:29:58.758585] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-10-16T00:29:58.758917] [DEBUG] [LOCAL ] Loaded configuration for ANET: 4 features, 100.0% accuracy [2025-10-16T00:29:58.759184] [DEBUG] [LOCAL ] Loaded configuration for IDA: 1 features, 60.0% accuracy [2025-10-16T00:29:58.759450] [DEBUG] [LOCAL ] Loaded configuration for IRS: 1 features, 50.0% accuracy [2025-10-16T00:29:58.759771] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 90.0% accuracy [2025-10-16T00:29:58.760036] [DEBUG] [LOCAL ] Loaded configuration for BGH: 0 features, 60.0% accuracy [2025-10-16T00:29:58.760349] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-10-16T00:29:58.760628] [DEBUG] [LOCAL ] Loaded configuration for ONIT: 0 features, 60.0% accuracy [2025-10-16T00:29:58.760981] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 5 features, 80.0% accuracy [2025-10-16T00:29:58.761088] [DEBUG] [LOCAL ] Loaded configuration for FN: 1 features, 50.0% accuracy [2025-10-16T00:29:58.761361] [DEBUG] [LOCAL ] Loaded configuration for SON: 4 features, 80.0% accuracy [2025-10-16T00:29:58.761636] [DEBUG] [LOCAL ] Loaded configuration for TRU: 0 features, 70.0% accuracy [2025-10-16T00:29:58.761945] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 1 features, 80.0% accuracy [2025-10-16T00:29:58.762259] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.762581] [DEBUG] [LOCAL ] Loaded configuration for ESNT: 2 features, 60.0% accuracy [2025-10-16T00:29:58.762908] [DEBUG] [LOCAL ] Loaded configuration for NMR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.763272] [DEBUG] [LOCAL ] Loaded configuration for BN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.763585] [DEBUG] [LOCAL ] Loaded configuration for IVT: 4 features, 80.0% accuracy [2025-10-16T00:29:58.763741] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.764011] [DEBUG] [LOCAL ] Loaded configuration for MODG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.764289] [DEBUG] [LOCAL ] Loaded configuration for DB: 1 features, 60.0% accuracy [2025-10-16T00:29:58.764377] [DEBUG] [LOCAL ] Loaded configuration for CLF: 4 features, 80.0% accuracy [2025-10-16T00:29:58.765280] [DEBUG] [LOCAL ] Loaded configuration for ELV: 1 features, 70.0% accuracy [2025-10-16T00:29:58.765558] [DEBUG] [LOCAL ] Loaded configuration for GGT: 0 features, 90.0% accuracy [2025-10-16T00:29:58.765881] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.766201] [DEBUG] [LOCAL ] Loaded configuration for QD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.766495] [DEBUG] [LOCAL ] Loaded configuration for CLW: 0 features, 60.0% accuracy [2025-10-16T00:29:58.766824] [DEBUG] [LOCAL ] Loaded configuration for AUNA: 1 features, 100.0% accuracy [2025-10-16T00:29:58.767103] [DEBUG] [LOCAL ] Loaded configuration for BCE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.767375] [DEBUG] [LOCAL ] Loaded configuration for TNC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.767637] [DEBUG] [LOCAL ] Loaded configuration for DXYZ: 1 features, 80.0% accuracy [2025-10-16T00:29:58.767991] [DEBUG] [LOCAL ] Loaded configuration for BKE: 8 features, 80.0% accuracy [2025-10-16T00:29:58.768269] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.768603] [DEBUG] [LOCAL ] Loaded configuration for LND: 1 features, 80.0% accuracy [2025-10-16T00:29:58.768763] [DEBUG] [LOCAL ] Loaded configuration for BRO: 3 features, 60.0% accuracy [2025-10-16T00:29:58.769045] [DEBUG] [LOCAL ] Loaded configuration for SEE: 3 features, 80.0% accuracy [2025-10-16T00:29:58.769327] [DEBUG] [LOCAL ] Loaded configuration for SW: 1 features, 100.0% accuracy [2025-10-16T00:29:58.769414] [DEBUG] [LOCAL ] Loaded configuration for ABT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.769694] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.769960] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-10-16T00:29:58.770273] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.770532] [DEBUG] [LOCAL ] Loaded configuration for NBB: 3 features, 80.0% accuracy [2025-10-16T00:29:58.770629] [DEBUG] [LOCAL ] Loaded configuration for BRT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.770772] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.771034] [DEBUG] [LOCAL ] Loaded configuration for ETB: 0 features, 70.0% accuracy [2025-10-16T00:29:58.771347] [DEBUG] [LOCAL ] Loaded configuration for FPI: 2 features, 70.0% accuracy [2025-10-16T00:29:58.771749] [DEBUG] [LOCAL ] Loaded configuration for PMO: 2 features, 80.0% accuracy [2025-10-16T00:29:58.772086] [DEBUG] [LOCAL ] Loaded configuration for EGP: 1 features, 70.0% accuracy [2025-10-16T00:29:58.772364] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 2 features, 60.0% accuracy [2025-10-16T00:29:58.772696] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 80.0% accuracy [2025-10-16T00:29:58.772783] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 3 features, 80.0% accuracy [2025-10-16T00:29:58.773035] [DEBUG] [LOCAL ] Loaded configuration for FDP: 2 features, 100.0% accuracy [2025-10-16T00:29:58.773304] [DEBUG] [LOCAL ] Loaded configuration for NCA: 0 features, 40.0% accuracy [2025-10-16T00:29:58.773625] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.773941] [DEBUG] [LOCAL ] Loaded configuration for RFI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.774263] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-10-16T00:29:58.774549] [DEBUG] [LOCAL ] Loaded configuration for BXMT: 5 features, 70.0% accuracy [2025-10-16T00:29:58.774816] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.775079] [DEBUG] [LOCAL ] Loaded configuration for SOLV: 1 features, 70.0% accuracy [2025-10-16T00:29:58.775360] [DEBUG] [LOCAL ] Loaded configuration for WAL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.775622] [DEBUG] [LOCAL ] Loaded configuration for THO: 1 features, 80.0% accuracy [2025-10-16T00:29:58.775926] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 3 features, 80.0% accuracy [2025-10-16T00:29:58.776247] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 4 features, 90.0% accuracy [2025-10-16T00:29:58.776535] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 1 features, 70.0% accuracy [2025-10-16T00:29:58.776823] [DEBUG] [LOCAL ] Loaded configuration for AEM: 2 features, 60.0% accuracy [2025-10-16T00:29:58.777100] [DEBUG] [LOCAL ] Loaded configuration for FMC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.777188] [DEBUG] [LOCAL ] Loaded configuration for KT: 5 features, 80.0% accuracy [2025-10-16T00:29:58.777512] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 1 features, 70.0% accuracy [2025-10-16T00:29:58.777826] [DEBUG] [LOCAL ] Loaded configuration for GIS: 1 features, 100.0% accuracy [2025-10-16T00:29:58.778105] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 0 features, 60.0% accuracy [2025-10-16T00:29:58.778415] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 3 features, 70.0% accuracy [2025-10-16T00:29:58.778684] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 3 features, 90.0% accuracy [2025-10-16T00:29:58.778971] [DEBUG] [LOCAL ] Loaded configuration for DAO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.779286] [DEBUG] [LOCAL ] Loaded configuration for VTS: 3 features, 70.0% accuracy [2025-10-16T00:29:58.779551] [DEBUG] [LOCAL ] Loaded configuration for MMM: 5 features, 90.0% accuracy [2025-10-16T00:29:58.779834] [DEBUG] [LOCAL ] Loaded configuration for AIO: 0 features, 70.0% accuracy [2025-10-16T00:29:58.780117] [DEBUG] [LOCAL ] Loaded configuration for HGV: 3 features, 60.0% accuracy [2025-10-16T00:29:58.780427] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 0 features, 70.0% accuracy [2025-10-16T00:29:58.780690] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 70.0% accuracy [2025-10-16T00:29:58.780973] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 90.0% accuracy [2025-10-16T00:29:58.781293] [DEBUG] [LOCAL ] Loaded configuration for GCI: 1 features, 50.0% accuracy [2025-10-16T00:29:58.781575] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.781896] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-10-16T00:29:58.782811] [DEBUG] [LOCAL ] Loaded configuration for D: 1 features, 90.0% accuracy [2025-10-16T00:29:58.783145] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 3 features, 70.0% accuracy [2025-10-16T00:29:58.783252] [DEBUG] [LOCAL ] Loaded configuration for CHPT: 2 features, 60.0% accuracy [2025-10-16T00:29:58.783528] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-10-16T00:29:58.783824] [DEBUG] [LOCAL ] Loaded configuration for CCO: 3 features, 80.0% accuracy [2025-10-16T00:29:58.784133] [DEBUG] [LOCAL ] Loaded configuration for AMP: 2 features, 70.0% accuracy [2025-10-16T00:29:58.784393] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 60.0% accuracy [2025-10-16T00:29:58.784707] [DEBUG] [LOCAL ] Loaded configuration for WPP: 1 features, 40.0% accuracy [2025-10-16T00:29:58.784990] [DEBUG] [LOCAL ] Loaded configuration for CVX: 0 features, 60.0% accuracy [2025-10-16T00:29:58.785276] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-10-16T00:29:58.785559] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.785870] [DEBUG] [LOCAL ] Loaded configuration for ICL: 3 features, 90.0% accuracy [2025-10-16T00:29:58.786187] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.786505] [DEBUG] [LOCAL ] Loaded configuration for SRV: 4 features, 90.0% accuracy [2025-10-16T00:29:58.786823] [DEBUG] [LOCAL ] Loaded configuration for DTG: 0 features, 70.0% accuracy [2025-10-16T00:29:58.786911] [DEBUG] [LOCAL ] Loaded configuration for DTB: 2 features, 60.0% accuracy [2025-10-16T00:29:58.787157] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-10-16T00:29:58.787440] [DEBUG] [LOCAL ] Loaded configuration for COF: 3 features, 70.0% accuracy [2025-10-16T00:29:58.787755] [DEBUG] [LOCAL ] Loaded configuration for CWT: 4 features, 50.0% accuracy [2025-10-16T00:29:58.788018] [DEBUG] [LOCAL ] Loaded configuration for GNT: 3 features, 70.0% accuracy [2025-10-16T00:29:58.788298] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.788629] [DEBUG] [LOCAL ] Loaded configuration for AORT: 1 features, 80.0% accuracy [2025-10-16T00:29:58.788954] [DEBUG] [LOCAL ] Loaded configuration for TSI: 5 features, 80.0% accuracy [2025-10-16T00:29:58.789266] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.789550] [DEBUG] [LOCAL ] Loaded configuration for WS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.789819] [DEBUG] [LOCAL ] Loaded configuration for EMN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.790083] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-10-16T00:29:58.790366] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 100.0% accuracy [2025-10-16T00:29:58.790629] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 2 features, 80.0% accuracy [2025-10-16T00:29:58.790979] [DEBUG] [LOCAL ] Loaded configuration for EMO: 3 features, 70.0% accuracy [2025-10-16T00:29:58.791243] [DEBUG] [LOCAL ] Loaded configuration for RWT: 5 features, 60.0% accuracy [2025-10-16T00:29:58.791506] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-10-16T00:29:58.791820] [DEBUG] [LOCAL ] Loaded configuration for DOW: 1 features, 80.0% accuracy [2025-10-16T00:29:58.792130] [DEBUG] [LOCAL ] Loaded configuration for KMT: 4 features, 90.0% accuracy [2025-10-16T00:29:58.792495] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 0 features, 70.0% accuracy [2025-10-16T00:29:58.792797] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-10-16T00:29:58.793093] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-10-16T00:29:58.793417] [DEBUG] [LOCAL ] Loaded configuration for VYX: 2 features, 100.0% accuracy [2025-10-16T00:29:58.793708] [DEBUG] [LOCAL ] Loaded configuration for EIX: 4 features, 80.0% accuracy [2025-10-16T00:29:58.794031] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.794294] [DEBUG] [LOCAL ] Loaded configuration for ETY: 4 features, 80.0% accuracy [2025-10-16T00:29:58.794574] [DEBUG] [LOCAL ] Loaded configuration for A: 0 features, 70.0% accuracy [2025-10-16T00:29:58.794881] [DEBUG] [LOCAL ] Loaded configuration for LOB: 2 features, 70.0% accuracy [2025-10-16T00:29:58.795144] [DEBUG] [LOCAL ] Loaded configuration for NPK: 3 features, 90.0% accuracy [2025-10-16T00:29:58.795403] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.795691] [DEBUG] [LOCAL ] Loaded configuration for BRC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.795956] [DEBUG] [LOCAL ] Loaded configuration for BA: 2 features, 80.0% accuracy [2025-10-16T00:29:58.796245] [DEBUG] [LOCAL ] Loaded configuration for PFN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.796565] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 70.0% accuracy [2025-10-16T00:29:58.796877] [DEBUG] [LOCAL ] Loaded configuration for KOF: 2 features, 60.0% accuracy [2025-10-16T00:29:58.797144] [DEBUG] [LOCAL ] Loaded configuration for EQH: 2 features, 90.0% accuracy [2025-10-16T00:29:58.797417] [DEBUG] [LOCAL ] Loaded configuration for BSL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.797740] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-10-16T00:29:58.798057] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.798336] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 2 features, 70.0% accuracy [2025-10-16T00:29:58.798631] [DEBUG] [LOCAL ] Loaded configuration for MCN: 3 features, 80.0% accuracy [2025-10-16T00:29:58.798957] [DEBUG] [LOCAL ] Loaded configuration for IDT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.799243] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-10-16T00:29:58.799507] [DEBUG] [LOCAL ] Loaded configuration for SKE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.799790] [DEBUG] [LOCAL ] Loaded configuration for MAC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.800137] [DEBUG] [LOCAL ] Loaded configuration for SPG: 3 features, 60.0% accuracy [2025-10-16T00:29:58.800416] [DEBUG] [LOCAL ] Loaded configuration for ITW: 3 features, 80.0% accuracy [2025-10-16T00:29:58.800680] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 1 features, 80.0% accuracy [2025-10-16T00:29:58.801003] [DEBUG] [LOCAL ] Loaded configuration for SBS: 4 features, 70.0% accuracy [2025-10-16T00:29:58.801324] [DEBUG] [LOCAL ] Loaded configuration for PFH: 3 features, 90.0% accuracy [2025-10-16T00:29:58.801608] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 1 features, 80.0% accuracy [2025-10-16T00:29:58.801934] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 4 features, 80.0% accuracy [2025-10-16T00:29:58.802216] [DEBUG] [LOCAL ] Loaded configuration for U: 1 features, 90.0% accuracy [2025-10-16T00:29:58.802481] [DEBUG] [LOCAL ] Loaded configuration for PSF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.802756] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 5 features, 80.0% accuracy [2025-10-16T00:29:58.803077] [DEBUG] [LOCAL ] Loaded configuration for PSBD: 5 features, 80.0% accuracy [2025-10-16T00:29:58.803360] [DEBUG] [LOCAL ] Loaded configuration for SNN: 1 features, 60.0% accuracy [2025-10-16T00:29:58.803619] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 3 features, 50.0% accuracy [2025-10-16T00:29:58.803923] [DEBUG] [LOCAL ] Loaded configuration for GETY: 3 features, 50.0% accuracy [2025-10-16T00:29:58.804241] [DEBUG] [LOCAL ] Loaded configuration for PDS: 1 features, 80.0% accuracy [2025-10-16T00:29:58.804503] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-10-16T00:29:58.804767] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 90.0% accuracy [2025-10-16T00:29:58.805029] [DEBUG] [LOCAL ] Loaded configuration for LNG: 4 features, 70.0% accuracy [2025-10-16T00:29:58.805347] [DEBUG] [LOCAL ] Loaded configuration for WSO: 0 features, 60.0% accuracy [2025-10-16T00:29:58.805609] [DEBUG] [LOCAL ] Loaded configuration for CNS: 4 features, 80.0% accuracy [2025-10-16T00:29:58.805937] [DEBUG] [LOCAL ] Loaded configuration for SMP: 5 features, 60.0% accuracy [2025-10-16T00:29:58.806216] [DEBUG] [LOCAL ] Loaded configuration for BWG: 1 features, 60.0% accuracy [2025-10-16T00:29:58.806476] [DEBUG] [LOCAL ] Loaded configuration for LXP: 0 features, 60.0% accuracy [2025-10-16T00:29:58.806757] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 90.0% accuracy [2025-10-16T00:29:58.807720] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 3 features, 70.0% accuracy [2025-10-16T00:29:58.808037] [DEBUG] [LOCAL ] Loaded configuration for AIG: 2 features, 60.0% accuracy [2025-10-16T00:29:58.809537] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 90.0% accuracy [2025-10-16T00:29:58.809813] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-10-16T00:29:58.809900] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-10-16T00:29:58.810165] [DEBUG] [LOCAL ] Loaded configuration for BMN: 2 features, 90.0% accuracy [2025-10-16T00:29:58.810450] [DEBUG] [LOCAL ] Loaded configuration for DINO: 1 features, 80.0% accuracy [2025-10-16T00:29:58.810784] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 80.0% accuracy [2025-10-16T00:29:58.811062] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 90.0% accuracy [2025-10-16T00:29:58.811343] [DEBUG] [LOCAL ] Loaded configuration for CACI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.811605] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.811955] [DEBUG] [LOCAL ] Loaded configuration for GEV: 1 features, 70.0% accuracy [2025-10-16T00:29:58.812284] [DEBUG] [LOCAL ] Loaded configuration for GNW: 4 features, 80.0% accuracy [2025-10-16T00:29:58.812546] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.812810] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.813072] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.813361] [DEBUG] [LOCAL ] Loaded configuration for NCV: 1 features, 90.0% accuracy [2025-10-16T00:29:58.813632] [DEBUG] [LOCAL ] Loaded configuration for SGU: 4 features, 80.0% accuracy [2025-10-16T00:29:58.813932] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-10-16T00:29:58.814246] [DEBUG] [LOCAL ] Loaded configuration for URI: 5 features, 40.0% accuracy [2025-10-16T00:29:58.814566] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 70.0% accuracy [2025-10-16T00:29:58.814943] [DEBUG] [LOCAL ] Loaded configuration for SBH: 2 features, 80.0% accuracy [2025-10-16T00:29:58.815237] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-10-16T00:29:58.815525] [DEBUG] [LOCAL ] Loaded configuration for IH: 2 features, 80.0% accuracy [2025-10-16T00:29:58.815633] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 3 features, 90.0% accuracy [2025-10-16T00:29:58.815963] [DEBUG] [LOCAL ] Loaded configuration for COHR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.816286] [DEBUG] [LOCAL ] Loaded configuration for BBAR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.816606] [DEBUG] [LOCAL ] Loaded configuration for BOND: 4 features, 50.0% accuracy [2025-10-16T00:29:58.816944] [DEBUG] [LOCAL ] Loaded configuration for MHO: 0 features, 70.0% accuracy [2025-10-16T00:29:58.817215] [DEBUG] [LOCAL ] Loaded configuration for EME: 1 features, 80.0% accuracy [2025-10-16T00:29:58.817478] [DEBUG] [LOCAL ] Loaded configuration for AMC: 3 features, 80.0% accuracy [2025-10-16T00:29:58.817748] [DEBUG] [LOCAL ] Loaded configuration for CFR: 1 features, 90.0% accuracy [2025-10-16T00:29:58.818070] [DEBUG] [LOCAL ] Loaded configuration for TDF: 1 features, 60.0% accuracy [2025-10-16T00:29:58.818355] [DEBUG] [LOCAL ] Loaded configuration for ALK: 1 features, 90.0% accuracy [2025-10-16T00:29:58.818698] [DEBUG] [LOCAL ] Loaded configuration for WY: 3 features, 60.0% accuracy [2025-10-16T00:29:58.819057] [DEBUG] [LOCAL ] Loaded configuration for KW: 2 features, 70.0% accuracy [2025-10-16T00:29:58.819396] [DEBUG] [LOCAL ] Loaded configuration for ECG: 1 features, 100.0% accuracy [2025-10-16T00:29:58.819683] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 80.0% accuracy [2025-10-16T00:29:58.820682] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.820790] [DEBUG] [LOCAL ] Loaded configuration for JRS: 3 features, 90.0% accuracy [2025-10-16T00:29:58.821071] [DEBUG] [LOCAL ] Loaded configuration for LOAR: 4 features, 80.0% accuracy [2025-10-16T00:29:58.821165] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.821424] [DEBUG] [LOCAL ] Loaded configuration for SVV: 3 features, 80.0% accuracy [2025-10-16T00:29:58.821714] [DEBUG] [LOCAL ] Loaded configuration for STT: 3 features, 70.0% accuracy [2025-10-16T00:29:58.821995] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 2 features, 70.0% accuracy [2025-10-16T00:29:58.822265] [DEBUG] [LOCAL ] Loaded configuration for FRO: 1 features, 60.0% accuracy [2025-10-16T00:29:58.822548] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 70.0% accuracy [2025-10-16T00:29:58.822638] [DEBUG] [LOCAL ] Loaded configuration for KKR: 3 features, 60.0% accuracy [2025-10-16T00:29:58.822961] [DEBUG] [LOCAL ] Loaded configuration for IRM: 4 features, 90.0% accuracy [2025-10-16T00:29:58.823276] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-10-16T00:29:58.823590] [DEBUG] [LOCAL ] Loaded configuration for LAW: 2 features, 60.0% accuracy [2025-10-16T00:29:58.823898] [DEBUG] [LOCAL ] Loaded configuration for GENI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.824214] [DEBUG] [LOCAL ] Loaded configuration for WKC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.824498] [DEBUG] [LOCAL ] Loaded configuration for FMY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.824819] [DEBUG] [LOCAL ] Loaded configuration for VTR: 1 features, 70.0% accuracy [2025-10-16T00:29:58.824908] [DEBUG] [LOCAL ] Loaded configuration for DDD: 2 features, 70.0% accuracy [2025-10-16T00:29:58.825168] [DEBUG] [LOCAL ] Loaded configuration for AS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.825433] [DEBUG] [LOCAL ] Loaded configuration for JCI: 2 features, 70.0% accuracy [2025-10-16T00:29:58.825749] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 50.0% accuracy [2025-10-16T00:29:58.826029] [DEBUG] [LOCAL ] Loaded configuration for SR: 3 features, 90.0% accuracy [2025-10-16T00:29:58.826117] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 3 features, 70.0% accuracy [2025-10-16T00:29:58.826377] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-10-16T00:29:58.826687] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-10-16T00:29:58.826953] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.827215] [DEBUG] [LOCAL ] Loaded configuration for ACA: 1 features, 80.0% accuracy [2025-10-16T00:29:58.827480] [DEBUG] [LOCAL ] Loaded configuration for CRT: 3 features, 60.0% accuracy [2025-10-16T00:29:58.827768] [DEBUG] [LOCAL ] Loaded configuration for DELL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.828085] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-10-16T00:29:58.828351] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-10-16T00:29:58.828680] [DEBUG] [LOCAL ] Loaded configuration for GRNT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.829002] [DEBUG] [LOCAL ] Loaded configuration for KFS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.829286] [DEBUG] [LOCAL ] Loaded configuration for RIG: 3 features, 70.0% accuracy [2025-10-16T00:29:58.829604] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.829936] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-10-16T00:29:58.830221] [DEBUG] [LOCAL ] Loaded configuration for BUI: 0 features, 70.0% accuracy [2025-10-16T00:29:58.830538] [DEBUG] [LOCAL ] Loaded configuration for SWX: 2 features, 60.0% accuracy [2025-10-16T00:29:58.830818] [DEBUG] [LOCAL ] Loaded configuration for BXP: 0 features, 80.0% accuracy [2025-10-16T00:29:58.831090] [DEBUG] [LOCAL ] Loaded configuration for FXED: 5 features, 60.0% accuracy [2025-10-16T00:29:58.831371] [DEBUG] [LOCAL ] Loaded configuration for ATHS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.831666] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 1 features, 90.0% accuracy [2025-10-16T00:29:58.831950] [DEBUG] [LOCAL ] Loaded configuration for SNOW: 1 features, 90.0% accuracy [2025-10-16T00:29:58.832257] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.832533] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.832825] [DEBUG] [LOCAL ] Loaded configuration for EQV: 0 features, 50.0% accuracy [2025-10-16T00:29:58.833143] [DEBUG] [LOCAL ] Loaded configuration for COMP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.833409] [DEBUG] [LOCAL ] Loaded configuration for ADC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.833692] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-10-16T00:29:58.833969] [DEBUG] [LOCAL ] Loaded configuration for AI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.834294] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 3 features, 80.0% accuracy [2025-10-16T00:29:58.834609] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 60.0% accuracy [2025-10-16T00:29:58.834917] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.835006] [DEBUG] [LOCAL ] Loaded configuration for BTE: 2 features, 100.0% accuracy [2025-10-16T00:29:58.835384] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 5 features, 90.0% accuracy [2025-10-16T00:29:58.835691] [DEBUG] [LOCAL ] Loaded configuration for GCTS: 1 features, 70.0% accuracy [2025-10-16T00:29:58.836013] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 100.0% accuracy [2025-10-16T00:29:58.836302] [DEBUG] [LOCAL ] Loaded configuration for FOF: 3 features, 80.0% accuracy [2025-10-16T00:29:58.836620] [DEBUG] [LOCAL ] Loaded configuration for UNP: 1 features, 80.0% accuracy [2025-10-16T00:29:58.836954] [DEBUG] [LOCAL ] Loaded configuration for TRC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.837233] [DEBUG] [LOCAL ] Loaded configuration for HZO: 4 features, 90.0% accuracy [2025-10-16T00:29:58.837500] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 1 features, 50.0% accuracy [2025-10-16T00:29:58.837817] [DEBUG] [LOCAL ] Loaded configuration for DSL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.838129] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 70.0% accuracy [2025-10-16T00:29:58.838441] [DEBUG] [LOCAL ] Loaded configuration for NIM: 1 features, 60.0% accuracy [2025-10-16T00:29:58.838713] [DEBUG] [LOCAL ] Loaded configuration for NPV: 2 features, 70.0% accuracy [2025-10-16T00:29:58.839028] [DEBUG] [LOCAL ] Loaded configuration for LW: 6 features, 90.0% accuracy [2025-10-16T00:29:58.839339] [DEBUG] [LOCAL ] Loaded configuration for VICI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.839444] [DEBUG] [LOCAL ] Loaded configuration for DK: 2 features, 80.0% accuracy [2025-10-16T00:29:58.839706] [DEBUG] [LOCAL ] Loaded configuration for MITP: 1 features, 70.0% accuracy [2025-10-16T00:29:58.839980] [DEBUG] [LOCAL ] Loaded configuration for CXM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.840273] [DEBUG] [LOCAL ] Loaded configuration for DDL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.840553] [DEBUG] [LOCAL ] Loaded configuration for AWP: 1 features, 50.0% accuracy [2025-10-16T00:29:58.840997] [DEBUG] [LOCAL ] Loaded configuration for ESE: 1 features, 90.0% accuracy [2025-10-16T00:29:58.841289] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 90.0% accuracy [2025-10-16T00:29:58.841613] [DEBUG] [LOCAL ] Loaded configuration for FCN: 2 features, 60.0% accuracy [2025-10-16T00:29:58.841968] [DEBUG] [LOCAL ] Loaded configuration for FVR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.842230] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-10-16T00:29:58.842491] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-10-16T00:29:58.842804] [DEBUG] [LOCAL ] Loaded configuration for CMU: 3 features, 60.0% accuracy [2025-10-16T00:29:58.843068] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.843155] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.843444] [DEBUG] [LOCAL ] Loaded configuration for MYN: 2 features, 60.0% accuracy [2025-10-16T00:29:58.843758] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 90.0% accuracy [2025-10-16T00:29:58.844040] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 40.0% accuracy [2025-10-16T00:29:58.844303] [DEBUG] [LOCAL ] Loaded configuration for DECK: 3 features, 70.0% accuracy [2025-10-16T00:29:58.844581] [DEBUG] [LOCAL ] Loaded configuration for GNK: 0 features, 80.0% accuracy [2025-10-16T00:29:58.844920] [DEBUG] [LOCAL ] Loaded configuration for AWR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.845181] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 3 features, 60.0% accuracy [2025-10-16T00:29:58.845467] [DEBUG] [LOCAL ] Loaded configuration for VBF: 1 features, 80.0% accuracy [2025-10-16T00:29:58.845747] [DEBUG] [LOCAL ] Loaded configuration for BGX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.846060] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-10-16T00:29:58.846324] [DEBUG] [LOCAL ] Loaded configuration for WAT: 1 features, 80.0% accuracy [2025-10-16T00:29:58.846585] [DEBUG] [LOCAL ] Loaded configuration for TDW: 2 features, 70.0% accuracy [2025-10-16T00:29:58.846898] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.847221] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 40.0% accuracy [2025-10-16T00:29:58.847512] [DEBUG] [LOCAL ] Loaded configuration for INVX: 5 features, 80.0% accuracy [2025-10-16T00:29:58.847804] [DEBUG] [LOCAL ] Loaded configuration for SCD: 4 features, 80.0% accuracy [2025-10-16T00:29:58.848084] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-10-16T00:29:58.848395] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-10-16T00:29:58.848806] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 1 features, 90.0% accuracy [2025-10-16T00:29:58.849273] [DEBUG] [LOCAL ] Loaded configuration for LOW: 2 features, 80.0% accuracy [2025-10-16T00:29:58.849727] [DEBUG] [LOCAL ] Loaded configuration for LNN: 2 features, 70.0% accuracy [2025-10-16T00:29:58.850101] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 5 features, 90.0% accuracy [2025-10-16T00:29:58.850394] [DEBUG] [LOCAL ] Loaded configuration for GF: 2 features, 60.0% accuracy [2025-10-16T00:29:58.850719] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 5 features, 90.0% accuracy [2025-10-16T00:29:58.851018] [DEBUG] [LOCAL ] Loaded configuration for DOV: 7 features, 80.0% accuracy [2025-10-16T00:29:58.851433] [DEBUG] [LOCAL ] Loaded configuration for TBI: 1 features, 90.0% accuracy [2025-10-16T00:29:58.851757] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 1 features, 70.0% accuracy [2025-10-16T00:29:58.852072] [DEBUG] [LOCAL ] Loaded configuration for JLL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.852380] [DEBUG] [LOCAL ] Loaded configuration for MGF: 3 features, 70.0% accuracy [2025-10-16T00:29:58.852707] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-10-16T00:29:58.852985] [DEBUG] [LOCAL ] Loaded configuration for AON: 3 features, 90.0% accuracy [2025-10-16T00:29:58.853299] [DEBUG] [LOCAL ] Loaded configuration for UL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.853590] [DEBUG] [LOCAL ] Loaded configuration for CQP: 3 features, 60.0% accuracy [2025-10-16T00:29:58.853903] [DEBUG] [LOCAL ] Loaded configuration for SOL: 1 features, 90.0% accuracy [2025-10-16T00:29:58.854174] [DEBUG] [LOCAL ] Loaded configuration for WELL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.854441] [DEBUG] [LOCAL ] Loaded configuration for VVR: 4 features, 80.0% accuracy [2025-10-16T00:29:58.854728] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-10-16T00:29:58.855017] [DEBUG] [LOCAL ] Loaded configuration for CVI: 3 features, 80.0% accuracy [2025-10-16T00:29:58.855332] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 5 features, 70.0% accuracy [2025-10-16T00:29:58.855615] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 3 features, 80.0% accuracy [2025-10-16T00:29:58.855937] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.856205] [DEBUG] [LOCAL ] Loaded configuration for BSBR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.856479] [DEBUG] [LOCAL ] Loaded configuration for VZ: 1 features, 80.0% accuracy [2025-10-16T00:29:58.856904] [DEBUG] [LOCAL ] Loaded configuration for AMH: 2 features, 50.0% accuracy [2025-10-16T00:29:58.857218] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 0 features, 70.0% accuracy [2025-10-16T00:29:58.857540] [DEBUG] [LOCAL ] Loaded configuration for NGS: 1 features, 70.0% accuracy [2025-10-16T00:29:58.857843] [DEBUG] [LOCAL ] Loaded configuration for BAC: 2 features, 100.0% accuracy [2025-10-16T00:29:58.858125] [DEBUG] [LOCAL ] Loaded configuration for TPH: 1 features, 60.0% accuracy [2025-10-16T00:29:58.858385] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-10-16T00:29:58.858681] [DEBUG] [LOCAL ] Loaded configuration for SSB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.858952] [DEBUG] [LOCAL ] Loaded configuration for MGR: 2 features, 100.0% accuracy [2025-10-16T00:29:58.859239] [DEBUG] [LOCAL ] Loaded configuration for TK: 0 features, 80.0% accuracy [2025-10-16T00:29:58.859527] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 60.0% accuracy [2025-10-16T00:29:58.859858] [DEBUG] [LOCAL ] Loaded configuration for PMM: 3 features, 80.0% accuracy [2025-10-16T00:29:58.860126] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 2 features, 40.0% accuracy [2025-10-16T00:29:58.860409] [DEBUG] [LOCAL ] Loaded configuration for WFG: 0 features, 50.0% accuracy [2025-10-16T00:29:58.860727] [DEBUG] [LOCAL ] Loaded configuration for FLR: 2 features, 60.0% accuracy [2025-10-16T00:29:58.860994] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 6 features, 80.0% accuracy [2025-10-16T00:29:58.861311] [DEBUG] [LOCAL ] Loaded configuration for SU: 1 features, 70.0% accuracy [2025-10-16T00:29:58.861587] [DEBUG] [LOCAL ] Loaded configuration for LDP: 4 features, 90.0% accuracy [2025-10-16T00:29:58.861983] [DEBUG] [LOCAL ] Loaded configuration for CXE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.862281] [DEBUG] [LOCAL ] Loaded configuration for DY: 1 features, 80.0% accuracy [2025-10-16T00:29:58.862566] [DEBUG] [LOCAL ] Loaded configuration for STAG: 3 features, 80.0% accuracy [2025-10-16T00:29:58.862693] [DEBUG] [LOCAL ] Loaded configuration for BLX: 3 features, 70.0% accuracy [2025-10-16T00:29:58.862961] [DEBUG] [LOCAL ] Loaded configuration for WM: 3 features, 60.0% accuracy [2025-10-16T00:29:58.863239] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-10-16T00:29:58.863330] [DEBUG] [LOCAL ] Loaded configuration for DAL: 5 features, 100.0% accuracy [2025-10-16T00:29:58.863594] [DEBUG] [LOCAL ] Loaded configuration for NMT: 1 features, 90.0% accuracy [2025-10-16T00:29:58.863948] [DEBUG] [LOCAL ] Loaded configuration for SAH: 1 features, 100.0% accuracy [2025-10-16T00:29:58.864233] [DEBUG] [LOCAL ] Loaded configuration for HYTR: 3 features, 60.0% accuracy [2025-10-16T00:29:58.864502] [DEBUG] [LOCAL ] Loaded configuration for BROS: 2 features, 50.0% accuracy [2025-10-16T00:29:58.864771] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.865038] [DEBUG] [LOCAL ] Loaded configuration for DEA: 4 features, 80.0% accuracy [2025-10-16T00:29:58.865352] [DEBUG] [LOCAL ] Loaded configuration for SKT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.865703] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 0 features, 70.0% accuracy [2025-10-16T00:29:58.866039] [DEBUG] [LOCAL ] Loaded configuration for PCM: 2 features, 80.0% accuracy [2025-10-16T00:29:58.866324] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 2 features, 80.0% accuracy [2025-10-16T00:29:58.866667] [DEBUG] [LOCAL ] Loaded configuration for BH: 2 features, 50.0% accuracy [2025-10-16T00:29:58.866782] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 4 features, 90.0% accuracy [2025-10-16T00:29:58.867105] [DEBUG] [LOCAL ] Loaded configuration for SLB: 1 features, 80.0% accuracy [2025-10-16T00:29:58.867422] [DEBUG] [LOCAL ] Loaded configuration for VGM: 0 features, 60.0% accuracy [2025-10-16T00:29:58.867764] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.868054] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-10-16T00:29:58.868340] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.868630] [DEBUG] [LOCAL ] Loaded configuration for SHG: 5 features, 80.0% accuracy [2025-10-16T00:29:58.868953] [DEBUG] [LOCAL ] Loaded configuration for FOR: 1 features, 70.0% accuracy [2025-10-16T00:29:58.869221] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-10-16T00:29:58.869486] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.869802] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 1 features, 80.0% accuracy [2025-10-16T00:29:58.870097] [DEBUG] [LOCAL ] Loaded configuration for UA: 1 features, 60.0% accuracy [2025-10-16T00:29:58.870424] [DEBUG] [LOCAL ] Loaded configuration for EGO: 2 features, 60.0% accuracy [2025-10-16T00:29:58.870750] [DEBUG] [LOCAL ] Loaded configuration for EQR: 5 features, 90.0% accuracy [2025-10-16T00:29:58.871038] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-10-16T00:29:58.871322] [DEBUG] [LOCAL ] Loaded configuration for SITC: 0 features, 70.0% accuracy [2025-10-16T00:29:58.871608] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.871942] [DEBUG] [LOCAL ] Loaded configuration for EW: 3 features, 70.0% accuracy [2025-10-16T00:29:58.872262] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 4 features, 50.0% accuracy [2025-10-16T00:29:58.872530] [DEBUG] [LOCAL ] Loaded configuration for PERF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.872959] [DEBUG] [LOCAL ] Loaded configuration for SSL: 1 features, 50.0% accuracy [2025-10-16T00:29:58.873345] [DEBUG] [LOCAL ] Loaded configuration for SXT: 4 features, 70.0% accuracy [2025-10-16T00:29:58.873748] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-10-16T00:29:58.874123] [DEBUG] [LOCAL ] Loaded configuration for UGP: 2 features, 80.0% accuracy [2025-10-16T00:29:58.874507] [DEBUG] [LOCAL ] Loaded configuration for FUL: 4 features, 70.0% accuracy [2025-10-16T00:29:58.874899] [DEBUG] [LOCAL ] Loaded configuration for YSG: 3 features, 80.0% accuracy [2025-10-16T00:29:58.875214] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.875548] [DEBUG] [LOCAL ] Loaded configuration for VFC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.875843] [DEBUG] [LOCAL ] Loaded configuration for CDP: 7 features, 90.0% accuracy [2025-10-16T00:29:58.876128] [DEBUG] [LOCAL ] Loaded configuration for AIT: 0 features, 50.0% accuracy [2025-10-16T00:29:58.876463] [DEBUG] [LOCAL ] Loaded configuration for TKC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.876741] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 5 features, 90.0% accuracy [2025-10-16T00:29:58.877018] [DEBUG] [LOCAL ] Loaded configuration for BMA: 1 features, 80.0% accuracy [2025-10-16T00:29:58.877294] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.877639] [DEBUG] [LOCAL ] Loaded configuration for MPV: 3 features, 80.0% accuracy [2025-10-16T00:29:58.878093] [DEBUG] [LOCAL ] Loaded configuration for BKD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.878464] [DEBUG] [LOCAL ] Loaded configuration for SRG: 3 features, 60.0% accuracy [2025-10-16T00:29:58.878796] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-10-16T00:29:58.879099] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 80.0% accuracy [2025-10-16T00:29:58.879435] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 70.0% accuracy [2025-10-16T00:29:58.879779] [DEBUG] [LOCAL ] Loaded configuration for GIC: 1 features, 50.0% accuracy [2025-10-16T00:29:58.880099] [DEBUG] [LOCAL ] Loaded configuration for GLW: 1 features, 70.0% accuracy [2025-10-16T00:29:58.880393] [DEBUG] [LOCAL ] Loaded configuration for RFM: 1 features, 50.0% accuracy [2025-10-16T00:29:58.880741] [DEBUG] [LOCAL ] Loaded configuration for VMC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.881025] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.881307] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.881612] [DEBUG] [LOCAL ] Loaded configuration for WINN: 2 features, 80.0% accuracy [2025-10-16T00:29:58.881991] [DEBUG] [LOCAL ] Loaded configuration for CMG: 1 features, 60.0% accuracy [2025-10-16T00:29:58.882283] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.882581] [DEBUG] [LOCAL ] Loaded configuration for ECAT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.882921] [DEBUG] [LOCAL ] Loaded configuration for CDLR: 1 features, 90.0% accuracy [2025-10-16T00:29:58.883253] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 1 features, 80.0% accuracy [2025-10-16T00:29:58.883604] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 100.0% accuracy [2025-10-16T00:29:58.883941] [DEBUG] [LOCAL ] Loaded configuration for TEN: 1 features, 100.0% accuracy [2025-10-16T00:29:58.884283] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.884615] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.884984] [DEBUG] [LOCAL ] Loaded configuration for KOP: 4 features, 80.0% accuracy [2025-10-16T00:29:58.885265] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 4 features, 60.0% accuracy [2025-10-16T00:29:58.885356] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 4 features, 60.0% accuracy [2025-10-16T00:29:58.885433] [DEBUG] [LOCAL ] Loaded configuration for DE: 1 features, 80.0% accuracy [2025-10-16T00:29:58.885718] [DEBUG] [LOCAL ] Loaded configuration for FGN: 5 features, 80.0% accuracy [2025-10-16T00:29:58.886007] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 80.0% accuracy [2025-10-16T00:29:58.886311] [DEBUG] [LOCAL ] Loaded configuration for PIM: 2 features, 70.0% accuracy [2025-10-16T00:29:58.886586] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.886901] [DEBUG] [LOCAL ] Loaded configuration for EB: 2 features, 80.0% accuracy [2025-10-16T00:29:58.887180] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 80.0% accuracy [2025-10-16T00:29:58.887502] [DEBUG] [LOCAL ] Loaded configuration for ECCU: 3 features, 80.0% accuracy [2025-10-16T00:29:58.887794] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-10-16T00:29:58.888130] [DEBUG] [LOCAL ] Loaded configuration for UNM: 0 features, 70.0% accuracy [2025-10-16T00:29:58.888417] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 5 features, 90.0% accuracy [2025-10-16T00:29:58.888729] [DEBUG] [LOCAL ] Loaded configuration for BK: 3 features, 90.0% accuracy [2025-10-16T00:29:58.889097] [DEBUG] [LOCAL ] Loaded configuration for STZ: 3 features, 90.0% accuracy [2025-10-16T00:29:58.890322] [DEBUG] [LOCAL ] Loaded configuration for LTC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.890608] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 1 features, 70.0% accuracy [2025-10-16T00:29:58.890929] [DEBUG] [LOCAL ] Loaded configuration for PAI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.891229] [DEBUG] [LOCAL ] Loaded configuration for ETR: 3 features, 70.0% accuracy [2025-10-16T00:29:58.891527] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 50.0% accuracy [2025-10-16T00:29:58.891615] [DEBUG] [LOCAL ] Loaded configuration for AMTM: 2 features, 80.0% accuracy [2025-10-16T00:29:58.891964] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-10-16T00:29:58.892236] [DEBUG] [LOCAL ] Loaded configuration for RC: 3 features, 60.0% accuracy [2025-10-16T00:29:58.892563] [DEBUG] [LOCAL ] Loaded configuration for HBI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.892912] [DEBUG] [LOCAL ] Loaded configuration for STWD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.893201] [DEBUG] [LOCAL ] Loaded configuration for UP: 1 features, 80.0% accuracy [2025-10-16T00:29:58.893287] [DEBUG] [LOCAL ] Loaded configuration for APH: 3 features, 60.0% accuracy [2025-10-16T00:29:58.893583] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 4 features, 80.0% accuracy [2025-10-16T00:29:58.893895] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 1 features, 70.0% accuracy [2025-10-16T00:29:58.894219] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-10-16T00:29:58.894521] [DEBUG] [LOCAL ] Loaded configuration for HRI: 2 features, 30.0% accuracy [2025-10-16T00:29:58.894857] [DEBUG] [LOCAL ] Loaded configuration for YUM: 1 features, 90.0% accuracy [2025-10-16T00:29:58.894944] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.895227] [DEBUG] [LOCAL ] Loaded configuration for ARW: 4 features, 90.0% accuracy [2025-10-16T00:29:58.895543] [DEBUG] [LOCAL ] Loaded configuration for VNO: 3 features, 100.0% accuracy [2025-10-16T00:29:58.895825] [DEBUG] [LOCAL ] Loaded configuration for JFR: 0 features, 50.0% accuracy [2025-10-16T00:29:58.896090] [DEBUG] [LOCAL ] Loaded configuration for AGX: 4 features, 80.0% accuracy [2025-10-16T00:29:58.896368] [DEBUG] [LOCAL ] Loaded configuration for SUN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.896689] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-10-16T00:29:58.897002] [DEBUG] [LOCAL ] Loaded configuration for CHGG: 3 features, 60.0% accuracy [2025-10-16T00:29:58.897090] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 40.0% accuracy [2025-10-16T00:29:58.897162] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 4 features, 70.0% accuracy [2025-10-16T00:29:58.897419] [DEBUG] [LOCAL ] Loaded configuration for HLX: 1 features, 80.0% accuracy [2025-10-16T00:29:58.897699] [DEBUG] [LOCAL ] Loaded configuration for ITGR: 3 features, 80.0% accuracy [2025-10-16T00:29:58.897958] [DEBUG] [LOCAL ] Loaded configuration for ASX: 1 features, 80.0% accuracy [2025-10-16T00:29:58.898236] [DEBUG] [LOCAL ] Loaded configuration for AEE: 0 features, 40.0% accuracy [2025-10-16T00:29:58.898497] [DEBUG] [LOCAL ] Loaded configuration for EXR: 1 features, 50.0% accuracy [2025-10-16T00:29:58.898839] [DEBUG] [LOCAL ] Loaded configuration for CNI: 3 features, 70.0% accuracy [2025-10-16T00:29:58.899100] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-10-16T00:29:58.899364] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-10-16T00:29:58.899715] [DEBUG] [LOCAL ] Loaded configuration for ST: 1 features, 50.0% accuracy [2025-10-16T00:29:58.900042] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.900362] [DEBUG] [LOCAL ] Loaded configuration for MMI: 0 features, 50.0% accuracy [2025-10-16T00:29:58.900681] [DEBUG] [LOCAL ] Loaded configuration for TDC: 3 features, 90.0% accuracy [2025-10-16T00:29:58.900945] [DEBUG] [LOCAL ] Loaded configuration for GOF: 4 features, 90.0% accuracy [2025-10-16T00:29:58.901260] [DEBUG] [LOCAL ] Loaded configuration for ETV: 3 features, 90.0% accuracy [2025-10-16T00:29:58.901576] [DEBUG] [LOCAL ] Loaded configuration for UE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.901893] [DEBUG] [LOCAL ] Loaded configuration for AVA: 0 features, 80.0% accuracy [2025-10-16T00:29:58.902176] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.902462] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-10-16T00:29:58.902746] [DEBUG] [LOCAL ] Loaded configuration for ADX: 1 features, 70.0% accuracy [2025-10-16T00:29:58.903555] [DEBUG] [LOCAL ] Loaded configuration for GUT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.903845] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 0 features, 70.0% accuracy [2025-10-16T00:29:58.904117] [DEBUG] [LOCAL ] Loaded configuration for CCRD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.904437] [DEBUG] [LOCAL ] Loaded configuration for CRL: 1 features, 70.0% accuracy [2025-10-16T00:29:58.904762] [DEBUG] [LOCAL ] Loaded configuration for JPM: 4 features, 90.0% accuracy [2025-10-16T00:29:58.905053] [DEBUG] [LOCAL ] Loaded configuration for BTO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.905319] [DEBUG] [LOCAL ] Loaded configuration for GROV: 1 features, 60.0% accuracy [2025-10-16T00:29:58.905601] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 3 features, 70.0% accuracy [2025-10-16T00:29:58.905745] [DEBUG] [LOCAL ] Loaded configuration for ZK: 2 features, 90.0% accuracy [2025-10-16T00:29:58.906026] [DEBUG] [LOCAL ] Loaded configuration for ATO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.906312] [DEBUG] [LOCAL ] Loaded configuration for UAN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.906678] [DEBUG] [LOCAL ] Loaded configuration for CGAU: 0 features, 60.0% accuracy [2025-10-16T00:29:58.906989] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-10-16T00:29:58.907302] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-10-16T00:29:58.907583] [DEBUG] [LOCAL ] Loaded configuration for TAK: 2 features, 70.0% accuracy [2025-10-16T00:29:58.907938] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 80.0% accuracy [2025-10-16T00:29:58.908221] [DEBUG] [LOCAL ] Loaded configuration for AGL: 3 features, 70.0% accuracy [2025-10-16T00:29:58.908482] [DEBUG] [LOCAL ] Loaded configuration for KRG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.908798] [DEBUG] [LOCAL ] Loaded configuration for EOT: 1 features, 50.0% accuracy [2025-10-16T00:29:58.909083] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.909365] [DEBUG] [LOCAL ] Loaded configuration for IR: 0 features, 60.0% accuracy [2025-10-16T00:29:58.909679] [DEBUG] [LOCAL ] Loaded configuration for EVR: 2 features, 60.0% accuracy [2025-10-16T00:29:58.910015] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 3 features, 90.0% accuracy [2025-10-16T00:29:58.910121] [DEBUG] [LOCAL ] Loaded configuration for V: 2 features, 80.0% accuracy [2025-10-16T00:29:58.910392] [DEBUG] [LOCAL ] Loaded configuration for CIMN: 1 features, 70.0% accuracy [2025-10-16T00:29:58.910688] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-10-16T00:29:58.910952] [DEBUG] [LOCAL ] Loaded configuration for FTWO: 4 features, 100.0% accuracy [2025-10-16T00:29:58.911231] [DEBUG] [LOCAL ] Loaded configuration for SPMC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.911543] [DEBUG] [LOCAL ] Loaded configuration for AUB: 3 features, 70.0% accuracy [2025-10-16T00:29:58.911822] [DEBUG] [LOCAL ] Loaded configuration for BST: 2 features, 70.0% accuracy [2025-10-16T00:29:58.912087] [DEBUG] [LOCAL ] Loaded configuration for BYD: 1 features, 70.0% accuracy [2025-10-16T00:29:58.912416] [DEBUG] [LOCAL ] Loaded configuration for BWA: 2 features, 90.0% accuracy [2025-10-16T00:29:58.912735] [DEBUG] [LOCAL ] Loaded configuration for ING: 0 features, 80.0% accuracy [2025-10-16T00:29:58.912822] [DEBUG] [LOCAL ] Loaded configuration for APD: 2 features, 70.0% accuracy [2025-10-16T00:29:58.913062] [DEBUG] [LOCAL ] Loaded configuration for BEN: 4 features, 90.0% accuracy [2025-10-16T00:29:58.913328] [DEBUG] [LOCAL ] Loaded configuration for VCV: 2 features, 60.0% accuracy [2025-10-16T00:29:58.913608] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 60.0% accuracy [2025-10-16T00:29:58.913935] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.914246] [DEBUG] [LOCAL ] Loaded configuration for DLX: 0 features, 70.0% accuracy [2025-10-16T00:29:58.914351] [DEBUG] [LOCAL ] Loaded configuration for AU: 1 features, 90.0% accuracy [2025-10-16T00:29:58.914633] [DEBUG] [LOCAL ] Loaded configuration for USPH: 4 features, 80.0% accuracy [2025-10-16T00:29:58.914984] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.915072] [DEBUG] [LOCAL ] Loaded configuration for FBRT: 3 features, 60.0% accuracy [2025-10-16T00:29:58.915311] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-10-16T00:29:58.915581] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 0 features, 70.0% accuracy [2025-10-16T00:29:58.915915] [DEBUG] [LOCAL ] Loaded configuration for CALX: 3 features, 70.0% accuracy [2025-10-16T00:29:58.916229] [DEBUG] [LOCAL ] Loaded configuration for ERO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.916508] [DEBUG] [LOCAL ] Loaded configuration for AFGD: 3 features, 70.0% accuracy [2025-10-16T00:29:58.916821] [DEBUG] [LOCAL ] Loaded configuration for EMP: 3 features, 50.0% accuracy [2025-10-16T00:29:58.917131] [DEBUG] [LOCAL ] Loaded configuration for AIR: 0 features, 80.0% accuracy [2025-10-16T00:29:58.917445] [DEBUG] [LOCAL ] Loaded configuration for FI: 3 features, 80.0% accuracy [2025-10-16T00:29:58.917724] [DEBUG] [LOCAL ] Loaded configuration for GDO: 1 features, 50.0% accuracy [2025-10-16T00:29:58.917986] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-10-16T00:29:58.918297] [DEBUG] [LOCAL ] Loaded configuration for BNY: 0 features, 70.0% accuracy [2025-10-16T00:29:58.918384] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-10-16T00:29:58.918698] [DEBUG] [LOCAL ] Loaded configuration for FLC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.919028] [DEBUG] [LOCAL ] Loaded configuration for SRI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.919295] [DEBUG] [LOCAL ] Loaded configuration for BCAT: 3 features, 70.0% accuracy [2025-10-16T00:29:58.919610] [DEBUG] [LOCAL ] Loaded configuration for FG: 0 features, 80.0% accuracy [2025-10-16T00:29:58.919921] [DEBUG] [LOCAL ] Loaded configuration for GXO: 1 features, 50.0% accuracy [2025-10-16T00:29:58.920271] [DEBUG] [LOCAL ] Loaded configuration for COUR: 2 features, 70.0% accuracy [2025-10-16T00:29:58.920608] [DEBUG] [LOCAL ] Loaded configuration for AGM: 3 features, 90.0% accuracy [2025-10-16T00:29:58.920933] [DEBUG] [LOCAL ] Loaded configuration for GRND: 3 features, 60.0% accuracy [2025-10-16T00:29:58.921020] [DEBUG] [LOCAL ] Loaded configuration for BBY: 0 features, 60.0% accuracy [2025-10-16T00:29:58.921306] [DEBUG] [LOCAL ] Loaded configuration for BIPJ: 1 features, 90.0% accuracy [2025-10-16T00:29:58.921615] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-10-16T00:29:58.921923] [DEBUG] [LOCAL ] Loaded configuration for COOK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.922247] [DEBUG] [LOCAL ] Loaded configuration for BURL: 3 features, 50.0% accuracy [2025-10-16T00:29:58.922535] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-10-16T00:29:58.922817] [DEBUG] [LOCAL ] Loaded configuration for PML: 3 features, 60.0% accuracy [2025-10-16T00:29:58.923098] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 70.0% accuracy [2025-10-16T00:29:58.923382] [DEBUG] [LOCAL ] Loaded configuration for CIM: 1 features, 80.0% accuracy [2025-10-16T00:29:58.923699] [DEBUG] [LOCAL ] Loaded configuration for NOK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.923980] [DEBUG] [LOCAL ] Loaded configuration for VST: 2 features, 70.0% accuracy [2025-10-16T00:29:58.924265] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 3 features, 80.0% accuracy [2025-10-16T00:29:58.924580] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-10-16T00:29:58.924909] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 1 features, 40.0% accuracy [2025-10-16T00:29:58.925201] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 70.0% accuracy [2025-10-16T00:29:58.925287] [DEBUG] [LOCAL ] Loaded configuration for IRT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.925545] [DEBUG] [LOCAL ] Loaded configuration for TY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.925633] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-10-16T00:29:58.925984] [DEBUG] [LOCAL ] Loaded configuration for E: 3 features, 90.0% accuracy [2025-10-16T00:29:58.926266] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.926579] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-10-16T00:29:58.926904] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 2 features, 70.0% accuracy [2025-10-16T00:29:58.927185] [DEBUG] [LOCAL ] Loaded configuration for RES: 5 features, 90.0% accuracy [2025-10-16T00:29:58.927495] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 70.0% accuracy [2025-10-16T00:29:58.927758] [DEBUG] [LOCAL ] Loaded configuration for EOS: 5 features, 60.0% accuracy [2025-10-16T00:29:58.928068] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 70.0% accuracy [2025-10-16T00:29:58.928379] [DEBUG] [LOCAL ] Loaded configuration for CW: 2 features, 90.0% accuracy [2025-10-16T00:29:58.929425] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 0 features, 80.0% accuracy [2025-10-16T00:29:58.929756] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 70.0% accuracy [2025-10-16T00:29:58.930051] [DEBUG] [LOCAL ] Loaded configuration for EFR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.930367] [DEBUG] [LOCAL ] Loaded configuration for FINS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.930691] [DEBUG] [LOCAL ] Loaded configuration for MFSI: 4 features, 70.0% accuracy [2025-10-16T00:29:58.931036] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-10-16T00:29:58.931316] [DEBUG] [LOCAL ] Loaded configuration for FCPT: 1 features, 80.0% accuracy [2025-10-16T00:29:58.931628] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 2 features, 60.0% accuracy [2025-10-16T00:29:58.931980] [DEBUG] [LOCAL ] Loaded configuration for UNH: 2 features, 70.0% accuracy [2025-10-16T00:29:58.932246] [DEBUG] [LOCAL ] Loaded configuration for VLN: 3 features, 80.0% accuracy [2025-10-16T00:29:58.932581] [DEBUG] [LOCAL ] Loaded configuration for AFG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.932731] [DEBUG] [LOCAL ] Loaded configuration for TGT: 4 features, 70.0% accuracy [2025-10-16T00:29:58.933012] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy [2025-10-16T00:29:58.933296] [DEBUG] [LOCAL ] Loaded configuration for EMR: 1 features, 90.0% accuracy [2025-10-16T00:29:58.933560] [DEBUG] [LOCAL ] Loaded configuration for TYL: 1 features, 60.0% accuracy [2025-10-16T00:29:58.933901] [DEBUG] [LOCAL ] Loaded configuration for INGM: 3 features, 90.0% accuracy [2025-10-16T00:29:58.934216] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 70.0% accuracy [2025-10-16T00:29:58.934478] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 60.0% accuracy [2025-10-16T00:29:58.934746] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 100.0% accuracy [2025-10-16T00:29:58.935016] [DEBUG] [LOCAL ] Loaded configuration for APO: 5 features, 60.0% accuracy [2025-10-16T00:29:58.935327] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.935607] [DEBUG] [LOCAL ] Loaded configuration for SAN: 4 features, 80.0% accuracy [2025-10-16T00:29:58.935961] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 4 features, 80.0% accuracy [2025-10-16T00:29:58.936215] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-10-16T00:29:58.936516] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 3 features, 70.0% accuracy [2025-10-16T00:29:58.936781] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 90.0% accuracy [2025-10-16T00:29:58.937105] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.937380] [DEBUG] [LOCAL ] Loaded configuration for TGS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.938276] [DEBUG] [LOCAL ] Loaded configuration for DV: 0 features, 50.0% accuracy [2025-10-16T00:29:58.938538] [DEBUG] [LOCAL ] Loaded configuration for APG: 1 features, 70.0% accuracy [2025-10-16T00:29:58.938863] [DEBUG] [LOCAL ] Loaded configuration for VIV: 1 features, 100.0% accuracy [2025-10-16T00:29:58.939127] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 0 features, 40.0% accuracy [2025-10-16T00:29:58.939214] [DEBUG] [LOCAL ] Loaded configuration for AAT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.939505] [DEBUG] [LOCAL ] Loaded configuration for THW: 3 features, 80.0% accuracy [2025-10-16T00:29:58.939790] [DEBUG] [LOCAL ] Loaded configuration for USB: 5 features, 90.0% accuracy [2025-10-16T00:29:58.940097] [DEBUG] [LOCAL ] Loaded configuration for AYI: 5 features, 80.0% accuracy [2025-10-16T00:29:58.940184] [DEBUG] [LOCAL ] Loaded configuration for CLH: 0 features, 60.0% accuracy [2025-10-16T00:29:58.940420] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-10-16T00:29:58.940735] [DEBUG] [LOCAL ] Loaded configuration for VNT: 7 features, 90.0% accuracy [2025-10-16T00:29:58.940994] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 2 features, 90.0% accuracy [2025-10-16T00:29:58.941349] [DEBUG] [LOCAL ] Loaded configuration for EG: 1 features, 70.0% accuracy [2025-10-16T00:29:58.941706] [DEBUG] [LOCAL ] Loaded configuration for CP: 3 features, 80.0% accuracy [2025-10-16T00:29:58.942055] [DEBUG] [LOCAL ] Loaded configuration for LUV: 4 features, 70.0% accuracy [2025-10-16T00:29:58.942378] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 3 features, 80.0% accuracy [2025-10-16T00:29:58.942734] [DEBUG] [LOCAL ] Loaded configuration for ES: 4 features, 90.0% accuracy [2025-10-16T00:29:58.943048] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-10-16T00:29:58.943309] [DEBUG] [LOCAL ] Loaded configuration for EDD: 4 features, 70.0% accuracy [2025-10-16T00:29:58.943618] [DEBUG] [LOCAL ] Loaded configuration for BNT: 2 features, 60.0% accuracy [2025-10-16T00:29:58.943971] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-10-16T00:29:58.944247] [DEBUG] [LOCAL ] Loaded configuration for TIXT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.944504] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 1 features, 60.0% accuracy [2025-10-16T00:29:58.944820] [DEBUG] [LOCAL ] Loaded configuration for WMS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.945080] [DEBUG] [LOCAL ] Loaded configuration for BLND: 3 features, 80.0% accuracy [2025-10-16T00:29:58.945388] [DEBUG] [LOCAL ] Loaded configuration for WF: 4 features, 90.0% accuracy [2025-10-16T00:29:58.945675] [DEBUG] [LOCAL ] Loaded configuration for CAT: 5 features, 80.0% accuracy [2025-10-16T00:29:58.945957] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-10-16T00:29:58.946044] [DEBUG] [LOCAL ] Loaded configuration for CRK: 1 features, 80.0% accuracy [2025-10-16T00:29:58.946282] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.946587] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.946937] [DEBUG] [LOCAL ] Loaded configuration for ARDT: 2 features, 60.0% accuracy [2025-10-16T00:29:58.947211] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-10-16T00:29:58.947471] [DEBUG] [LOCAL ] Loaded configuration for FLXR: 2 features, 60.0% accuracy [2025-10-16T00:29:58.947782] [DEBUG] [LOCAL ] Loaded configuration for CSR: 1 features, 60.0% accuracy [2025-10-16T00:29:58.948092] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-10-16T00:29:58.948350] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 60.0% accuracy [2025-10-16T00:29:58.948691] [DEBUG] [LOCAL ] Loaded configuration for HOG: 2 features, 70.0% accuracy [2025-10-16T00:29:58.949012] [DEBUG] [LOCAL ] Loaded configuration for AKR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.949326] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-10-16T00:29:58.949638] [DEBUG] [LOCAL ] Loaded configuration for FFC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.949957] [DEBUG] [LOCAL ] Loaded configuration for MLR: 3 features, 60.0% accuracy [2025-10-16T00:29:58.950226] [DEBUG] [LOCAL ] Loaded configuration for IT: 3 features, 70.0% accuracy [2025-10-16T00:29:58.951307] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 2 features, 80.0% accuracy [2025-10-16T00:29:58.951626] [DEBUG] [LOCAL ] Loaded configuration for ASA: 2 features, 80.0% accuracy [2025-10-16T00:29:58.951984] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 3 features, 90.0% accuracy [2025-10-16T00:29:58.952320] [DEBUG] [LOCAL ] Loaded configuration for NUV: 1 features, 50.0% accuracy [2025-10-16T00:29:58.952687] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-10-16T00:29:58.953012] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 3 features, 70.0% accuracy [2025-10-16T00:29:58.953325] [DEBUG] [LOCAL ] Loaded configuration for SES: 3 features, 70.0% accuracy [2025-10-16T00:29:58.953590] [DEBUG] [LOCAL ] Loaded configuration for WMK: 0 features, 90.0% accuracy [2025-10-16T00:29:58.953925] [DEBUG] [LOCAL ] Loaded configuration for EXG: 2 features, 80.0% accuracy [2025-10-16T00:29:58.954258] [DEBUG] [LOCAL ] Loaded configuration for MX: 2 features, 70.0% accuracy [2025-10-16T00:29:58.954577] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 1 features, 60.0% accuracy [2025-10-16T00:29:58.954938] [DEBUG] [LOCAL ] Loaded configuration for YPF: 2 features, 100.0% accuracy [2025-10-16T00:29:58.955219] [DEBUG] [LOCAL ] Loaded configuration for IFF: 2 features, 80.0% accuracy [2025-10-16T00:29:58.955483] [DEBUG] [LOCAL ] Loaded configuration for ERJ: 4 features, 80.0% accuracy [2025-10-16T00:29:58.955792] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 80.0% accuracy [2025-10-16T00:29:58.956098] [DEBUG] [LOCAL ] Loaded configuration for SOBO: 1 features, 50.0% accuracy [2025-10-16T00:29:58.956356] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 1 features, 80.0% accuracy [2025-10-16T00:29:58.956666] [DEBUG] [LOCAL ] Loaded configuration for EBS: 6 features, 70.0% accuracy [2025-10-16T00:29:58.956961] [DEBUG] [LOCAL ] Loaded configuration for TVE: 3 features, 70.0% accuracy [2025-10-16T00:29:58.957278] [DEBUG] [LOCAL ] Loaded configuration for HHH: 1 features, 80.0% accuracy [2025-10-16T00:29:58.957586] [DEBUG] [LOCAL ] Loaded configuration for UMH: 1 features, 60.0% accuracy [2025-10-16T00:29:58.957946] [DEBUG] [LOCAL ] Loaded configuration for CAF: 3 features, 70.0% accuracy [2025-10-16T00:29:58.958218] [DEBUG] [LOCAL ] Loaded configuration for MGY: 3 features, 80.0% accuracy [2025-10-16T00:29:58.958535] [DEBUG] [LOCAL ] Loaded configuration for BRW: 1 features, 70.0% accuracy [2025-10-16T00:29:58.958859] [DEBUG] [LOCAL ] Loaded configuration for MPW: 3 features, 80.0% accuracy [2025-10-16T00:29:58.959152] [DEBUG] [LOCAL ] Loaded configuration for WGO: 2 features, 60.0% accuracy [2025-10-16T00:29:58.959436] [DEBUG] [LOCAL ] Loaded configuration for STNG: 0 features, 40.0% accuracy [2025-10-16T00:29:58.959702] [DEBUG] [LOCAL ] Loaded configuration for TRV: 3 features, 70.0% accuracy [2025-10-16T00:29:58.960002] [DEBUG] [LOCAL ] Loaded configuration for VMI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.960107] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.960380] [DEBUG] [LOCAL ] Loaded configuration for ELME: 0 features, 50.0% accuracy [2025-10-16T00:29:58.960697] [DEBUG] [LOCAL ] Loaded configuration for BAP: 1 features, 70.0% accuracy [2025-10-16T00:29:58.961014] [DEBUG] [LOCAL ] Loaded configuration for VRE: 2 features, 70.0% accuracy [2025-10-16T00:29:58.961335] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-10-16T00:29:58.961627] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 1 features, 90.0% accuracy [2025-10-16T00:29:58.961982] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 1 features, 90.0% accuracy [2025-10-16T00:29:58.962273] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 70.0% accuracy [2025-10-16T00:29:58.962548] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-10-16T00:29:58.962834] [DEBUG] [LOCAL ] Loaded configuration for CHH: 3 features, 100.0% accuracy [2025-10-16T00:29:58.963163] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-10-16T00:29:58.963251] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 1 features, 80.0% accuracy [2025-10-16T00:29:58.963548] [DEBUG] [LOCAL ] Loaded configuration for BOW: 1 features, 70.0% accuracy [2025-10-16T00:29:58.963861] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 80.0% accuracy [2025-10-16T00:29:58.964122] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-10-16T00:29:58.964437] [DEBUG] [LOCAL ] Loaded configuration for HII: 4 features, 90.0% accuracy [2025-10-16T00:29:58.964719] [DEBUG] [LOCAL ] Loaded configuration for ACI: 2 features, 90.0% accuracy [2025-10-16T00:29:58.964983] [DEBUG] [LOCAL ] Loaded configuration for EXK: 3 features, 100.0% accuracy [2025-10-16T00:29:58.965070] [DEBUG] [LOCAL ] Loaded configuration for ELS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.965326] [DEBUG] [LOCAL ] Loaded configuration for TEAF: 2 features, 50.0% accuracy [2025-10-16T00:29:58.965615] [DEBUG] [LOCAL ] Loaded configuration for GHC: 2 features, 100.0% accuracy [2025-10-16T00:29:58.965996] [DEBUG] [LOCAL ] Loaded configuration for CMI: 1 features, 70.0% accuracy [2025-10-16T00:29:58.966292] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.966555] [DEBUG] [LOCAL ] Loaded configuration for RPT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.966884] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 3 features, 90.0% accuracy [2025-10-16T00:29:58.967148] [DEBUG] [LOCAL ] Loaded configuration for GSL: 5 features, 70.0% accuracy [2025-10-16T00:29:58.967432] [DEBUG] [LOCAL ] Loaded configuration for STXG: 1 features, 70.0% accuracy [2025-10-16T00:29:58.967746] [DEBUG] [LOCAL ] Loaded configuration for TRN: 0 features, 50.0% accuracy [2025-10-16T00:29:58.968057] [DEBUG] [LOCAL ] Loaded configuration for NKX: 6 features, 80.0% accuracy [2025-10-16T00:29:58.968328] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-10-16T00:29:58.968612] [DEBUG] [LOCAL ] Loaded configuration for STVN: 2 features, 70.0% accuracy [2025-10-16T00:29:58.968933] [DEBUG] [LOCAL ] Loaded configuration for BMI: 3 features, 90.0% accuracy [2025-10-16T00:29:58.969190] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-10-16T00:29:58.969501] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-10-16T00:29:58.969764] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-10-16T00:29:58.970029] [DEBUG] [LOCAL ] Loaded configuration for VRT: 2 features, 70.0% accuracy [2025-10-16T00:29:58.970289] [DEBUG] [LOCAL ] Loaded configuration for RNP: 3 features, 70.0% accuracy [2025-10-16T00:29:58.970568] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 80.0% accuracy [2025-10-16T00:29:58.970873] [DEBUG] [LOCAL ] Loaded configuration for AVK: 3 features, 80.0% accuracy [2025-10-16T00:29:58.971184] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 6 features, 80.0% accuracy [2025-10-16T00:29:58.971461] [DEBUG] [LOCAL ] Loaded configuration for CFG: 0 features, 70.0% accuracy [2025-10-16T00:29:58.971587] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 3 features, 70.0% accuracy [2025-10-16T00:29:58.971934] [DEBUG] [LOCAL ] Loaded configuration for TDS: 4 features, 60.0% accuracy [2025-10-16T00:29:58.972039] [DEBUG] [LOCAL ] Loaded configuration for DHR: 1 features, 80.0% accuracy [2025-10-16T00:29:58.972313] [DEBUG] [LOCAL ] Loaded configuration for RSF: 4 features, 80.0% accuracy [2025-10-16T00:29:58.972575] [DEBUG] [LOCAL ] Loaded configuration for WT: 1 features, 60.0% accuracy [2025-10-16T00:29:58.972724] [DEBUG] [LOCAL ] Loaded configuration for AMPY: 5 features, 90.0% accuracy [2025-10-16T00:29:58.972974] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 60.0% accuracy [2025-10-16T00:29:58.973254] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 5 features, 100.0% accuracy [2025-10-16T00:29:58.973517] [DEBUG] [LOCAL ] Loaded configuration for DMO: 4 features, 90.0% accuracy [2025-10-16T00:29:58.973799] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 1 features, 70.0% accuracy [2025-10-16T00:29:58.974110] [DEBUG] [LOCAL ] Loaded configuration for EDF: 1 features, 80.0% accuracy [2025-10-16T00:29:58.974197] [DEBUG] [LOCAL ] Loaded configuration for ACN: 0 features, 60.0% accuracy [2025-10-16T00:29:58.974455] [DEBUG] [LOCAL ] Loaded configuration for CRI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.974734] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-10-16T00:29:58.975167] [DEBUG] [LOCAL ] Loaded configuration for BUR: 5 features, 80.0% accuracy [2025-10-16T00:29:58.975438] [DEBUG] [LOCAL ] Loaded configuration for LFT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.975761] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 1 features, 80.0% accuracy [2025-10-16T00:29:58.976067] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 3 features, 80.0% accuracy [2025-10-16T00:29:58.976327] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 100.0% accuracy [2025-10-16T00:29:58.976602] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 4 features, 80.0% accuracy [2025-10-16T00:29:58.976934] [DEBUG] [LOCAL ] Loaded configuration for VIK: 1 features, 70.0% accuracy [2025-10-16T00:29:58.977238] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-10-16T00:29:58.977560] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 80.0% accuracy [2025-10-16T00:29:58.977863] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-10-16T00:29:58.978125] [DEBUG] [LOCAL ] Loaded configuration for STXD: 4 features, 50.0% accuracy [2025-10-16T00:29:58.978410] [DEBUG] [LOCAL ] Loaded configuration for LU: 0 features, 80.0% accuracy [2025-10-16T00:29:58.978691] [DEBUG] [LOCAL ] Loaded configuration for NRT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.978994] [DEBUG] [LOCAL ] Loaded configuration for JLS: 3 features, 70.0% accuracy [2025-10-16T00:29:58.979276] [DEBUG] [LOCAL ] Loaded configuration for JEF: 4 features, 70.0% accuracy [2025-10-16T00:29:58.979590] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-10-16T00:29:58.979906] [DEBUG] [LOCAL ] Loaded configuration for XPO: 2 features, 70.0% accuracy [2025-10-16T00:29:58.980185] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 90.0% accuracy [2025-10-16T00:29:58.980498] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-10-16T00:29:58.980760] [DEBUG] [LOCAL ] Loaded configuration for BKU: 5 features, 80.0% accuracy [2025-10-16T00:29:58.981074] [DEBUG] [LOCAL ] Loaded configuration for YOU: 1 features, 60.0% accuracy [2025-10-16T00:29:58.981337] [DEBUG] [LOCAL ] Loaded configuration for ABR: 1 features, 100.0% accuracy [2025-10-16T00:29:58.981600] [DEBUG] [LOCAL ] Loaded configuration for RCS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.981934] [DEBUG] [LOCAL ] Loaded configuration for SXI: 2 features, 60.0% accuracy [2025-10-16T00:29:58.982256] [DEBUG] [LOCAL ] Loaded configuration for T: 5 features, 90.0% accuracy [2025-10-16T00:29:58.982362] [DEBUG] [LOCAL ] Loaded configuration for DRI: 2 features, 50.0% accuracy [2025-10-16T00:29:58.982688] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-10-16T00:29:58.983011] [DEBUG] [LOCAL ] Loaded configuration for KNX: 3 features, 70.0% accuracy [2025-10-16T00:29:58.983126] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 4 features, 80.0% accuracy [2025-10-16T00:29:58.983457] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 80.0% accuracy [2025-10-16T00:29:58.983956] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 3 features, 80.0% accuracy [2025-10-16T00:29:58.984247] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-10-16T00:29:58.984529] [DEBUG] [LOCAL ] Loaded configuration for XFLT: 4 features, 90.0% accuracy [2025-10-16T00:29:58.984823] [DEBUG] [LOCAL ] Loaded configuration for FCX: 2 features, 80.0% accuracy [2025-10-16T00:29:58.985112] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 60.0% accuracy [2025-10-16T00:29:58.985376] [DEBUG] [LOCAL ] Loaded configuration for MLI: 1 features, 60.0% accuracy [2025-10-16T00:29:58.985683] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 80.0% accuracy [2025-10-16T00:29:58.985996] [DEBUG] [LOCAL ] Loaded configuration for LOCL: 3 features, 80.0% accuracy [2025-10-16T00:29:58.986304] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-10-16T00:29:58.986391] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 2 features, 80.0% accuracy [2025-10-16T00:29:58.986684] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-10-16T00:29:58.986962] [DEBUG] [LOCAL ] Loaded configuration for CCL: 3 features, 80.0% accuracy [2025-10-16T00:29:58.987221] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-10-16T00:29:58.987496] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 3 features, 100.0% accuracy [2025-10-16T00:29:58.987759] [DEBUG] [LOCAL ] Loaded configuration for ALL: 2 features, 60.0% accuracy [2025-10-16T00:29:58.988064] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 70.0% accuracy [2025-10-16T00:29:58.988372] [DEBUG] [LOCAL ] Loaded configuration for WH: 3 features, 70.0% accuracy [2025-10-16T00:29:58.988684] [DEBUG] [LOCAL ] Loaded configuration for SFL: 2 features, 70.0% accuracy [2025-10-16T00:29:58.988959] [DEBUG] [LOCAL ] Loaded configuration for FPH: 3 features, 70.0% accuracy [2025-10-16T00:29:58.989237] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 4 features, 70.0% accuracy [2025-10-16T00:29:58.989324] [DEBUG] [LOCAL ] Loaded configuration for LMT: 2 features, 80.0% accuracy [2025-10-16T00:29:58.989563] [DEBUG] [LOCAL ] Loaded configuration for SYF: 3 features, 90.0% accuracy [2025-10-16T00:29:58.989919] [DEBUG] [LOCAL ] Loaded configuration for UCB: 1 features, 80.0% accuracy [2025-10-16T00:29:58.990180] [DEBUG] [LOCAL ] Loaded configuration for CMC: 2 features, 80.0% accuracy [2025-10-16T00:29:58.990449] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 70.0% accuracy [2025-10-16T00:29:58.990709] [DEBUG] [LOCAL ] Loaded configuration for CTS: 2 features, 70.0% accuracy [2025-10-16T00:29:58.991018] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.991294] [DEBUG] [LOCAL ] Loaded configuration for PGP: 5 features, 100.0% accuracy [2025-10-16T00:29:58.991570] [DEBUG] [LOCAL ] Loaded configuration for OIS: 2 features, 60.0% accuracy [2025-10-16T00:29:58.991922] [DEBUG] [LOCAL ] Loaded configuration for MATV: 3 features, 90.0% accuracy [2025-10-16T00:29:58.992010] [DEBUG] [LOCAL ] Loaded configuration for BOX: 2 features, 80.0% accuracy [2025-10-16T00:29:58.992263] [DEBUG] [LOCAL ] Loaded configuration for EVH: 0 features, 40.0% accuracy [2025-10-16T00:29:58.992536] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 3 features, 70.0% accuracy [2025-10-16T00:29:58.992866] [DEBUG] [LOCAL ] Loaded configuration for TT: 5 features, 80.0% accuracy [2025-10-16T00:29:58.993149] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 3 features, 90.0% accuracy [2025-10-16T00:29:58.993458] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 2 features, 70.0% accuracy [2025-10-16T00:29:58.993773] [DEBUG] [LOCAL ] Loaded configuration for ODC: 4 features, 80.0% accuracy [2025-10-16T00:29:58.994035] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 80.0% accuracy [2025-10-16T00:29:58.994314] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 4 features, 80.0% accuracy [2025-10-16T00:29:58.994593] [DEBUG] [LOCAL ] Loaded configuration for XHR: 6 features, 70.0% accuracy [2025-10-16T00:29:58.994918] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 3 features, 60.0% accuracy [2025-10-16T00:29:58.995227] [DEBUG] [LOCAL ] Loaded configuration for CUK: 3 features, 60.0% accuracy [2025-10-16T00:29:58.995504] [DEBUG] [LOCAL ] Loaded configuration for RFL: 0 features, 70.0% accuracy [2025-10-16T00:29:58.995770] [DEBUG] [LOCAL ] Loaded configuration for W: 4 features, 80.0% accuracy [2025-10-16T00:29:58.996034] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 80.0% accuracy [2025-10-16T00:29:58.996312] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 3 features, 80.0% accuracy [2025-10-16T00:29:58.996592] [DEBUG] [LOCAL ] Loaded configuration for VAL: 4 features, 70.0% accuracy [2025-10-16T00:29:58.996948] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-10-16T00:29:58.997275] [DEBUG] [LOCAL ] Loaded configuration for KBDC: 4 features, 60.0% accuracy [2025-10-16T00:29:58.997547] [DEBUG] [LOCAL ] Loaded configuration for NREF: 1 features, 70.0% accuracy [2025-10-16T00:29:58.997830] [DEBUG] [LOCAL ] Loaded configuration for XYF: 0 features, 70.0% accuracy [2025-10-16T00:29:58.998141] [DEBUG] [LOCAL ] Loaded configuration for WMT: 1 features, 70.0% accuracy [2025-10-16T00:29:58.998419] [DEBUG] [LOCAL ] Loaded configuration for NMI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.998686] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-10-16T00:29:58.999021] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-10-16T00:29:58.999128] [DEBUG] [LOCAL ] Loaded configuration for BY: 3 features, 90.0% accuracy [2025-10-16T00:29:58.999214] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 2 features, 100.0% accuracy [2025-10-16T00:29:58.999458] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-10-16T00:29:58.999745] [DEBUG] [LOCAL ] Loaded configuration for LPX: 2 features, 80.0% accuracy [2025-10-16T00:29:59.000030] [DEBUG] [LOCAL ] Loaded configuration for EFX: 0 features, 70.0% accuracy [2025-10-16T00:29:59.000311] [DEBUG] [LOCAL ] Loaded configuration for TU: 2 features, 50.0% accuracy [2025-10-16T00:29:59.000576] [DEBUG] [LOCAL ] Loaded configuration for WIW: 0 features, 70.0% accuracy [2025-10-16T00:29:59.000709] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-10-16T00:29:59.000986] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 70.0% accuracy [2025-10-16T00:29:59.001073] [DEBUG] [LOCAL ] Loaded configuration for CODI: 4 features, 70.0% accuracy [2025-10-16T00:29:59.001315] [DEBUG] [LOCAL ] Loaded configuration for LEN: 1 features, 70.0% accuracy [2025-10-16T00:29:59.001577] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 3 features, 80.0% accuracy [2025-10-16T00:29:59.001899] [DEBUG] [LOCAL ] Loaded configuration for CRS: 3 features, 60.0% accuracy [2025-10-16T00:29:59.001987] [DEBUG] [LOCAL ] Loaded configuration for EFC: 3 features, 80.0% accuracy [2025-10-16T00:29:59.002339] [DEBUG] [LOCAL ] Loaded configuration for AMT: 2 features, 80.0% accuracy [2025-10-16T00:29:59.002630] [DEBUG] [LOCAL ] Loaded configuration for OPP: 2 features, 90.0% accuracy [2025-10-16T00:29:59.004087] [INFO ] [LOCAL ] Saved consolidated report: 1803 forecasts -> ./output/forecasts/full/2025-10-16.txt [2025-10-16T00:29:59.004136] [INFO ] [sig ] [5/5] Successfully generated report for 2025-10-16: 1803 entries [2025-10-16T00:29:59.004168] [INFO ] [sig ] ================================================== [2025-10-16T00:29:59.004196] [INFO ] [sig ] Report generation complete: 5/5 reports succeeded [2025-10-16T00:29:59.618379] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-10-16T00:29:59.618598] [INFO ] [sig ] Email notification sent [2025-10-16T00:29:59.618926] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-10-16T00:29:59.619112] [INFO ] [STATE ] Last completion updated: 2025-10-16T00:29:59.619009 [2025-10-16T17:09:01.833239] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-10-16T17:09:02.003727] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-10-16T17:09:02.177525] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-10-16T17:09:02.348395] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-10-16T17:09:02.348712] [WARN ] [STATE ] State set to: WAITING [2025-10-16T17:09:02.348794] [INFO ] [STATE ] Checking TDM service status... [2025-10-16T17:09:02.356452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:02.361362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:02.366023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:02.370051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:02.370160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:05.376156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:05.380789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:05.386159] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:05.390923] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:05.391022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:08.396113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:08.403819] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:08.407854] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:08.411684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:08.411788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:11.418605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:11.423969] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:11.429380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:11.434621] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:11.434768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:14.441561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:14.446536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:14.450744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:14.454362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:14.454475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:17.460324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:17.465153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:17.470562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:17.475551] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:17.475706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:20.481579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:20.485473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:20.488967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:20.492312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:20.492392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:23.497937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:23.501821] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:23.505360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:23.509001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:23.509093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:26.514120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:26.518307] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:26.523123] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:26.527495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:26.527612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:29.532811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:29.536827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:29.540882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:29.544948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:29.545052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:32.549959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:32.553671] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:32.557684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:32.561740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:32.561834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:35.567108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:35.571155] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:35.575082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:35.578819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:35.578952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:38.584896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:38.589488] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:38.593692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:38.597391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:38.597487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:41.602435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:41.606012] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:41.609511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:41.613137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:41.613223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:44.618217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:44.621928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:44.625532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:44.629043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:44.629132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:47.633721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:47.637378] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:47.641252] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:47.644814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:47.644926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:50.651335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:50.656497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:50.661736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:50.666797] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:50.666915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:53.672305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:53.675961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:53.682770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:53.686594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:53.686715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:56.692155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:56.696008] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:56.699918] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:56.703679] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:56.703777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:09:59.709459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:09:59.713350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:09:59.717121] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:09:59.720826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:09:59.720919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:02.727036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:02.731356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:02.735808] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:02.740065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:02.740163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:05.745439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:05.750002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:05.754181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:05.758108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:05.758213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:08.763111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:08.766630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:08.770111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:08.773471] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:08.773551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:11.778986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:11.783218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:11.787428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:11.791755] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:11.791871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:14.797373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:14.801473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:14.805664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:14.809840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:14.809948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:17.815328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:17.819398] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:17.823207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:17.827123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:17.827228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:20.832438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:20.836494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:20.840334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:20.843998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:20.844090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:23.849586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:23.853455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:23.857113] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:23.860846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:23.860949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:26.866220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:26.870066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:26.874056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:26.877996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:26.878093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:29.883972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:29.888103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:29.891905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:29.895631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:29.895755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:32.901996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:32.905959] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:32.909718] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:32.913385] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:32.913491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:35.918970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:35.923209] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:35.927397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:35.931591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:35.931727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:38.936923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:38.941055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:38.944837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:38.948625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:38.948752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:41.954194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:41.958378] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:41.962114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:41.965512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:41.965597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:44.972161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:44.976941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:44.981615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:44.986632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:44.986752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:47.992372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:47.996227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:47.999675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:48.003036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:48.003114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:51.008467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:51.012621] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:51.016453] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:51.019912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:51.019993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:54.025178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:54.033527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:54.039158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:54.043187] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:54.043290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:10:57.048721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:10:57.052883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:10:57.057555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:10:57.061619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:10:57.061739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:00.067524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:00.071952] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:00.075957] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:00.080000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:00.080111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:03.085049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:03.088700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:03.092240] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:03.095579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:03.095684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:06.100902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:06.105108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:06.109987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:06.113929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:06.114030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:09.118716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:09.122517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:09.125961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:09.130418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:09.130557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:12.134705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:12.138357] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:12.142036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:12.145628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:12.145759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:15.150248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:15.154001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:15.157743] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:15.161493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:15.161591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:18.166094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:18.169990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:18.173724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:18.177268] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:18.177372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:21.183023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:21.187800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:21.191816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:21.195562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:21.195670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:24.199984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:24.203588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:24.207352] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:24.211808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:24.211928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:27.217014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:27.221164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:27.224925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:27.228743] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:27.228839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:30.234147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:30.238460] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:30.242793] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:30.247870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:30.248001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:33.252523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:33.256328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:33.260175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:33.264433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:33.264541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:36.269358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:36.273097] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:36.276419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:36.280001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:36.280080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:39.285841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:39.290347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:39.294032] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:39.297827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:39.297908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:42.304020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:42.308849] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:42.313178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:42.317374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:42.317513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:45.322159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:45.327144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:45.331674] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:45.335639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:45.335785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:48.340571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:48.344570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:48.349396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:48.353224] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:48.353311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:51.358182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:51.362632] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:51.366511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:51.370352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:51.370439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:54.375546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:54.380211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:54.384468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:54.388665] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:54.388765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:11:57.394515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:11:57.398530] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:11:57.403094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:11:57.407560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:11:57.407727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:00.412390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:00.416457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:00.420276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:00.423878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:00.423962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:03.428572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:03.433542] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:03.438614] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:03.443016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:03.443118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:06.448028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:06.452145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:06.455592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:06.459249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:06.459330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:09.464150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:09.469256] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:09.474939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:09.478780] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:09.478853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:12.484503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:12.488757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:12.492946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:12.497831] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:12.497943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:15.502898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:15.507361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:15.510956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:15.514775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:15.514911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:18.521211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:18.526100] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:18.531227] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:18.535336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:18.535429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:21.540621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:21.546009] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:21.550593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:21.555162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:21.555357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:24.561787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:24.566584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:24.570805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:24.575120] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:24.575235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:27.580152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:27.584118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:27.588499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:27.593325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:27.593443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:30.598980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:30.603141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:30.606993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:30.610981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:30.611070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:33.616171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:33.620834] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:33.625108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:33.629531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:33.629678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:36.635984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:36.639987] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:36.644251] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:36.648781] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:36.648899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:39.655306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:39.660181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:39.664563] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:39.668412] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:39.668497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:42.673223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:42.677600] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:42.682343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:42.686946] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:42.687078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:45.692075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:45.696116] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:45.700148] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:45.704419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:45.704517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:48.710263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:48.714527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:48.718165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:48.722111] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:48.722205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:51.727698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:51.732313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:51.736580] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:51.744592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:51.744737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:54.749570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:54.753668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:54.757127] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:54.761240] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:54.761353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:12:57.765951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:12:57.770347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:12:57.774549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:12:57.778150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:12:57.778243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:00.784025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:00.789444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:00.794306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:00.799230] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:00.799352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:03.805029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:03.809419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:03.813690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:03.817908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:03.818021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:06.822452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:06.826976] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:06.831333] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:06.835829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:06.835970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:09.841316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:09.846313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:09.850596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:09.854185] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:09.854293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:12.859593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:12.863639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:12.868521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:12.873584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:12.873738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:15.878632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:15.882842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:15.886906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:15.892027] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:15.892149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:18.897889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:18.902949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:18.907888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:18.912541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:18.912828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:21.918224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:21.922284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:21.926195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:21.930046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:21.930163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:24.935123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:24.939823] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:24.944426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:24.950197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:24.950324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:27.955080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:27.959304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:27.963262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:27.966921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:27.967020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:30.972276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:30.976378] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:30.980193] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:30.983551] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:30.983629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:33.989638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:33.994321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:33.998336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:34.002337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:34.002476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:37.008365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:37.012561] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:37.016215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:37.019806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:37.019899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:40.025512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:40.061058] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:40.103037] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:40.108789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:40.108972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:43.114254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:43.123330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:43.128492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:43.133295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:43.133418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:46.138307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:46.142001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:46.145476] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:46.149033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:46.149140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:49.154012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:49.158235] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:49.161923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:49.165428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:49.165518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:52.170706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:52.174852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:52.179366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:52.183502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:52.183611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:55.189216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:55.193820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:55.198317] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:55.202067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:55.202148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:13:58.206214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:13:58.210013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:13:58.213543] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:13:58.217094] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:13:58.217180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:01.227294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:01.232780] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:01.238855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:01.244055] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:01.244201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:04.248521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:04.252923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:04.256838] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:04.260820] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:04.260919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:07.266491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:07.272322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:07.277769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:07.282731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:07.282867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:10.288400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:10.293520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:10.299129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:10.304418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:10.304531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:13.309906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:13.313898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:13.317726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:13.322022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:13.322133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:16.327330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:16.331559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:16.335904] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:16.340232] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:16.340324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:19.346494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:19.352191] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:19.358057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:19.362728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:19.362843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:22.369504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:22.377150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:22.383755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:22.389728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:22.390116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:25.395505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:25.404021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:25.408888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:25.412880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:25.412960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:28.417489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:28.425888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:28.430087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:28.434132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:28.434246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:31.439101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:31.443147] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:31.447018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:31.450817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:31.450903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:34.456259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:34.460975] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:34.465408] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:34.470072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:34.470199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:37.476827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:37.481472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:37.485988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:37.490607] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:37.490732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:40.495728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:40.500543] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:40.505015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:40.509080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:40.509176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:43.515089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:43.519294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:43.523163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:43.527039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:43.527237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:46.534222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:46.539493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:46.544886] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:46.549770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:46.549878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:49.554950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:49.559204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:49.563464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:49.567720] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:49.567823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:52.573674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:52.579155] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:52.584703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:52.594072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:52.594237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:55.602894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:55.607035] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:55.610930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:55.614693] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:55.614790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:14:58.618901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:14:58.622415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:14:58.626584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:14:58.630854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:14:58.630958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:01.637688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:01.641455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:01.645379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:01.648998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:01.649096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:04.654403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:04.658217] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:04.662059] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:04.667090] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:04.667230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:07.672405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:07.678030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:07.682964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:07.687958] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:07.688109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:10.696572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:10.702271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:10.706732] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:10.711400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:10.711543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:13.716773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:13.724519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:13.729050] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:13.732634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:13.732769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:16.737936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:16.742206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:16.747013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:16.750840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:16.750937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:19.756083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:19.762622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:19.767890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:19.773608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:19.773754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:22.779406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:22.783827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:22.788039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:22.791442] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:22.791519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:25.796979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:25.801991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:25.805899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:25.809237] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:25.809315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:28.814754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:28.820079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:28.824829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:28.828689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:28.828777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:31.833583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:31.837949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:31.841997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:31.845908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:31.845992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:34.850621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:34.854674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:34.858630] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:34.862222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:34.862303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:37.867352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:37.873310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:37.879035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:37.885512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:37.885729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:40.889839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:40.895222] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:40.899874] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:40.903609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:40.903721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:43.907764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:43.911449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:43.916102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:43.920540] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:43.920623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:46.926099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:46.931026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:46.935260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:46.939637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:46.939776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:49.944933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:49.948829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:49.952536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:49.956579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:49.956695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:52.962572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:52.966416] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:52.970498] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:52.974555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:52.974812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:55.980014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:55.985007] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:55.990030] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:55.994752] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:55.994888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:15:59.000523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:15:59.005419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:15:59.010717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:15:59.015892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:15:59.016188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:02.021436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:02.025567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:02.029601] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:02.033899] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:02.034010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:05.039412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:05.044243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:05.049435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:05.061745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:05.061860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:08.067592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:08.072359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:08.076549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:08.080816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:08.080918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:11.086592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:11.122297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:11.156975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:11.160903] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:11.160990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:14.166531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:14.172537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:14.177981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:14.182613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:14.182745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:17.186704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:17.191063] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:17.195177] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:17.200361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:17.200621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:20.205519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:20.209558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:20.213887] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:20.218172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:20.218286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:23.225330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:23.231449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:23.237553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:23.243678] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:23.243838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:26.249846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:26.254687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:26.258544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:26.262884] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:26.262999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:29.268434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:29.273043] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:29.278610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:29.284159] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:29.284289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:32.290506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:32.295830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:32.301601] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:32.307426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:32.307551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:35.313414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:35.317446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:35.322125] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:35.326242] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:35.326370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:38.332666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:38.337075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:38.341096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:38.345398] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:38.345501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:41.350383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:41.355310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:41.359998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:41.364252] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:41.364361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:44.369239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:44.373307] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:44.377324] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:44.381086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:44.381192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:47.386447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:47.391752] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:47.396228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:47.400845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:47.400972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:50.406229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:50.411814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:50.416360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:50.421312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:50.421484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:53.426922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:53.430916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:53.434947] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:53.439092] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:53.439178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:56.444594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:56.449515] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:56.453460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:56.457293] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:56.457391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:16:59.462332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:16:59.466422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:16:59.472487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:16:59.477429] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:16:59.477535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:02.483225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:02.488756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:02.497784] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:02.502362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:02.502488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:05.507408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:05.511282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:05.515256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:05.519456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:05.519605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:08.525475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:08.530271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:08.534330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:08.538383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:08.538490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:11.547109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:11.551934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:11.556336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:11.561172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:11.561401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:14.566536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:14.570994] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:14.575216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:14.579330] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:14.579474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:17.584183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:17.588030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:17.591954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:17.596532] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:17.596713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:20.602098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:20.606036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:20.610004] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:20.614312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:20.614404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:23.620572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:23.625221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:23.630043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:23.635056] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:23.635190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:26.641820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:26.646939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:26.651405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:26.655487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:26.655577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:29.661229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:29.665341] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:29.669152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:29.672939] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:29.673034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:32.679030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:32.683452] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:32.687991] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:32.692416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:32.692521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:35.698516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:35.702549] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:35.707295] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:35.711672] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:35.711763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:38.717677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:38.721955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:38.725917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:38.729888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:38.729999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:41.735884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:41.740956] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:41.745438] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:41.749218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:41.749291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:44.754913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:44.759788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:44.764277] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:44.768146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:44.768229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:47.773545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:47.778791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:47.783971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:47.788765] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:47.788993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:50.794738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:50.798738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:50.802293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:50.805635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:50.805735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:53.810999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:53.815567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:53.820121] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:53.824979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:53.825074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:56.830516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:56.836377] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:56.841937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:56.847393] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:56.847514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:17:59.852056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:17:59.855990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:17:59.860944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:17:59.865895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:17:59.865991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:02.872304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:02.877385] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:02.882514] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:02.888698] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:02.888859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:05.895444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:05.900863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:05.906460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:05.911049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:05.911163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:08.915238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:08.919069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:08.922739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:08.926198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:08.926281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:11.930899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:11.935047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:11.939585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:11.944068] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:11.944150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:14.948589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:14.953605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:14.958818] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:14.963613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:14.963736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:17.967969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:17.971414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:17.974936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:17.978744] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:17.978861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:20.983210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:20.987406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:20.991549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:20.995519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:20.995609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:24.001016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:24.005571] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:24.009984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:24.014492] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:24.014618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:27.020085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:27.023955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:27.027989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:27.032777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:27.032922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:30.037163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:30.041395] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:30.045583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:30.049402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:30.049511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:33.055207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:33.059895] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:33.064500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:33.069791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:33.069898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:36.074138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:36.078294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:36.082290] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:36.086083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:36.086175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:39.386628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:39.390975] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:39.395908] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:39.400344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:39.400438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:42.405472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:42.439614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:42.474821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:42.478682] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:42.478784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:45.484340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:45.489873] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:45.494424] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:45.498465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:45.498549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:48.503022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:48.506793] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:48.510690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:48.514445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:48.514537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:51.519929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:51.524991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:51.530151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:51.535065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:51.535162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:54.540496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:54.544413] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:54.548408] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:54.552289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:54.552381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:18:57.557374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:18:57.561097] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:18:57.565831] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:18:57.570449] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:18:57.570579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:00.579010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:00.588578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:00.595128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:00.600108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:00.600240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:03.606595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:03.615568] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:03.620330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:03.624274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:03.624374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:06.629541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:06.634193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:06.638340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:06.642569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:06.642690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:09.648666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:09.653087] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:09.657216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:09.661065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:09.661162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:12.666337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:12.670718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:12.674743] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:12.678322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:12.678436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:15.683868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:15.688172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:15.692109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:15.696040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:15.696131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:18.701460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:18.705607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:18.709411] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:18.713488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:18.713598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:21.719112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:21.724250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:21.728179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:21.732698] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:21.732838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:24.737333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:24.741627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:24.745756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:24.749639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:24.749789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:27.755474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:27.760598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:27.766368] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:27.771909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:27.772034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:30.776503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:30.780431] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:30.784389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:30.788362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:30.788455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:33.793663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:33.797850] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:33.802048] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:33.805957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:33.806053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:36.812189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:36.816522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:36.820903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:36.826804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:36.826925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:39.832475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:39.836758] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:39.840894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:39.844760] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:39.844884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:42.850382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:42.856385] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:42.862693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:42.866691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:42.866840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:45.871582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:45.876430] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:45.881305] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:45.884994] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:45.885082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:48.889472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:48.893150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:48.896935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:48.900742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:48.900830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:51.906106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:51.910612] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:51.915043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:51.920043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:51.920172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:54.925198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:54.928800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:54.932550] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:54.936195] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:54.936295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:19:57.941409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:19:57.945071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:19:57.948535] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:19:57.951948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:19:57.952025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:00.956784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:00.960389] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:00.963974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:00.967862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:00.967967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:04.005061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:04.009760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:04.013751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:04.017776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:04.017943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:07.024600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:07.030723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:07.036043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:07.041635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:07.041813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:10.048869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:10.055581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:10.061330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:10.068028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:10.068162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:13.073588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:13.109088] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:13.144968] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:13.149119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:13.149224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:16.155034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:16.159234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:16.164348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:16.169099] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:16.169236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:19.175818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:19.181947] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:19.187218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:19.192675] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:19.192795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:22.197925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:22.202256] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:22.206731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:22.210531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:22.210615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:25.215782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:25.220522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:25.226046] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:25.230826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:25.230962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:28.236136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:28.240323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:28.244130] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:28.247701] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:28.247787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:31.252038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:31.256165] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:31.259964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:31.263547] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:31.263632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:34.267961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:34.272389] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:34.276998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:34.280579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:34.280696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:37.286292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:37.291751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:37.296569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:37.301465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:37.301585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:40.306561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:40.310716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:40.314809] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:40.318949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:40.319044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:43.324524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:43.329465] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:43.334549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:43.338291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:43.338380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:46.342911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:46.346984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:46.350726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:46.354318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:46.354401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:49.360141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:49.365777] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:49.370576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:49.374940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:49.375039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:52.379233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:52.382879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:52.386447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:52.390314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:52.390425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:55.396218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:55.401348] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:55.406183] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:55.410260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:55.410376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:20:58.415843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:20:58.420703] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:20:58.425364] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:20:58.430204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:20:58.430321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:01.436956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:01.441381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:01.445723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:01.449701] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:01.449776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:04.455162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:04.460957] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:04.465830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:04.470868] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:04.470957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:07.476817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:07.481809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:07.487102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:07.493178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:07.493391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:10.499970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:10.503533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:10.506937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:10.510269] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:10.510350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:13.515277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:13.519858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:13.524564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:13.528420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:13.528831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:16.534142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:16.537741] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:16.541187] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:16.544609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:16.544710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:19.550600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:19.554809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:19.558380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:19.561932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:19.562010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:22.567710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:22.571443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:22.574954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:22.578326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:22.578411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:25.585316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:25.590057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:25.594783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:25.599592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:25.599853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:28.605506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:28.610767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:28.615761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:28.621039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:28.621136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:31.626326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:31.630231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:31.634249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:31.637826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:31.637914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:34.643964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:34.648800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:34.653162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:34.656961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:34.657050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:37.663101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:37.667911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:37.672000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:37.675780] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:37.675888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:40.681816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:40.686719] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:40.693883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:40.699864] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:40.700091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:43.706373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:43.712039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:43.717847] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:43.723301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:43.723478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:46.729286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:46.734778] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:46.740304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:46.745291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:46.745441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:49.750997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:49.755160] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:49.759140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:49.762987] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:49.763084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:52.768464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:52.772290] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:52.776309] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:52.780770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:52.780880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:55.786677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:55.791719] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:55.796762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:55.803312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:55.803432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:21:58.809430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:21:58.813782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:21:58.817908] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:21:58.821975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:21:58.822088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:01.828557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:01.832897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:01.837892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:01.843115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:01.843233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:04.849009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:04.852635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:04.855971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:04.859312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:04.859390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:07.863566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:07.867673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:07.871306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:07.874902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:07.874991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:10.880711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:10.884775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:10.888483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:10.892396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:10.892500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:13.898698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:13.904069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:13.909011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:13.913076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:13.913191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:16.917826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:16.922201] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:16.926511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:16.931013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:16.931168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:19.936930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:19.941153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:19.945753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:19.950705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:19.950794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:22.956122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:22.960036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:22.964420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:22.969058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:22.969192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:25.975680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:25.980420] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:25.984420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:25.988501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:25.988590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:28.993696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:28.998210] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:29.002660] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:29.006998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:29.007134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:32.012859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:32.016923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:32.020707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:32.024689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:32.024773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:35.030139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:35.034689] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:35.039227] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:35.043429] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:35.043568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:38.049780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:38.055265] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:38.060693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:38.065823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:38.065997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:41.071975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:41.077621] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:41.083562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:41.089363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:41.089481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:44.093966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:44.127430] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:44.161574] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:44.165419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:44.165504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:47.170280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:47.175400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:47.180153] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:47.184408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:47.184529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:50.190448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:50.194887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:50.199761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:50.203933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:50.204048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:53.209317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:53.214825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:53.220012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:53.225246] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:53.225364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:56.230178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:56.234812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:56.239066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:56.243506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:56.243630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:22:59.248557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:22:59.253227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:22:59.258966] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:22:59.264608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:22:59.264755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:02.270305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:02.275420] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:02.279499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:02.283748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:02.283835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:05.288415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:05.292555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:05.296564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:05.300863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:05.300993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:08.306696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:08.314768] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:08.320069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:08.324495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:08.324589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:11.330792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:11.334758] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:11.338692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:11.342388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:11.342481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:14.349305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:14.354393] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:14.359043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:14.364455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:14.364683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:17.371468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:17.376726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:17.381241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:17.385435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:17.385553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:20.390617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:20.394805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:20.398857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:20.402742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:20.402822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:23.408548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:23.413439] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:23.418401] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:23.423006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:23.423110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:26.429233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:26.433847] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:26.439083] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:26.444122] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:26.444249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:29.451057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:29.455715] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:29.459743] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:29.463800] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:29.463898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:32.469878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:32.473915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:32.478288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:32.482873] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:32.482966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:35.487993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:35.492732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:35.497241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:35.501743] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:35.501850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:38.508218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:38.513864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:38.519708] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:38.524031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:38.524130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:41.530957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:41.536142] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:41.540230] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:41.544760] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:41.544854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:44.550729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:44.555789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:44.560356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:44.563968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:44.564052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:47.569735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:47.574133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:47.578798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:47.583431] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:47.583628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:50.589029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:50.592827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:50.596713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:50.600367] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:50.600463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:53.608555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:53.616833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:53.622388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:53.627318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:53.627586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:56.635103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:56.641884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:56.650156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:56.656372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:56.656515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:23:59.662043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:23:59.666314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:23:59.670051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:23:59.674072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:23:59.674164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:02.679364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:02.683598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:02.688073] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:02.692098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:02.692195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:05.697668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:05.701619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:05.705321] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:05.709465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:05.709581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:08.714573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:08.718527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:08.722435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:08.726577] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:08.726709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:11.733428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:11.738329] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:11.742523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:11.746563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:11.746691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:14.751378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:14.755508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:14.759871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:14.764625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:14.764758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:17.771072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:17.776206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:17.781935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:17.786548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:17.786682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:20.792056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:20.797067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:20.801821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:20.805936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:20.806032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:23.811218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:23.816029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:23.820476] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:23.825206] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:23.825321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:26.830368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:26.834964] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:26.839679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:26.845444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:26.845630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:29.852043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:29.856453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:29.861388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:29.866303] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:29.866414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:32.871496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:32.875725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:32.879579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:32.883294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:32.883398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:35.893284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:35.898087] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:35.903457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:35.909050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:35.909186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:38.913772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:38.917716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:38.921411] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:38.924963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:38.925072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:41.930058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:41.933934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:41.937582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:41.941552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:41.941668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:44.947481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:44.952958] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:44.957341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:44.962016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:44.962188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:47.966937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:47.971396] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:47.975617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:47.979604] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:47.979733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:50.984944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:50.989541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:50.993948] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:50.998568] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:50.998739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:54.004269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:54.008516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:54.013090] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:54.017466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:54.017604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:24:57.023052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:24:57.027136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:24:57.031184] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:24:57.034782] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:24:57.034860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:00.040390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:00.044637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:00.048436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:00.052310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:00.052403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:03.057424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:03.061445] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:03.065263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:03.069247] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:03.069333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:06.075691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:06.080078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:06.083904] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:06.088126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:06.088271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:09.093589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:09.097597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:09.101493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:09.105295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:09.105391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:12.111065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:12.115765] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:12.119441] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:12.123488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:12.123591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:15.128858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:15.163806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:15.199372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:15.204243] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:15.204370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:18.209067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:18.213339] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:18.217556] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:18.221980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:18.222102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:21.228391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:21.232984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:21.237201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:21.241309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:21.241414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:24.246060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:24.250668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:24.254873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:24.258919] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:24.259037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:27.264198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:27.268541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:27.272444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:27.276687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:27.276787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:30.281922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:30.285999] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:30.290131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:30.294770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:30.294864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:33.299818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:33.303734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:33.307460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:33.311080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:33.311165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:36.316866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:36.321829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:36.325807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:36.330348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:36.330446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:39.336130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:39.340623] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:39.344837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:39.349150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:39.349272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:42.354433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:42.359791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:42.364222] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:42.368701] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:42.368821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:45.374524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:45.379973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:45.385462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:45.390070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:45.390421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:48.395475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:48.399527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:48.403419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:48.407313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:48.407401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:51.411591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:51.415173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:51.418883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:51.422784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:51.422883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:54.429165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:54.433061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:54.437268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:54.441389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:54.441463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:25:57.446369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:25:57.450075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:25:57.453717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:25:57.457688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:25:57.457768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:00.463682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:00.467908] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:00.472366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:00.477222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:00.477331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:03.483338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:03.487743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:03.492959] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:03.497775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:03.497946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:06.503725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:06.508077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:06.512968] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:06.517815] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:06.517925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:09.525622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:09.531133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:09.536157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:09.541243] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:09.541376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:12.547813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:12.551944] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:12.555843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:12.559549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:12.559674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:15.564940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:15.569899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:15.574574] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:15.580065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:15.580275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:18.585634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:18.589601] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:18.593150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:18.597002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:18.597109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:21.601981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:21.605481] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:21.608834] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:21.612455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:21.612535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:24.619073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:24.624054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:24.628267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:24.633126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:24.633239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:27.639085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:27.642999] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:27.646938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:27.650638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:27.650946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:30.656230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:30.660791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:30.665769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:30.671043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:30.671177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:33.677856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:33.683404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:33.688039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:33.693887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:33.694068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:36.699295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:36.704014] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:36.707894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:36.711770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:36.711877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:39.716995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:39.721048] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:39.724991] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:39.728559] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:39.728675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:42.734756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:42.739861] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:42.744915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:42.749499] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:42.749626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:45.753752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:45.759780] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:45.765502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:45.770943] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:45.771068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:48.776254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:48.781039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:48.785004] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:48.788631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:48.788734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:51.793934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:51.798291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:51.802928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:51.808913] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:51.809074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:54.814126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:54.817912] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:54.821498] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:54.825071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:54.825167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:26:57.830208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:26:57.834005] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:26:57.837695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:26:57.841361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:26:57.841458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:00.847185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:00.851976] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:00.855927] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:00.859813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:00.859909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:03.865460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:03.870328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:03.875135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:03.880044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:03.880138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:06.885822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:06.889705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:06.893433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:06.897466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:06.897567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:09.903251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:09.909264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:09.914490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:09.919373] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:09.919526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:12.923705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:12.927314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:12.930880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:12.934506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:12.934605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:15.939525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:15.944570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:15.950497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:15.954119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:15.954201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:18.958742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:18.962417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:18.966170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:18.970258] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:18.970380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:21.974805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:21.978900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:21.983250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:21.987292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:21.987369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:24.998720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:25.004353] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:25.008754] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:25.012970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:25.013079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:28.019368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:28.024114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:28.029976] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:28.035498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:28.035623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:31.040540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:31.044842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:31.049118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:31.053360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:31.053475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:34.058556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:34.063336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:34.067319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:34.071546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:34.071690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:37.077990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:37.083309] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:37.088587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:37.092690] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:37.092787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:40.097680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:40.104030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:40.109771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:40.115479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:40.115664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:43.122082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:43.126429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:43.130337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:43.134462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:43.134586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:46.140057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:46.175518] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:46.210893] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:46.215219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:46.215330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:49.220814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:49.225230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:49.229203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:49.234399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:49.234523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:52.240124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:52.244019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:52.248047] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:52.251954] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:52.252053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:55.257221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:55.261221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:55.264980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:55.269475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:55.269590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:27:58.276890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:27:58.282058] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:27:58.285966] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:27:58.289981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:27:58.290116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:01.295237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:01.299754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:01.306057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:01.312207] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:01.312373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:04.317764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:04.322597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:04.328358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:04.334182] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:04.334311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:07.340944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:07.345598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:07.349378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:07.353069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:07.353152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:10.358890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:10.364602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:10.369387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:10.373472] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:10.373595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:13.380195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:13.384558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:13.389306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:13.394018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:13.394137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:16.400210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:16.405665] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:16.410815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:16.415171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:16.415295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:19.420988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:19.425080] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:19.428986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:19.433329] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:19.433434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:22.438698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:22.444384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:22.450240] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:22.455700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:22.455821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:25.460766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:25.464788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:25.469435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:25.474484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:25.474618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:28.480429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:28.484552] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:28.488756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:28.494853] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:28.495014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:31.501539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:31.506010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:31.510695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:31.515036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:31.515139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:34.524640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:34.532751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:34.542020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:34.550093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:34.550250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:37.555166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:37.559285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:37.562986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:37.566832] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:37.566920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:40.571677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:40.576062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:40.580456] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:40.584848] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:40.584941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:43.590464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:43.594408] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:43.598564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:43.602805] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:43.602967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:46.608310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:46.616704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:46.621949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:46.626355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:46.626470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:49.632131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:49.637531] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:49.641704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:49.645835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:49.645994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:52.652051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:52.657110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:52.662455] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:52.667919] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:52.668040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:55.672899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:55.677557] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:55.681830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:55.686180] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:55.686284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:28:58.691896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:28:58.696359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:28:58.701148] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:28:58.706360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:28:58.706483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:01.712934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:01.720409] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:01.726923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:01.736006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:01.736727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:04.744734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:04.750291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:04.754829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:04.759049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:04.759160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:07.764798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:07.769186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:07.773564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:07.777512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:07.777616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:10.783164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:10.787780] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:10.793006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:10.797361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:10.797494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:13.802966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:13.807285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:13.812015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:13.816092] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:13.816213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:16.820998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:16.832447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:16.843483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:16.848215] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:16.848408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:19.853075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:19.858026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:19.862181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:19.866002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:19.866110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:22.871050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:22.874907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:22.878417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:22.881914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:22.882007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:25.887965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:25.892747] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:25.897755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:25.901634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:25.901833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:28.907429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:28.912585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:28.917266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:28.923173] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:28.923282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:31.929603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:31.933931] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:31.938053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:31.942290] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:31.942407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:34.948478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:34.952891] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:34.956858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:34.960928] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:34.961026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:37.966085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:37.970466] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:37.974439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:37.979117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:37.979233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:40.987709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:40.994091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:41.000814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:41.005987] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:41.006129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:44.207119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:44.213216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:44.218876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:44.223915] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:44.224036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:47.229466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:47.266334] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:47.301902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:47.306175] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:47.306282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:50.312521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:50.317075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:50.320933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:50.324478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:50.324562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:53.329615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:53.333930] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:53.337666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:53.341816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:53.341925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:56.347892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:56.352153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:56.356166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:56.360097] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:56.360190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:29:59.366232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:29:59.371122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:29:59.375927] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:29:59.381301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:29:59.381447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:02.388444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:02.393148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:02.397751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:02.402169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:02.402300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:05.439369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:05.444260] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:05.448526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:05.453211] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:05.453309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:08.461068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:08.467599] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:08.472528] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:08.478055] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:08.478233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:11.485067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:11.491052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:11.495538] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:11.499526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:11.499625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:14.505051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:14.509635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:14.515127] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:14.520040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:14.520159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:17.525046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:17.533403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:17.538340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:17.543462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:17.543580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:20.550276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:20.555666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:20.561321] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:20.568296] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:20.568463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:23.574637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:23.579577] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:23.584856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:23.590192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:23.590321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:26.597738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:26.601927] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:26.606584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:26.610663] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:26.610744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:29.617368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:29.622043] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:29.626165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:29.630320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:29.630412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:32.637095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:32.641774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:32.645821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:32.650577] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:32.650724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:35.657215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:35.662410] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:35.668009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:35.672625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:35.672765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:38.678280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:38.683768] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:38.689245] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:38.694926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:38.695052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:41.701919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:41.706399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:41.710714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:41.714447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:41.714538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:44.721182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:44.725371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:44.729288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:44.732898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:44.733002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:47.738461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:47.744275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:47.748931] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:47.752891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:47.753009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:50.758786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:50.762917] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:50.766868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:50.770860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:50.770947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:53.776513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:53.781126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:53.785840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:53.790711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:53.790829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:56.796185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:56.799954] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:56.803503] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:56.807007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:56.807084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:30:59.812177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:30:59.816364] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:30:59.820705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:30:59.825372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:30:59.825476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:02.832540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:02.837870] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:02.842849] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:02.847817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:02.847940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:05.853353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:05.857681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:05.862161] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:05.866294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:05.866414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:08.871785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:08.876620] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:08.880961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:08.885171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:08.885277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:11.891040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:11.894754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:11.898399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:11.902153] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:11.902243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:14.908221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:14.912376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:14.916193] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:14.919971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:14.920082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:17.925026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:17.929839] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:17.934356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:17.938929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:17.939120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:20.944585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:20.949280] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:20.954119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:20.958531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:20.958680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:23.964713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:23.970245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:23.975973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:23.981699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:23.981842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:26.986741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:26.991830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:26.996907] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:27.001840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:27.001958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:30.006940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:30.010906] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:30.014566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:30.018265] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:30.018377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:33.023207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:33.027521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:33.032964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:33.039047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:33.039169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:36.044256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:36.048688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:36.052426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:36.056279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:36.056377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:39.061783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:39.065825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:39.070008] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:39.074826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:39.074934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:42.081201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:42.085473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:42.089798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:42.093685] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:42.093770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:45.101421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:45.105756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:45.109836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:45.113507] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:45.113595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:48.120549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:48.157005] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:48.192329] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:48.196552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:48.196666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:51.201275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:51.205044] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:51.208684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:51.212226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:51.212313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:54.217319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:54.222452] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:54.229064] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:54.235720] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:54.235848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:31:57.241117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:31:57.245806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:31:57.249881] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:31:57.253706] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:31:57.253802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:00.258359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:00.262401] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:00.266058] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:00.270163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:00.270272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:03.275351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:03.279555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:03.283999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:03.288637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:03.288780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:06.293368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:06.297558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:06.302134] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:06.307046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:06.307167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:09.312707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:09.318443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:09.325745] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:09.330611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:09.330743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:12.336016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:12.340509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:12.344495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:12.348174] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:12.348254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:15.355420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:15.359725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:15.363670] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:15.368801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:15.369051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:18.373950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:18.379249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:18.383405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:18.386857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:18.386944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:21.393776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:21.398833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:21.403748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:21.409222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:21.409386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:24.415680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:24.419799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:24.423919] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:24.427976] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:24.428084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:27.434093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:27.438405] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:27.443038] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:27.447226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:27.447349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:30.454855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:30.459494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:30.463479] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:30.467869] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:30.467962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:33.474856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:33.483634] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:33.489070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:33.493278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:33.493394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:36.497898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:36.501594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:36.505104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:36.508537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:36.508624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:39.513897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:39.518421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:39.522500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:39.526613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:39.526751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:42.531740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:42.535881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:42.539958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:42.544799] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:42.544907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:45.550936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:45.555776] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:45.559977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:45.564141] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:45.564242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:48.570679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:48.576609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:48.582094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:48.587813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:48.588184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:51.594179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:51.598998] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:51.604326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:51.609400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:51.609585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:54.613813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:54.617871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:54.622319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:54.626091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:54.626180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:32:57.631588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:32:57.636284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:32:57.640623] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:32:57.644798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:32:57.644895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:00.650939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:00.656917] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:00.661938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:00.666077] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:00.666284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:03.672539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:03.715244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:03.719555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:03.723790] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:03.723899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:06.729746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:06.734966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:06.740271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:06.745578] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:06.745937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:09.751291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:09.756013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:09.760892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:09.765523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:09.765692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:12.770856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:12.775364] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:12.779621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:12.784013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:12.784141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:15.790562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:15.795115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:15.799297] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:15.803545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:15.803700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:18.809823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:18.814016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:18.818354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:18.822112] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:18.822219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:21.828510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:21.833582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:21.838253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:21.843151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:21.843292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:24.849586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:24.854154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:24.858256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:24.862362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:24.862477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:27.867298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:27.871251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:27.875247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:27.878771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:27.878854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:30.884010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:30.887429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:30.891706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:30.895410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:30.895490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:33.900150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:33.905757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:33.911597] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:33.916639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:33.916961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:36.922296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:36.926095] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:36.929776] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:36.933417] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:36.933506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:39.938927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:39.944922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:39.950128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:39.955012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:39.955371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:42.961270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:42.967145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:42.972785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:42.978154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:42.978282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:45.983504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:45.987896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:45.992277] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:45.996428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:45.996526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:49.003245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:49.307834] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:49.343771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:49.348003] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:49.348082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:52.352534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:52.356434] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:52.360235] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:52.364105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:52.364190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:55.368533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:55.372319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:55.376153] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:55.379857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:55.379966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:33:58.384064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:33:58.387833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:33:58.391343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:33:58.394918] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:33:58.395004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:01.400196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:01.404671] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:01.409055] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:01.413097] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:01.413197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:04.419853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:04.425103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:04.430421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:04.434466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:04.434570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:07.440361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:07.445108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:07.448915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:07.452631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:07.452732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:10.457717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:10.461218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:10.464563] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:10.468860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:10.469054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:13.474540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:13.478230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:13.481835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:13.485320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:13.485408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:16.492708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:16.496683] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:16.500312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:16.504006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:16.504085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:19.514065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:19.520259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:19.525997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:19.530161] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:19.530253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:22.535851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:22.541608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:22.546872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:22.551920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:22.552036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:25.556430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:25.560547] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:25.564771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:25.568848] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:25.568982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:28.574958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:28.579372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:28.586039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:28.590810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:28.590903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:31.596901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:31.601918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:31.607294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:31.611791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:31.611882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:34.617406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:34.621520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:34.625089] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:34.628767] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:34.628863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:37.633902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:37.637473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:37.641002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:37.644364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:37.644449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:40.650059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:40.653986] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:40.658302] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:40.662952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:40.663049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:43.668034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:43.672390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:43.676237] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:43.679852] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:43.679949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:46.686687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:46.691419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:46.696474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:46.701790] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:46.701895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:49.707216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:49.718151] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:49.742350] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:49.746820] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:49.746939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:52.752254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:52.756373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:52.761095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:52.764974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:52.765064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:55.770217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:55.774232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:55.778310] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:55.783066] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:55.783180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:34:58.788777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:34:58.793362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:34:58.797626] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:34:58.802123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:34:58.802248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:01.807401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:01.811502] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:01.815017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:01.820309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:01.820539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:04.826400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:04.830961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:04.835517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:04.841363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:04.841536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:07.847356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:07.851832] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:07.855989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:07.860167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:07.860283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:10.865577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:10.869796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:10.873487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:10.877152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:10.877241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:13.890079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:13.896799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:13.901948] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:13.907489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:13.907639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:16.915569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:16.920354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:16.925738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:16.931447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:16.931586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:19.936055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:19.940597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:19.945510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:19.950058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:19.950173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:22.954504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:22.958934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:22.963899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:22.968200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:22.968311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:25.973947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:25.978678] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:25.983260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:25.987368] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:25.987445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:28.993465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:28.998485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:29.002733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:29.007514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:29.007615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:32.012329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:32.017338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:32.021611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:32.026453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:32.026558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:35.031913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:35.035804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:35.039584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:35.043793] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:35.043901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:38.048884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:38.053607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:38.057871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:38.062377] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:38.062484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:41.067505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:41.071909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:41.075846] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:41.079584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:41.079701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:44.085428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:44.089435] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:44.093384] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:44.097428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:44.097548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:47.133149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:47.137405] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:47.141814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:47.147154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:47.147276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:50.155358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:50.160133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:50.165214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:50.169020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:50.169108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:53.173760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:53.177537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:53.182098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:53.186229] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:53.186337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:56.192478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:56.198483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:56.203250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:56.207488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:56.207597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:35:59.212799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:35:59.217609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:35:59.222670] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:35:59.226870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:35:59.226967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:02.231923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:02.236151] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:02.241399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:02.246101] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:02.246201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:05.251993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:05.256457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:05.261330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:05.266163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:05.266282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:08.271358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:08.275749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:08.279890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:08.283720] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:08.283814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:11.288553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:11.292362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:11.296024] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:11.299834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:11.299923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:14.305116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:14.310441] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:14.315940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:14.321417] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:14.321530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:17.327419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:17.332974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:17.338708] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:17.344895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:17.345011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:20.349251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:20.353545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:20.358407] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:20.362423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:20.362521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:23.367058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:23.370788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:23.374274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:23.378025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:23.378122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:26.384333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:26.389186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:26.394098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:26.398823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:26.398929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:29.404017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:29.407761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:29.411167] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:29.414586] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:29.414697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:32.420054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:32.424212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:32.428365] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:32.433016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:32.433333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:35.439105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:35.443216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:35.448039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:35.452705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:35.452818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:38.459092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:38.464731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:38.469093] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:38.472757] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:38.472845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:41.477833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:41.481875] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:41.485754] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:41.489418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:41.489524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:44.494974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:44.499015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:44.503666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:44.507667] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:44.507760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:47.513506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:47.517039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:47.520531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:47.524128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:47.524208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:50.528854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:50.533614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:50.542091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:50.546253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:50.546364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:53.550599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:53.555781] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:53.559940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:53.564155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:53.564618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:56.570069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:56.573876] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:56.578182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:56.582067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:56.582148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:36:59.589486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:36:59.594604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:36:59.599538] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:36:59.604711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:36:59.604870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:02.610602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:02.614444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:02.618451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:02.622485] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:02.622585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:05.628916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:05.633223] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:05.638633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:05.644293] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:05.644411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:08.651098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:08.656791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:08.660780] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:08.664977] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:08.665090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:11.672969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:11.677768] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:11.682039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:11.686600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:11.686802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:14.692248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:14.696541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:14.702384] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:14.707222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:14.707548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:17.713427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:17.717704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:17.721684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:17.725303] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:17.725384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:20.730868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:20.735345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:20.740378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:20.745319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:20.745447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:23.750354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:23.754630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:23.758601] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:23.762448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:23.762542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:26.767340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:26.771745] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:26.776110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:26.784462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:26.784868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:29.790266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:29.794560] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:29.798146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:29.802043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:29.802128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:32.807915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:32.812170] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:32.816014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:32.819891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:32.819989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:35.825133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:35.828956] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:35.832421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:35.836317] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:35.836414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:38.841380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:38.845598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:38.849890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:38.853490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:38.853722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:41.858585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:41.862381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:41.866074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:41.870294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:41.870460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:44.875248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:44.878861] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:44.882715] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:44.887311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:44.887486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:47.893406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:47.897799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:47.902066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:47.906807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:47.906951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:50.912931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:50.917427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:50.922537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:50.927211] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:50.927336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:53.933498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:53.937527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:53.941382] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:53.945096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:53.945193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:56.949876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:56.953781] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:56.957765] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:56.963847] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:56.964085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:37:59.968450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:37:59.972347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:37:59.976045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:37:59.979702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:37:59.979793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:02.985895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:02.991175] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:02.995537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:02.999588] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:02.999736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:06.005252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:06.009676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:06.014080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:06.017944] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:06.018037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:09.023384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:09.028261] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:09.032806] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:09.037623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:09.037765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:12.042506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:12.046489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:12.050515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:12.054437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:12.054537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:15.059867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:15.064119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:15.068048] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:15.072636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:15.072756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:18.175109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:18.179255] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:18.182613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:18.186029] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:18.186108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:21.191442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:21.227271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:21.263179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:21.267166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:21.267259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:24.272317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:24.277268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:24.282219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:24.286206] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:24.286317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:27.291329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:27.295547] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:27.300714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:27.304536] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:27.304634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:30.309007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:30.312673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:30.316232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:30.319930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:30.320035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:33.324875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:33.329489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:33.334097] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:33.338930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:33.339097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:36.343834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:36.347907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:36.352739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:36.356779] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:36.356893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:39.362258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:39.366309] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:39.370390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:39.374858] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:39.374961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:42.380372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:42.384231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:42.388272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:42.392815] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:42.392927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:45.397769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:45.401484] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:45.404836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:45.408134] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:45.408208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:48.414345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:48.418742] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:48.422681] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:48.426216] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:48.426309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:51.431931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:51.436716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:51.441292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:51.445418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:51.445518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:54.450569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:54.455625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:54.459432] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:54.463169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:54.463262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:38:57.467473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:38:57.475351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:38:57.480180] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:38:57.485026] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:38:57.485141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:00.490479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:00.494749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:00.499066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:00.506479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:00.506582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:03.511994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:03.516180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:03.520172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:03.523587] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:03.523695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:06.529091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:06.534030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:06.537697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:06.541693] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:06.541935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:09.548340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:09.554500] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:09.561074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:09.566249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:09.566372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:12.571916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:12.576086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:12.580196] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:12.583764] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:12.583871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:15.590053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:15.593982] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:15.597610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:15.602109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:15.602209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:18.608614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:18.612730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:18.617432] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:18.622786] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:18.622903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:21.628838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:21.634594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:21.639890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:21.645399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:21.645537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:24.650737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:24.655356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:24.661031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:24.665707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:24.665834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:27.671425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:27.675303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:27.680035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:27.684146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:27.684245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:30.688421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:30.692114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:30.695713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:30.699427] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:30.699509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:33.704634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:33.708494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:33.712824] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:33.716381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:33.716462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:36.722245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:36.726492] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:36.730689] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:36.734318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:36.734408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:39.739963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:39.744248] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:39.748384] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:39.752871] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:39.753001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:42.758365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:42.762605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:42.766436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:42.770261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:42.770361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:45.775080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:45.778536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:45.782340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:45.786231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:45.786320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:48.792263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:48.795900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:48.799737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:48.803152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:48.803237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:51.809179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:51.814544] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:51.819366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:51.823219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:51.823306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:54.828440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:54.833894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:54.839706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:54.844506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:54.844671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:39:57.849812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:39:57.853727] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:39:57.857403] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:39:57.861736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:39:57.861850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:00.866156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:00.870141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:00.873682] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:00.877314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:00.877389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:03.882573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:03.887911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:03.893265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:03.898338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:03.898452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:06.904051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:06.908814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:06.913013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:06.916961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:06.917038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:09.924390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:09.929334] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:09.933675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:09.937285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:09.937368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:12.942626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:12.946123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:12.949676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:12.953055] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:12.953176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:15.958365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:15.962450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:15.966119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:15.969891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:15.969974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:18.976294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:18.981047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:18.984956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:18.988964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:18.989109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:21.993971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:21.999006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:22.003537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:22.007425] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:22.007554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:25.013947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:25.017684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:25.022264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:25.026746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:25.026842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:28.032459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:28.036977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:28.041530] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:28.045561] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:28.045719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:31.051914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:31.056524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:31.061264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:31.066327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:31.066449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:34.071377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:34.075587] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:34.079295] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:34.082975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:34.083055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:37.088327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:37.093459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:37.099262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:37.105344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:37.105450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:40.110750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:40.115417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:40.120200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:40.125155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:40.125269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:43.130828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:43.134803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:43.138306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:43.141872] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:43.141949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:46.149225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:46.155292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:46.161010] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:46.166533] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:46.166788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:49.174742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:49.180375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:49.186344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:49.190952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:49.191048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:52.196890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:52.206614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:52.212465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:52.217513] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:52.217629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:55.222870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:55.227299] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:55.232104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:55.236017] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:55.236099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:40:58.240991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:40:58.244705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:40:58.248189] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:40:58.251876] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:40:58.251958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:01.257358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:01.266191] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:01.270107] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:01.273632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:01.273734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:04.278523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:04.282532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:04.287282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:04.292167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:04.292289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:07.298380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:07.302929] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:07.307207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:07.312190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:07.312312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:10.318878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:10.323839] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:10.329170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:10.334167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:10.334348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:13.339231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:13.345271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:13.350796] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:13.356353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:13.356470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:16.360968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:16.365189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:16.369536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:16.373762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:16.373886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:19.379869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:19.383847] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:19.387447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:19.391155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:19.391242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:22.396689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:22.401639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:22.405937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:22.410105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:22.410222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:25.415854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:25.420581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:25.425634] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:25.431285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:25.431410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:28.437335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:28.441786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:28.445595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:28.449905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:28.450026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:31.455288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:31.464288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:31.468707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:31.472899] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:31.473013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:34.481323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:34.485989] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:34.490070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:34.494490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:34.494597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:37.500347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:37.504361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:37.508724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:37.513167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:37.513248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:40.518740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:40.524512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:40.529112] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:40.533150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:40.533250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:43.539482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:43.544887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:43.549584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:43.553839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:43.553997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:46.560453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:46.564721] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:46.568929] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:46.572571] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:46.572673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:49.578513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:49.584230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:49.588164] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:49.591688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:49.591773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:52.596339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:52.600743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:52.605070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:52.609162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:52.609284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:55.616266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:55.621180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:55.626692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:55.631053] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:55.631173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:41:58.636382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:41:58.640217] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:41:58.644489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:41:58.648743] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:41:58.648854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:01.655299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:01.660681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:01.665868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:01.671052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:01.671218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:04.676887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:04.681507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:04.685190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:04.688729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:04.688807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:07.693586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:07.697692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:07.701975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:07.705704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:07.705799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:10.710666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:10.715369] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:10.720517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:10.726091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:10.726443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:13.732415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:13.737372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:13.741485] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:13.745721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:13.745827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:16.750770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:16.754906] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:16.758855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:16.762673] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:16.762757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:19.769919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:19.773884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:19.777960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:19.781960] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:19.782040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:22.787117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:22.791361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:22.795368] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:22.798967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:22.799078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:25.804079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:25.807922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:25.811865] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:25.815856] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:25.815952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:28.821314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:28.825104] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:28.828515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:28.831961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:28.832047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:31.837701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:31.841799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:31.845778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:31.849696] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:31.849808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:34.854984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:34.858627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:34.862107] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:34.866930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:34.867074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:37.872207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:37.876306] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:37.880631] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:37.885303] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:37.885415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:40.891843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:40.898211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:40.903269] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:40.908073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:40.908175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:43.914405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:43.918499] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:43.922116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:43.925548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:43.925628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:46.931109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:46.935243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:46.939531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:46.944988] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:46.945119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:49.950541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:49.955628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:49.959935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:49.964703] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:49.964835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:52.971139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:52.977055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:52.982693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:52.988062] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:52.988225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:55.992950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:55.997122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:56.001145] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:56.005310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:56.005417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:42:59.010379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:42:59.014694] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:42:59.018785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:42:59.022691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:42:59.022811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:02.027857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:02.032376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:02.036289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:02.040065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:02.040173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:05.045469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:05.080701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:05.084943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:05.089037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:05.089141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:08.094262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:08.099505] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:08.104805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:08.109984] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:08.110241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:11.116040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:11.120259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:11.124212] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:11.128315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:11.128417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:14.133913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:14.137913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:14.142020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:14.146122] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:14.146234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:17.152032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:17.155584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:17.159370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:17.163268] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:17.163352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:20.199511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:20.204133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:20.208174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:20.212527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:20.212621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:23.217484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:23.222811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:23.227061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:23.230869] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:23.230965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:26.235578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:26.240529] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:26.244938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:26.249875] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:26.249995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:29.254909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:29.259014] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:29.263090] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:29.267018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:29.267118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:32.272681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:32.277416] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:32.281997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:32.287972] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:32.288310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:35.294440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:35.298893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:35.302698] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:35.306365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:35.306448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:38.312114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:38.317897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:38.324051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:38.330917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:38.331038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:41.337007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:41.341502] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:41.346094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:41.349997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:41.350082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:44.354674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:44.358836] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:44.363843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:44.367941] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:44.368042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:47.373638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:47.379176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:47.384926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:47.390529] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:47.390675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:50.396951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:50.406267] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:50.411289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:50.416218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:50.416329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:53.420363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:53.424504] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:53.428576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:53.433016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:53.433100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:56.437869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:56.441514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:56.445299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:56.452625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:56.452829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:43:59.458466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:43:59.463294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:43:59.467740] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:43:59.471462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:43:59.471545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:02.476169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:02.480270] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:02.484260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:02.488114] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:02.488218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:05.493105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:05.496905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:05.500953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:05.504952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:05.505078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:08.509684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:08.513635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:08.517702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:08.522074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:08.522183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:11.527706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:11.534021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:11.539079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:11.545040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:11.545172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:14.551135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:14.558234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:14.564516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:14.569908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:14.570034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:17.574146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:17.578668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:17.582386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:17.586091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:17.586173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:20.590198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:20.593634] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:20.597071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:20.600447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:20.600529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:23.605238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:23.609429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:23.613714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:23.617160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:23.617234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:26.622162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:26.626250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:26.630358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:26.634199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:26.634291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:29.639861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:29.644608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:29.649532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:29.654391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:29.654508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:32.659596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:32.663619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:32.667046] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:32.670427] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:32.670506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:35.675579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:35.679862] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:35.683782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:35.687699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:35.687805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:38.692896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:38.696611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:38.700464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:38.703981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:38.704065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:41.710177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:41.714995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:41.720000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:41.725076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:41.725189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:44.730143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:44.734183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:44.739730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:44.746112] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:44.746388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:47.751466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:47.755483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:47.759282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:47.763032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:47.763123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:50.770006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:50.774201] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:50.778133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:50.782968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:50.783407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:53.788310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:53.793054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:53.797688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:53.801598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:53.801725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:56.806220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:56.810605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:56.814350] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:56.817880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:56.817964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:44:59.823621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:44:59.828305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:44:59.833763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:44:59.838826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:44:59.838953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:02.843873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:02.848277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:02.852622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:02.856276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:02.856360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:05.862030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:05.866773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:05.871200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:05.875670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:05.875763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:08.880150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:08.884315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:08.888600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:08.892263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:08.892351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:11.897733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:11.901868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:11.905563] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:11.909132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:11.909212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:14.914302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:14.918255] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:14.922850] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:14.926593] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:14.926706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:17.931782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:17.935336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:17.939660] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:17.943896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:17.944004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:20.950794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:20.955583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:20.961218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:20.966612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:20.966828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:23.973258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:23.979580] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:23.985013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:23.990544] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:23.990707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:26.995397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:26.999259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:27.003147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:27.007286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:27.007386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:30.012340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:30.017514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:30.022429] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:30.026295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:30.026389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:33.031539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:33.036253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:33.041201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:33.045259] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:33.045356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:36.049367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:36.052892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:36.056762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:36.060289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:36.060380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:39.065092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:39.069442] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:39.074073] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:39.077921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:39.078021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:42.082883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:42.086691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:42.090611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:42.094301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:42.094389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:45.100359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:45.104460] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:45.108523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:45.112260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:45.112350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:48.118260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:48.122487] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:48.126313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:48.130143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:48.130233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:51.326605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:51.331270] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:51.334913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:51.338471] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:51.338558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:54.343090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:54.347806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:54.351842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:54.355443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:54.355517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:45:57.361725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:45:57.366327] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:45:57.370197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:45:57.374233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:45:57.374354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:00.380111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:00.383792] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:00.387288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:00.391291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:00.391382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:03.396116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:03.399606] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:03.403698] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:03.407740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:03.407944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:06.413116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:06.416733] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:06.420607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:06.424015] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:06.424100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:09.430788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:09.436121] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:09.443730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:09.449289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:09.449412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:12.455607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:12.461820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:12.467540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:12.473201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:12.473304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:15.477995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:15.482525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:15.487119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:15.491075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:15.491182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:18.496323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:18.499862] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:18.503861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:18.507963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:18.508046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:21.513220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:21.517021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:21.521468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:21.525393] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:21.525486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:24.531147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:24.536546] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:24.541301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:24.544929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:24.545024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:27.550955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:27.555002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:27.558750] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:27.563069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:27.563171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:30.567855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:30.571995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:30.576343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:30.580384] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:30.580502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:33.586092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:33.590383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:33.594504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:33.598376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:33.598465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:36.602943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:36.606579] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:36.610201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:36.613801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:36.613894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:39.618861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:39.626521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:39.630420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:39.634442] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:39.634534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:42.639613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:42.645579] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:42.650312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:42.655567] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:42.655758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:45.662368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:45.667127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:45.670967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:45.674502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:45.674661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:48.679311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:48.684161] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:48.688516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:48.693487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:48.693610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:51.700788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:51.705326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:51.709032] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:51.712771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:51.712852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:54.718112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:54.722528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:54.726694] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:54.730406] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:54.730502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:46:57.735740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:46:57.739442] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:46:57.743005] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:46:57.746606] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:46:57.746718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:00.751232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:00.755109] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:00.759074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:00.763093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:00.763189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:03.768374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:03.772559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:03.777045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:03.780683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:03.780910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:06.787304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:06.791365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:06.795014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:06.798588] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:06.798692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:09.803020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:09.807192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:09.811355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:09.815166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:09.815283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:12.820268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:12.824760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:12.829087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:12.834274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:12.834463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:15.839932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:15.843775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:15.847739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:15.851538] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:15.851619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:18.857463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:18.863179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:18.867197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:18.871073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:18.871219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:21.878293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:21.884048] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:21.889749] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:21.895410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:21.895582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:24.900686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:24.905127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:24.909278] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:24.912862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:24.912943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:27.918129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:27.921814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:27.925409] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:27.929021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:27.929101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:30.934675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:30.938717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:30.942367] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:30.946018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:30.946109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:33.951172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:33.955503] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:33.959284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:33.963128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:33.963224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:36.968290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:36.972937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:36.978424] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:36.984050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:36.984142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:39.989436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:39.993028] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:39.996434] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:39.999876] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:39.999962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:43.004528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:43.008296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:43.012402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:43.016292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:43.016396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:46.021107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:46.025303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:46.030148] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:46.035376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:46.035493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:49.040466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:49.045152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:49.053363] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:49.057979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:49.058115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:52.064064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:52.070795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:52.075135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:52.078938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:52.079054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:55.084060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:55.118060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:55.152516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:55.156519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:55.156607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:47:58.161082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:47:58.164966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:47:58.168846] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:47:58.172308] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:47:58.172391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:01.179745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:01.185916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:01.192390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:01.203017] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:01.203283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:04.208821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:04.213122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:04.216951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:04.220681] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:04.220770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:07.225934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:07.234399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:07.239439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:07.244074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:07.244206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:10.249837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:10.254038] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:10.262493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:10.267615] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:10.267982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:13.273566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:13.278420] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:13.283014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:13.287079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:13.287174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:16.293730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:16.298537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:16.302705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:16.307249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:16.307791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:19.312562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:19.316373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:19.320115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:19.323835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:19.323924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:22.333423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:22.337699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:22.341415] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:22.345140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:22.345230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:25.350719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:25.355401] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:25.360026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:25.364501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:25.364613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:28.370162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:28.374488] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:28.378436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:28.382105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:28.382191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:31.387894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:31.392338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:31.397049] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:31.401565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:31.401726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:34.407111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:34.415352] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:34.420532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:34.424855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:34.424979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:37.431221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:37.436550] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:37.441907] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:37.446744] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:37.446856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:40.452334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:40.456440] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:40.461041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:40.465558] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:40.465671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:43.471211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:43.475610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:43.479587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:43.483381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:43.483471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:46.488905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:46.492831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:46.497010] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:46.500875] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:46.500950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:49.506203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:49.510002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:49.513799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:49.517285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:49.517366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:52.523323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:52.527006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:52.530835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:52.534929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:52.535041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:55.540081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:55.544490] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:55.550414] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:55.554931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:55.555042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:48:58.560448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:48:58.564508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:48:58.568229] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:48:58.572907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:48:58.573017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:01.578350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:01.583179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:01.587101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:01.591169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:01.591245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:04.598587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:04.603697] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:04.608521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:04.613762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:04.613881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:07.620632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:07.626638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:07.631737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:07.636935] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:07.637123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:10.642247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:10.646340] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:10.651257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:10.655823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:10.655956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:13.662990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:13.668294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:13.672489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:13.676926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:13.677031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:16.682725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:16.686475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:16.689899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:16.693193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:16.693267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:19.698241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:19.702282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:19.706577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:19.710455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:19.710548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:22.716494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:22.720330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:22.724764] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:22.728300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:22.728381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:25.733972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:25.738377] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:25.742696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:25.746108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:25.746191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:28.751895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:28.756608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:28.761331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:28.765024] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:28.765111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:31.770048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:31.773804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:31.777995] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:31.781812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:31.781900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:34.787768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:34.793118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:34.797458] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:34.801828] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:34.801925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:37.807207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:37.811342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:37.815026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:37.822884] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:37.822991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:40.828272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:40.833171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:40.837936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:40.842830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:40.842940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:43.848236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:43.852633] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:43.857731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:43.862974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:43.863097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:46.868602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:46.872342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:46.876723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:46.881707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:46.881859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:49.887983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:49.892491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:49.896202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:49.899674] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:49.899757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:52.905197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:52.909019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:52.912665] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:52.916306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:52.916406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:55.921464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:55.926683] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:55.931982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:55.935836] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:55.936100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:49:58.943603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:49:58.947713] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:49:58.951735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:49:58.956024] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:49:58.956136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:01.966547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:01.972591] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:01.977599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:01.982839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:01.982965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:04.989053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:04.993765] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:04.997908] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:05.001910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:05.002009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:08.007789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:08.012294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:08.017675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:08.021983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:08.022075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:11.026984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:11.031231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:11.035087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:11.038965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:11.039064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:14.045207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:14.051706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:14.057151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:14.065912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:14.066034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:17.076795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:17.082288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:17.089211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:17.095334] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:17.095493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:20.101351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:20.106228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:20.111511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:20.116732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:20.116909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:23.122001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:23.126356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:23.131509] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:23.135903] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:23.136037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:26.142550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:26.178707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:26.213844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:26.217975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:26.218063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:29.222712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:29.226747] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:29.230851] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:29.234851] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:29.234957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:32.240626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:32.244879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:32.249202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:32.253365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:32.253450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:35.258973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:35.263148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:35.267175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:35.270919] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:35.271035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:38.275962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:38.280153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:38.284729] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:38.288570] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:38.288715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:41.293218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:41.297069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:41.301152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:41.305123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:41.305209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:44.311290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:44.316361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:44.321903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:44.325803] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:44.325890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:47.332077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:47.335981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:47.339600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:47.343258] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:47.343342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:50.348255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:50.352535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:50.356554] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:50.360404] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:50.360504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:53.365337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:53.369696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:53.374868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:53.380052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:53.380161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:56.385229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:56.390052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:56.394497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:56.398749] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:56.398864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:50:59.403807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:50:59.408217] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:50:59.412016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:50:59.415971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:50:59.416330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:02.421524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:02.426734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:02.431819] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:02.436420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:02.436559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:05.442681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:05.446520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:05.450608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:05.454339] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:05.454444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:08.459902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:08.464526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:08.469002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:08.473045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:08.473129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:11.478417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:11.482835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:11.487829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:11.491512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:11.491596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:14.496361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:14.500926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:14.504806] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:14.509945] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:14.510029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:17.514855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:17.518881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:17.523630] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:17.527140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:17.527229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:20.533026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:20.536772] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:20.540402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:20.545531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:20.545677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:23.551176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:23.554859] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:23.558421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:23.561819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:23.561897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:26.568161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:26.572889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:26.577932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:26.582353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:26.582505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:29.588240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:29.595226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:29.599637] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:29.603605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:29.603726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:32.607713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:32.611446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:32.615278] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:32.620025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:32.620206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:35.625533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:35.630496] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:35.635691] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:35.640005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:35.640149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:38.645377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:38.649021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:38.652473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:38.656031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:38.656110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:41.661783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:41.666020] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:41.670373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:41.674618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:41.674763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:44.680760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:44.685083] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:44.689016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:44.692631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:44.692741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:47.699697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:47.705262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:47.710781] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:47.714589] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:47.714717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:50.720235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:50.724818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:50.730041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:50.735510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:50.735624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:53.740491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:53.744946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:53.749247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:53.753448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:53.753562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:56.758875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:56.764797] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:56.770186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:56.774377] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:56.774489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:51:59.778819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:51:59.783747] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:51:59.788848] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:51:59.793830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:51:59.793952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:02.804472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:02.811216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:02.816730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:02.821546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:02.821725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:05.827049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:05.831301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:05.835218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:05.839315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:05.839413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:08.844027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:08.848204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:08.852397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:08.856450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:08.856548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:11.861480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:11.865267] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:11.868970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:11.872465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:11.872555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:14.877965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:14.882297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:14.886344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:14.889955] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:14.890047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:17.895130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:17.899589] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:17.903366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:17.907194] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:17.907289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:20.914000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:20.919722] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:20.923895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:20.928880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:20.929203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:23.935207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:23.939818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:23.944624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:23.949409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:23.949550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:26.955388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:26.959952] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:26.964911] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:26.971530] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:26.971679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:29.975624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:29.979264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:29.983042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:29.986474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:29.986557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:32.991562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:32.995535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:32.999684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:33.003537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:33.003635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:36.008637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:36.012467] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:36.016127] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:36.019807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:36.019893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:39.025769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:39.030278] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:39.034782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:39.039047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:39.039162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:42.046217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:42.050950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:42.056833] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:42.064261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:42.064423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:45.069314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:45.073185] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:45.077009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:45.080730] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:45.080818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:48.085744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:48.089729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:48.093582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:48.098219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:48.098329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:51.103928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:51.107662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:51.112011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:51.116041] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:51.116165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:54.125569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:54.132593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:54.139986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:54.147313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:54.147482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:52:57.152838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:52:57.186939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:52:57.220467] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:52:57.224154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:52:57.224233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:00.228469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:00.232384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:00.236326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:00.240186] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:00.240279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:03.244324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:03.248001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:03.251572] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:03.255019] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:03.255103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:06.259344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:06.293566] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:06.297592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:06.301135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:06.301220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:09.305430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:09.309465] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:09.313495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:09.317228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:09.317341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:12.323920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:12.328687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:12.333011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:12.336666] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:12.336777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:15.342322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:15.347182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:15.351400] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:15.355632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:15.355787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:18.360507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:18.364715] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:18.369523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:18.373819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:18.373923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:21.380106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:21.383948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:21.388335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:21.392695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:21.392961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:24.399413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:24.404549] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:24.409727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:24.413882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:24.413994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:27.419407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:27.424199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:27.428697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:27.432216] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:27.432301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:30.439163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:30.444382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:30.448813] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:30.452603] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:30.452709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:33.456599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:33.460110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:33.463596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:33.466963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:33.467045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:36.471356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:36.475390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:36.479218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:36.483007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:36.483090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:39.489236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:39.493425] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:39.497687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:39.505584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:39.505724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:42.511052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:42.515195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:42.520159] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:42.524605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:42.524716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:45.529163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:45.533230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:45.536889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:45.540358] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:45.540442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:48.545931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:48.550483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:48.555110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:48.559370] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:48.559498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:51.565715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:51.569946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:51.573965] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:51.577633] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:51.577760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:54.581846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:54.585635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:54.589908] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:54.593771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:54.593865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:53:57.599354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:53:57.606376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:53:57.611243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:53:57.615326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:53:57.615410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:00.619721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:00.623265] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:00.626910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:00.630712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:00.630801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:03.636199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:03.640443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:03.644391] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:03.648903] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:03.649021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:06.653863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:06.657559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:06.662204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:06.665961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:06.666043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:09.671047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:09.674638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:09.678115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:09.681772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:09.681876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:12.688013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:12.693491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:12.698405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:12.702518] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:12.702605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:15.709761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:15.715553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:15.720853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:15.726238] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:15.726364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:18.732027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:18.736046] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:18.739767] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:18.743853] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:18.743940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:21.748699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:21.753086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:21.757858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:21.762535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:21.762629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:24.766684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:24.770401] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:24.774324] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:24.778267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:24.778355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:27.784421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:27.790253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:27.795876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:27.801295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:27.801415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:30.808181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:30.813340] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:30.817279] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:30.820905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:30.820985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:33.825031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:33.828734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:33.832524] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:33.837153] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:33.837260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:36.842376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:36.846075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:36.849692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:36.853107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:36.853183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:39.858900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:39.863473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:39.868060] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:39.872463] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:39.872575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:42.878583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:42.882471] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:42.886581] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:42.890390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:42.890472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:45.895579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:45.899450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:45.903366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:45.907133] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:45.907211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:48.913075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:48.917156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:48.921065] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:48.925229] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:48.925318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:51.930953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:51.934881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:51.938592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:51.943426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:51.943565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:54.950735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:54.956963] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:54.964740] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:54.970112] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:54.970276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:54:57.974480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:54:57.979163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:54:57.983788] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:54:57.987476] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:54:57.987559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:00.993303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:00.998356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:01.003474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:01.007510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:01.007619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:04.012793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:04.016611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:04.024335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:04.028514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:04.028594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:07.034104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:07.038397] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:07.042446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:07.046601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:07.046718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:10.052041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:10.056358] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:10.060780] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:10.064962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:10.065065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:13.069966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:13.074737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:13.078792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:13.085893] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:13.086014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:16.091203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:16.095223] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:16.099143] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:16.102851] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:16.102941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:19.107929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:19.111740] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:19.115961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:19.120273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:19.120375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:22.125893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:22.129754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:22.133397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:22.136998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:22.137104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:25.143561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:25.147854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:25.152362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:25.156794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:25.156888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:28.162102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:28.166757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:28.171346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:28.175786] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:28.175895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:31.180706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:31.185520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:31.189803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:31.194033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:31.194141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:34.198413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:34.202047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:34.205583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:34.209121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:34.209212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:37.214603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:37.219707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:37.224576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:37.229632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:37.230070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:40.234928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:40.238698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:40.242280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:40.245833] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:40.245915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:43.251207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:43.255286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:43.259579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:43.263839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:43.263951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:46.268797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:46.273727] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:46.279888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:46.285850] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:46.286095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:49.291595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:49.295820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:49.300540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:49.304920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:49.305026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:52.309828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:52.313719] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:52.317634] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:52.321934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:52.322017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:55.327238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:55.331237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:55.334964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:55.338631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:55.338740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:55:58.344926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:55:58.349901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:55:58.354484] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:55:58.358535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:55:58.358621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:01.366784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:01.372423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:01.378819] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:01.384548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:01.384728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:04.390015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:04.394761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:04.398855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:04.402520] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:04.402610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:07.406841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:07.413899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:07.417903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:07.421848] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:07.421951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:10.426839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:10.430863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:10.434480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:10.437968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:10.438046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:13.443822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:13.448638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:13.452906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:13.457272] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:13.457365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:16.463031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:16.466585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:16.470042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:16.473451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:16.473546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:19.478239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:19.486953] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:19.491964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:19.497210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:19.497355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:22.503330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:22.507584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:22.511203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:22.514670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:22.514758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:25.519626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:25.524123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:25.528081] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:25.532128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:25.532253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:28.538371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:28.545156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:28.550182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:28.555133] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:28.555272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:31.559264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:31.562885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:31.566562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:31.570292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:31.570388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:34.575254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:34.580000] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:34.584247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:34.588105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:34.588197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:37.594425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:37.599457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:37.604255] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:37.608863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:37.608997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:40.615180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:40.620283] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:40.624342] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:40.629007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:40.629121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:43.634366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:43.638753] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:43.644062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:43.648731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:43.648841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:46.654333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:46.658574] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:46.662534] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:46.666951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:46.667083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:49.671504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:49.675382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:49.679392] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:49.683196] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:49.683291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:52.688209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:52.693078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:52.697284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:52.701556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:52.701684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:55.707702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:55.712208] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:55.716422] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:55.721070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:55.721165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:56:58.725973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:56:58.730159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:56:58.734332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:56:58.737737] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:56:58.737832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:01.744414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:01.748552] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:01.752507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:01.756920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:01.757029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:04.762203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:04.767331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:04.772951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:04.781324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:04.781460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:07.789384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:07.795901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:07.800557] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:07.805537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:07.805864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:10.810816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:10.814910] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:10.818619] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:10.822582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:10.822693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:13.829130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:13.834480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:13.839250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:13.844745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:13.844930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:16.850989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:16.855535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:16.859694] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:16.863874] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:16.863968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:19.870166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:19.875492] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:19.880704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:19.886306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:19.886422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:22.890548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:22.894439] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:22.898279] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:22.902232] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:22.902331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:25.908144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:25.912224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:25.915957] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:25.920474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:25.920591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:28.926290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:28.932295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:28.937827] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:28.941615] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:28.941752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:31.947159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:31.954115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:31.958389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:31.962838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:31.962947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:34.971477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:34.978350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:34.983389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:34.990353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:34.990577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:37.995434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:38.003182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:38.007495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:38.011685] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:38.011801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:41.017358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:41.021738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:41.025546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:41.029316] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:41.029397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:44.035084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:44.039237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:44.043275] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:44.046931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:44.047028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:47.052195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:47.055972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:47.059797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:47.063475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:47.063566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:50.071229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:50.077328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:50.082380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:50.087596] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:50.087763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:53.093588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:53.097344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:53.101118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:53.104630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:53.104766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:56.110127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:56.114921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:56.120014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:56.123882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:56.123978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:57:59.129186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:57:59.164607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:57:59.201843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:57:59.206266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:57:59.206363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:02.212397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:02.216127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:02.219889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:02.223759] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:02.223833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:05.229599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:05.234735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:05.238883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:05.242400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:05.242479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:08.247227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:08.251359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:08.255557] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:08.259239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:08.259322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:11.264841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:11.269455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:11.274243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:11.278923] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:11.279053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:14.283145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:14.286585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:14.290061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:14.293329] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:14.293405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:17.298557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:17.303709] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:17.307901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:17.312344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:17.312467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:20.317246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:20.322093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:20.326388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:20.330268] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:20.330399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:23.334471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:23.338122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:23.341830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:23.345306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:23.345392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:26.349911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:26.354068] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:26.358101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:26.361862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:26.361958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:29.367491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:29.373446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:29.384946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:29.388764] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:29.388848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:32.393725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:32.397512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:32.401036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:32.405283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:32.405365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:35.409899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:35.414764] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:35.422763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:35.428041] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:35.428157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:38.433357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:38.437421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:38.442326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:38.447451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:38.447558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:41.453380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:41.458823] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:41.464026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:41.468278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:41.468387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:44.472667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:44.477072] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:44.481516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:44.485415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:44.485516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:47.489609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:47.493376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:47.496927] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:47.500812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:47.500921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:50.506669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:50.511349] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:50.516516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:50.522570] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:50.522769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:53.527925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:53.532492] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:53.536972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:53.541251] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:53.541373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:56.547824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:56.552607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:56.558210] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:56.563635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:56.563789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:58:59.568662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:58:59.573406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:58:59.578013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:58:59.581571] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:58:59.581677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:02.587597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:02.591685] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:02.595891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:02.603581] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:02.603746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:05.611371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:05.616410] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:05.624618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:05.629044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:05.629140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:08.634672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:08.639611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:08.644312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:08.648789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:08.648921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:11.654961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:11.660618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:11.665611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:11.673591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:11.673753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:14.679067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:14.684152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:14.690018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:14.695079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:14.695195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:17.700739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:17.705979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:17.710293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:17.715023] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:17.715175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:20.721373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:20.726069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:20.730461] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:20.735033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:20.735191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:23.740721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:23.744606] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:23.748664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:23.752343] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:23.752434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:26.758706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:26.763291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:26.767255] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:26.771389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:26.771477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:29.776790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:29.781534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:29.786804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:29.790970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:29.791118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:32.795685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:32.802824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:32.806971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:32.811233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:32.811322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:35.816457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:35.822019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:35.826241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:35.831001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:35.831108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:38.835380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:38.840176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:38.845191] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:38.850009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:38.850129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:41.854824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:41.858574] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:41.862254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:41.865900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:41.865993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:44.871217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:44.875428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:44.879169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:44.882514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:44.882590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:47.888008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:47.892617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:47.896374] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:47.900434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:47.900634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:50.906891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:50.911521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:50.915731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:50.919688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:50.919771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:53.925802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:53.930427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:53.934368] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:53.939148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:53.939290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:56.945751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:56.950510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:56.955761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:56.960092] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:56.960189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T17:59:59.964669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T17:59:59.969112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T17:59:59.975825] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T17:59:59.980892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T17:59:59.980998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:02.987011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:02.992224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:02.997623] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:03.002465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:03.002559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:06.008114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:06.013723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:06.018582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:06.024302] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:06.024471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:09.029435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:09.033807] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:09.038499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:09.043191] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:09.043314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:12.047679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:12.052561] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:12.057079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:12.061208] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:12.061317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:15.066313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:15.070953] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:15.074943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:15.078606] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:15.078721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:18.083825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:18.088131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:18.092711] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:18.097209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:18.097321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:21.102227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:21.106631] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:21.111021] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:21.114931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:21.115019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:24.120441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:24.125098] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:24.129400] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:24.133973] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:24.134076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:27.140893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:27.145509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:27.150499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:27.155100] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:27.155222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:30.160441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:30.194812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:30.229293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:30.233057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:30.233143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:33.239196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:33.243177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:33.247190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:33.251481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:33.251573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:36.256295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:36.260664] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:36.264869] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:36.269093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:36.269229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:39.274205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:39.278270] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:39.282041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:39.285592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:39.285706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:42.290216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:42.294559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:42.298947] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:42.302922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:42.303017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:45.308916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:45.313090] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:45.317960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:45.323149] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:45.323284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:48.328930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:48.334797] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:48.339891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:48.344586] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:48.344718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:51.350211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:51.355036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:51.359895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:51.364205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:51.364312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:54.368377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:54.372510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:54.377139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:54.381318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:54.381408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:00:57.387475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:00:57.392726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:00:57.397611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:00:57.402383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:00:57.402510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:00.406954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:00.411407] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:00.416171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:00.420154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:00.420267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:03.425370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:03.430204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:03.434569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:03.438262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:03.438342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:06.446204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:06.449908] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:06.453446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:06.456998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:06.457086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:09.463532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:09.468616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:09.474560] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:09.479915] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:09.480033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:12.485731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:12.492303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:12.499627] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:12.506325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:12.506470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:15.511875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:15.516275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:15.520453] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:15.525149] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:15.525274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:18.530871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:18.535372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:18.540557] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:18.546980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:18.547109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:21.555377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:21.560207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:21.565339] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:21.570275] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:21.570490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:24.576098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:24.580911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:24.585052] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:24.589188] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:24.589301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:27.595056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:27.598862] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:27.602510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:27.605962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:27.606040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:30.612232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:30.619422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:30.623974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:30.627926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:30.628039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:33.633250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:33.638016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:33.642004] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:33.646042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:33.646126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:36.653135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:36.658867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:36.664721] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:36.670165] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:36.670272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:39.675260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:39.679827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:39.683772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:39.687378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:39.687499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:42.692139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:42.696082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:42.699479] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:42.702891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:42.702971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:45.707240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:45.711281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:45.715823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:45.720302] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:45.720423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:48.724963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:48.729186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:48.733566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:48.737731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:48.737852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:51.742534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:51.747201] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:51.751895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:51.756383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:51.756503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:54.761750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:54.765726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:54.769363] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:54.772987] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:54.773073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:01:57.778091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:01:57.782794] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:01:57.786728] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:01:57.790350] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:01:57.790551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:00.796018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:00.801848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:00.807693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:00.812345] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:00.812468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:03.818235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:03.823578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:03.827536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:03.831265] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:03.831353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:06.837686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:06.842238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:06.847164] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:06.851355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:06.851445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:09.857265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:09.863060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:09.869402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:09.874220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:09.874311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:12.882218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:12.886823] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:12.890840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:12.894888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:12.894998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:15.900443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:15.905094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:15.910119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:15.914665] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:15.914787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:18.920910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:18.925152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:18.928766] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:18.932895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:18.932982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:21.939597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:21.945076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:21.950106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:21.955540] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:21.955727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:24.961267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:24.966637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:24.974312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:24.981461] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:24.981720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:27.989243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:28.001177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:28.010162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:28.024179] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:28.024396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:31.028410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:31.062803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:31.098487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:31.102616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:31.102763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:34.108435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:34.113882] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:34.118473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:34.128391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:34.128508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:37.132737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:37.136262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:37.139705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:37.143011] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:37.143090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:40.148220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:40.153110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:40.157746] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:40.162185] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:40.162281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:43.166716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:43.170902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:43.176149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:43.180586] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:43.180746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:46.186481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:46.191375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:46.196100] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:46.201534] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:46.201953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:49.206879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:49.210690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:49.215506] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:49.220173] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:49.220324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:52.226135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:52.231482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:52.236794] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:52.243330] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:52.243631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:55.248585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:55.252884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:55.256605] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:55.260197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:55.260290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:02:58.266004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:02:58.269877] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:02:58.273594] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:02:58.277797] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:02:58.277885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:01.283546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:01.288246] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:01.293705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:01.297798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:01.297911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:04.303983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:04.308314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:04.312905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:04.316669] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:04.316761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:07.322246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:07.327173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:07.332106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:07.337020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:07.337148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:10.342153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:10.346218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:10.350563] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:10.354436] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:10.354530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:13.360241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:13.364537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:13.368785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:13.372743] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:13.372844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:16.378694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:16.382555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:16.386171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:16.389685] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:16.389775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:19.395095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:19.399469] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:19.403399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:19.408150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:19.408249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:22.413915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:22.418953] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:22.423986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:22.428169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:22.428253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:25.434763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:25.439524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:25.445077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:25.449961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:25.450111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:28.457397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:28.461487] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:28.466635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:28.470983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:28.471077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:31.477581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:31.483192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:31.490228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:31.496115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:31.496260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:34.502897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:34.509313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:34.514216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:34.518574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:34.518691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:37.523616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:37.528210] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:37.532725] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:37.537261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:37.537377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:40.542178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:40.546311] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:40.550896] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:40.556183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:40.556299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:43.562359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:43.567154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:43.571329] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:43.575842] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:43.575924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:46.580188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:46.584873] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:46.589263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:46.593048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:46.593142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:49.598496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:49.602732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:49.607207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:49.611322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:49.611426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:52.617046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:52.621130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:52.625265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:52.629590] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:52.629729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:55.635210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:55.639624] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:55.643988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:55.648256] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:55.648357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:03:58.654560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:03:58.658946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:03:58.662880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:03:58.666671] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:03:58.666792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:01.674089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:01.681163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:01.688397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:01.693229] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:01.693369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:04.697479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:04.701715] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:04.705618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:04.709866] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:04.709953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:07.714742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:07.718803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:07.722576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:07.726592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:07.726708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:10.734066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:10.737850] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:10.742133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:10.746908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:10.747044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:13.753192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:13.757106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:13.761071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:13.764732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:13.764823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:16.769837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:16.773962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:16.778820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:16.783728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:16.783842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:19.789818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:19.794628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:19.799776] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:19.804839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:19.804952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:22.810053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:22.814236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:22.818257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:22.823333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:22.823440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:25.828941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:25.833016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:25.837747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:25.842622] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:25.842757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:28.848961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:28.853376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:28.857475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:28.861509] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:28.861596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:31.867186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:31.871948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:31.876349] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:31.880102] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:31.880191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:34.886473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:34.890573] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:34.894210] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:34.898715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:34.898808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:37.903776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:37.908963] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:37.914158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:37.919756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:37.919871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:40.925685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:40.933698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:40.939241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:40.942992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:40.943073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:43.947767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:43.953007] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:43.957347] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:43.961176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:43.961269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:46.966607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:46.970717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:46.974758] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:46.980193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:46.980367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:49.985278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:49.989530] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:49.993583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:49.998259] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:49.998402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:53.003858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:53.007613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:53.011420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:53.015203] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:53.015312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:56.021467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:56.026716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:56.032438] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:56.037306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:56.037423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:04:59.042516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:04:59.046934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:04:59.051221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:04:59.055702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:04:59.055803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:02.060554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:02.095495] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:02.131226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:02.135728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:02.135855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:05.141025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:05.145826] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:05.149917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:05.153331] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:05.153411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:08.157565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:08.161381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:08.165273] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:08.169331] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:08.169443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:11.174958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:11.179774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:11.184441] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:11.189964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:11.190097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:14.195104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:14.200258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:14.204836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:14.209298] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:14.209429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:17.214115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:17.218189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:17.222421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:17.226195] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:17.226284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:20.230824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:20.234915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:20.238687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:20.242408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:20.242511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:23.246709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:23.250815] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:23.254555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:23.258141] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:23.258224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:26.262492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:26.266511] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:26.270469] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:26.273857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:26.273932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:29.279605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:29.283360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:29.286762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:29.290408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:29.290496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:32.295607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:32.299801] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:32.303696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:32.307303] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:32.307385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:35.312627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:35.317106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:35.321069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:35.325173] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:35.325279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:38.329897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:38.334241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:38.338699] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:38.342893] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:38.343025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:41.347407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:41.351886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:41.356187] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:41.360624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:41.360834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:44.366342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:44.371692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:44.376397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:44.381078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:44.381187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:47.385845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:47.390095] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:47.394224] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:47.398340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:47.398433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:50.403482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:50.407464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:50.411357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:50.414884] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:50.414966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:53.420226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:53.424123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:53.427994] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:53.432200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:53.432305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:56.437366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:56.441175] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:56.444684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:56.450164] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:56.450425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:05:59.458390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:05:59.463949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:05:59.469044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:05:59.473374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:05:59.473450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:02.479506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:02.484842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:02.490141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:02.494859] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:02.494976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:05.503181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:05.509092] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:05.514947] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:05.519889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:05.520042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:08.526463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:08.531399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:08.535914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:08.540548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:08.540686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:11.545049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:11.549112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:11.553178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:11.556731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:11.556816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:14.561319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:14.565180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:14.569200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:14.573032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:14.573124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:17.578773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:17.583052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:17.586676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:17.590201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:17.590281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:20.594910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:20.598985] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:20.602862] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:20.606700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:20.606779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:23.611924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:23.616253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:23.620971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:23.625915] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:23.626046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:26.631251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:26.635856] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:26.640840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:26.645322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:26.645495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:29.651555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:29.655707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:29.659695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:29.663757] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:29.663859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:32.669043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:32.674040] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:32.678562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:32.682421] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:32.682507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:35.687707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:35.692018] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:35.696022] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:35.700081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:35.700169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:38.705067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:38.708936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:38.712874] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:38.717397] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:38.717515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:41.721939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:41.726058] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:41.733463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:41.737543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:41.737668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:44.742665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:44.747473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:44.751031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:44.754525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:44.754613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:47.760224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:47.764574] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:47.768635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:47.772725] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:47.772853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:50.778150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:50.782639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:50.786751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:50.790920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:50.791047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:53.796499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:53.800610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:53.805231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:53.809810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:53.809935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:56.815011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:56.819390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:56.823872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:56.828013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:56.828100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:06:59.833530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:06:59.837367] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:06:59.841801] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:06:59.846013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:06:59.846099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:02.853215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:02.859253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:02.865190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:02.869831] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:02.869934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:05.878217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:05.884045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:05.889990] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:05.894749] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:05.895015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:08.901708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:08.908322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:08.914196] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:08.920584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:08.920732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:11.925197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:11.929019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:11.933058] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:11.937083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:11.937215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:14.942219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:14.947509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:14.953188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:14.957923] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:14.958020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:17.963990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:17.967940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:17.972882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:17.977319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:17.977436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:20.984061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:20.988627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:20.992532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:20.996447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:20.996547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:24.001677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:24.005389] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:24.009055] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:24.012671] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:24.012753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:27.017926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:27.021949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:27.025671] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:27.029400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:27.029495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:30.035178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:30.039256] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:30.043317] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:30.047617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:30.047813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:33.053201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:33.087724] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:33.122898] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:33.126635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:33.126759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:36.131030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:36.136531] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:36.140835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:36.144257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:36.144335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:39.149973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:39.154762] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:39.159315] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:39.163227] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:39.163314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:42.167864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:42.171935] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:42.175594] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:42.179706] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:42.179786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:45.184783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:45.188764] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:45.192758] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:45.196979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:45.197098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:48.201867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:48.205926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:48.209433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:48.213104] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:48.213197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:51.219778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:51.224390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:51.230289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:51.235986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:51.236097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:54.241463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:54.245856] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:54.250635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:54.255527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:54.255839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:07:57.262506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:07:57.268074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:07:57.272402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:07:57.277319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:07:57.277588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:00.284981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:00.290250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:00.295504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:00.300624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:00.300773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:03.304998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:03.309733] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:03.315098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:03.318532] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:03.318615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:06.328349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:06.333279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:06.337588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:06.341478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:06.341585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:09.347077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:09.351596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:09.356238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:09.360027] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:09.360129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:12.365278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:12.369743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:12.374001] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:12.377593] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:12.377705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:15.382854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:15.386792] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:15.390763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:15.395605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:15.395899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:18.400634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:18.404408] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:18.408010] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:18.411622] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:18.411734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:21.416819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:21.421341] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:21.425094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:21.429291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:21.429399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:24.435220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:24.440917] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:24.446711] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:24.451626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:24.451769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:27.456448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:27.460795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:27.464858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:27.469032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:27.469120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:30.474087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:30.479334] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:30.484832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:30.490410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:30.490560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:33.495523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:33.500241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:33.505588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:33.509748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:33.509844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:36.514948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:36.519585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:36.524228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:36.529065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:36.529197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:39.534208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:39.538513] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:39.542627] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:39.546460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:39.546550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:42.551796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:42.556291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:42.561572] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:42.566419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:42.566541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:45.571561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:45.576444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:45.581015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:45.585078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:45.585177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:48.591571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:48.596162] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:48.600345] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:48.605184] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:48.605416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:51.611023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:51.615637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:51.619782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:51.624309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:51.624411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:54.629950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:54.634905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:54.639094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:54.643858] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:54.643963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:08:57.650138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:08:57.654459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:08:57.658600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:08:57.662753] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:08:57.662882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:00.668820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:00.672753] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:00.677017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:00.680863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:00.680940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:03.685943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:03.691077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:03.695714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:03.699938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:03.700036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:06.710174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:06.716706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:06.723593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:06.729950] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:06.730103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:09.738203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:09.744533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:09.748284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:09.753987] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:09.754076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:12.758484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:12.762936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:12.766680] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:12.770502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:12.770587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:15.775071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:15.779114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:15.782874] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:15.787013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:15.787102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:18.791503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:18.796187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:18.801116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:18.805931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:18.806039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:21.811932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:21.817468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:21.822820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:21.827169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:21.827287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:24.832345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:24.837075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:24.841951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:24.846824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:24.846925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:27.857869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:27.863836] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:27.868939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:27.872864] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:27.872955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:30.879734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:30.884768] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:30.888856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:30.892979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:30.893081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:33.898267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:33.903554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:33.909149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:33.913708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:33.913829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:36.919675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:36.924627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:36.929200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:36.933896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:36.934004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:39.939877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:39.945129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:39.954279] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:39.958672] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:39.959000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:42.964907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:42.969689] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:42.973481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:42.977274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:42.977373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:45.983182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:45.987471] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:45.991802] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:45.995407] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:45.995494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:48.999932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:49.005094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:49.009547] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:49.013564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:49.013686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:52.018730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:52.022539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:52.026190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:52.029969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:52.030056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:55.035046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:55.039745] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:55.044554] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:55.048499] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:55.048586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:09:58.053676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:09:58.057508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:09:58.061173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:09:58.064855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:09:58.064943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:01.268937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:01.273373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:01.277487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:01.281621] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:01.281743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:04.286303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:04.320668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:04.356121] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:04.360742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:04.360859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:07.366366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:07.370670] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:07.376826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:07.381448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:07.381557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:10.386923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:10.390756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:10.394556] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:10.398898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:10.399019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:13.404178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:13.408204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:13.413896] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:13.417512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:13.417615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:16.422637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:16.427162] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:16.431299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:16.435391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:16.435499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:19.440878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:19.444923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:19.449431] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:19.453942] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:19.454266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:22.459118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:22.463075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:22.467081] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:22.471550] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:22.471670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:25.478171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:25.483106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:25.487287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:25.491827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:25.491943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:28.497726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:28.501868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:28.505543] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:28.509193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:28.509277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:31.516006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:31.521029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:31.525774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:31.529891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:31.529987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:34.535246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:34.539795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:34.543899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:34.547704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:34.547789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:37.555858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:37.560962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:37.566286] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:37.572053] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:37.572182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:40.577211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:40.581464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:40.585115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:40.588859] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:40.588949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:43.593209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:43.597281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:43.601698] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:43.605523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:43.605632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:46.610062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:46.614086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:46.617890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:46.621713] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:46.621818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:49.626412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:49.629973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:49.633559] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:49.636953] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:49.637031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:52.642498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:52.646184] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:52.649841] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:52.653376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:52.653491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:55.658313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:55.662179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:55.666154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:55.670394] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:55.670500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:10:58.675933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:10:58.683271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:10:58.688612] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:10:58.693234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:10:58.693509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:01.699734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:01.704384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:01.709116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:01.713775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:01.713901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:04.720457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:04.726612] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:04.731542] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:04.736269] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:04.736376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:07.741893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:07.745864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:07.750271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:07.754334] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:07.754436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:10.759833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:10.764074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:10.768034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:10.772046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:10.772129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:13.777947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:13.783433] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:13.787449] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:13.791795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:13.792046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:16.797370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:16.801456] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:16.805332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:16.809310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:16.809403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:19.814671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:19.819145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:19.823511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:19.826962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:19.827042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:22.831897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:22.835957] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:22.840099] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:22.844403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:22.844542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:25.849607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:25.853913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:25.858671] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:25.862738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:25.862845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:28.869296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:28.874433] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:28.879803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:28.884517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:28.884631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:31.889726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:31.893846] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:31.897593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:31.901332] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:31.901427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:34.905793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:34.910149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:34.914623] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:34.918717] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:34.918810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:37.923788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:37.927874] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:37.932409] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:37.937275] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:37.937395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:40.942553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:40.946632] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:40.950230] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:40.953880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:40.953977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:43.962910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:43.969790] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:43.975379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:43.980460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:43.980577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:46.987313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:46.992038] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:46.996362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:47.000525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:47.000616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:50.005749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:50.010868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:50.015363] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:50.020009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:50.020112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:53.026131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:53.032446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:53.039609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:53.045154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:53.045236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:56.050457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:56.054751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:56.058633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:56.062208] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:56.062305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:11:59.066833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:11:59.070459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:11:59.073977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:11:59.077422] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:11:59.077502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:02.271238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:02.275330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:02.279305] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:02.283938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:02.284061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:05.290372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:05.325826] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:05.361259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:05.365352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:05.365449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:08.371902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:08.376375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:08.380815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:08.385475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:08.385576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:11.391320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:11.395605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:11.399760] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:11.404777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:11.404963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:14.410238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:14.414681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:14.419421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:14.423636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:14.423765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:17.428708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:17.432408] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:17.436148] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:17.439968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:17.440065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:20.444590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:20.449101] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:20.453410] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:20.457568] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:20.457688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:23.462936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:23.467168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:23.471111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:23.475136] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:23.475255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:26.480773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:26.485293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:26.489284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:26.493225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:26.493326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:29.498911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:29.503628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:29.508118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:29.512231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:29.512331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:32.517720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:32.522531] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:32.526852] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:32.531069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:32.531184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:35.537431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:35.542914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:35.547914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:35.552518] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:35.552634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:38.557599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:38.561984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:38.566178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:38.571526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:38.571683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:41.576633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:41.581451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:41.586204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:41.590022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:41.590139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:44.594350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:44.598474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:44.602474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:44.606138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:44.606242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:47.610616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:47.614328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:47.618180] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:47.622983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:47.623100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:50.630363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:50.635730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:50.641924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:50.646088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:50.646178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:53.650999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:53.655882] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:53.659835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:53.663700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:53.663816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:56.668589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:56.672422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:56.676102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:56.679759] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:56.679857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:12:59.687128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:12:59.693132] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:12:59.698259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:12:59.702629] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:12:59.702891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:02.710408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:02.715037] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:02.719921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:02.724979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:02.725081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:05.729637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:05.734634] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:05.739508] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:05.743220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:05.743305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:08.747722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:08.752220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:08.756081] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:08.760010] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:08.760114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:11.765265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:11.769806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:11.773982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:11.777992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:11.778103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:14.783866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:14.788582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:14.793195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:14.797199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:14.797295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:17.802409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:17.807015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:17.812620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:17.818146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:17.818269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:20.822524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:20.826244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:20.830080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:20.834036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:20.834123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:23.839240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:23.844361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:23.848632] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:23.852692] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:23.852777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:26.857103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:26.861149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:26.864989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:26.868924] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:26.869023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:29.874834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:29.879201] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:29.883346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:29.887544] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:29.887692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:32.895497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:32.899785] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:32.903290] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:32.907034] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:32.907127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:35.912531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:35.919413] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:35.927872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:35.933073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:35.933266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:38.941085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:38.946305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:38.951392] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:38.956096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:38.956214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:41.962554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:41.967913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:41.972591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:41.977557] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:41.977813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:44.984217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:44.988553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:44.992751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:44.997332] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:44.997457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:48.002762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:48.007057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:48.011277] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:48.015146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:48.015243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:51.020749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:51.025168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:51.029062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:51.033011] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:51.033121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:54.038595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:54.042684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:54.046571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:54.050291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:54.050378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:13:57.056248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:13:57.060613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:13:57.064390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:13:57.068058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:13:57.068152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:00.074224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:00.078538] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:00.083041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:00.088363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:00.088577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:03.093817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:03.097730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:03.101761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:03.105497] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:03.105589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:06.111006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:06.145063] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:06.180023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:06.183563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:06.183640] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:09.187903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:09.192317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:09.196879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:09.200630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:09.200746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:12.205694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:12.209693] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:12.213586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:12.217623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:12.217736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:15.222832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:15.226868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:15.230344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:15.233748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:15.233830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:18.239918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:18.245129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:18.250803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:18.255475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:18.255578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:21.260271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:21.264483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:21.268399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:21.272486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:21.272577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:24.278037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:24.282289] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:24.286985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:24.291929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:24.292065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:27.296677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:27.300901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:27.305347] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:27.309433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:27.309728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:30.315780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:30.320264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:30.324206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:30.327969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:30.328067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:33.334022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:33.338144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:33.341996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:33.345809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:33.345887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:36.351032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:36.355977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:36.361005] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:36.366207] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:36.366387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:39.372185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:39.379232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:39.385292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:39.390074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:39.390236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:42.394578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:42.398266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:42.401769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:42.405125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:42.405202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:45.409863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:45.413553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:45.418104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:45.421944] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:45.422038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:48.427296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:48.430901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:48.434263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:48.438778] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:48.438924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:51.444988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:51.449497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:51.453846] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:51.458384] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:51.458478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:54.463189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:54.468458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:54.472375] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:54.476024] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:54.476108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:14:57.481689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:14:57.486012] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:14:57.490249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:14:57.494001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:14:57.494090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:00.499084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:00.503271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:00.507986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:00.512224] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:00.512545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:03.518240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:03.522057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:03.525609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:03.529169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:03.529257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:06.535111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:06.540668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:06.545122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:06.548791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:06.548893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:09.553149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:09.557011] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:09.561962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:09.566785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:09.566903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:12.572346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:12.576639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:12.581917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:12.586869] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:12.587031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:15.593300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:15.597863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:15.601707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:15.605271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:15.605357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:18.611639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:18.617332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:18.623836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:18.629999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:18.630130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:21.634634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:21.638678] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:21.642382] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:21.645898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:21.645978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:24.650998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:24.655482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:24.659450] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:24.663112] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:24.663194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:27.668436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:27.673045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:27.677209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:27.680931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:27.681027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:30.686911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:30.691967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:30.696835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:30.701071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:30.701163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:33.707336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:33.711937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:33.715940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:33.719909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:33.720020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:36.725477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:36.730612] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:36.735025] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:36.739217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:36.739328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:39.744553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:39.748324] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:39.752079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:39.755620] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:39.755731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:42.761042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:42.764814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:42.768341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:42.772125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:42.772224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:45.778227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:45.782826] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:45.787805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:45.792378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:45.792465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:48.797268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:48.800980] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:48.804506] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:48.808137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:48.808248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:51.814882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:51.819403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:51.824051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:51.828159] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:51.828249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:54.834618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:54.839290] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:54.843491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:54.847211] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:54.847291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:15:57.853714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:15:57.858475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:15:57.863131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:15:57.869454] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:15:57.869590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:00.875137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:00.879163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:00.883313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:00.887721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:00.887819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:03.893766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:03.897299] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:03.900768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:03.904118] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:03.904202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:06.909871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:06.914376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:06.919727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:06.924601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:06.924737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:09.929858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:09.934096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:09.937967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:09.941746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:09.941838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:12.947027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:12.951349] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:12.956237] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:12.960549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:12.960781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:15.966268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:15.970767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:15.975171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:15.980262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:15.980368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:18.986086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:18.990302] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:18.994151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:18.997881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:18.997966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:22.003348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:22.007076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:22.010833] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:22.014928] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:22.015056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:25.021878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:25.026952] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:25.030804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:25.034499] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:25.034591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:28.039539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:28.044295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:28.048346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:28.052606] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:28.052762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:31.057442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:31.062116] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:31.066117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:31.069965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:31.070058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:34.075698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:34.079524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:34.083781] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:34.087810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:34.087945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:37.093135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:37.127079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:37.160771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:37.164242] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:37.164323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:40.168947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:40.172441] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:40.175857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:40.179665] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:40.179750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:43.185349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:43.191563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:43.200147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:43.205788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:43.205964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:46.210888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:46.214946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:46.219277] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:46.223788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:46.223912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:49.229450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:49.233841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:49.238028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:49.242088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:49.242202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:52.247102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:52.250988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:52.254687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:52.258252] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:52.258349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:55.263265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:55.266913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:55.271604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:55.276873] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:55.277036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:16:58.282088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:16:58.285961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:16:58.290081] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:16:58.294325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:16:58.294412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:01.303279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:01.307438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:01.311535] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:01.316195] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:01.316365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:04.323494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:04.328303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:04.333027] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:04.337134] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:04.337286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:07.342411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:07.347232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:07.352440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:07.356301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:07.356426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:10.364250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:10.368061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:10.371819] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:10.375668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:10.375752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:13.380561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:13.385369] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:13.389686] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:13.394453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:13.394533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:16.398836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:16.403628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:16.407807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:16.411432] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:16.411515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:19.415920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:19.419639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:19.424045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:19.427459] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:19.427544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:22.432166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:22.436201] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:22.440338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:22.444637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:22.444757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:25.449031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:25.453771] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:25.457694] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:25.461229] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:25.461313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:28.466790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:28.472596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:28.477463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:28.482268] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:28.482386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:31.492315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:31.500504] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:31.511079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:31.517502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:31.517710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:34.521818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:34.525581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:34.529361] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:34.533080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:34.533166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:37.537819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:37.541981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:37.546381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:37.550519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:37.550617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:40.555180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:40.560031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:40.564625] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:40.568910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:40.569004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:43.575532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:43.581680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:43.586712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:43.592242] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:43.592375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:46.598612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:46.604218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:46.608415] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:46.612570] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:46.612789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:49.619880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:49.626227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:49.632529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:49.637511] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:49.637681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:52.644804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:52.649509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:52.653339] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:52.657221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:52.657310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:55.664320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:55.669507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:55.673939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:55.678816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:55.678964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:17:58.684496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:17:58.688824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:17:58.693018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:17:58.697847] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:17:58.697969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:01.702849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:01.707269] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:01.711525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:01.715911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:01.716010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:04.723595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:04.728584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:04.732995] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:04.737095] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:04.737206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:07.741905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:07.746305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:07.750820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:07.755131] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:07.755234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:10.760089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:10.763920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:10.767793] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:10.771628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:10.771747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:13.779232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:13.784462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:13.789270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:13.793291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:13.793385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:16.798268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:16.803040] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:16.807309] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:16.811717] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:16.811842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:19.817952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:19.822735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:19.826509] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:19.830368] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:19.830457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:22.834817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:22.839195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:22.843035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:22.847434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:22.847525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:25.854272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:25.858312] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:25.863128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:25.866825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:25.866912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:28.872076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:28.876277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:28.880481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:28.884455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:28.884553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:31.889967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:31.894585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:31.899058] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:31.902924] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:31.902997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:34.909447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:34.913409] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:34.917385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:34.921433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:34.921520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:37.928205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:37.933761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:37.938080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:37.942489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:37.942632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:40.949188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:40.954344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:40.959127] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:40.964546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:40.964694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:43.970249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:43.974442] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:43.978183] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:43.982391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:43.982485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:46.988189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:46.992224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:46.996212] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:47.000207] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:47.000439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:50.005956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:50.010360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:50.014368] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:50.018605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:50.018729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:53.022931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:53.026491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:53.030037] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:53.034304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:53.034420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:56.039781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:56.045030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:56.049226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:56.052986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:56.053095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:18:59.058419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:18:59.062139] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:18:59.065502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:18:59.069022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:18:59.069100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:02.074043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:02.078141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:02.081922] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:02.085334] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:02.085413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:05.095884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:05.100318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:05.104582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:05.108619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:05.108749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:08.113343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:08.147136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:08.181447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:08.185450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:08.185552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:11.189847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:11.194974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:11.200040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:11.204138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:11.204245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:14.208939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:14.213700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:14.218037] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:14.221811] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:14.221895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:17.227817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:17.231771] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:17.235313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:17.239018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:17.239102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:20.244041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:20.248697] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:20.252364] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:20.256008] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:20.256088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:23.262039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:23.267074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:23.271636] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:23.275772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:23.275879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:26.282505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:26.287515] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:26.293137] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:26.297408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:26.297504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:29.302949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:29.306474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:29.309963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:29.313583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:29.313706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:32.319013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:32.323536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:32.327730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:32.333019] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:32.333205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:35.338691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:35.343177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:35.347176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:35.351491] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:35.351605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:38.356301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:38.360905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:38.365105] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:38.369559] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:38.369734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:41.376607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:41.381362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:41.386231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:41.392035] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:41.392214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:44.397270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:44.401820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:44.406481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:44.410236] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:44.410326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:47.415200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:47.419321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:47.423311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:47.427276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:47.427522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:50.432041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:50.435892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:50.439499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:50.443046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:50.443137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:53.448229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:53.452412] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:53.456583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:53.460934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:53.461063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:56.468700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:56.474741] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:56.479256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:56.483245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:56.483334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:19:59.487927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:19:59.492234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:19:59.496663] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:19:59.500838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:19:59.501191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:02.508256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:02.513924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:02.519063] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:02.523333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:02.523449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:05.530109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:05.534458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:05.539400] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:05.545635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:05.545828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:08.550994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:08.556482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:08.561873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:08.566337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:08.566439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:11.600890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:11.604830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:11.608584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:11.612502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:11.612587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:14.617967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:14.622444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:14.626826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:14.630921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:14.631034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:17.635821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:17.640013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:17.643875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:17.647390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:17.647481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:20.652615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:20.656753] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:20.661232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:20.665033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:20.665147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:23.671802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:23.676419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:23.680440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:23.684062] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:23.684254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:26.689576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:26.693351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:26.697139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:26.701058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:26.701156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:29.707579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:29.712463] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:29.717111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:29.721821] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:29.721939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:32.727462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:32.731374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:32.735045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:32.738696] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:32.738798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:35.744706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:35.748535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:35.752553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:35.756294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:35.756383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:38.762048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:38.766298] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:38.771697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:38.775894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:38.775982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:41.782295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:41.788130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:41.793418] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:41.797143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:41.797224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:44.802508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:44.807145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:44.811789] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:44.816455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:44.816604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:47.822035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:47.825916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:47.829478] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:47.832904] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:47.832982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:50.838020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:50.841530] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:50.845948] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:50.850480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:50.850572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:53.856327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:53.860566] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:53.865719] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:53.871075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:53.871211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:56.876934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:56.881077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:56.885195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:56.889385] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:56.889476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:20:59.896460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:20:59.900575] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:20:59.904987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:20:59.911383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:20:59.911484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:02.917104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:02.920986] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:02.924804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:02.928592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:02.928720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:05.934939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:05.939220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:05.943254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:05.947383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:05.947485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:08.952130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:08.960479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:08.970129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:08.973809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:08.973922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:11.978786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:11.982597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:11.986482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:11.990209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:11.990291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:14.994516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:14.998928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:15.002929] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:15.007458] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:15.007573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:18.014637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:18.020774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:18.026691] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:18.031932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:18.032072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:21.037144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:21.041130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:21.044841] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:21.048454] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:21.048538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:24.053490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:24.057461] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:24.061235] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:24.065217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:24.065359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:27.072198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:27.076800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:27.080455] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:27.084080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:27.084171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:30.089482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:30.093702] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:30.098132] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:30.102479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:30.102586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:33.108229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:33.113525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:33.117808] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:33.121687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:33.121783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:36.127815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:36.132728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:36.137841] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:36.141504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:36.141595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:39.146621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:39.181622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:39.216162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:39.220088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:39.220192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:42.224708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:42.229717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:42.234788] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:42.238484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:42.238591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:45.243322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:45.247614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:45.252212] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:45.255808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:45.255894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:48.260342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:48.264961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:48.269317] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:48.273429] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:48.273531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:51.278538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:51.283828] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:51.288591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:51.293464] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:51.293581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:54.297952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:54.301933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:54.305939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:54.310262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:54.310382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:21:57.316017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:21:57.320578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:21:57.324702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:21:57.328551] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:21:57.328664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:00.333798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:00.337810] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:00.341754] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:00.345519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:00.345624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:03.350132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:03.353892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:03.357528] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:03.361888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:03.362004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:06.368126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:06.373163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:06.378063] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:06.383021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:06.383132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:09.388942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:09.396805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:09.403608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:09.410005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:09.410154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:12.415208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:12.420089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:12.425272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:12.430492] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:12.430594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:15.435725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:15.440750] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:15.445493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:15.450462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:15.450583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:18.454528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:18.458180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:18.462014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:18.465579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:18.465688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:21.471527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:21.475610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:21.479309] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:21.483169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:21.483261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:24.490275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:24.496057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:24.501057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:24.507105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:24.507238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:27.512073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:27.515951] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:27.519620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:27.523235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:27.523318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:30.528428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:30.533471] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:30.537591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:30.543480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:30.543600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:33.548402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:33.552580] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:33.557043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:33.561338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:33.561430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:36.567001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:36.571558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:36.575876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:36.579728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:36.579849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:39.585431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:39.590436] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:39.596044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:39.600078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:39.600164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:42.605171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:42.609315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:42.613293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:42.617445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:42.617541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:45.622826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:45.627131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:45.631427] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:45.635858] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:45.635976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:48.641260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:48.645297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:48.649425] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:48.653325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:48.653423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:51.658319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:51.663025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:51.667799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:51.673679] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:51.673790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:54.680456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:54.684985] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:54.689715] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:54.693788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:54.693884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:22:57.699138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:22:57.703182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:22:57.707195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:22:57.711162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:22:57.711258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:00.717361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:00.722077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:00.726876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:00.731749] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:00.731858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:03.737983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:03.743365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:03.747989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:03.752214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:03.752330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:06.764198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:06.768894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:06.773257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:06.778076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:06.778180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:09.786194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:09.823611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:09.829515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:09.835349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:09.835462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:12.840977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:12.844831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:12.879712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:12.884423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:12.884533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:15.888815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:15.892728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:15.896393] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:15.899931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:15.900015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:18.907630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:18.913999] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:18.919066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:18.922939] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:18.923026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:21.927274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:21.931318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:21.935459] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:21.939278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:21.939362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:24.946403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:24.951888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:24.956859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:24.961623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:24.961743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:27.966615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:27.971019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:27.975266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:27.979044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:27.979134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:30.984799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:30.989011] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:30.992954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:30.996983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:30.997081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:34.002326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:34.007208] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:34.011211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:34.014845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:34.014930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:37.022171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:37.027791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:37.032982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:37.037528] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:37.037624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:40.042542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:40.076225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:40.111590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:40.115503] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:40.115623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:43.120283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:43.124616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:43.128904] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:43.132824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:43.132925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:46.137600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:46.145773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:46.150140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:46.154272] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:46.154387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:49.159475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:49.163621] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:49.168397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:49.172427] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:49.172519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:52.177071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:52.182336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:52.186272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:52.190808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:52.190904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:55.195006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:55.198630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:55.202344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:55.205951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:55.206034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:23:58.210396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:23:58.215035] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:23:58.220859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:23:58.225735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:23:58.225847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:01.230319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:01.234232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:01.237857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:01.242329] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:01.242476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:04.246728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:04.250255] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:04.254188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:04.257833] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:04.257915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:07.262680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:07.266760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:07.273079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:07.276998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:07.277096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:10.287015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:10.301603] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:10.309759] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:10.316417] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:10.316842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:13.323303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:13.328233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:13.332311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:13.335969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:13.336048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:16.341548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:16.346018] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:16.350583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:16.354385] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:16.354479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:19.359070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:19.363113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:19.367109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:19.371096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:19.371193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:22.375898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:22.379392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:22.382983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:22.386390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:22.386470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:25.392951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:25.397199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:25.401308] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:25.406597] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:25.406802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:28.411994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:28.416450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:28.420847] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:28.425125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:28.425237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:31.430528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:31.434071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:31.437668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:31.441444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:31.441534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:34.446907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:34.450832] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:34.454512] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:34.458152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:34.458277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:37.464002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:37.468624] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:37.473209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:37.477419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:37.477529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:40.483253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:40.489703] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:40.494565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:40.498824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:40.499067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:43.504256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:43.508130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:43.511915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:43.515572] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:43.515691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:46.521402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:46.526078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:46.529935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:46.534389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:46.534626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:49.540169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:49.544325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:49.548511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:49.553023] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:49.553175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:52.558411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:52.562029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:52.566132] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:52.569749] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:52.569835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:55.574825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:55.579731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:55.583773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:55.587759] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:55.587868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:24:58.593258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:24:58.597359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:24:58.601113] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:24:58.604506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:24:58.604593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:01.611135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:01.617824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:01.624174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:01.629274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:01.629373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:04.634548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:04.638670] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:04.642306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:04.645718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:04.645795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:07.651816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:07.656432] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:07.660877] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:07.664925] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:07.665034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:10.670065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:10.674511] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:10.678978] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:10.683114] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:10.683232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:13.688621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:13.696599] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:13.701191] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:13.705002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:13.705092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:16.712395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:16.718113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:16.723572] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:16.728390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:16.728496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:19.733433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:19.737556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:19.741448] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:19.744964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:19.745045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:22.751245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:22.757375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:22.762996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:22.768350] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:22.768475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:25.774670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:25.780039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:25.785370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:25.789967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:25.790275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:28.796420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:28.801854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:28.805678] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:28.810612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:28.810811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:31.815922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:31.821030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:31.825577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:31.830537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:31.830675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:34.835516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:34.839991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:34.845096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:34.849262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:34.849357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:37.855277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:37.859893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:37.864369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:37.868921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:37.869026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:40.873879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:40.878695] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:40.883253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:40.886917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:40.887016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:43.893366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:43.899152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:43.903847] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:43.907779] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:43.907905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:46.913505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:46.918619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:46.923761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:46.929141] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:46.929252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:49.934146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:49.938239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:49.942238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:49.946221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:49.946312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:52.951490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:52.955686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:52.959369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:52.963193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:52.963276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:55.970540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:55.977403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:55.982951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:55.988374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:55.988508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:25:58.994594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:25:58.998529] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:25:59.002561] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:25:59.008376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:25:59.008577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:02.015039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:02.020831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:02.025696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:02.029705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:02.029990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:05.036685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:05.042273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:05.047639] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:05.052340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:05.052456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:08.056943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:08.060782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:08.065763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:08.070881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:08.070991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:11.077256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:11.113880] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:11.149813] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:11.154021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:11.154122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:14.158779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:14.162904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:14.167211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:14.171137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:14.171240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:17.177099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:17.181999] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:17.186571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:17.191117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:17.191244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:20.196088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:20.200709] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:20.204527] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:20.208583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:20.208697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:23.214167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:23.219199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:23.223272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:23.227463] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:23.227562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:26.233346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:26.238825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:26.244795] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:26.249493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:26.249589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:29.254024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:29.257810] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:29.261621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:29.265226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:29.265306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:32.272299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:32.277519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:32.282417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:32.286401] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:32.286504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:35.291921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:35.297816] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:35.302209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:35.306119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:35.306237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:38.315279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:38.320213] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:38.324040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:38.327521] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:38.327615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:41.332392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:41.337355] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:41.341924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:41.345851] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:41.345943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:44.350938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:44.355379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:44.359291] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:44.362830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:44.362940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:47.366978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:47.370793] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:47.376098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:47.380660] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:47.380767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:50.386930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:50.391172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:50.394742] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:50.398638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:50.398806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:53.403977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:53.408609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:53.413618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:53.419078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:53.419256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:56.425812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:56.429831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:56.434770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:56.439069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:56.439230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:26:59.445098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:26:59.449271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:26:59.453036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:26:59.457231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:26:59.457333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:02.464612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:02.470165] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:02.475218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:02.481392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:02.481551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:05.488404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:05.494227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:05.498672] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:05.503568] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:05.503821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:08.511517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:08.516854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:08.521958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:08.525901] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:08.525991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:11.531452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:11.535818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:11.541025] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:11.545285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:11.545385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:14.550900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:14.555071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:14.559309] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:14.562843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:14.562927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:17.567484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:17.571823] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:17.576308] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:17.580156] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:17.580254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:20.586713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:20.591151] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:20.595130] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:20.598812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:20.598887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:23.604294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:23.608246] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:23.612559] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:23.617026] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:23.617151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:26.624134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:26.629608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:26.634044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:26.638040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:26.638151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:29.644766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:29.648940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:29.653131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:29.657544] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:29.657632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:32.663587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:32.667727] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:32.671544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:32.675725] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:32.675832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:35.681133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:35.685896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:35.691437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:35.697283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:35.697406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:38.703999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:38.708967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:38.715004] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:38.720592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:38.720750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:41.726253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:41.730896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:41.735007] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:41.738965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:41.739051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:44.743249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:44.747800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:44.752317] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:44.756105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:44.756200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:47.762039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:47.765767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:47.769923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:47.773793] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:47.773912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:50.779928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:50.783476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:50.787297] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:50.791193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:50.791316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:53.796623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:53.800980] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:53.804947] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:53.809198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:53.809310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:56.814773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:56.818939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:56.823508] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:56.828001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:56.828113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:27:59.833312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:27:59.837341] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:27:59.841000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:27:59.844951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:27:59.845032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:02.850227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:02.855269] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:02.860590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:02.865691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:02.865887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:05.871597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:05.876062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:05.880709] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:05.885084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:05.885182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:08.891305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:08.895346] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:08.899710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:08.904054] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:08.904152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:11.910035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:11.915849] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:11.921832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:11.925975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:11.926072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:14.931834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:14.935579] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:14.938928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:14.942201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:14.942278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:17.947681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:17.952672] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:17.956573] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:17.960846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:17.960960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:20.965328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:20.969327] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:20.973041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:20.976600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:20.976722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:23.981353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:23.985519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:23.989473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:23.993325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:23.993418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:26.998625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:27.002928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:27.006839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:27.011564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:27.011711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:30.016537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:30.021528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:30.025756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:30.029418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:30.029504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:33.036709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:33.043711] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:33.049158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:33.054778] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:33.054964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:36.059401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:36.063063] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:36.066617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:36.070152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:36.070234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:39.075145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:39.080606] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:39.085779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:39.090041] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:39.090141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:42.094615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:42.129073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:42.163610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:42.167503] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:42.167605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:45.172533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:45.176321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:45.180269] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:45.184512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:45.184605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:48.192521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:48.199570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:48.206047] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:48.217167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:48.217362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:51.222282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:51.226235] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:51.230827] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:51.234807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:51.234900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:54.239789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:54.244497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:54.248846] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:54.252703] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:54.252809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:28:57.257727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:28:57.262754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:28:57.266771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:28:57.271637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:28:57.271827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:00.275911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:00.282769] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:00.286533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:00.290080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:00.290179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:03.295317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:03.299669] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:03.303806] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:03.307736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:03.307822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:06.313025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:06.316904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:06.320674] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:06.324300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:06.324386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:09.329956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:09.334092] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:09.337982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:09.342314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:09.342412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:12.349075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:12.355611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:12.360739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:12.365307] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:12.365416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:15.369619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:15.373166] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:15.376613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:15.380096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:15.380182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:18.384170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:18.388107] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:18.391999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:18.395985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:18.396082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:21.402674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:21.407159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:21.412076] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:21.416818] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:21.416924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:24.424085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:24.429141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:24.433441] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:24.437412] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:24.437501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:27.442592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:27.446867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:27.450955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:27.454763] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:27.454855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:30.461330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:30.465943] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:30.470517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:30.475016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:30.475122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:33.481027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:33.485142] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:33.489436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:33.493730] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:33.493840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:36.499797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:36.503540] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:36.507238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:36.510934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:36.511020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:39.517711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:39.522567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:39.526436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:39.530009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:39.530109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:42.534834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:42.539318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:42.544211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:42.548200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:42.548291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:45.554554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:45.560697] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:45.566092] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:45.571391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:45.571717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:48.576475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:48.580312] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:48.584322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:48.587806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:48.587886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:51.592412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:51.596835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:51.601168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:51.605498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:51.605600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:54.609858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:54.615914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:54.621241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:54.625020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:54.625107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:29:57.629762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:29:57.633988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:29:57.637888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:29:57.641704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:29:57.641786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:00.645908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:00.650111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:00.654035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:00.657843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:00.657952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:03.662961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:03.668637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:03.673803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:03.677760] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:03.677849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:06.682080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:06.685624] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:06.689285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:06.693132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:06.693216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:09.698128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:09.702200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:09.706206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:09.710106] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:09.710220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:12.746029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:12.750995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:12.756942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:12.761026] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:12.761141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:15.765521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:15.769095] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:15.772986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:15.776691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:15.776799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:18.782036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:18.786872] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:18.792349] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:18.797449] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:18.797568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:21.802411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:21.806309] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:21.810223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:21.813999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:21.814089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:24.819401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:24.823268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:24.827360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:24.831611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:24.831728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:27.836434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:27.840158] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:27.843582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:27.847837] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:27.847968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:30.853072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:30.857529] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:30.861779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:30.865601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:30.865746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:33.872078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:33.875863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:33.879291] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:33.882721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:33.882800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:36.888188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:36.894186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:36.899468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:36.904492] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:36.904804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:39.910711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:39.915348] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:39.920728] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:39.925835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:39.925949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:42.931323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:42.935994] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:42.940109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:42.943780] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:42.943865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:45.949530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:45.953415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:45.957957] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:45.962912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:45.963170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:48.969040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:48.973427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:48.977413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:48.980892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:48.980974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:51.985980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:51.989848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:51.993525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:51.997397] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:51.997492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:55.005730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:55.011468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:55.016046] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:55.020635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:55.020785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:30:58.025827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:30:58.030705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:30:58.035141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:30:58.039080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:30:58.039186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:01.043692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:01.047848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:01.052432] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:01.056405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:01.056497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:04.063302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:04.068169] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:04.072930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:04.077514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:04.077611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:07.083342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:07.088303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:07.092564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:07.096177] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:07.096260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:10.291841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:10.296078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:10.300519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:10.304887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:10.304998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:13.310693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:13.345993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:13.380275] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:13.384674] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:13.384767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:16.389979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:16.394815] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:16.399466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:16.403709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:16.403836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:19.408432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:19.412400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:19.416467] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:19.420880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:19.421001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:22.426048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:22.429721] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:22.433362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:22.437345] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:22.437428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:25.442904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:25.447199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:25.451281] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:25.455431] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:25.455558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:28.461338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:28.465540] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:28.469511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:28.474867] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:28.474973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:31.480591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:31.484766] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:31.489399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:31.493776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:31.493886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:34.500061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:34.505254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:34.509262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:34.513286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:34.513390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:37.519137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:37.523563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:37.528164] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:37.532804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:37.532921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:40.541826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:40.549055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:40.555104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:40.560792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:40.560926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:43.567136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:43.572567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:43.577688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:43.582364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:43.582473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:46.589180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:46.594789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:46.601591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:46.606349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:46.606561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:49.611562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:49.615796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:49.619987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:49.625548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:49.625672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:52.630158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:52.634519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:52.640224] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:52.646192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:52.646324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:55.651503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:55.656796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:55.661048] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:55.665567] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:55.665709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:31:58.672965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:31:58.677374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:31:58.680895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:31:58.684670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:31:58.684761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:01.690966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:01.695419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:01.698977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:01.702697] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:01.702800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:04.707935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:04.712296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:04.716797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:04.721493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:04.721608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:07.727055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:07.732602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:07.736920] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:07.741098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:07.741217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:10.747113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:10.751304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:10.755520] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:10.759399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:10.759482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:13.765143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:13.771462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:13.777043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:13.781091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:13.781206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:16.787625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:16.792048] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:16.796525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:16.801209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:16.801317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:19.807388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:19.812200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:19.816444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:19.820228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:19.820319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:22.825091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:22.828824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:22.832328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:22.836283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:22.836410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:25.840993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:25.844713] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:25.848265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:25.852058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:25.852143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:28.858347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:28.863561] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:28.868318] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:28.872992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:28.873091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:31.878256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:31.882033] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:31.885755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:31.889929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:31.890058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:34.896270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:34.900495] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:34.904316] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:34.907782] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:34.907864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:37.912390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:37.916921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:37.921308] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:37.926137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:37.926252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:40.932778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:40.938400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:40.943156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:40.947447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:40.947546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:43.952108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:43.956448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:43.960679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:43.964310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:43.964393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:46.969897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:46.973868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:46.977672] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:46.981604] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:46.981714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:49.987021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:49.991051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:49.995259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:49.999267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:49.999368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:53.005303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:53.009502] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:53.012977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:53.016852] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:53.016951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:56.023917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:56.027969] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:56.033515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:56.038795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:56.038930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:32:59.045589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:32:59.051417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:32:59.055489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:32:59.059900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:32:59.060006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:02.064441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:02.068800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:02.073837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:02.079388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:02.079501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:05.084567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:05.088505] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:05.092420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:05.096661] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:05.096751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:08.102322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:08.106287] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:08.110985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:08.115204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:08.115296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:11.120623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:11.220003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:11.224385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:11.228959] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:11.229053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:14.233859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:14.267903] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:14.303126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:14.306779] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:14.306857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:17.312561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:17.316740] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:17.320485] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:17.324724] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:17.324855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:20.330234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:20.334724] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:20.339348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:20.343522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:20.343757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:23.349286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:23.353493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:23.357623] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:23.361572] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:23.361712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:26.367508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:26.371993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:26.378031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:26.382430] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:26.382533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:29.388842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:29.393411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:29.397925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:29.402553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:29.402677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:32.408149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:32.412225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:32.415960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:32.419683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:32.419766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:35.425205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:35.428864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:35.433183] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:35.438222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:35.438348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:38.443665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:38.448286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:38.452904] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:38.457392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:38.457502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:41.463877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:41.467902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:41.471457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:41.475579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:41.475703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:44.481395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:44.487083] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:44.492013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:44.495908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:44.495993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:47.501565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:47.507580] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:47.511895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:47.516364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:47.516469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:50.522680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:50.526549] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:50.530143] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:50.533885] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:50.534006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:53.538900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:53.542898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:53.547578] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:53.551469] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:53.551574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:56.556842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:56.560525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:56.565755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:56.570582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:56.570753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:33:59.577261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:33:59.586692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:33:59.592990] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:33:59.597495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:33:59.597755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:02.603274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:02.608360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:02.613354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:02.618566] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:02.618736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:05.623495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:05.627516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:05.631235] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:05.634834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:05.634927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:08.641200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:08.645468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:08.649312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:08.652805] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:08.652883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:11.658151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:11.662629] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:11.667336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:11.671857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:11.671992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:14.676886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:14.681998] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:14.686692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:14.690617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:14.690752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:17.696952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:17.701819] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:17.707420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:17.712888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:17.713020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:20.718862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:20.722759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:20.726328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:20.729964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:20.730043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:23.735313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:23.741411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:23.746635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:23.752124] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:23.752217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:26.757320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:26.762343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:26.767326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:26.772160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:26.772266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:29.777359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:29.781950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:29.786512] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:29.790762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:29.790880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:32.796523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:32.801094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:32.805158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:32.809197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:32.809312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:35.814492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:35.818234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:35.822254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:35.825638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:35.825759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:38.832435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:38.837676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:38.842593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:38.847828] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:38.847929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:41.853307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:41.856792] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:41.860116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:41.863443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:41.863527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:44.868366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:44.872629] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:44.876747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:44.880284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:44.880368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:47.885927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:47.890241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:47.894525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:47.898789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:47.898914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:50.903895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:50.908271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:50.912324] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:50.916245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:50.916345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:53.921502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:53.925738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:53.930250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:53.933855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:53.933940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:56.940427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:56.945578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:56.950710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:56.954791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:56.954873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:34:59.959670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:34:59.963149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:34:59.966483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:34:59.969886] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:34:59.969963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:02.977308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:02.982260] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:02.986768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:02.991740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:02.991858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:05.996494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:06.000099] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:06.003943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:06.007451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:06.007537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:09.013113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:09.017338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:09.021698] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:09.026254] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:09.026383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:12.031977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:12.036985] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:12.040988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:12.044539] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:12.044661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:15.050221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:15.085495] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:15.120211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:15.124282] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:15.124379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:18.129198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:18.133485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:18.137352] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:18.141179] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:18.141282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:21.147718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:21.153124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:21.157845] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:21.161480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:21.161583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:24.167279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:24.171581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:24.175250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:24.179096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:24.179202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:27.184401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:27.188997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:27.193560] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:27.198363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:27.198487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:30.203584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:30.207470] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:30.211265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:30.214932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:30.215032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:33.220349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:33.224527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:33.228581] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:33.232344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:33.232432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:36.238068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:36.242079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:36.245871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:36.250345] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:36.250471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:39.256513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:39.261056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:39.265426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:39.269569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:39.269694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:42.275772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:42.280140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:42.284763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:42.288963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:42.289077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:45.294415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:45.299290] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:45.303928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:45.308057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:45.308140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:48.313792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:48.318024] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:48.322555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:48.326719] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:48.326824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:51.333118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:51.337549] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:51.341785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:51.346256] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:51.346358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:54.352053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:54.356924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:54.362295] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:54.366957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:54.367059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:35:57.372000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:35:57.375728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:35:57.380032] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:35:57.384050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:35:57.384135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:00.388463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:00.392136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:00.395681] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:00.399226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:00.399323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:03.404516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:03.408438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:03.412246] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:03.416111] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:03.416202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:06.425855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:06.431138] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:06.436610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:06.442042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:06.442159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:09.447726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:09.451941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:09.455536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:09.459284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:09.459368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:12.482229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:12.487248] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:12.491510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:12.494981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:12.495061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:15.500251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:15.505085] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:15.509868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:15.513611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:15.513713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:18.518327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:18.523676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:18.528805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:18.533670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:18.533771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:21.539706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:21.543744] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:21.547388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:21.551867] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:21.551964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:24.563134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:24.568546] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:24.573119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:24.577313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:24.577405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:27.583806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:27.588536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:27.593133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:27.597543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:27.597632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:30.603462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:30.608155] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:30.612891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:30.618626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:30.618792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:33.623613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:33.627842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:33.632126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:33.635895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:33.635976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:36.642273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:36.646585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:36.651104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:36.654682] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:36.654762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:39.660281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:39.663951] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:39.668147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:39.672090] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:39.672198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:42.679870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:42.684314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:42.690593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:42.695926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:42.696207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:45.701760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:45.706551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:45.711339] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:45.715137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:45.715220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:48.721099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:48.726170] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:48.732043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:48.736304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:48.736400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:51.741461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:51.745131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:51.749987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:51.754753] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:51.754867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:54.760283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:54.764161] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:54.767758] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:54.772123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:54.772205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:36:57.778159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:36:57.783694] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:36:57.787606] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:36:57.791815] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:36:57.791942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:00.798381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:00.803319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:00.808737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:00.813494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:00.813624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:03.818315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:03.822199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:03.826031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:03.829846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:03.829946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:06.834632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:06.838767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:06.842424] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:06.845966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:06.846041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:09.851525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:09.855554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:09.859369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:09.863233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:09.863330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:12.870702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:12.874351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:12.878174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:12.881961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:12.882078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:15.887154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:15.891933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:15.896110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:15.900006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:15.900106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:18.904920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:18.908826] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:18.912576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:18.916030] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:18.916119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:21.921284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:21.925016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:21.928575] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:21.932241] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:21.932340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:24.937137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:24.940929] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:24.944419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:24.948576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:24.948770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:27.954067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:27.958385] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:27.962770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:27.967235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:27.967355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:30.971883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:30.976692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:30.980788] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:30.984702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:30.984810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:33.989773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:33.993517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:33.997164] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:34.000825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:34.000918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:37.007122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:37.011762] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:37.015558] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:37.020245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:37.020499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:40.025297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:40.029398] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:40.034104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:40.039088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:40.039219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:43.045802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:43.049818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:43.053119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:43.056806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:43.056909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:46.062173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:46.096982] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:46.132412] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:46.136275] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:46.136358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:49.142162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:49.147412] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:49.152380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:49.157583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:49.157732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:52.163020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:52.168613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:52.173011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:52.177231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:52.177346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:55.182001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:55.186844] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:55.191385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:55.194949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:55.195032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:37:58.200484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:37:58.204946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:37:58.209092] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:37:58.213250] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:37:58.213356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:01.219192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:01.224630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:01.233514] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:01.239813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:01.240003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:04.247113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:04.253104] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:04.258513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:04.266006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:04.266387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:07.271762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:07.275817] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:07.280416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:07.284427] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:07.284541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:10.291387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:10.297351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:10.302388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:10.307437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:10.307748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:13.314501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:13.318823] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:13.322954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:13.326838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:13.326953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:16.332041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:16.336298] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:16.340251] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:16.343819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:16.343901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:19.349135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:19.353264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:19.357184] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:19.360995] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:19.361143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:22.369081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:22.374533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:22.379313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:22.384149] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:22.384270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:25.388843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:25.392415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:25.396381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:25.400738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:25.400873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:28.405588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:28.409569] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:28.413136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:28.416630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:28.416744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:31.422192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:31.426291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:31.430263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:31.434212] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:31.434299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:34.440895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:34.446071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:34.450958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:34.455176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:34.455287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:37.460294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:37.464976] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:37.469452] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:37.473888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:37.474030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:40.483026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:40.487474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:40.491753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:40.495706] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:40.495815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:43.502137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:43.506723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:43.510725] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:43.514969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:43.515072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:46.520100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:46.525427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:46.530091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:46.534045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:46.534144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:49.540182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:49.544136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:49.548326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:49.552012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:49.552092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:52.557957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:52.561926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:52.565475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:52.569320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:52.569410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:55.575190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:55.579427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:55.583348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:55.587552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:55.587699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:38:58.593674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:38:58.597635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:38:58.601723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:38:58.605292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:38:58.605377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:01.610869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:01.614519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:01.618103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:01.621741] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:01.621824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:04.627146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:04.631283] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:04.635423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:04.639282] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:04.639361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:07.645446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:07.651203] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:07.655429] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:07.658962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:07.659045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:10.664403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:10.668175] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:10.671875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:10.675284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:10.675409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:13.685522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:13.690077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:13.694687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:13.699137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:13.699439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:16.704609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:16.709491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:16.714180] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:16.718674] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:16.718819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:19.724498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:19.728882] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:19.732688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:19.737497] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:19.737594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:22.743178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:22.747137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:22.751066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:22.754996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:22.755093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:25.760298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:25.764243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:25.768083] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:25.772102] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:25.772192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:28.777153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:28.781207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:28.785112] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:28.789033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:28.789147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:31.794235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:31.798497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:31.802458] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:31.806962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:31.807082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:34.813153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:34.817067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:34.820921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:34.825703] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:34.825849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:37.831718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:37.836022] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:37.840067] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:37.844018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:37.844132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:40.848815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:40.852328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:40.855885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:40.859274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:40.859356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:43.865765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:43.869540] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:43.873286] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:43.877022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:43.877120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:46.882139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:46.886325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:46.890335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:46.893732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:46.893810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:49.898429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:49.904020] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:49.909488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:49.914353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:49.914453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:52.918342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:52.922688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:52.926419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:52.933687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:52.933793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:55.939860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:55.945001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:55.949104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:55.953376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:55.953510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:39:58.959537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:39:58.965014] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:39:58.969923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:39:58.974048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:39:58.974164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:01.979283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:01.983746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:01.987444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:01.991523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:01.991626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:04.999066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:05.004629] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:05.008779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:05.012967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:05.013083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:08.018378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:08.023552] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:08.027828] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:08.032148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:08.032258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:11.037933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:11.042267] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:11.046082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:11.049981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:11.050090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:14.245347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:14.249717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:14.253806] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:14.258055] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:14.258165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:17.264831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:17.300288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:17.336481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:17.341132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:17.341258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:20.345889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:20.349634] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:20.353274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:20.356736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:20.356813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:23.360780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:23.364267] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:23.367847] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:23.371756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:23.371869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:26.377099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:26.381240] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:26.385667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:26.389784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:26.389904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:29.397212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:29.402143] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:29.406704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:29.411511] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:29.411753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:32.417855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:32.422474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:32.427134] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:32.431790] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:32.431898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:35.436638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:35.441133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:35.445240] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:35.449200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:35.449308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:38.453637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:38.457334] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:38.460992] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:38.464808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:38.464893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:41.470284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:41.474931] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:41.479419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:41.483666] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:41.483762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:44.491214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:44.497013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:44.502616] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:44.507748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:44.507851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:47.517437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:47.522692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:47.527267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:47.532088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:47.532209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:50.537600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:50.542420] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:50.547155] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:50.551068] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:50.551294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:53.556933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:53.562455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:53.567479] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:53.571492] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:53.571583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:56.576772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:56.580904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:56.584858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:56.589230] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:56.589330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:40:59.595419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:40:59.600130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:40:59.604313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:40:59.607874] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:40:59.607953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:02.614077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:02.618051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:02.622225] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:02.625888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:02.625973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:05.631245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:05.636026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:05.640631] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:05.645091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:05.645200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:08.651421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:08.656691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:08.661068] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:08.666164] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:08.666268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:11.672274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:11.676883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:11.680899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:11.686206] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:11.686331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:14.692287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:14.696449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:14.700673] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:14.705068] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:14.705178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:17.712307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:17.718728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:17.723928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:17.729420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:17.729554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:20.735902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:20.741485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:20.747875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:20.754565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:20.754864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:23.760159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:23.764520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:23.769308] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:23.774064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:23.774197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:26.779976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:26.783607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:26.787337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:26.791179] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:26.791303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:29.796699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:29.802010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:29.806327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:29.810517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:29.810737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:32.816525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:32.821077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:32.824830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:32.828525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:32.828678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:35.833223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:35.836967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:35.840732] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:35.844444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:35.844535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:38.850231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:38.855521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:38.860406] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:38.865040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:38.865149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:41.870920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:41.876241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:41.880422] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:41.884319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:41.884421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:44.890341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:44.894942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:44.900178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:44.905235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:44.905344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:47.910480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:47.915336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:47.921435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:47.926339] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:47.926477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:50.933107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:50.937526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:50.941932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:50.946502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:50.946666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:53.951458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:53.955111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:53.958796] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:53.962337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:53.962423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:56.969115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:56.973306] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:56.977807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:56.981746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:56.981836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:41:59.986532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:41:59.990743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:41:59.994823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:41:59.998792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:41:59.998891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:03.003754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:03.007423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:03.011397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:03.015201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:03.015291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:06.021332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:06.026844] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:06.030985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:06.035443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:06.035713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:09.042853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:09.047942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:09.055876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:09.060526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:09.060869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:12.065708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:12.069417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:12.073550] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:12.077785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:12.077895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:15.084999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:15.089243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:15.093446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:15.097057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:15.097155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:18.102689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:18.137532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:18.172747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:18.176624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:18.176737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:21.182153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:21.186389] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:21.190177] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:21.193801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:21.193894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:24.198243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:24.202493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:24.206327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:24.210336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:24.210424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:27.215017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:27.218925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:27.222585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:27.226336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:27.226455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:30.231747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:30.237380] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:30.243241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:30.247590] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:30.247724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:33.253417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:33.258057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:33.261905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:33.265541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:33.265622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:36.270616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:36.275608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:36.280249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:36.283873] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:36.283952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:39.289132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:39.292772] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:39.296123] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:39.299558] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:39.299638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:42.304502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:42.308342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:42.311916] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:42.315363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:42.315463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:45.321566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:45.327413] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:45.332844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:45.338447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:45.338557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:48.344503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:48.349542] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:48.354226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:48.357902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:48.357991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:51.362682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:51.366427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:51.370077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:51.373605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:51.373720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:54.379174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:54.383684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:54.387975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:54.392125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:54.392231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:42:57.397704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:42:57.402285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:42:57.406419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:42:57.410270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:42:57.410344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:00.416630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:00.421992] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:00.427223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:00.432338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:00.432456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:03.437530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:03.441990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:03.445620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:03.450355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:03.450447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:06.456518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:06.461717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:06.466805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:06.472135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:06.472243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:09.478323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:09.482720] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:09.486894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:09.490835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:09.490930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:12.495690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:12.531330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:12.535914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:12.545126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:12.545248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:15.550786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:15.555628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:15.751900] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:15.755859] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:15.755940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:18.761422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:18.766993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:18.771942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:18.775948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:18.776035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:21.782242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:21.787010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:21.791681] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:21.795546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:21.795632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:24.800724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:24.804277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:24.808077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:24.811738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:24.811824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:27.816858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:27.821219] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:27.824826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:27.828795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:27.828875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:30.835723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:30.841580] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:30.846893] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:30.851899] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:30.852083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:33.857756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:33.861590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:33.866166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:33.870125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:33.870312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:36.875569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:36.879590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:36.883475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:36.887283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:36.887381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:39.893136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:39.898102] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:39.902340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:39.907137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:39.907268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:42.913254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:42.917973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:42.923154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:42.928010] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:42.928117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:45.932890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:45.937851] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:45.942331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:45.946682] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:45.946789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:48.952060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:48.957170] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:48.961603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:48.965411] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:48.965505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:51.970707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:51.974670] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:51.979786] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:51.984869] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:51.985011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:54.990260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:54.994325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:54.998477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:55.002574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:55.002700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:43:58.008716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:43:58.013114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:43:58.016691] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:43:58.020876] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:43:58.021040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:01.027598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:01.031830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:01.035783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:01.041221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:01.041421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:04.047136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:04.052017] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:04.056029] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:04.060491] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:04.060598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:07.065533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:07.070566] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:07.074628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:07.078804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:07.078951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:10.084167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:10.088243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:10.092345] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:10.096385] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:10.096465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:13.101824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:13.105817] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:13.109713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:13.113396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:13.113500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:16.123684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:16.129047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:16.133001] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:16.136848] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:16.136938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:19.141203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:19.175438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:19.209933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:19.213668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:19.213757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:22.218314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:22.222706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:22.226864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:22.230721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:22.230825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:25.236141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:25.241113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:25.246436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:25.250943] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:25.251038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:28.256039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:28.259840] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:28.263712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:28.268054] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:28.268191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:31.274193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:31.278705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:31.283043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:31.287468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:31.287586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:34.293273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:34.300853] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:34.305362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:34.310669] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:34.310819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:37.315638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:37.319602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:37.323420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:37.327198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:37.327289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:40.331225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:40.334773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:40.338248] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:40.341823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:40.341909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:43.347122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:43.351382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:43.355338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:43.359174] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:43.359266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:46.365483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:46.370019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:46.373862] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:46.377377] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:46.377455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:49.383222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:49.389216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:49.394830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:49.399052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:49.399166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:52.403698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:52.408058] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:52.412008] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:52.415775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:52.415883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:55.420864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:55.424914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:55.428747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:55.436173] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:55.436278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:44:58.443261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:44:58.447902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:44:58.451844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:44:58.455840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:44:58.455937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:01.461431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:01.466041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:01.469697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:01.473790] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:01.473904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:04.479307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:04.483433] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:04.487165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:04.490970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:04.491056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:07.496311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:07.500189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:07.504234] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:07.508283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:07.508387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:10.514541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:10.518936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:10.524108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:10.530066] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:10.530198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:13.536868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:13.547468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:13.553356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:13.558810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:13.558918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:16.564545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:16.569180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:16.573417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:16.577396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:16.577636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:19.583020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:19.588594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:19.593256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:19.596692] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:19.596772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:22.601621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:22.605174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:22.609094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:22.613938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:22.614074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:25.620402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:25.624526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:25.628106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:25.631868] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:25.631949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:28.637151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:28.645120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:28.649101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:28.652555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:28.652638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:31.658095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:31.661779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:31.665822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:31.669912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:31.670009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:34.677301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:34.682807] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:34.687056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:34.691469] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:34.691622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:37.697081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:37.701437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:37.704980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:37.708636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:37.708745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:40.714234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:40.717921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:40.721667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:40.725201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:40.725290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:43.734303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:43.740025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:43.744524] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:43.749907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:43.750053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:46.756683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:46.762182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:46.766946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:46.772096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:46.772210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:49.777582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:49.783229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:49.792531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:49.797326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:49.797484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:52.805905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:52.811236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:52.815956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:52.820155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:52.820367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:55.825978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:55.830759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:55.835444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:55.840181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:55.840284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:45:58.844762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:45:58.849007] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:45:58.852579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:45:58.856996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:45:58.857136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:01.862414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:01.867533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:01.872282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:01.876468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:01.876567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:04.881292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:04.886271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:04.890814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:04.895387] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:04.895477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:07.900236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:07.904666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:07.908539] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:07.912798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:07.912893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:10.918082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:10.922525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:10.926621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:10.930508] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:10.930605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:13.934871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:13.938830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:13.942720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:13.946922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:13.947054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:16.953888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:16.959854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:16.964832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:16.969082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:16.969200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:19.976618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:19.988118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:19.993343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:19.997287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:19.997391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:23.002251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:23.006394] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:23.010435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:23.014829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:23.014935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:26.020890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:26.025080] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:26.029773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:26.034507] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:26.034630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:29.039970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:29.043967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:29.047861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:29.052415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:29.052523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:32.058969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:32.062859] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:32.066891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:32.076062] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:32.076232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:35.080753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:35.084342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:35.088010] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:35.091568] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:35.091735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:38.096481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:38.100475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:38.104462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:38.108192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:38.108288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:41.114730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:41.119335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:41.124359] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:41.129135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:41.129261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:44.136625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:44.144505] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:44.150578] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:44.156270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:44.156420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:47.160959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:47.165381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:47.169755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:47.173494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:47.173728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:50.179058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:50.183588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:50.187923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:50.191510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:50.191596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:53.197225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:53.203181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:53.209057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:53.213703] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:53.213846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:56.219035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:56.223431] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:56.227735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:56.232228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:56.232329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:46:59.236505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:46:59.240350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:46:59.244487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:46:59.248015] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:46:59.248098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:02.254832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:02.263684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:02.268735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:02.273264] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:02.273520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:05.279408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:05.283946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:05.288369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:05.292543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:05.292671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:08.298243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:08.302657] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:08.306713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:08.310909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:08.311011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:11.317359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:11.321874] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:11.326084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:11.330322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:11.330440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:14.335548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:14.339790] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:14.344089] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:14.347924] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:14.348028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:17.353500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:17.358201] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:17.363119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:17.368138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:17.368243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:20.373079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:20.378067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:20.382974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:20.386863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:20.386944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:23.391228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:23.395209] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:23.398998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:23.403062] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:23.403176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:26.409098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:26.413712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:26.418120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:26.422278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:26.422362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:29.428059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:29.432582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:29.436804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:29.440804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:29.440902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:32.448130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:32.457962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:32.464413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:32.469543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:32.469689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:35.478268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:35.482848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:35.486693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:35.491949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:35.492061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:38.497405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:38.501457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:38.505259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:38.508958] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:38.509047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:41.515105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:41.519209] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:41.522967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:41.528042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:41.528167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:44.533105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:44.537445] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:44.541672] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:44.546081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:44.546175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:47.551904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:47.555887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:47.559449] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:47.563064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:47.563146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:50.567265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:50.571700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:50.576018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:50.579628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:50.579730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:53.583903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:53.588815] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:53.593313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:53.597705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:53.597801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:56.603073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:56.606995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:56.610946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:56.614738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:56.614827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:47:59.620750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:47:59.624940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:47:59.628994] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:47:59.632742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:47:59.632847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:02.638006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:02.642415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:02.646832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:02.650980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:02.651078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:05.656103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:05.660241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:05.663963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:05.667468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:05.667552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:08.672329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:08.676444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:08.680435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:08.684202] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:08.684308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:11.690239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:11.695107] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:11.699108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:11.703535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:11.703675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:14.708582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:14.713376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:14.718206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:14.723133] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:14.723242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:17.728502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:17.732794] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:17.736841] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:17.742880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:17.743140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:20.752810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:20.758741] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:20.763498] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:20.767888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:20.767984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:23.773598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:23.778106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:23.782814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:23.786951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:23.787052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:26.791378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:26.795045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:26.798624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:26.802182] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:26.802264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:29.809292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:29.815309] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:29.819822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:29.824582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:29.824761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:32.829442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:32.833991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:32.838393] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:32.842876] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:32.842973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:35.848582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:35.853926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:35.857830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:35.861482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:35.861562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:38.867295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:38.871304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:38.875363] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:38.879119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:38.879195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:41.884871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:41.889564] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:41.894479] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:41.898900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:41.899390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:44.905590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:44.911164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:44.916266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:44.921233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:44.921339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:47.926585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:47.931747] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:47.936703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:47.942347] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:47.942507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:50.947486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:50.951814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:50.956133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:50.959922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:50.960023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:53.965950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:53.969631] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:53.973373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:53.977244] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:53.977367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:48:56.982406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:48:56.986571] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:48:56.993427] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:48:56.997824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:48:56.997927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:00.002985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:00.006580] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:00.010174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:00.014381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:00.014627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:03.020157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:03.024493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:03.029361] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:03.034707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:03.034800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:06.040022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:06.043774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:06.047790] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:06.052446] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:06.052524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:09.058833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:09.063927] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:09.068958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:09.073542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:09.073695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:12.078892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:12.083508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:12.087736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:12.091250] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:12.091329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:15.095513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:15.099732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:15.103550] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:15.109113] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:15.109219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:18.120145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:18.123671] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:18.127490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:18.131108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:18.131182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:21.137638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:21.173674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:21.208618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:21.212694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:21.212788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:24.217687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:24.221864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:24.225802] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:24.229728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:24.229831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:27.235702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:27.241800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:27.247342] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:27.252689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:27.252821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:30.258782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:30.263328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:30.267243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:30.271217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:30.271294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:33.277541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:33.282125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:33.286695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:33.291084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:33.291189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:36.296699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:36.301770] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:36.305744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:36.309525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:36.309632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:39.313596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:39.317675] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:39.321397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:39.325107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:39.325197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:42.334319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:42.338809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:42.342741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:42.346937] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:42.347086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:45.353732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:45.358674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:45.363042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:45.367196] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:45.367311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:48.373940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:48.378013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:48.381620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:48.385708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:48.385783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:51.391353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:51.396555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:51.414466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:51.419548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:51.419694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:54.425523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:54.431475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:54.437196] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:54.441175] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:54.441269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:49:57.447223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:49:57.451633] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:49:57.456513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:49:57.460571] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:49:57.460675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:00.464946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:00.469415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:00.473613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:00.477364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:00.477460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:03.482879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:03.486882] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:03.491996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:03.496614] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:03.496724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:06.500815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:06.504446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:06.507988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:06.511668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:06.511752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:09.516192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:09.520550] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:09.524516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:09.528722] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:09.528832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:12.533014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:12.536687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:12.540412] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:12.544306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:12.544452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:15.579162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:15.583122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:15.586851] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:15.590407] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:15.590494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:18.597081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:18.601909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:18.606479] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:18.611261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:18.611368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:21.616033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:21.620940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:21.624988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:21.628564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:21.628701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:24.633090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:24.636968] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:24.641590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:24.646574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:24.646726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:27.652616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:27.656971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:27.661954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:27.666594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:27.666735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:30.676733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:30.683436] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:30.689812] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:30.695228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:30.695374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:33.700526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:33.705104] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:33.709502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:33.713231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:33.713328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:36.718309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:36.722281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:36.726502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:36.730556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:36.730670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:39.735482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:39.740149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:39.745912] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:39.750761] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:39.750895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:42.755450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:42.759393] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:42.763066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:42.766563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:42.766680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:45.771914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:45.775480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:45.779192] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:45.783173] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:45.783277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:48.789502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:48.793759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:48.797481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:48.803466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:48.803590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:51.809231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:51.814428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:51.818993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:51.823498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:51.823622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:54.832847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:54.837168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:54.841748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:54.846203] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:54.846314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:50:57.851578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:50:57.856254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:50:57.860341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:50:57.865326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:50:57.865424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:00.874837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:00.880330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:00.885858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:00.891323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:00.891461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:03.895961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:03.899936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:03.903992] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:03.907532] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:03.907616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:06.912902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:06.916757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:06.920109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:06.923513] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:06.923593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:09.928008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:09.931676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:09.935056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:09.938455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:09.938538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:12.944478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:12.949418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:12.953090] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:12.957218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:12.957326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:15.962082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:15.965922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:15.969848] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:15.973712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:15.973803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:18.985228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:18.989677] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:18.993998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:18.998109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:18.998196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:22.007427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:22.309160] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:22.345702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:22.351349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:22.351487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:25.357743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:25.361688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:25.366721] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:25.370815] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:25.370936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:28.376383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:28.382246] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:28.387138] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:28.391812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:28.391940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:31.397091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:31.402545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:31.408330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:31.413860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:31.413987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:34.419294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:34.424305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:34.428533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:34.432958] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:34.433086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:37.437915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:37.442871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:37.447198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:37.452027] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:37.452135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:40.459108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:40.465156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:40.471019] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:40.476807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:40.477013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:43.484081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:43.488997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:43.493045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:43.497036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:43.497116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:46.502053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:46.505843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:46.510426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:46.515533] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:46.515669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:49.522057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:49.526429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:49.531420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:49.535707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:49.535849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:52.541044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:52.545872] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:52.550202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:52.554096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:52.554233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:55.559973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:55.563991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:55.568259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:55.572450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:55.572592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:51:58.577339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:51:58.581289] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:51:58.585050] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:51:58.588954] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:51:58.589052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:01.596487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:01.601555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:01.606026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:01.610017] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:01.610157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:04.616323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:04.621956] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:04.626477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:04.631638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:04.631818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:07.636898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:07.640790] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:07.644869] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:07.649098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:07.649210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:10.655187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:10.660196] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:10.664774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:10.669546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:10.669696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:13.674108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:13.677783] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:13.681435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:13.684915] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:13.685006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:16.689988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:16.693983] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:16.697928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:16.701845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:16.701932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:19.708153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:19.713378] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:19.717471] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:19.721272] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:19.721360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:22.725793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:22.730857] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:22.736824] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:22.743562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:22.743722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:25.749038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:25.753196] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:25.758004] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:25.762028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:25.762127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:28.767035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:28.770946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:28.774612] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:28.778510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:28.778670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:31.783271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:31.787744] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:31.792989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:31.798138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:31.798265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:34.802322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:34.806016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:34.810383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:34.814083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:34.814188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:37.819875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:37.824307] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:37.829571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:37.833947] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:37.834028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:40.839183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:40.844732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:40.852352] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:40.856800] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:40.856930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:43.861765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:43.867534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:43.873436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:43.878352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:43.878451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:46.883326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:46.887805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:46.892172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:46.895998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:46.896085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:49.900511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:49.904555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:49.908581] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:49.912339] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:49.912447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:52.916735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:52.920932] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:52.925299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:52.929408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:52.929520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:55.934513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:55.938748] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:55.943448] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:55.948622] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:55.948788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:52:58.953146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:52:58.957009] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:52:58.960951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:52:58.964934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:52:58.965030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:01.970416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:01.974922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:01.979470] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:01.983686] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:01.983799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:04.992042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:04.996125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:05.000182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:05.004008] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:05.004104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:08.010069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:08.014500] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:08.018407] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:08.022619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:08.022734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:11.027707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:11.032380] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:11.037569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:11.042193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:11.042289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:14.047403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:14.082337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:14.086980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:14.091289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:14.091394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:17.096987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:17.100897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:17.135502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:17.139240] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:17.139325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:20.171538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:20.176093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:20.179860] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:20.184673] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:20.184788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:23.189961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:23.194262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:23.198518] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:23.204591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:23.204716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:26.210159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:26.214456] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:26.218367] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:26.222257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:26.222348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:29.228362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:29.232131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:29.235424] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:29.239154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:29.239233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:32.244368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:32.248447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:32.252779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:32.256456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:32.256550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:35.263824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:35.268139] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:35.272056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:35.276515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:35.276692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:38.282932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:38.286776] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:38.290307] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:38.294031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:38.294119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:41.299011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:41.302519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:41.306065] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:41.309554] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:41.309659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:44.314117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:44.318296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:44.322433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:44.326194] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:44.326282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:47.331611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:47.335602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:47.339608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:47.343333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:47.343428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:50.350110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:50.355006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:50.364044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:50.368688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:50.368805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:53.374114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:53.379414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:53.385545] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:53.390405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:53.390534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:56.395078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:56.398732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:56.402329] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:56.405972] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:56.406062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:53:59.411133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:53:59.415988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:53:59.421540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:53:59.426363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:53:59.426473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:02.431692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:02.435575] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:02.439207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:02.442902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:02.443013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:05.448584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:05.452531] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:05.456247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:05.460196] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:05.460275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:08.465400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:08.469577] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:08.473738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:08.477562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:08.477693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:11.485383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:11.490053] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:11.496842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:11.503108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:11.503377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:14.507359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:14.511125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:14.514707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:14.518176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:14.518259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:17.524353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:17.528323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:17.532390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:17.536598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:17.536715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:20.542739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:20.547506] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:20.551914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:20.557137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:20.557261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:23.563148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:23.569733] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:23.576967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:23.582746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:23.582909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:26.587374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:26.591448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:26.595328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:26.599009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:26.599126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:29.604317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:29.608275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:29.612594] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:29.615942] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:29.616019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:32.620094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:32.623604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:32.627108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:32.630746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:32.630834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:35.640029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:35.645767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:35.650736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:35.654349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:35.654448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:38.659953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:38.664701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:38.668783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:38.672585] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:38.672692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:41.678786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:41.682878] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:41.687091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:41.690912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:41.691002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:44.695673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:44.699998] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:44.704131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:44.708220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:44.708325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:47.715892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:47.721824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:47.727111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:47.732775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:47.732885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:50.739544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:50.743678] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:50.748957] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:50.753439] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:50.753550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:53.760616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:53.765604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:53.770970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:53.776039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:53.776133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:56.780399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:56.784674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:56.791973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:56.796512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:56.796624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:54:59.801634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:54:59.806512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:54:59.811028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:54:59.815012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:54:59.815135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:02.819517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:02.823442] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:02.827105] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:02.830899] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:02.830987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:05.835609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:05.839623] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:05.843903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:05.847710] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:05.847793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:08.853275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:08.857590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:08.862405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:08.866271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:08.866372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:11.870528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:11.874119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:11.877807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:11.881421] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:11.881509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:14.887077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:14.891777] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:14.896747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:14.900744] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:14.900866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:17.905728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:17.909630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:17.913342] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:17.916977] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:17.917102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:20.922632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:20.927354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:20.933910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:20.937956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:20.938048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:23.942782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:23.947782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:23.953753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:23.958574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:23.958715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:26.964987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:26.969432] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:26.973914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:26.978405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:26.978521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:29.984672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:29.989357] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:29.992980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:29.996484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:29.996570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:33.001149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:33.005539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:33.009599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:33.013590] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:33.013711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:36.018415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:36.023203] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:36.027600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:36.033070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:36.033280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:39.040089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:39.044898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:39.049755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:39.054140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:39.054281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:42.058268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:42.063118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:42.066761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:42.070111] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:42.070187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:45.074318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:45.078293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:45.082077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:45.085986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:45.086075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:48.092555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:48.097042] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:48.102156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:48.106735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:48.106845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:51.206074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:51.210504] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:51.216286] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:51.220132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:51.220216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:54.226013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:54.261193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:54.295943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:54.300198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:54.300280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:55:57.304895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:55:57.309186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:55:57.313086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:55:57.316849] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:55:57.316940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:00.323071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:00.327836] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:00.332852] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:00.337525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:00.337719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:03.344878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:03.350136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:03.356476] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:03.362401] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:03.362560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:06.367391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:06.371679] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:06.375391] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:06.379255] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:06.379345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:09.385914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:09.391295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:09.396079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:09.400161] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:09.400244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:12.406121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:12.410264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:12.414437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:12.418472] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:12.418560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:15.424562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:15.430192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:15.434840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:15.439281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:15.439385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:18.445389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:18.449303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:18.453999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:18.458817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:18.458918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:21.465664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:21.470598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:21.475517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:21.480928] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:21.481030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:24.486765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:24.492418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:24.497829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:24.502319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:24.502436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:27.507428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:27.511226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:27.516394] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:27.520676] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:27.520799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:30.527234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:30.533205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:30.538509] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:30.543327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:30.543439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:33.548180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:33.551937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:33.556006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:33.559885] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:33.560001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:36.565900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:36.570755] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:36.575129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:36.580034] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:36.580151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:39.585619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:39.590219] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:39.594275] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:39.598135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:39.598305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:42.604047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:42.608446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:42.613840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:42.618965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:42.619087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:45.624327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:45.628469] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:45.632584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:45.637519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:45.637738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:48.643386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:48.648517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:48.659897] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:48.664888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:48.665019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:51.673682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:51.677991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:51.682238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:51.686528] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:51.686611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:54.693792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:54.699476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:54.705123] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:54.710868] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:54.711072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:56:57.716755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:56:57.720347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:56:57.724083] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:56:57.728563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:56:57.728789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:00.735099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:00.740198] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:00.744341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:00.748630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:00.748760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:03.754283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:03.760156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:03.764843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:03.769128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:03.769225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:06.774109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:06.777815] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:06.781276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:06.784670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:06.784748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:09.791008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:09.795666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:09.800321] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:09.805255] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:09.805362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:12.810731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:12.815536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:12.820593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:12.825310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:12.825425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:15.829625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:15.833163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:15.837150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:15.841217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:15.841323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:18.846312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:18.851729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:18.856770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:18.861415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:18.861523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:21.867116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:21.871450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:21.875807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:21.879854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:21.879948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:24.884439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:24.889197] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:24.893735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:24.898172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:24.898262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:27.903773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:27.908906] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:27.913018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:27.916889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:27.917004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:30.923048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:30.926997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:30.930671] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:30.934235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:30.934321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:33.939867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:33.944090] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:33.948140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:33.952284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:33.952390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:36.958117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:36.962846] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:36.968182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:36.971967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:36.972050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:39.976318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:39.981047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:39.985006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:39.988953] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:39.989039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:42.995282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:42.999918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:43.004235] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:43.008451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:43.008600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:46.013431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:46.017915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:46.022272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:46.026456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:46.026549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:49.032194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:49.036336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:49.041274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:49.046051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:49.046191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:52.053848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:52.058297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:52.062202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:52.065991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:52.066088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:55.072767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:55.107842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:55.144069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:55.148405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:55.148490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:57:58.154443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:57:58.158966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:57:58.162586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:57:58.166278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:57:58.166364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:01.172077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:01.177302] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:01.182052] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:01.186235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:01.186342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:04.192198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:04.197923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:04.203559] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:04.208605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:04.208767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:07.213543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:07.217993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:07.222510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:07.226616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:07.226765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:10.230919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:10.234803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:10.238717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:10.242335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:10.242419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:13.246954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:13.253051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:13.257117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:13.261171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:13.261265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:16.266913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:16.271981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:16.276969] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:16.281997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:16.282119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:19.287144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:19.291833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:19.296702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:19.301684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:19.301808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:22.307689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:22.312523] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:22.317040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:22.320956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:22.321061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:25.325933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:25.330799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:25.335507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:25.339694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:25.339788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:28.344698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:28.348406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:28.352060] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:28.355742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:28.355822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:31.360757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:31.365474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:31.370389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:31.375580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:31.375705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:34.380748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:34.385225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:34.389569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:34.393635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:34.393767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:37.399011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:37.403019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:37.406935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:37.410527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:37.410679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:40.417286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:40.421676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:40.426459] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:40.430824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:40.430925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:43.436663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:43.441121] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:43.445231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:43.449274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:43.449375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:46.454518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:46.458460] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:46.462826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:46.466950] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:46.467059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:49.473372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:49.479114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:49.484021] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:49.488460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:49.488610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:52.495187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:52.499811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:52.503711] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:52.507515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:52.507619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:55.515608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:55.528051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:55.534783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:55.540013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:55.540148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:58:58.545962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:58:58.550588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:58:58.555439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:58:58.559618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:58:58.559725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:01.565762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:01.570192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:01.574201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:01.578171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:01.578256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:04.584720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:04.590760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:04.596413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:04.602409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:04.602556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:07.608560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:07.614627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:07.619769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:07.624527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:07.624717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:10.629976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:10.634094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:10.638264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:10.641822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:10.641906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:13.647989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:13.654304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:13.659243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:13.665323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:13.665476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:16.670867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:16.675355] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:16.679732] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:16.685821] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:16.686056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:19.693781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:19.698329] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:19.702334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:19.706937] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:19.707034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:22.712418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:22.717173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:22.720836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:22.725197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:22.725338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:25.732457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:25.739411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:25.744852] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:25.749845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:25.750016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:28.757338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:28.763190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:28.767773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:28.771695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:28.771804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:31.778444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:31.783532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:31.788465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:31.793578] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:31.793757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:34.801374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:34.806722] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:34.811776] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:34.816960] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:34.817074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:37.823372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:37.827618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:37.831975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:37.836865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:37.836967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:40.841542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:40.845365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:40.849237] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:40.852884] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:40.852962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:43.859443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:43.864163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:43.872756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:43.877521] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:43.877623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:46.883259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:46.888076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:46.893791] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:46.899836] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:46.900004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:49.905090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:49.909444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:49.914026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:49.918561] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:49.918716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:52.925671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:52.931065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:52.936531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:52.941935] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:52.942052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:55.947636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:55.953437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:55.958051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:55.962391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:55.962521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T18:59:58.968157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T18:59:58.973187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T18:59:58.978837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T18:59:58.983269] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T18:59:58.983364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:01.990555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:01.995667] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:02.000144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:02.006453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:02.006569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:05.013959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:05.020756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:05.025667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:05.031078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:05.031227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:08.037422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:08.041831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:08.045892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:08.050068] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:08.050150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:11.055665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:11.059398] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:11.062971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:11.066917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:11.067008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:14.073329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:14.077888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:14.081996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:14.085992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:14.086113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:17.122725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:17.127984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:17.132181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:17.136712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:17.136841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:20.142703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:20.148872] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:20.153939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:20.158508] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:20.158674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:23.163183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:23.167346] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:23.171864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:23.176098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:23.176224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:26.181125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:26.215801] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:26.250694] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:26.254845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:26.254954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:29.259447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:29.263231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:29.267385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:29.271115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:29.271205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:32.276166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:32.280537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:32.284523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:32.288213] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:32.288318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:35.294205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:35.299305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:35.304169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:35.309161] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:35.309292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:38.313960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:38.318356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:38.322820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:38.327799] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:38.327910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:41.332139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:41.335776] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:41.339308] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:41.342620] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:41.342720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:44.348151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:44.353914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:44.358935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:44.364138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:44.364305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:47.370200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:47.375204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:47.379873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:47.384773] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:47.384892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:50.389896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:50.393774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:50.397576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:50.401453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:50.401594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:53.408072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:53.414617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:53.420302] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:53.425279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:53.425422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:56.429773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:56.433834] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:56.437591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:56.444795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:56.444904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:00:59.454696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:00:59.459844] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:00:59.465049] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:00:59.470037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:00:59.470152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:02.474374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:02.478229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:02.481891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:02.485591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:02.485708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:05.492783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:05.497225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:05.501228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:05.505165] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:05.505272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:08.510978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:08.515877] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:08.520519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:08.524971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:08.525128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:11.529355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:11.532891] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:11.536187] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:11.539506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:11.539585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:14.543621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:14.547300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:14.550903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:14.554254] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:14.554336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:17.563551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:17.570114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:17.574632] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:17.579082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:17.579247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:20.583675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:20.587537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:20.591219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:20.594907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:20.595108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:23.599552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:23.603363] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:23.607002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:23.610538] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:23.610619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:26.615971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:26.619805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:26.623723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:26.627103] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:26.627183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:29.631757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:29.636424] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:29.640761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:29.644597] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:29.644713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:32.649939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:32.654192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:32.658266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:32.662336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:32.662440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:35.667846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:35.671829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:35.675722] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:35.679632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:35.679760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:38.684898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:38.690103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:38.695229] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:38.700192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:38.700300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:41.706126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:41.711321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:41.716201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:41.720548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:41.720691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:44.727316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:44.732374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:44.737246] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:44.741691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:44.741817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:47.750394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:47.758121] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:47.765170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:47.771724] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:47.771876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:50.777130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:50.782405] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:50.786629] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:50.790878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:50.790980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:53.796145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:53.801564] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:53.806047] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:53.810972] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:53.811117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:56.818177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:56.824553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:56.830865] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:56.835878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:56.836056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:01:59.841885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:01:59.847075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:01:59.851668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:01:59.855568] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:01:59.855695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:02.862077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:02.866662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:02.870679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:02.874849] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:02.874966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:05.880262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:05.884479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:05.888914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:05.893414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:05.893548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:08.899851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:08.904814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:08.908603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:08.912352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:08.912466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:11.916674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:11.920914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:11.925432] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:11.929797] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:11.929937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:14.935782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:14.940421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:14.944585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:14.948375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:14.948458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:17.953492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:17.957497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:17.961305] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:17.965049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:17.965160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:20.970516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:20.974934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:20.978949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:20.982580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:20.982700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:23.988564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:23.996488] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:24.001762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:24.006415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:24.006544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:27.013249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:27.113587] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:27.148413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:27.153220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:27.153319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:30.158673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:30.162763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:30.167257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:30.171785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:30.171893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:33.177080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:33.181028] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:33.184765] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:33.188397] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:33.188499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:36.194311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:36.198001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:36.201799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:36.206133] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:36.206244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:39.211448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:39.215986] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:39.221239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:39.225515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:39.225611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:42.232843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:42.238194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:42.244193] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:42.249719] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:42.249911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:45.256147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:45.260864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:45.265327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:45.269257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:45.269355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:48.276666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:48.281172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:48.285482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:48.290312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:48.290422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:51.294977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:51.299243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:51.303420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:51.307616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:51.307782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:54.314848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:54.319976] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:54.324423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:54.328552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:54.328713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:02:57.334471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:02:57.340774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:02:57.346132] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:02:57.350405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:02:57.350525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:00.355007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:00.358764] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:00.362515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:00.366187] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:00.366274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:03.371508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:03.375301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:03.379013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:03.382711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:03.382806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:06.389435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:06.394422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:06.399906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:06.405115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:06.405236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:09.410857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:09.415891] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:09.421170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:09.426080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:09.426210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:12.431817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:12.436421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:12.441038] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:12.444736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:12.444816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:15.452492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:15.486698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:15.491322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:15.495504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:15.495607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:18.500933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:18.505186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:18.539633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:18.543599] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:18.543700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:21.550928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:21.555687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:21.560169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:21.564247] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:21.564365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:24.569980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:24.574333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:24.578497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:24.582914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:24.583059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:27.589189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:27.595033] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:27.601859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:27.606809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:27.606935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:30.613044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:30.617014] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:30.622094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:30.626470] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:30.626582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:33.634211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:33.640812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:33.646755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:33.653399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:33.653567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:36.659578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:36.664312] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:36.669459] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:36.674045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:36.674160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:39.680272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:39.684536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:39.690558] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:39.695147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:39.695276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:42.702604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:42.709369] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:42.714954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:42.719557] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:42.719699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:45.723918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:45.727885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:45.732021] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:45.736461] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:45.736595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:48.743091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:48.747948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:48.752718] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:48.756755] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:48.756840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:51.762794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:51.767667] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:51.772749] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:51.777827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:51.777984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:54.782844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:54.787271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:54.791943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:54.795704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:54.795795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:03:57.801605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:03:57.806725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:03:57.812303] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:03:57.816548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:03:57.816681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:00.823161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:00.827860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:00.832106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:00.836986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:00.837313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:03.842321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:03.846705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:03.850937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:03.854944] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:03.855069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:06.860151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:06.864717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:06.869497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:06.873893] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:06.874191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:09.879501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:09.884124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:09.888149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:09.892306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:09.892400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:12.897758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:12.902883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:12.907594] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:12.912205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:12.912328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:15.917134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:15.921341] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:15.925529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:15.929809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:15.929937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:18.935128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:18.939051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:18.942682] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:18.946447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:18.946531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:21.952139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:21.955790] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:21.959322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:21.963242] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:21.963329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:24.969183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:24.973558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:24.977873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:24.982127] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:24.982218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:27.988001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:27.994618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:28.000535] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:28.006688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:28.006839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:31.013025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:31.017286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:31.020998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:31.024496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:31.024581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:34.030831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:34.035910] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:34.040890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:34.045633] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:34.045788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:37.050374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:37.054322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:37.058423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:37.062996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:37.063264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:40.068768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:40.073056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:40.077113] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:40.081041] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:40.081144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:43.086739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:43.090858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:43.094733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:43.098508] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:43.098630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:46.103889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:46.108194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:46.112836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:46.117324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:46.117452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:49.123187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:49.128681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:49.133295] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:49.138524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:49.138712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:52.144291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:52.148216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:52.152156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:52.155801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:52.155881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:55.254815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:55.260779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:55.265054] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:55.268909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:55.268992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:04:58.274202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:04:58.279692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:04:58.284185] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:04:58.289066] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:04:58.289155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:01.295903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:01.301320] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:01.306609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:01.311749] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:01.311864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:04.316600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:04.321062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:04.325771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:04.330548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:04.330868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:07.336110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:07.340563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:07.344899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:07.349378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:07.349616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:10.355498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:10.360282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:10.364329] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:10.368718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:10.368819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:13.373696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:13.377584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:13.381750] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:13.386118] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:13.386228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:16.391726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:16.395984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:16.399901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:16.403478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:16.403576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:19.408952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:19.413120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:19.417239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:19.421552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:19.421689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:22.427688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:22.432273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:22.436536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:22.440935] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:22.441074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:25.446681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:25.451615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:25.455815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:25.460516] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:25.460690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:28.465525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:28.470326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:28.474946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:28.478718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:28.478801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:31.484099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:31.488413] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:31.492720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:31.496723] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:31.496839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:34.504897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:34.510846] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:34.516895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:34.523310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:34.523558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:37.528518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:37.532519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:37.536580] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:37.540286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:37.540366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:40.548201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:40.553743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:40.559451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:40.564747] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:40.564863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:43.569696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:43.574309] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:43.578747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:43.583017] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:43.583144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:46.588260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:46.592172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:46.596031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:46.599986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:46.600078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:49.604701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:49.608427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:49.616013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:49.619723] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:49.619818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:52.626102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:52.630444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:52.634522] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:52.638958] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:52.639084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:55.645106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:55.649127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:55.653230] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:55.657076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:55.657193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:05:58.662946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:05:58.668791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:05:58.674092] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:05:58.678959] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:05:58.679086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:01.684400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:01.689035] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:01.693381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:01.697840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:01.697978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:04.702707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:04.706609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:04.710911] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:04.714607] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:04.714745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:07.720147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:07.723970] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:07.727595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:07.731346] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:07.731427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:10.736635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:10.741124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:10.745042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:10.749012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:10.749098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:13.754515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:13.759433] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:13.764864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:13.770170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:13.770296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:16.775701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:16.779298] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:16.782975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:16.786684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:16.786781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:19.793124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:19.797734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:19.802104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:19.806496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:19.806587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:22.811528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:22.815721] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:22.819837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:22.825320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:22.825421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:25.831967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:25.836387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:25.840800] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:25.844974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:25.845132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:28.851306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:28.856952] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:28.862581] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:28.867081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:28.867194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:31.872885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:31.877774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:31.882873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:31.887135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:31.887253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:34.892010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:34.896173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:34.900544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:34.904613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:34.904773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:37.911207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:37.916041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:37.920953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:37.926036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:37.926187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:40.931368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:40.936668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:40.940597] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:40.944135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:40.944220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:43.950292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:43.954325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:43.958955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:43.963166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:43.963253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:46.967999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:46.971877] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:46.976483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:46.980351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:46.980444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:49.985311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:49.990497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:49.994841] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:49.999839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:49.999967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:53.005708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:53.009871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:53.013371] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:53.017495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:53.017599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:56.216118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:56.220129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:56.224166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:56.227829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:56.227905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:06:59.232528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:06:59.267097] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:06:59.301667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:06:59.305388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:06:59.305474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:02.312061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:02.318128] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:02.325964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:02.332001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:02.332200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:05.337073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:05.341232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:05.345305] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:05.349339] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:05.349447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:08.355392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:08.359602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:08.363069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:08.366584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:08.366686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:11.371405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:11.376239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:11.381322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:11.385791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:11.385915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:14.391955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:14.396611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:14.401172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:14.405166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:14.405263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:17.409853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:17.414230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:17.418414] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:17.422723] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:17.422845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:20.427553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:20.431537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:20.435782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:20.440512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:20.440612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:23.445426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:23.449732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:23.453984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:23.458110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:23.458221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:26.463911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:26.468003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:26.472263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:26.476492] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:26.476599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:29.481971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:29.487176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:29.492855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:29.497091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:29.497182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:32.501556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:32.506440] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:32.511261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:32.515290] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:32.515392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:35.520885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:35.525262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:35.529490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:35.534949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:35.535041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:38.540468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:38.544154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:38.548404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:38.552837] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:38.552921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:41.558378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:41.563491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:41.568634] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:41.574220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:41.574387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:44.580270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:44.584545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:44.588206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:44.601543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:44.601896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:47.607389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:47.612093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:47.617789] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:47.622993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:47.623128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:50.628676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:50.632947] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:50.637886] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:50.642831] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:50.642917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:53.647556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:53.651607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:53.655135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:53.659050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:53.659258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:56.665225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:56.669258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:56.674093] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:56.678433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:56.678547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:07:59.684072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:07:59.689235] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:07:59.694702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:07:59.699227] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:07:59.699343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:02.705987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:02.710479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:02.714104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:02.717838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:02.717920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:05.723398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:05.727698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:05.731706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:05.736504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:05.736672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:08.742363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:08.746352] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:08.750547] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:08.755255] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:08.755372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:11.762393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:11.767620] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:11.772587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:11.777158] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:11.777251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:14.783555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:14.788498] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:14.793157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:14.797396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:14.797511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:17.801891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:17.805686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:17.809630] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:17.813327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:17.813417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:20.818302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:20.823342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:20.827604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:20.832413] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:20.832513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:23.837207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:23.841920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:23.847024] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:23.852435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:23.852630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:26.859138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:26.863367] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:26.867100] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:26.870683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:26.870771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:29.876132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:29.880800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:29.885201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:29.888967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:29.889052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:32.894146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:32.898400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:32.903345] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:32.907808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:32.907918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:35.914885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:35.919331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:35.923793] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:35.927483] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:35.927741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:38.934720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:38.940569] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:38.946123] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:38.951327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:38.951436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:41.956887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:41.961943] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:41.967256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:41.972609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:41.972743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:44.978195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:44.982513] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:44.986170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:44.990231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:44.990318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:47.994998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:47.999086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:48.004203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:48.009929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:48.010035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:51.015200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:51.019765] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:51.023909] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:51.028037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:51.028134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:54.034252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:54.038183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:54.041761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:54.045675] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:54.045779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:08:57.144314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:08:57.148929] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:08:57.153632] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:08:57.158196] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:08:57.158308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:00.162725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:00.203757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:00.238888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:00.242740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:00.242853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:03.249532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:03.254451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:03.258610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:03.262299] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:03.262393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:06.269019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:06.274802] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:06.282858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:06.288095] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:06.288263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:09.293975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:09.297997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:09.302206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:09.306487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:09.306567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:12.311786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:12.316328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:12.320420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:12.324176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:12.324284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:15.328252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:15.331868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:15.335460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:15.339181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:15.339265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:18.344058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:18.349103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:18.353555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:18.357596] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:18.357727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:21.363385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:21.368366] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:21.373268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:21.377663] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:21.377775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:24.382193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:24.386279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:24.390491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:24.394535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:24.394674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:27.400385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:27.404680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:27.409354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:27.414038] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:27.414156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:30.419805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:30.424473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:30.429377] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:30.434013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:30.434136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:33.440310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:33.445708] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:33.451045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:33.456399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:33.456501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:36.462243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:36.466561] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:36.470900] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:36.474616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:36.474716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:39.479177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:39.482960] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:39.486429] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:39.489951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:39.490036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:42.495985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:42.501737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:42.506993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:42.512030] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:42.512305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:45.517843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:45.525051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:45.529014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:45.532791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:45.532884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:48.538101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:48.542280] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:48.547162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:48.551912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:48.552086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:51.557853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:51.562361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:51.566118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:51.569728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:51.569827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:54.577097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:54.583020] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:54.588855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:54.594608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:54.594787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:09:57.599737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:09:57.603384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:09:57.607921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:09:57.612732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:09:57.612879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:00.617942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:00.623234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:00.628908] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:00.633208] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:00.633322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:03.637945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:03.642485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:03.646404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:03.650253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:03.650341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:06.656132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:06.660958] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:06.666378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:06.672211] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:06.672355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:09.676508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:09.680469] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:09.684009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:09.687664] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:09.687771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:12.693068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:12.697977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:12.707592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:12.711993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:12.712091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:15.716424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:15.720603] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:15.724960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:15.729466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:15.729589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:18.766238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:18.771927] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:18.777401] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:18.781973] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:18.782088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:21.787456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:21.792119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:21.795990] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:21.799560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:21.799638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:24.805113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:24.810008] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:24.814668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:24.818668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:24.818748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:27.824910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:27.829796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:27.835189] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:27.839527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:27.839637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:30.844078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:30.849600] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:30.855069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:30.859853] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:30.859964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:33.864833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:33.868941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:33.873416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:33.877674] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:33.877803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:36.883252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:36.887970] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:36.892833] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:36.897335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:36.897450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:39.903446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:39.908722] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:39.913334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:39.917890] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:39.918002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:42.924556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:42.930318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:42.934568] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:42.939917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:42.940033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:45.944983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:45.949284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:45.953372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:45.957411] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:45.957510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:48.963738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:48.968387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:48.972505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:48.976912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:48.977037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:51.983568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:51.988120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:51.992483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:51.997024] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:51.997141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:55.002361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:55.006685] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:55.011048] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:55.015322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:55.015447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:10:58.022373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:10:58.028183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:10:58.033327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:10:58.038446] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:10:58.038696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:01.043816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:01.078426] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:01.112804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:01.116470] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:01.116553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:04.121560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:04.126554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:04.131525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:04.136043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:04.136155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:07.141925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:07.146467] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:07.151058] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:07.155945] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:07.156166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:10.161433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:10.165971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:10.170685] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:10.175277] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:10.175386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:13.182125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:13.188400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:13.194103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:13.199313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:13.199458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:16.205295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:16.210043] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:16.214526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:16.218361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:16.218446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:19.222617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:19.226532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:19.230486] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:19.234326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:19.234419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:22.240320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:22.244731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:22.249151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:22.253427] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:22.253551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:25.259502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:25.263957] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:25.267884] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:25.271912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:25.272021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:28.278431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:28.283230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:28.288141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:28.292018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:28.292098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:31.297262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:31.302596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:31.307433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:31.311577] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:31.311716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:34.316934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:34.321913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:34.326493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:34.331025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:34.331147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:37.337060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:37.345688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:37.349834] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:37.354204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:37.354309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:40.359592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:40.363705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:40.367503] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:40.371494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:40.371592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:43.376323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:43.380673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:43.385311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:43.390550] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:43.390707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:46.395395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:46.399372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:46.403088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:46.406809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:46.406889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:49.413587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:49.417595] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:49.422559] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:49.427061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:49.427169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:52.431796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:52.436044] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:52.441267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:52.445583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:52.445716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:55.451403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:55.457881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:55.463781] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:55.469219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:55.469339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:11:58.476815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:11:58.482394] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:11:58.489144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:11:58.495907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:11:58.496150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:01.501226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:01.506160] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:01.511304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:01.515428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:01.515540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:04.520262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:04.524215] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:04.528220] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:04.532086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:04.532191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:07.536368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:07.540120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:07.543581] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:07.547086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:07.547180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:10.553117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:10.557127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:10.561040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:10.564584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:10.564693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:13.568927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:13.572893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:13.576783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:13.581140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:13.581238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:16.587271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:16.592240] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:16.596607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:16.600967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:16.601073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:19.606984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:19.611392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:19.614989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:19.618663] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:19.618750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:22.623927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:22.628758] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:22.634091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:22.638600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:22.638726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:25.643585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:25.648886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:25.653369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:25.657091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:25.657161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:28.665617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:28.670115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:28.674094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:28.678204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:28.678305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:31.683758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:31.689723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:31.694896] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:31.699123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:31.699223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:34.704346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:34.709837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:34.714767] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:34.719524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:34.719634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:37.723788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:37.727432] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:37.731168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:37.735344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:37.735431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:40.740709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:40.744782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:40.749360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:40.754535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:40.754627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:43.759673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:43.765384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:43.770943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:43.776626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:43.776785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:46.782891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:46.787419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:46.792409] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:46.797109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:46.797385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:49.803717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:49.809904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:49.814239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:49.818828] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:49.818964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:52.825077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:52.829983] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:52.834532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:52.839794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:52.840000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:55.845548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:55.850924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:55.855491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:55.860234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:55.860534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:12:58.866587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:12:58.870803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:12:58.874496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:12:58.877956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:12:58.878043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:01.884342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:01.891280] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:01.898108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:01.903292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:01.903426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:04.907830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:04.912801] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:04.917904] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:04.922693] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:04.922802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:07.930909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:07.936893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:07.943985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:07.949823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:07.949953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:10.956153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:10.961751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:10.967060] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:10.971194] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:10.971283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:13.978110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:13.982867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:13.987101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:13.990932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:13.991022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:16.996240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:17.035095] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:17.040074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:17.045459] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:17.045572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:20.051500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:20.055811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:20.091428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:20.095897] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:20.096002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:23.102029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:23.106126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:23.109666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:23.113217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:23.113304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:26.117779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:26.122528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:26.127193] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:26.130957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:26.131038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:29.229024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:29.233170] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:29.237296] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:29.240979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:29.241072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:32.245846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:32.281827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:32.316699] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:32.321098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:32.321217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:35.326314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:35.330361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:35.334313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:35.338071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:35.338156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:38.343389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:38.348522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:38.354240] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:38.358522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:38.358707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:41.366395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:41.370844] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:41.376066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:41.380169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:41.380257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:44.385500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:44.390508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:44.395175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:44.400714] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:44.400827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:47.405213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:47.409239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:47.413111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:47.416896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:47.416987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:50.421512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:50.425458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:50.429569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:50.433456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:50.433544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:53.437970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:53.442488] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:53.446824] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:53.450949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:53.451033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:56.455521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:56.459767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:56.464722] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:56.469675] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:56.469804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:13:59.474820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:13:59.479253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:13:59.483251] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:13:59.487304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:13:59.487411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:02.491898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:02.497509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:02.502858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:02.506912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:02.507010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:05.512131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:05.516534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:05.520366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:05.524282] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:05.524386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:08.529229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:08.533936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:08.537968] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:08.541570] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:08.541676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:11.547057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:11.551364] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:11.555690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:11.559692] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:11.559787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:14.564605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:14.568534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:14.572390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:14.576480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:14.576567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:17.581706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:17.586521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:17.590587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:17.594255] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:17.594379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:20.599790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:20.604193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:20.608500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:20.612158] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:20.612239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:23.617937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:23.621846] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:23.625893] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:23.629914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:23.630021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:26.635629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:26.643321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:26.648624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:26.654331] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:26.654460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:29.660740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:29.665153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:29.669462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:29.673564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:29.673747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:32.680144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:32.684787] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:32.689053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:32.692947] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:32.693053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:35.702884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:35.707990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:35.712335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:35.716289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:35.716399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:38.721803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:38.726347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:38.730746] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:38.735219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:38.735492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:41.741365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:41.745281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:41.748887] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:41.752396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:41.752482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:44.757737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:44.765701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:44.770037] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:44.773966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:44.774062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:47.779413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:47.784279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:47.788267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:47.792407] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:47.792509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:50.797097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:50.801920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:50.806726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:50.810626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:50.810759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:53.815073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:53.819177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:53.823062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:53.826905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:53.827009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:56.832344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:56.836296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:56.840011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:56.843879] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:56.843971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:14:59.849100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:14:59.853215] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:14:59.857261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:14:59.861404] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:14:59.861501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:02.867300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:02.872752] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:02.881118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:02.885799] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:02.886138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:05.891703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:05.896936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:05.901851] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:05.905792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:05.905888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:08.911127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:08.915766] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:08.920019] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:08.924205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:08.924312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:11.929554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:11.933870] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:11.938703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:11.943561] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:11.943694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:14.949452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:14.954923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:14.959825] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:14.964420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:14.964595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:17.969987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:17.973808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:17.977439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:17.981268] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:17.981357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:20.986300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:20.990114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:20.993884] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:20.997683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:20.997817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:24.004608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:24.009672] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:24.013633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:24.019680] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:24.019865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:27.028214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:27.035186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:27.039869] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:27.043970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:27.044057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:30.049711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:30.053876] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:30.058620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:30.063705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:30.063814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:33.068054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:33.101948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:33.136118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:33.139717] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:33.139800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:36.144935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:36.149359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:36.154091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:36.157767] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:36.157875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:39.163348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:39.167617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:39.172216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:39.176889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:39.176987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:42.183320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:42.188600] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:42.194134] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:42.199878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:42.200047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:45.206155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:45.213375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:45.222778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:45.228486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:45.228721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:48.234754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:48.240477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:48.245838] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:48.250836] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:48.250938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:51.256902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:51.261907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:51.266692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:51.271082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:51.271201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:54.276814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:54.281536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:54.286614] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:54.291751] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:54.291855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:15:57.297292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:15:57.303711] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:15:57.309443] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:15:57.315435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:15:57.315668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:00.322021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:00.327806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:00.334042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:00.339618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:00.339817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:03.344527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:03.349537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:03.353983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:03.357914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:03.358013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:06.366535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:06.373372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:06.378116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:06.382412] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:06.382488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:09.387390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:09.392227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:09.397579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:09.403299] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:09.403453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:12.409602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:12.414414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:12.419192] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:12.424262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:12.424378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:15.430788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:15.435525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:15.440700] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:15.445116] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:15.445225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:18.453087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:18.458756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:18.464009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:18.469138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:18.469300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:21.475334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:21.479773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:21.483956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:21.488233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:21.488391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:24.493733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:24.498303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:24.502604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:24.506877] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:24.506981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:27.512379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:27.518364] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:27.523243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:27.527121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:27.527219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:30.533060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:30.537435] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:30.543083] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:30.547916] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:30.548156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:33.554036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:33.562293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:33.569024] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:33.573620] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:33.573739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:36.578443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:36.582966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:36.586950] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:36.590894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:36.590986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:39.596357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:39.601822] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:39.606817] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:39.611456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:39.611570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:42.616616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:42.620803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:42.624857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:42.629464] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:42.629555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:45.634211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:45.638677] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:45.642608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:45.646515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:45.646620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:48.652370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:48.656928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:48.661495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:48.665330] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:48.665402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:51.671320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:51.675206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:51.678798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:51.682371] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:51.682448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:54.687735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:54.692474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:54.696748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:54.700295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:54.700389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:16:57.706564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:16:57.713305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:16:57.717885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:16:57.721931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:16:57.722030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:00.729473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:00.735013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:00.739599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:00.743523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:00.743625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:03.748983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:03.757301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:03.762497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:03.766540] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:03.766627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:06.772669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:06.777817] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:06.782539] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:06.787284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:06.787411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:09.793992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:09.798526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:09.805261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:09.809049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:09.809144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:12.814726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:12.819782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:12.824693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:12.829278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:12.829410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:15.834624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:15.839083] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:15.843454] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:15.847805] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:15.847920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:18.853869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:18.858111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:18.862159] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:18.865970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:18.866058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:21.870910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:21.874545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:21.878069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:21.881616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:21.881736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:24.887442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:24.892061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:24.895974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:24.900509] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:24.900632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:27.906843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:27.912273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:27.916988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:27.921812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:27.921928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:30.927965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:30.932784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:30.936666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:30.940140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:30.940225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:33.945526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:33.950310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:33.954405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:33.958805] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:33.958924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:36.964387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:36.969221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:36.974153] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:36.978007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:36.978089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:39.984134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:39.989284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:39.994579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:40.000253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:40.000397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:43.006205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:43.010956] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:43.015145] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:43.019600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:43.019884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:46.025960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:46.033251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:46.040138] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:46.046382] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:46.046530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:49.051904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:49.056070] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:49.059688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:49.063794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:49.063995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:52.068752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:52.072997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:52.076807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:52.080880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:52.081012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:55.085987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:55.090728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:55.094624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:55.098283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:55.098405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:17:58.103761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:17:58.108085] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:17:58.112254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:17:58.116392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:17:58.116502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:01.122872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:01.128006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:01.132341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:01.137209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:01.137320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:04.141849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:04.177993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:04.212937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:04.216827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:04.216911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:07.222425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:07.227858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:07.232588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:07.236253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:07.236339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:10.241341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:10.246063] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:10.250467] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:10.254629] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:10.254787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:13.259996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:13.264123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:13.268517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:13.272328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:13.272410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:16.277429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:16.284908] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:16.289045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:16.292871] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:16.292964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:19.297748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:19.301928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:19.305738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:19.309348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:19.309456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:22.313881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:22.317606] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:22.321723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:22.325957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:22.326053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:25.330757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:25.335216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:25.340383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:25.344694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:25.344813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:28.353855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:28.358279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:28.362112] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:28.365684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:28.365788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:31.370161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:31.373774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:31.378462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:31.382572] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:31.382711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:34.389177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:34.395068] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:34.399500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:34.403387] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:34.403476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:37.409592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:37.415050] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:37.420026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:37.425123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:37.425276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:40.430521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:40.434162] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:40.438294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:40.442386] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:40.442493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:43.448668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:43.454025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:43.458406] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:43.462262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:43.462368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:46.467537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:46.471893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:46.476114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:46.479909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:46.479999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:49.485364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:49.492023] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:49.497890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:49.503949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:49.504067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:52.509662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:52.513602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:52.517115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:52.521713] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:52.521796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:55.527007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:55.530890] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:55.534796] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:55.538899] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:55.538989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:18:58.543852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:18:58.548330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:18:58.552386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:18:58.556361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:18:58.556458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:01.564500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:01.571282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:01.577840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:01.583991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:01.584171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:04.588752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:04.593195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:04.597353] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:04.602078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:04.602211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:07.607976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:07.612332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:07.616102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:07.620051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:07.620152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:10.624878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:10.628843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:10.632815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:10.636312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:10.636392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:13.641676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:13.647915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:13.653428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:13.657999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:13.658179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:16.664970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:16.671279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:16.677383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:16.682633] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:16.682907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:19.688512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:19.692418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:19.696136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:19.700344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:19.700434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:22.705998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:22.710065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:22.714281] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:22.718884] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:22.719007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:25.723751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:25.727941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:25.731521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:25.735252] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:25.735336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:28.740559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:28.745443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:28.749544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:28.753825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:28.753904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:31.760278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:31.764233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:31.767971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:31.771430] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:31.771517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:34.778015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:34.787897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:34.793748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:34.799045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:34.799249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:37.804101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:37.808421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:37.812983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:37.816416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:37.816498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:40.821861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:40.826273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:40.829997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:40.834301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:40.834408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:43.839944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:43.844402] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:43.848638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:43.852889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:43.852999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:46.859329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:46.863411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:46.867621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:46.872038] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:46.872174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:49.877411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:49.881612] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:49.887171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:49.891598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:49.891730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:52.896118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:52.900702] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:52.904607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:52.908437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:52.908724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:55.913702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:55.918029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:55.922025] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:55.926251] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:55.926367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:19:58.930773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:19:58.934927] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:19:58.939102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:19:58.943134] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:19:58.943269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:01.949527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:01.954514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:01.959959] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:01.965595] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:01.965755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:04.971088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:04.975941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:04.980739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:04.984541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:04.984730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:07.989984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:07.994219] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:07.998491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:08.002189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:08.002275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:11.008420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:11.013485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:11.019098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:11.023977] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:11.024300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:14.029633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:14.033255] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:14.036922] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:14.040487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:14.040563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:17.045849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:17.050243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:17.054088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:17.058783] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:17.058889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:20.092916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:20.097805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:20.102519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:20.107227] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:20.107342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:23.112776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:23.118190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:23.122893] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:23.127308] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:23.127430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:26.132789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:26.137235] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:26.142174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:26.147593] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:26.147762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:29.154314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:29.159738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:29.164067] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:29.168825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:29.168953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:32.206029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:32.210189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:32.214465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:32.218387] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:32.218497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:35.223236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:35.227687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:35.231762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:35.235721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:35.235809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:38.241167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:38.245778] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:38.250385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:38.254404] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:38.254504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:41.259543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:41.264239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:41.268088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:41.273137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:41.273459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:44.281005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:44.287347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:44.292930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:44.298952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:44.299299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:47.303942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:47.307812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:47.311741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:47.316064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:47.316187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:50.321064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:50.326258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:50.331561] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:50.336107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:50.336235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:53.342911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:53.348080] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:53.353763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:53.357880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:53.357957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:56.362401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:56.366350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:56.370169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:56.374155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:56.374252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:20:59.379639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:20:59.385565] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:20:59.389693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:20:59.393731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:20:59.393846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:02.399598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:02.404690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:02.409318] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:02.413146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:02.413231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:05.419173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:05.424595] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:05.432429] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:05.436341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:05.436421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:08.442286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:08.446840] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:08.450889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:08.455416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:08.455514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:11.461091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:11.465193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:11.469330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:11.473369] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:11.473462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:14.480820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:14.486007] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:14.490976] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:14.495562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:14.495713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:17.500373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:17.504910] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:17.508704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:17.512607] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:17.512768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:20.519013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:20.523218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:20.527157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:20.531126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:20.531237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:23.536420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:23.541137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:23.545069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:23.549034] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:23.549165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:26.554373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:26.558805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:26.565261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:26.570328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:26.570483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:29.576683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:29.582532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:29.587781] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:29.593560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:29.593776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:32.600357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:32.605205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:32.609937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:32.614789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:32.614966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:35.624096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:35.630590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:35.636022] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:35.640692] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:35.640820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:38.646014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:38.650695] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:38.655564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:38.663155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:38.663305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:41.669249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:41.673720] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:41.678147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:41.682440] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:41.682633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:44.687924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:44.691932] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:44.695571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:44.699977] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:44.700103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:47.705413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:47.710357] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:47.715105] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:47.719365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:47.719476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:50.724230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:50.728517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:50.732701] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:50.736705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:50.736807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:53.742537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:53.746841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:53.750793] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:53.755709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:53.755814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:56.762419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:56.767332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:56.773886] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:56.778842] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:56.778983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:21:59.783515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:21:59.787759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:21:59.791877] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:21:59.796311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:21:59.796419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:02.802242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:02.806392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:02.810667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:02.814693] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:02.814809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:05.820618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:05.825193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:05.829502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:05.832995] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:05.833078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:08.838704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:08.842684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:08.846707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:08.850763] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:08.850863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:11.856300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:11.862110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:11.867763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:11.872599] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:11.872747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:14.879384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:14.884636] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:14.889519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:14.894360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:14.894458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:17.900130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:17.904381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:17.908491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:17.913306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:17.913417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:20.918587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:20.922874] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:20.926944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:20.931009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:20.931113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:23.936308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:23.940140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:23.944313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:23.948818] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:23.948922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:26.955637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:26.961585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:26.966551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:26.971321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:26.971591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:29.976351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:29.980904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:29.985297] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:29.989940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:29.990074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:32.995540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:33.000042] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:33.003854] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:33.008738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:33.008907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:36.013321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:36.018221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:36.116682] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:36.121125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:36.121233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:39.126482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:39.130122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:39.133935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:39.137974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:39.138105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:42.145435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:42.150214] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:42.153966] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:42.157975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:42.158058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:45.163577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:45.167800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:45.172125] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:45.176180] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:45.176258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:48.182090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:48.187047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:48.192436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:48.197791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:48.197929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:51.202579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:51.206279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:51.215447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:51.219969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:51.220061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:54.225310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:54.229552] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:54.233778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:54.237850] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:54.237951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:22:57.244501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:22:57.248788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:22:57.252490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:22:57.256550] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:22:57.256691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:00.261450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:00.267286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:00.272799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:00.277376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:00.277491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:03.283453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:03.287908] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:03.292218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:03.296163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:03.296257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:06.302523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:06.308984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:06.314714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:06.319862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:06.320155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:09.326038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:09.330637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:09.335267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:09.339543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:09.339683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:12.345252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:12.349377] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:12.353450] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:12.357880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:12.357987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:15.363748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:15.368729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:15.372971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:15.377101] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:15.377299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:18.383840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:18.422029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:18.427510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:18.432110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:18.432286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:21.437085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:21.442893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:21.477888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:21.482069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:21.482158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:24.488822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:24.493397] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:24.498564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:24.503993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:24.504088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:27.511438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:27.517092] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:27.521742] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:27.526572] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:27.526807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:30.534113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:30.539029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:30.542973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:30.547701] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:30.547829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:33.553586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:33.558060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:33.562104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:33.566907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:33.567032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:36.573464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:36.578335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:36.582779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:36.586314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:36.586418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:39.591030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:39.594764] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:39.598405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:39.602398] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:39.602483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:42.609272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:42.616978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:42.628998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:42.634460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:42.634712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:45.640620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:45.645284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:45.649710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:45.653502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:45.653612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:48.658902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:48.662897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:48.667977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:48.672712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:48.672831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:51.680532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:51.685302] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:51.689531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:51.693286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:51.693558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:54.699430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:54.703663] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:54.707756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:54.711636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:54.711742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:23:57.716978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:23:57.721314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:23:57.725117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:23:57.729211] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:23:57.729324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:00.734335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:00.737958] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:00.741531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:00.745151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:00.745244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:03.751354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:03.755439] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:03.759798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:03.763995] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:03.764106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:06.770380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:06.775343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:06.780050] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:06.784467] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:06.784576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:09.790818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:09.795735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:09.800433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:09.805243] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:09.805377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:12.810448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:12.814480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:12.818755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:12.822383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:12.822480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:15.827427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:15.831687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:15.835507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:15.839374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:15.839485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:18.844843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:18.848985] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:18.852941] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:18.856627] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:18.856745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:21.862077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:21.866071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:21.874225] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:21.878856] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:21.878945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:24.884100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:24.889103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:24.894399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:24.899939] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:24.900183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:27.905618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:27.910041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:27.914282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:27.919719] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:27.919858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:30.925484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:30.930157] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:30.933779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:30.937305] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:30.937399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:33.944636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:33.949159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:33.953367] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:33.957671] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:33.957801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:36.963325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:36.967596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:36.972117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:36.976191] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:36.976297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:39.980728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:39.984346] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:39.987940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:39.991484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:39.991569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:42.996555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:43.000426] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:43.004106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:43.007702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:43.007791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:46.013158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:46.017252] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:46.021396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:46.025441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:46.025554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:49.031815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:49.035866] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:49.040094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:49.044310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:49.044414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:52.050284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:52.054409] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:52.057973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:52.068753] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:52.068901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:55.074094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:55.078144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:55.082391] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:55.087401] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:55.087522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:24:58.092716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:24:58.096595] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:24:58.100232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:24:58.103814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:24:58.103899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:01.109569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:01.114480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:01.119583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:01.124403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:01.124546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:04.312328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:04.316465] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:04.321015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:04.325428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:04.325547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:07.330549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:07.364381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:07.398779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:07.402396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:07.402479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:10.406898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:10.411150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:10.414958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:10.418491] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:10.418596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:13.423368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:13.427079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:13.430776] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:13.434741] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:13.434839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:16.439638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:16.444075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:16.448020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:16.456948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:16.457342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:19.464815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:19.471497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:19.476541] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:19.482357] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:19.482541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:22.487337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:22.492234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:22.496130] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:22.499639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:22.499740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:25.506387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:25.512120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:25.517396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:25.521545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:25.521626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:28.526143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:28.530585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:28.535146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:28.539562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:28.539679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:31.545242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:31.550106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:31.554906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:31.559927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:31.560048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:34.565794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:34.570382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:34.574879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:34.578504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:34.578625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:37.585047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:37.591071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:37.596499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:37.600817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:37.600923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:40.607381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:40.612997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:40.617713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:40.621834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:40.621924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:43.627022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:43.631751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:43.637495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:43.642571] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:43.642717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:46.647918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:46.652786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:46.657878] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:46.662668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:46.662781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:49.668557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:49.673182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:49.678262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:49.682678] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:49.682813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:52.688020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:52.692921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:52.697242] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:52.701383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:52.701510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:55.707330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:55.711852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:55.716956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:55.721531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:55.721684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:25:58.726007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:25:58.731062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:25:58.736414] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:25:58.741159] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:25:58.741276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:01.747358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:01.752790] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:01.757685] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:01.763032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:01.763241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:04.769716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:04.774067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:04.779175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:04.783938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:04.784112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:07.789659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:07.794348] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:07.798820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:07.802714] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:07.802819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:10.810560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:10.815320] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:10.821166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:10.827710] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:10.827890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:13.832861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:13.837510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:13.841874] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:13.846507] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:13.846625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:16.851996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:16.856792] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:16.865808] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:16.871675] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:16.871811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:19.876574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:19.880884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:19.884731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:19.888724] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:19.888815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:22.893337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:22.897230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:22.901236] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:22.906106] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:22.906233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:25.911857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:25.916243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:25.921119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:25.925424] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:25.925541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:28.931314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:28.935888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:28.940494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:28.946012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:28.946177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:31.950467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:31.954498] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:31.958853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:31.963047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:31.963145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:34.969753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:34.974169] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:34.978219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:34.982375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:34.982487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:37.987781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:37.992722] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:37.997080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:38.001028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:38.001119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:41.007344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:41.012984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:41.017436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:41.021531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:41.021665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:44.027513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:44.031895] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:44.035879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:44.039664] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:44.039776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:47.044591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:47.048581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:47.052501] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:47.056406] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:47.056496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:50.062260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:50.067046] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:50.071081] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:50.075009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:50.075223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:53.080920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:53.085403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:53.089802] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:53.094253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:53.094351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:56.099521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:56.103483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:56.107327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:56.111018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:56.111129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:26:59.116439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:26:59.121607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:26:59.125845] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:26:59.129932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:26:59.130021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:02.135905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:02.140607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:02.145217] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:02.149965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:02.150074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:05.154832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:05.159313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:05.163571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:05.168073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:05.168188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:08.173053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:08.177539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:08.181910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:08.185549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:08.185634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:11.190315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:11.194392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:11.198222] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:11.202044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:11.202146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:14.207161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:14.211565] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:14.215706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:14.219801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:14.219943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:17.225403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:17.229228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:17.232774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:17.236450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:17.236538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:20.241605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:20.246097] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:20.250516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:20.254104] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:20.254202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:23.259868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:23.264107] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:23.268712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:23.272672] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:23.272781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:26.277870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:26.286941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:26.291959] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:26.296295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:26.296425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:29.302262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:29.307129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:29.311805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:29.316093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:29.316215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:32.322125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:32.326435] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:32.330851] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:32.334549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:32.334683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:35.340437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:35.344793] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:35.348794] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:35.353387] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:35.353503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:38.358607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:38.364730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:38.369757] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:38.374680] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:38.374800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:41.379502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:41.383533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:41.387676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:41.391608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:41.391732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:44.396584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:44.401414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:44.406865] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:44.410906] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:44.410990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:47.417129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:47.421482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:47.425603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:47.430004] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:47.430100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:50.434809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:50.439024] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:50.443366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:50.447599] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:50.447788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:53.453299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:53.458015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:53.462428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:53.467510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:53.467630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:56.473616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:56.477434] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:56.481370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:56.485264] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:56.485338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:27:59.490856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:27:59.495124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:27:59.502683] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:27:59.507421] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:27:59.507552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:02.513991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:02.519022] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:02.524176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:02.528680] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:02.528807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:05.536494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:05.542376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:05.549044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:05.555014] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:05.555144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:08.560409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:08.565207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:08.569724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:08.573190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:08.573277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:11.580922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:11.590238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:11.596972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:11.604236] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:11.604420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:14.611247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:14.616171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:14.621050] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:14.625160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:14.625267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:17.630542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:17.636052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:17.640983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:17.645608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:17.645757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:20.650907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:20.655206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:20.660049] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:20.664131] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:20.664247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:23.669542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:23.674514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:23.679703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:23.684160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:23.684275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:26.690226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:26.694788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:26.699315] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:26.703761] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:26.703892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:29.709551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:29.714131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:29.719145] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:29.723960] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:29.724085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:32.733312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:32.738384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:32.745190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:32.749280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:32.749377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:35.755519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:35.760110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:35.764902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:35.770020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:35.770172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:38.775473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:38.780318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:38.786979] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:38.791337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:38.791446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:41.796700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:41.802533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:41.808468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:41.818434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:41.818734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:44.828633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:44.833143] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:44.838361] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:44.842821] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:44.842927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:47.849241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:47.853491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:47.858494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:47.863736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:47.864039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:50.869833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:50.873954] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:50.877903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:50.882164] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:50.882293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:53.888707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:53.894084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:53.899758] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:53.905353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:53.905484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:56.910917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:56.915067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:56.919592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:56.924876] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:56.925005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:28:59.930687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:28:59.935112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:28:59.940597] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:28:59.945600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:28:59.945872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:02.952626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:02.958216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:02.962259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:02.968121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:02.968360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:05.974976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:05.980174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:05.984875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:05.989276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:05.989460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:08.995801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:09.002399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:09.008138] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:09.013333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:09.013536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:12.017522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:12.021232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:12.024685] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:12.028271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:12.028349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:15.034183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:15.038244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:15.044946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:15.048900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:15.049002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:18.055564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:18.062079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:18.067377] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:18.073047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:18.073168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:21.078010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:21.082876] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:21.087042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:21.091111] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:21.091223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:24.097167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:24.101055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:24.104850] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:24.108499] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:24.108619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:27.114604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:27.119748] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:27.124972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:27.130151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:27.130280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:30.136454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:30.143781] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:30.149505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:30.154369] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:30.154492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:33.158786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:33.162629] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:33.166881] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:33.170415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:33.170501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:36.175425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:36.179203] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:36.186191] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:36.189903] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:36.189995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:39.195029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:39.199614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:39.204385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:39.209161] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:39.209279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:42.215945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:42.219972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:42.224015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:42.228121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:42.228238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:45.233304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:45.237156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:45.241202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:45.245147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:45.245294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:48.250378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:48.254176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:48.257770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:48.261453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:48.261546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:51.268270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:51.273933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:51.279403] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:51.285189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:51.285325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:54.291491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:54.296904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:54.301736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:54.306582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:54.306745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:29:57.313011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:29:57.316988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:29:57.320975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:29:57.324854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:29:57.324946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:00.330737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:00.335306] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:00.343488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:00.348131] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:00.348223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:03.353128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:03.357687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:03.361753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:03.365822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:03.365920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:06.371211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:06.375735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:06.380313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:06.385584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:06.385744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:09.390994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:09.395091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:09.399147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:09.402948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:09.403028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:12.408479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:12.413260] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:12.417925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:12.421962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:12.422052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:15.428269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:15.433741] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:15.438894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:15.443933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:15.444052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:18.448988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:18.452843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:18.456289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:18.460144] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:18.460245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:21.495520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:21.499508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:21.503113] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:21.506902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:21.506995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:24.512383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:24.516508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:24.520748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:24.525081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:24.525193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:27.530027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:27.534496] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:27.539089] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:27.543332] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:27.543459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:30.548282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:30.554045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:30.558267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:30.562750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:30.562858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:33.567226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:33.570996] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:33.574596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:33.578067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:33.578152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:36.583098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:36.586862] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:36.590526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:36.594361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:36.594467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:39.601243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:39.608374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:39.617468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:39.621490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:39.621608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:42.626451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:42.631196] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:42.635886] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:42.640286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:42.640383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:45.645389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:45.649939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:45.654091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:45.657956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:45.658051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:48.663794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:48.668967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:48.674055] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:48.678813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:48.678941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:51.685282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:51.691496] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:51.697356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:51.704242] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:51.704392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:54.709489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:54.714356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:54.719698] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:54.723735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:54.723843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:30:57.728069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:30:57.732361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:30:57.736324] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:30:57.740190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:30:57.740301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:00.745204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:00.749149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:00.753044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:00.756884] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:00.756969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:03.762165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:03.767528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:03.772941] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:03.777856] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:03.777966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:06.784261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:06.789521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:06.793889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:06.798358] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:06.798480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:09.804379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:09.810464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:09.816381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:09.821430] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:09.821559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:12.827411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:12.831344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:12.835018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:12.838586] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:12.838695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:15.844543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:15.849892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:15.853971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:15.858045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:15.858386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:18.864724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:18.870062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:18.874048] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:18.878008] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:18.878092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:21.883432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:21.887166] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:21.890925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:21.895074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:21.895166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:24.900336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:24.905087] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:24.908803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:24.912984] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:24.913083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:27.919109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:27.923292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:27.927060] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:27.930542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:27.930626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:30.936068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:30.940373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:30.944130] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:30.948117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:30.948210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:33.953214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:33.957627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:33.961912] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:33.966180] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:33.966286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:36.972197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:36.976320] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:36.980417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:36.985370] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:36.985478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:39.991050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:39.996601] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:40.002254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:40.008375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:40.008502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:43.013815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:43.018281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:43.022765] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:43.026767] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:43.026875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:46.032533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:46.037779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:46.042842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:46.047581] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:46.047720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:49.053633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:49.059032] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:49.063812] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:49.068219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:49.068342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:52.073725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:52.078275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:52.086257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:52.090533] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:52.090698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:55.097387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:55.102746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:55.107365] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:55.111322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:55.111405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:31:58.118100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:31:58.127028] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:31:58.132285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:31:58.138292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:31:58.138448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:01.147923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:01.156247] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:01.162949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:01.168769] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:01.168909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:04.175850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:04.181154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:04.185822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:04.189606] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:04.189735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:07.196427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:07.202743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:07.208195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:07.212974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:07.213070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:10.219250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:10.225244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:10.230073] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:10.233982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:10.234084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:13.238789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:13.242499] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:13.246095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:13.249594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:13.249724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:16.255410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:16.261311] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:16.266272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:16.271177] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:16.271403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:19.276534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:19.281068] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:19.285638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:19.290321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:19.290434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:22.297463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:22.302284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:22.306787] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:22.311143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:22.311263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:25.316769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:25.321340] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:25.327028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:25.332519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:25.332664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:28.338084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:28.342387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:28.347747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:28.353015] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:28.353140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:31.357598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:31.361356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:31.364981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:31.368459] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:31.368568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:34.373232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:34.377489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:34.383080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:34.387163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:34.387249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:37.395468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:37.399514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:37.403743] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:37.408080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:37.408175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:40.413791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:40.418978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:40.423270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:40.426909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:40.426991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:43.432255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:43.436824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:43.441426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:43.446220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:43.446371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:46.451568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:46.455517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:46.459342] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:46.462746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:46.462828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:49.467877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:49.471911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:49.476222] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:49.480931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:49.481242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:52.487408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:52.491625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:52.495382] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:52.500160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:52.500302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:55.506811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:55.512129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:55.517029] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:55.522542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:55.522677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:32:58.528828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:32:58.535451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:32:58.539800] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:32:58.543720] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:32:58.543815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:01.550281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:01.555582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:01.560310] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:01.564682] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:01.564779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:04.570068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:04.574039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:04.577910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:04.581985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:04.582068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:07.588026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:07.592231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:07.596338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:07.600139] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:07.600249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:10.605381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:10.609914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:10.614186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:10.618541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:10.618682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:13.623269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:13.627473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:13.631579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:13.635702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:13.635826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:16.641154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:16.645088] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:16.649163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:16.652787] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:16.652867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:19.658550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:19.693806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:19.698027] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:19.701967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:19.702067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:22.707882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:22.712239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:22.746514] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:22.750695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:22.750794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:25.756086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:25.761019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:25.765770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:25.770146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:25.770254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:28.775133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:28.779699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:28.783525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:28.788149] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:28.788245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:31.793465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:31.797101] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:31.801151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:31.805167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:31.805281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:34.810086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:34.814026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:34.818097] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:34.822150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:34.822279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:37.828818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:37.834100] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:37.839534] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:37.843930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:37.844056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:40.849807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:40.854351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:40.858414] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:40.861905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:40.861991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:43.867420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:43.871372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:43.875036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:43.878800] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:43.878900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:46.884223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:46.889098] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:46.893327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:46.897365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:46.897442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:49.902389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:49.906130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:49.909575] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:49.913791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:49.913944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:52.920150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:52.924483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:52.928585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:52.932389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:52.932473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:55.939688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:55.944027] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:55.947594] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:55.951791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:55.951910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:33:58.956684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:33:58.960803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:33:58.965755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:33:58.969582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:33:58.969696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:01.974226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:01.979299] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:01.983462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:01.987279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:01.987360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:04.992613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:04.996302] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:04.999846] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:05.003286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:05.003359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:08.009258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:08.013820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:08.017822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:08.021291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:08.021412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:11.025528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:11.061211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:11.095812] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:11.099741] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:11.099831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:14.104531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:14.109050] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:14.113198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:14.117539] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:14.117632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:17.123143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:17.128042] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:17.133621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:17.138761] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:17.138860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:20.144905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:20.149396] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:20.153372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:20.157163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:20.157264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:23.162140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:23.166575] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:23.172086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:23.176780] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:23.176910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:26.182205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:26.185979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:26.189433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:26.193079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:26.193201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:29.199611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:29.203757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:29.207622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:29.211552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:29.211664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:32.217054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:32.220826] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:32.225537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:32.229614] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:32.229755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:35.235490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:35.239232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:35.243993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:35.249096] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:35.249196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:38.258408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:38.265086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:38.271006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:38.277189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:38.277378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:41.286270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:41.291426] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:41.295815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:41.299584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:41.299713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:44.304672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:44.308177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:44.311580] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:44.315773] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:44.315881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:47.321950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:47.326322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:47.331128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:47.334565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:47.334677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:50.339363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:50.343479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:50.347785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:50.351532] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:50.351614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:53.357080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:53.361054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:53.364629] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:53.368541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:53.368635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:56.375978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:56.381489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:56.385998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:56.390374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:56.390484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:34:59.395949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:34:59.401207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:34:59.406630] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:34:59.410949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:34:59.411058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:02.417228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:02.422206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:02.426808] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:02.430669] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:02.430762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:05.435681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:05.439878] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:05.443718] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:05.447491] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:05.447570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:08.453272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:08.457925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:08.461984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:08.465845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:08.465940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:11.471426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:11.475901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:11.480140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:11.483495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:11.483577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:14.488468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:14.492668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:14.496610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:14.500157] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:14.500239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:17.505314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:17.508954] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:17.512751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:17.516203] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:17.516282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:20.521872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:20.526809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:20.531771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:20.535930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:20.536046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:23.541486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:23.545558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:23.549905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:23.553801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:23.553885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:26.562572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:26.566293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:26.569958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:26.573389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:26.573468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:29.578451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:29.583836] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:29.589040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:29.593192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:29.593294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:32.598597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:32.602402] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:32.606207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:32.610561] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:32.610705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:35.616058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:35.620261] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:35.624241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:35.628962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:35.629092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:38.635141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:38.639252] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:38.643055] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:38.646755] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:38.646857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:41.652844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:41.657516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:41.662122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:41.665722] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:41.665815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:44.670575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:44.674481] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:44.678358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:44.682437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:44.682529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:47.689528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:47.697159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:47.703418] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:47.707902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:47.707984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:50.712495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:50.716499] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:50.720486] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:50.724338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:50.724429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:53.732844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:53.737543] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:53.741585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:53.745768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:53.745851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:56.750274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:56.754633] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:56.758716] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:56.762796] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:56.762886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:35:59.767896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:35:59.771714] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:35:59.775715] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:35:59.779410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:35:59.779503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:02.786442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:02.792431] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:02.797276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:02.802348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:02.802469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:05.808871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:05.813889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:05.818530] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:05.823490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:05.823604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:08.829160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:08.832926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:08.836609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:08.840931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:08.841056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:11.846677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:11.852059] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:11.857144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:11.861382] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:11.861498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:14.866680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:14.871051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:14.875836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:14.880694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:14.880812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:17.885257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:17.889601] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:17.893859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:17.897910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:17.898018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:20.902123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:20.905971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:20.910280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:20.914691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:20.914801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:23.920164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:23.926786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:23.932263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:23.939125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:23.939275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:26.943766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:26.947877] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:26.952078] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:26.956191] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:26.956285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:29.960929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:29.966465] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:29.971419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:29.976239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:29.976349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:32.981786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:32.986255] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:32.990720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:32.994390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:32.994485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:36.000667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:36.004592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:36.008386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:36.012100] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:36.012187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:39.020177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:39.028251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:39.034692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:39.040752] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:39.040927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:42.047429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:42.082804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:42.118157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:42.122055] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:42.122164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:45.126880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:45.130595] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:45.134274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:45.137939] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:45.138031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:48.142662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:48.146228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:48.153423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:48.157148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:48.157240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:51.162482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:51.166666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:51.170910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:51.174782] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:51.174864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:54.179420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:54.183314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:54.187271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:54.195677] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:54.195973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:36:57.203347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:36:57.207725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:36:57.211374] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:36:57.214963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:36:57.215046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:00.220025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:00.224581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:00.229444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:00.233827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:00.233937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:03.239016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:03.243041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:03.247167] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:03.251263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:03.251375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:06.256229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:06.261588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:06.266367] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:06.270860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:06.270958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:09.275292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:09.279053] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:09.282747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:09.286397] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:09.286496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:12.291637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:12.296237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:12.300629] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:12.304585] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:12.304723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:15.311874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:15.316690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:15.321182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:15.325375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:15.325476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:18.331088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:18.335609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:18.339704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:18.343558] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:18.343683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:21.347683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:21.351542] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:21.354979] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:21.358374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:21.358456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:24.363535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:24.368452] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:24.373102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:24.377205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:24.377316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:27.381524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:27.385513] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:27.389877] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:27.393519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:27.393600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:30.398483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:30.402964] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:30.407256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:30.411342] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:30.411434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:33.416978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:33.421484] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:33.424968] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:33.428292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:33.428370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:36.433327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:36.437539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:36.444492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:36.448008] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:36.448092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:39.452604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:39.456426] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:39.459940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:39.463623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:39.463723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:42.468742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:42.480742] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:42.486426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:42.490729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:42.490823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:45.495170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:45.498871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:45.502696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:45.506489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:45.506579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:48.512263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:48.516361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:48.520320] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:48.524767] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:48.524917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:51.529850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:51.534072] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:51.538445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:51.542244] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:51.542336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:54.547371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:54.551134] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:54.554972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:54.559499] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:54.559585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:37:57.564411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:37:57.570133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:37:57.577603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:37:57.582009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:37:57.582087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:00.586608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:00.591852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:00.595748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:00.600405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:00.600497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:03.607450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:03.613825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:03.618864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:03.623084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:03.623182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:06.627966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:06.631547] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:06.635063] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:06.638476] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:06.638585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:09.644557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:09.649738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:09.654495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:09.659432] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:09.659540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:12.665420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:12.671065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:12.677822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:12.682758] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:12.682921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:15.688494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:15.693007] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:15.696628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:15.700042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:15.700123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:18.705130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:18.709164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:18.712985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:18.716715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:18.716806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:21.725822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:21.731445] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:21.735416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:21.740023] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:21.740125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:24.746342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:24.750944] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:24.755619] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:24.761784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:24.761897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:27.766707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:27.771528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:27.775762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:27.779785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:27.779876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:30.785838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:30.795137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:30.799916] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:30.803894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:30.803988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:33.808724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:33.813382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:33.817588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:33.822314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:33.822433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:36.827019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:36.830925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:36.834935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:36.839082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:36.839161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:39.845537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:39.850314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:39.855505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:39.860576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:39.860723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:42.864700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:42.869055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:42.873537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:42.877354] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:42.877462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:45.882328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:45.886343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:45.890331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:45.894115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:45.894216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:48.901430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:48.906902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:48.912590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:48.917916] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:48.918066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:51.923502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:51.929526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:51.934159] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:51.937769] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:51.937854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:54.942898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:54.947607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:54.952092] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:54.957536] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:54.957703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:38:57.965448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:38:57.972484] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:38:57.981396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:38:57.987447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:38:57.987573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:00.993618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:00.998312] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:01.002850] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:01.007036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:01.007129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:04.012173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:04.016462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:04.020331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:04.024285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:04.024386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:07.030797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:07.035662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:07.040890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:07.046034] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:07.046172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:10.051695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:10.056323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:10.060625] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:10.064672] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:10.064760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:13.071032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:13.106212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:13.141084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:13.144956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:13.145044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:16.149891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:16.154200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:16.158555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:16.162969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:16.163069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:19.167821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:19.172543] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:19.176577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:19.180500] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:19.180591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:22.185308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:22.189668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:22.194921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:22.199071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:22.199187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:25.203916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:25.207503] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:25.214596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:25.217969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:25.218046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:28.223741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:28.228603] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:28.233177] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:28.237493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:28.237612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:31.242622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:31.246696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:31.253026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:31.258063] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:31.258174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:34.262533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:34.266476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:34.271184] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:34.275215] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:34.275370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:37.282085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:37.287225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:37.291872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:37.296071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:37.296184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:40.300337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:40.304244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:40.307859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:40.311396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:40.311476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:43.315725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:43.320155] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:43.324301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:43.327922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:43.328012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:46.332860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:46.337802] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:46.342124] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:46.347299] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:46.347387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:49.352990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:49.357410] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:49.361302] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:49.365028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:49.365114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:52.369350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:52.373264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:52.377317] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:52.381256] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:52.381356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:55.386486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:55.390086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:55.393504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:55.397232] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:55.397356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:39:58.402710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:39:58.407236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:39:58.412039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:39:58.416689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:39:58.416808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:01.421694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:01.425458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:01.429436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:01.433464] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:01.433547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:04.439608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:04.443842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:04.447521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:04.451324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:04.451409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:07.456535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:07.460485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:07.464315] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:07.468365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:07.468462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:10.474036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:10.478266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:10.482670] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:10.487529] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:10.487677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:13.493208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:13.498184] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:13.503002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:13.506842] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:13.506932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:16.512531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:16.517029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:16.521130] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:16.525991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:16.526104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:19.531899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:19.536035] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:19.539464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:19.542863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:19.542938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:22.580362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:22.586795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:22.593186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:22.597450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:22.597699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:25.603121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:25.607448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:25.611505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:25.615967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:25.616078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:28.621980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:28.627013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:28.635721] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:28.640337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:28.640451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:31.645189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:31.648845] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:31.652455] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:31.655998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:31.656089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:34.662548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:34.667414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:34.671128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:34.675301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:34.675430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:37.681710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:37.685948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:37.689815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:37.694181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:37.694265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:40.700753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:40.705259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:40.709223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:40.713317] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:40.713425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:43.719817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:43.725121] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:43.729981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:43.734145] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:43.734244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:46.739500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:46.743383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:46.747125] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:46.750780] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:46.750863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:49.756256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:49.761061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:49.764590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:49.768602] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:49.768731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:52.774188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:52.778525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:52.783294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:52.788667] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:52.788808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:55.797120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:55.802676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:55.807938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:55.813119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:55.813271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:40:58.818362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:40:58.822894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:40:58.827102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:40:58.831735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:40:58.831824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:01.837530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:01.842248] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:01.847408] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:01.852843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:01.853166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:04.858550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:04.862551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:04.866510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:04.871358] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:04.871466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:07.877497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:07.881569] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:07.885493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:07.889158] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:07.889240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:10.895204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:10.899576] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:10.903615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:10.907574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:10.907706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:13.912918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:13.917818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:13.922775] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:13.926843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:13.926938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:16.934274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:16.940105] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:16.946473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:16.952293] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:16.952422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:19.959338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:19.964662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:19.969135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:19.973457] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:19.973552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:22.978566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:22.982337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:22.987470] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:22.992673] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:22.992802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:25.998865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:26.003490] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:26.008740] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:26.012923] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:26.013021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:29.017673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:29.022702] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:29.027692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:29.032704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:29.032813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:32.037577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:32.041468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:32.045027] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:32.048624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:32.048729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:35.055614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:35.060467] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:35.064606] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:35.068700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:35.068799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:38.074215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:38.078366] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:38.082662] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:38.086471] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:38.086559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:41.389902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:41.393912] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:41.397773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:41.401918] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:41.402012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:44.407829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:44.443031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:44.478318] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:44.482341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:44.482440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:47.487107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:47.491683] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:47.495675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:47.499610] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:47.499734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:50.504127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:50.507822] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:50.511928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:50.515442] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:50.515522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:53.521952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:53.526314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:53.531246] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:53.535437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:53.535558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:56.540477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:56.544593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:56.548753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:56.552858] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:56.552959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:41:59.557578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:41:59.562776] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:41:59.567126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:41:59.571594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:41:59.571730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:02.576526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:02.581220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:02.585199] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:02.589468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:02.589595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:05.595135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:05.599185] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:05.603431] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:05.607324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:05.607428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:08.612583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:08.616835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:08.621446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:08.626770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:08.626877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:11.633558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:11.638852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:11.644062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:11.649150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:11.649263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:14.654032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:14.658370] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:14.667098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:14.670935] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:14.671023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:17.676685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:17.681477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:17.685599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:17.689773] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:17.689872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:20.695364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:20.699961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:20.704448] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:20.708213] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:20.708312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:23.713400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:23.716981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:23.720676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:23.724223] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:23.724327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:26.730220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:26.735020] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:26.740260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:26.745737] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:26.745866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:29.751658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:29.756921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:29.761864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:29.766118] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:29.766337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:32.771199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:32.775430] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:32.779466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:32.784336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:32.784469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:35.789389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:35.794249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:35.798983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:35.806936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:35.807097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:38.813014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:38.817293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:38.821529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:38.825942] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:38.826113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:41.832449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:41.836708] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:41.841098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:41.846459] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:41.846581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:44.852195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:44.857670] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:44.862481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:44.867225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:44.867313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:47.876427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:47.881801] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:47.886896] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:47.892002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:47.892128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:50.898692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:50.903883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:50.908928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:50.913914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:50.914025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:53.919483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:53.924429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:53.928725] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:53.933110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:53.933223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:56.938620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:56.942984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:56.947596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:56.951834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:56.951924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:42:59.956494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:42:59.960608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:42:59.965338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:42:59.969320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:42:59.969406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:02.973902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:02.977384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:02.980822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:02.984105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:02.984183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:05.990331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:05.996202] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:06.002129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:06.007626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:06.007787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:09.012446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:09.016508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:09.020984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:09.025762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:09.025867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:12.031016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:12.035486] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:12.040039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:12.043890] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:12.044004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:15.048712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:15.082972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:15.117021] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:15.121004] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:15.121097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:18.126842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:18.132531] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:18.138437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:18.143503] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:18.143630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:21.148087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:21.182365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:21.185865] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:21.189395] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:21.189476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:24.194334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:24.198209] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:24.232555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:24.236121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:24.236210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:27.240495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:27.244229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:27.247840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:27.251421] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:27.251507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:30.255449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:30.258988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:30.262471] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:30.266064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:30.266151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:33.270828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:33.274943] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:33.279084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:33.282971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:33.283097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:36.288707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:36.293637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:36.298231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:36.304231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:36.304444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:39.310286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:39.314044] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:39.318982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:39.323307] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:39.323400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:42.329006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:42.332885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:42.336839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:42.340823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:42.340919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:45.346874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:45.352211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:45.356372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:45.359929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:45.360009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:48.365693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:48.369930] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:48.373707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:48.378067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:48.378170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:51.384024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:51.390183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:51.394611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:51.400226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:51.400387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:54.405086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:54.408736] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:54.413488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:54.418623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:54.418789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:43:57.428233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:43:57.433840] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:43:57.440009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:43:57.446509] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:43:57.446701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:00.452263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:00.456300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:00.460595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:00.464555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:00.464666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:03.469507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:03.473857] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:03.478439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:03.483241] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:03.483349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:06.487971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:06.492200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:06.495839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:06.499699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:06.499803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:09.504671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:09.509062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:09.513609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:09.517805] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:09.517932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:12.523729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:12.528846] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:12.532951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:12.537003] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:12.537085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:15.542147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:15.546922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:15.550823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:15.554212] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:15.554289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:18.559266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:18.563154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:18.566748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:18.570491] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:18.570580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:21.575291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:21.579427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:21.582985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:21.587006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:21.587101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:24.592586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:24.596978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:24.601861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:24.606047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:24.606160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:27.611915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:27.616023] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:27.619745] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:27.623515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:27.623608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:30.628524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:30.632979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:30.636803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:30.640546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:30.640629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:33.646088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:33.650154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:33.653910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:33.657537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:33.657616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:36.663034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:36.667418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:36.671110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:36.675272] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:36.675365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:39.681229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:39.686118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:39.690977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:39.695759] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:39.695868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:42.703806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:42.713493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:42.719285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:42.724494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:42.724614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:45.729125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:45.733632] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:45.737872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:45.741523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:45.741611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:48.747883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:48.753579] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:48.759024] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:48.763939] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:48.764055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:51.769554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:51.775073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:51.780321] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:51.784598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:51.784745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:54.789747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:54.793886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:54.797603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:54.801631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:54.801738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:44:57.806836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:44:57.812527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:44:57.817795] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:44:57.823084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:44:57.823230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:00.829375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:00.833696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:00.837870] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:00.842995] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:00.843090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:03.848975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:03.853578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:03.857583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:03.862040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:03.862150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:06.867578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:06.871745] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:06.875363] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:06.878948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:06.879038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:09.885357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:09.890837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:09.895003] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:09.899025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:09.899122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:12.905773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:12.911882] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:12.916200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:12.921280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:12.921420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:15.926765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:15.931335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:15.936540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:15.940456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:15.940569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:18.946028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:18.950193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:18.953991] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:18.957832] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:18.957934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:21.962905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:21.966620] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:21.970337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:21.973887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:21.973964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:24.980002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:24.985355] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:24.990587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:24.994208] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:24.994285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:27.998969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:28.003738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:28.008348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:28.012499] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:28.012614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:31.018049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:31.021805] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:31.025816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:31.030082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:31.030175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:34.034526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:34.038216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:34.042039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:34.046612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:34.046755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:37.051638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:37.055837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:37.060146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:37.064166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:37.064266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:40.069035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:40.072828] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:40.076608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:40.080777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:40.080876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:43.087147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:43.091988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:43.096987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:43.101846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:43.101962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:46.106685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:46.142137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:46.176881] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:46.180638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:46.180741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:49.185379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:49.189733] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:49.193499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:49.197377] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:49.197480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:52.202996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:52.208171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:52.217427] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:52.222901] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:52.223010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:55.228571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:55.234705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:55.240699] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:55.245895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:55.246018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:45:58.250283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:45:58.253841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:45:58.257488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:45:58.260932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:45:58.261015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:01.268127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:01.273605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:01.279106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:01.284776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:01.284930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:04.289551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:04.294482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:04.299387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:04.303405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:04.303525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:07.308297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:07.312925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:07.316718] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:07.320479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:07.320606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:10.325566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:10.329704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:10.333706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:10.337403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:10.337502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:13.344360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:13.350158] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:13.356223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:13.361050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:13.361169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:16.366288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:16.370975] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:16.375967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:16.380166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:16.380253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:19.385210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:19.389592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:19.393792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:19.397504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:19.397612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:22.401822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:22.405291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:22.408839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:22.412388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:22.412469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:25.417554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:25.421437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:25.425207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:25.428856] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:25.428949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:28.434212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:28.438620] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:28.442696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:28.446554] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:28.446692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:31.453713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:31.458362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:31.462391] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:31.466382] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:31.466499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:34.474963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:34.478881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:34.482336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:34.485750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:34.485830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:37.491337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:37.495822] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:37.500456] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:37.505329] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:37.505568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:40.512551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:40.517750] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:40.521875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:40.526043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:40.526121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:43.532682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:43.536856] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:43.540871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:43.544549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:43.544662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:46.549922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:46.555079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:46.560025] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:46.564288] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:46.564603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:49.569465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:49.573444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:49.577169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:49.580865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:49.580950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:52.585928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:52.590615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:52.594820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:52.599343] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:52.599441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:55.604593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:55.608707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:55.612898] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:55.616822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:55.616908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:46:58.622775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:46:58.626837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:46:58.630741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:46:58.635474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:46:58.635600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:01.642192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:01.647243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:01.652210] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:01.657012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:01.657161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:04.662952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:04.667084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:04.671299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:04.675359] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:04.675442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:07.681027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:07.685067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:07.688778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:07.692999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:07.693077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:10.702286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:10.706692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:10.710597] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:10.714183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:10.714264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:13.720923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:13.726131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:13.730187] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:13.733923] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:13.734014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:16.739615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:16.745424] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:16.750519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:16.754718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:16.754820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:19.760335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:19.767176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:19.771547] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:19.776304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:19.776591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:22.782266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:22.786372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:22.790425] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:22.794239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:22.794335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:25.799704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:25.803245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:25.806880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:25.810439] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:25.810531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:28.816392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:28.820419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:28.824108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:28.828193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:28.828303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:31.834788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:31.840051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:31.845766] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:31.850871] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:31.850998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:34.856573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:34.860381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:34.864637] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:34.869099] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:34.869203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:37.874521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:37.878414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:37.882354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:37.886048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:37.886146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:40.892106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:40.896760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:40.900815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:40.904820] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:40.904928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:43.911075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:43.915668] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:43.919970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:43.924143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:43.924295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:46.930026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:46.934257] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:46.938376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:46.941985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:46.942072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:49.948173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:49.952300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:49.956607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:49.962309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:49.962489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:52.967500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:52.972701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:52.977026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:52.981345] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:52.981453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:55.987216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:55.993030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:55.998816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:56.004088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:56.004218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:47:59.010126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:47:59.014811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:47:59.018725] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:47:59.022351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:47:59.022439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:02.028443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:02.033296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:02.038056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:02.043602] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:02.043816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:05.049501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:05.053739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:05.058010] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:05.062545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:05.062750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:08.068405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:08.074423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:08.079152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:08.085048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:08.085166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:11.090035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:11.094921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:11.099518] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:11.103381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:11.103479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:14.110253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:14.116039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:14.120077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:14.123734] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:14.123824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:17.128951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:17.163527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:17.197713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:17.201279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:17.201357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:20.206405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:20.211130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:20.215731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:20.220009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:20.220108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:23.224572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:23.228884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:23.232857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:23.236747] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:23.236843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:26.242012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:26.246270] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:26.251136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:26.255414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:26.255528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:29.260961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:29.265897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:29.271018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:29.275462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:29.275578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:32.281046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:32.285207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:32.289114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:32.292905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:32.293010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:35.298174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:35.301951] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:35.305607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:35.312896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:35.313452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:38.318367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:38.322365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:38.326263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:38.330263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:38.330349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:41.335381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:41.339902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:41.346873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:41.351406] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:41.351528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:44.356072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:44.359864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:44.363590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:44.367273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:44.367357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:47.372573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:47.377716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:47.382854] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:47.387115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:47.387241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:50.392767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:50.396973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:50.401114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:50.404949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:50.405049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:53.410881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:53.414725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:53.418294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:53.421854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:53.421952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:56.427432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:56.431322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:56.434941] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:56.438467] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:56.438551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:48:59.444667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:48:59.448692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:48:59.452917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:48:59.457251] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:48:59.457370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:02.462993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:02.467820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:02.471508] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:02.475049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:02.475134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:05.480201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:05.484314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:05.488792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:05.492912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:05.493017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:08.498396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:08.502824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:08.506570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:08.511304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:08.511428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:11.517432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:11.523925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:11.530435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:11.535409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:11.535712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:14.543430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:14.548619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:14.553259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:14.557617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:14.557751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:17.562463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:17.566966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:17.571691] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:17.575575] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:17.575711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:20.580691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:20.584666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:20.589287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:20.593151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:20.593256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:23.598167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:23.602229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:23.606301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:23.610009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:23.610097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:26.614926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:26.619973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:26.624753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:26.629931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:26.630048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:29.636052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:29.639809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:29.643422] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:29.647079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:29.647162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:32.652069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:32.655847] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:32.659723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:32.663625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:32.663734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:35.669914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:35.675052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:35.679754] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:35.685105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:35.685229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:38.691178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:38.696165] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:38.699638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:38.703826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:38.703934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:41.709490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:41.714113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:41.717843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:41.722130] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:41.722218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:44.727416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:44.731593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:44.735250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:44.738872] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:44.738959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:47.744731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:47.750799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:47.756265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:47.760526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:47.760631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:50.766101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:50.770772] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:50.774175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:50.777537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:50.777627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:53.783128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:53.787107] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:53.790852] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:53.795063] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:53.795144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:56.800218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:56.804525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:56.808439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:56.812188] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:56.812297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:49:59.817380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:49:59.822040] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:49:59.826032] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:49:59.829887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:49:59.830004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:02.836304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:02.841313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:02.846440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:02.851515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:02.851670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:05.856982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:05.861263] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:05.865587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:05.870386] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:05.870514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:08.877153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:08.882273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:08.886385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:08.891247] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:08.891345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:11.896147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:11.901384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:11.905999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:11.910044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:11.910143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:14.914687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:14.919386] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:14.924586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:14.929475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:14.929590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:17.934492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:17.940019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:17.944152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:17.952097] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:17.952201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:20.957284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:20.960896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:20.964311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:20.968200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:20.968305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:24.003731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:24.008073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:24.012174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:24.016390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:24.016505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:27.022941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:27.027717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:27.031905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:27.035700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:27.035799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:30.041324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:30.046110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:30.050392] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:30.055166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:30.055295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:33.061199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:33.065896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:33.069842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:33.073481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:33.073598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:36.078614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:36.082335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:36.085813] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:36.089260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:36.089335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:39.095330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:39.099087] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:39.103009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:39.106660] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:39.106742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:42.113846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:42.119075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:42.123635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:42.128086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:42.128211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:45.132788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:45.137157] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:45.141949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:45.145851] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:45.145947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:48.152039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:48.186220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:48.220953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:48.225031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:48.225123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:51.229738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:51.233569] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:51.237276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:51.240999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:51.241098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:54.247022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:54.252036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:54.257071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:54.261959] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:54.262080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:50:57.266566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:50:57.270606] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:50:57.275181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:50:57.278992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:50:57.279081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:00.284962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:00.289409] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:00.293228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:00.297066] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:00.297146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:03.302134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:03.306417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:03.311277] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:03.315735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:03.315836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:06.321404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:06.326279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:06.330613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:06.334537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:06.334628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:09.340128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:09.344288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:09.348235] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:09.352281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:09.352385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:12.358015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:12.362835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:12.367720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:12.371750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:12.371848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:15.378132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:15.381955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:15.386616] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:15.391953] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:15.392075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:18.396409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:18.401100] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:18.405611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:18.409690] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:18.409784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:21.414769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:21.419258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:21.423399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:21.427324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:21.427446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:24.433054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:24.438534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:24.444268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:24.450431] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:24.450687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:27.456008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:27.461006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:27.466536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:27.471092] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:27.471180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:30.477678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:30.483042] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:30.488154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:30.493049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:30.493180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:33.498704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:33.503146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:33.507320] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:33.511415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:33.511525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:36.516468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:36.520214] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:36.524342] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:36.528709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:36.528823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:39.534104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:39.537973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:39.541692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:39.545220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:39.545306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:42.561312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:42.568434] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:42.575175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:42.582338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:42.582584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:45.587911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:45.592255] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:45.596999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:45.601104] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:45.601206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:48.606906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:48.611453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:48.615883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:48.619331] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:48.619415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:51.625008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:51.630621] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:51.634611] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:51.638738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:51.638896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:54.644316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:54.649320] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:54.653840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:54.659626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:54.659787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:51:57.664914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:51:57.668663] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:51:57.672117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:51:57.675862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:51:57.675951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:00.681853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:00.686729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:00.691345] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:00.696403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:00.696519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:03.701943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:03.705819] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:03.709514] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:03.713140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:03.713229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:06.719698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:06.725031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:06.728872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:06.732517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:06.732609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:09.737928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:09.741700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:09.745441] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:09.749130] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:09.749222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:12.754426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:12.762200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:12.765885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:12.769664] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:12.769771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:15.774594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:15.778552] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:15.782299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:15.786327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:15.786435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:18.790709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:18.795010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:18.801795] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:18.805567] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:18.805682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:21.810787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:21.815250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:21.819463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:21.824311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:21.824438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:24.828420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:24.832013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:24.835503] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:24.839216] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:24.839302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:27.844334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:27.848436] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:27.852504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:27.856351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:27.856440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:30.861611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:30.865755] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:30.871028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:30.874809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:30.874903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:33.879286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:33.883324] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:33.887104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:33.890801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:33.890906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:36.895199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:36.902427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:36.907568] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:36.911996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:36.912082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:39.917341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:39.921422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:39.925798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:39.930098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:39.930192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:42.935544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:42.940220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:42.944805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:42.949476] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:42.949593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:45.954944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:45.958899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:45.962484] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:45.966070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:45.966156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:48.972238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:48.977279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:48.981598] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:48.985286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:48.985373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:51.990923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:51.995628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:52.000679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:52.005764] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:52.005887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:55.012319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:55.017586] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:55.021335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:55.024992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:55.025082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:52:58.030229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:52:58.034527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:52:58.038579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:52:58.042842] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:52:58.042941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:01.048063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:01.052256] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:01.056399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:01.061834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:01.061965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:04.067233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:04.072756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:04.077882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:04.082120] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:04.082244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:07.087964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:07.092889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:07.097334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:07.101183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:07.101269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:10.105829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:10.112444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:10.116809] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:10.121550] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:10.121636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:13.126116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:13.130237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:13.134473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:13.138798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:13.138912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:16.145718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:16.151712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:16.156749] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:16.165098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:16.165334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:19.170249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:19.174567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:19.178962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:19.182744] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:19.182832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:22.188201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:22.222829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:22.226968] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:22.230990] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:22.231084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:25.236029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:25.239935] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:25.275075] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:25.278972] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:25.279051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:28.284133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:28.288335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:28.292727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:28.296904] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:28.296989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:31.302403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:31.306866] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:31.311603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:31.315491] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:31.315596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:34.320434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:34.324849] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:34.329069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:34.333093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:34.333237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:37.343780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:37.348909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:37.352915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:37.357103] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:37.357186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:40.362524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:40.367173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:40.371170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:40.375628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:40.375735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:43.380810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:43.385695] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:43.391173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:43.395933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:43.396068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:46.402879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:46.407962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:46.416434] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:46.422279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:46.422451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:49.427892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:49.432427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:49.436848] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:49.440980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:49.441083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:52.446618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:52.453008] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:52.457158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:52.460910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:52.460994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:55.466091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:55.471236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:55.475419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:55.479034] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:55.479112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:53:58.484441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:53:58.488266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:53:58.491964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:53:58.495412] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:53:58.495507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:01.500992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:01.505408] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:01.509291] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:01.513293] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:01.513404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:04.519029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:04.523535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:04.527551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:04.531998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:04.532091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:07.536916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:07.541146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:07.546065] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:07.550013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:07.550104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:10.556462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:10.561269] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:10.565716] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:10.570670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:10.570774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:13.575844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:13.580736] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:13.584533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:13.588124] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:13.588336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:16.594031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:16.598898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:16.602857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:16.607483] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:16.607595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:19.612548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:19.617096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:19.621721] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:19.626000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:19.626127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:22.631361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:22.635739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:22.639925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:22.644228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:22.644343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:25.649864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:25.654950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:25.659063] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:25.663189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:25.663297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:28.667964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:28.672003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:28.676276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:28.679914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:28.680007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:31.685324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:31.690339] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:31.694889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:31.699708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:31.699813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:34.706361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:34.713750] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:34.723951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:34.731704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:34.731861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:37.736115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:37.740636] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:37.744575] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:37.748328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:37.748443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:40.752811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:40.757146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:40.761917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:40.765684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:40.765897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:43.771155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:43.775448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:43.779988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:43.784050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:43.784186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:46.788924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:46.793317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:46.797373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:46.801436] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:46.801536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:49.806778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:49.811131] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:49.814926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:49.818565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:49.818663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:52.823631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:52.827212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:52.830715] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:52.834209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:52.834296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:55.838227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:55.842135] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:55.846047] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:55.849745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:55.849851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:54:58.856554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:54:58.861278] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:54:58.865431] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:54:58.869600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:54:58.869729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:01.877865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:01.884380] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:01.890184] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:01.895333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:01.895477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:04.901334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:04.905176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:04.908814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:04.912777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:04.912876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:07.918233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:07.922730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:07.927098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:07.931389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:07.931502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:10.937182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:10.941060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:10.945068] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:10.949005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:10.949099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:13.954414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:13.958523] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:13.962460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:13.966351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:13.966447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:16.974862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:16.980233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:16.985965] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:16.991351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:16.991714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:19.997271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:20.001801] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:20.037703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:20.041791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:20.041912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:23.046392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:23.050791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:23.054521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:23.058783] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:23.058903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:26.063428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:26.067226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:26.074529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:26.078223] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:26.078316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:29.083340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:29.087242] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:29.091163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:29.095067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:29.095156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:32.100206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:32.104227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:32.108408] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:32.112346] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:32.112444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:35.117707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:35.122371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:35.126570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:35.130824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:35.130910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:38.135888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:38.139721] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:38.143413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:38.146999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:38.147082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:41.152618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:41.157096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:41.165954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:41.170887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:41.171025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:44.177099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:44.181430] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:44.185436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:44.189440] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:44.189533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:47.195268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:47.198946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:47.202459] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:47.207756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:47.207926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:50.214155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:50.218458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:50.223130] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:50.226870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:50.226958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:53.234025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:53.239248] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:53.244306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:53.248327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:53.248445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:56.253302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:56.257166] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:56.261544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:56.265180] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:56.265281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:55:59.269983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:55:59.274026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:55:59.277679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:55:59.281736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:55:59.281850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:02.288259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:02.293734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:02.298490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:02.303356] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:02.303506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:05.309195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:05.313933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:05.317282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:05.320762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:05.320839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:08.326323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:08.330932] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:08.334993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:08.339070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:08.339164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:11.343633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:11.347475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:11.351383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:11.355267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:11.355360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:14.360775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:14.365763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:14.370484] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:14.375367] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:14.375479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:17.382766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:17.386674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:17.394766] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:17.398283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:17.398362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:20.403531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:20.408901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:20.414014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:20.418794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:20.418901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:23.424660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:23.429224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:23.433209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:23.438718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:23.438802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:26.444839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:26.449704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:26.453909] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:26.457862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:26.457978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:29.463574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:29.468331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:29.472095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:29.475609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:29.475737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:32.480823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:32.484482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:32.488140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:32.492406] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:32.492514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:35.496842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:35.500779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:35.505040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:35.509016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:35.509110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:38.514872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:38.519462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:38.523942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:38.528206] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:38.528364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:41.533874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:41.538218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:41.542358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:41.547085] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:41.547195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:44.552778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:44.557211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:44.562355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:44.567219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:44.567332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:47.572110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:47.575589] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:47.579017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:47.583333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:47.583456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:50.588895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:50.593727] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:50.598035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:50.602006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:50.602096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:53.608011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:53.613926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:53.619848] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:53.624811] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:53.624931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:56.631024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:56.635322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:56.639177] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:56.643740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:56.643835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:56:59.648713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:56:59.652692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:56:59.657209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:56:59.661517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:56:59.661638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:02.667743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:02.672904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:02.677519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:02.681888] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:02.681995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:05.686265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:05.690397] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:05.694683] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:05.698774] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:05.698890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:08.704755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:08.709996] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:08.714466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:08.718943] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:08.719052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:11.726168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:11.732287] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:11.738965] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:11.744704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:11.744834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:14.749856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:14.754101] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:14.758135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:14.765985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:14.766120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:17.772351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:17.778050] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:17.784372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:17.789860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:17.789973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:20.795226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:20.802093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:20.807101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:20.811827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:20.811926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:23.816250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:23.821036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:23.825244] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:23.829563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:23.829707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:26.835850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:26.840981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:26.846522] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:26.853856] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:26.853981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:29.859294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:29.864034] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:29.868206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:29.872253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:29.872363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:32.877441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:32.881363] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:32.886046] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:32.891171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:32.891288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:35.897758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:35.903484] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:35.908074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:35.912846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:35.912954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:38.917349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:38.921474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:38.925637] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:38.929898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:38.929990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:41.936402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:41.940454] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:41.944870] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:41.949077] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:41.949178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:44.955451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:44.960200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:44.964413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:44.968280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:44.968405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:47.973219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:47.977515] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:47.981774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:47.985297] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:47.985383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:50.993340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:51.000301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:51.008412] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:51.012307] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:51.012386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:54.018804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:54.023212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:54.028340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:54.032881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:54.032987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:57:57.038007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:57:57.043537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:57:57.048028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:57:57.053032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:57:57.053166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:00.057289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:00.060914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:00.064373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:00.067813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:00.067899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:03.072306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:03.076491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:03.081080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:03.084900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:03.085006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:06.090016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:06.095062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:06.099314] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:06.103322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:06.103419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:09.108901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:09.113818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:09.119108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:09.123498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:09.123822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:12.133124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:12.137869] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:12.142554] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:12.147314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:12.147466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:15.156476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:15.160699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:15.164423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:15.167997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:15.168075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:18.173676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:18.177945] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:18.181840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:18.185529] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:18.185621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:21.190759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:21.195803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:21.200694] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:21.204524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:21.204637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:24.210137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:24.213808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:24.217216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:24.221267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:24.221417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:27.227268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:27.235804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:27.239784] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:27.244405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:27.244489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:30.248627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:30.252229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:30.256387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:30.260940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:30.261052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:33.265358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:33.269101] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:33.273206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:33.278019] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:33.278117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:36.282904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:36.286537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:36.291814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:36.296072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:36.296191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:39.301849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:39.307065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:39.311609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:39.315811] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:39.316184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:42.321169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:42.325883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:42.329780] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:42.333753] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:42.333862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:45.339366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:45.343598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:45.347271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:45.350999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:45.351080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:48.356351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:48.360122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:48.363852] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:48.367474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:48.367552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:51.372813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:51.376971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:51.380936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:51.385079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:51.385193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:54.391380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:54.396716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:54.401885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:54.406223] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:54.406337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:58:57.411014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:58:57.414725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:58:57.418242] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:58:57.421636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:58:57.421737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:00.426451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:00.430749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:00.434772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:00.438802] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:00.438912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:03.444475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:03.448096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:03.451898] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:03.455496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:03.455588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:06.461244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:06.465545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:06.469193] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:06.472794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:06.472884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:09.478815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:09.482717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:09.486943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:09.490604] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:09.490715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:12.497675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:12.505723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:12.511889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:12.517777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:12.517942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:15.524389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:15.530429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:15.535812] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:15.540952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:15.541078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:18.547303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:18.555118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:18.559009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:18.562503] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:18.562583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:21.567658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:21.572748] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:21.578088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:21.582451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:21.582552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:24.586845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:24.590724] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:24.594566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:24.598254] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:24.598343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:27.604716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:27.609222] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:27.615252] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:27.620184] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:27.620407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:30.626601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:30.631713] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:30.636181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:30.640535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:30.640680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:33.647185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:33.651887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:33.655915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:33.660327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:33.660413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:36.666499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:36.671085] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:36.675997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:36.681871] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:36.682029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:39.687290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:39.691318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:39.695337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:39.699468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:39.699577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:42.704866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:42.708943] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:42.712668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:42.716766] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:42.716855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:45.722211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:45.726474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:45.730950] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:45.734881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:45.734990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:48.741082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:48.746119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:48.750772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:48.756140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:48.756278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:51.762522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:51.767938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:51.773901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:51.778892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:51.779011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:54.784029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:54.788020] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:54.792352] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:54.796910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:54.797035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T19:59:57.802470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T19:59:57.806830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T19:59:57.811144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T19:59:57.816519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T19:59:57.816632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:00.822503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:00.826140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:00.829917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:00.834822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:00.834968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:03.842123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:03.847182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:03.852200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:03.858132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:03.858317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:06.863422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:06.868438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:06.874431] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:06.878178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:06.878270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:09.883788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:09.888300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:09.892745] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:09.896945] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:09.897054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:12.903235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:12.907716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:12.912370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:12.917878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:12.918006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:15.923949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:15.929493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:15.934306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:15.938607] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:15.938750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:18.945257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:18.949717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:18.953562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:18.957402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:18.957495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:21.963079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:21.968146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:21.972864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:21.977117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:21.977206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:25.015149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:25.020754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:25.025522] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:25.030785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:25.030943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:28.035854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:28.039725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:28.043373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:28.047079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:28.047168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:31.052523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:31.056804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:31.060922] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:31.064911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:31.065024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:34.069935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:34.074164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:34.078484] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:34.082576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:34.082739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:37.088282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:37.094364] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:37.099856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:37.104829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:37.104942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:40.111139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:40.115894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:40.125383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:40.130922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:40.131275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:43.137958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:43.143069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:43.148203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:43.152809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:43.152917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:46.157757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:46.162202] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:46.166160] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:46.170729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:46.170844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:49.175407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:49.180179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:49.184379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:49.188239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:49.188351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:52.193689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:52.230562] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:52.266837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:52.271261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:52.271371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:55.277081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:55.281849] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:55.285934] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:55.290128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:55.290243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:00:58.296830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:00:58.301952] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:00:58.306483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:00:58.311344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:00:58.311508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:01.316721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:01.321896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:01.326021] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:01.330690] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:01.330786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:04.338788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:04.344472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:04.350417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:04.355493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:04.355614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:07.361003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:07.366356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:07.371006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:07.376110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:07.376212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:10.382895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:10.389501] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:10.394670] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:10.400216] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:10.400373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:13.406163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:13.410075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:13.414008] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:13.417984] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:13.418068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:16.427084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:16.432147] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:16.436197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:16.441073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:16.441177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:19.446984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:19.450773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:19.454713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:19.459456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:19.459586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:22.464874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:22.471124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:22.476014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:22.479702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:22.479779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:25.486120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:25.495917] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:25.500773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:25.505426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:25.505570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:28.512112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:28.517284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:28.521774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:28.526931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:28.527054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:31.533902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:31.538898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:31.543932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:31.549045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:31.549185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:34.554693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:34.559569] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:34.564792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:34.568720] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:34.568978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:37.573631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:37.577727] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:37.581853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:37.585874] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:37.585951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:40.590417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:40.594230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:40.598039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:40.601814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:40.601903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:43.607704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:43.612174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:43.616942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:43.620434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:43.620630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:46.626437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:46.630611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:46.634343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:46.638106] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:46.638204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:49.644062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:49.648879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:49.652731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:49.656468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:49.656571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:52.662829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:52.667556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:52.671985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:52.675834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:52.675913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:55.680973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:55.685503] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:55.690043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:55.694844] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:55.694955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:01:58.700592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:01:58.705899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:01:58.711760] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:01:58.718186] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:01:58.718319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:01.724139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:01.728723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:01.733100] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:01.737511] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:01.737605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:04.742571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:04.746475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:04.750386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:04.754126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:04.754220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:07.760212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:07.764262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:07.768049] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:07.771709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:07.771792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:10.776830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:10.780673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:10.784504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:10.788272] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:10.788360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:13.793820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:13.799282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:13.804440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:13.809513] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:13.809630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:16.814619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:16.819416] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:16.823537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:16.828101] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:16.828213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:19.833904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:19.838477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:19.844013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:19.849266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:19.849375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:22.853842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:22.858706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:22.864195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:22.869546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:22.869699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:25.874330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:25.878457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:25.882402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:25.886315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:25.886412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:28.891440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:28.895993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:28.900863] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:28.905727] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:28.905832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:31.912015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:31.916086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:31.920457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:31.924782] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:31.924947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:34.930509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:34.934912] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:34.939477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:34.943961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:34.944065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:37.949087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:37.953096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:37.957408] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:37.963191] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:37.963392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:40.969185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:40.974593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:40.981327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:40.986090] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:40.986229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:43.991912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:43.996763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:44.001294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:44.006067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:44.006228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:47.012311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:47.018150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:47.023384] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:47.029012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:47.029189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:50.033493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:50.037450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:50.041288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:50.044870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:50.044975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:53.051144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:53.086037] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:53.120622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:53.125070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:53.125191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:56.130692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:56.136075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:56.141270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:56.146441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:56.146552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:02:59.152492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:02:59.157605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:02:59.164435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:02:59.169914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:02:59.170053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:02.176801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:02.181596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:02.187412] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:02.192089] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:02.192187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:05.197052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:05.200981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:05.204511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:05.207893] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:05.207967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:08.213241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:08.218109] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:08.222320] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:08.226495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:08.226592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:11.233055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:11.238252] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:11.242777] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:11.246634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:11.246791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:14.253605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:14.258237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:14.262982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:14.268054] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:14.268200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:17.274823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:17.279737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:17.284670] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:17.289315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:17.289408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:20.294840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:20.302379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:20.306665] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:20.311909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:20.312028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:23.316814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:23.350687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:23.354916] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:23.358699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:23.358795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:26.364922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:26.370723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:26.407008] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:26.411210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:26.411311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:29.416617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:29.421581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:29.426731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:29.430962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:29.431064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:32.435435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:32.439875] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:32.444949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:32.449312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:32.449428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:35.456059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:35.461238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:35.466265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:35.471611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:35.471753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:38.476947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:38.481006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:38.484875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:38.489257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:38.489393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:41.495707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:41.499941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:41.504358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:41.508200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:41.508300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:44.514417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:44.519697] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:44.524557] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:44.528801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:44.528901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:47.534517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:47.540088] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:47.545570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:47.550040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:47.550218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:50.557326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:50.563356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:50.568888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:50.574994] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:50.575152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:53.581703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:53.586266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:53.590724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:53.595031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:53.595146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:56.599763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:56.603803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:56.607517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:56.611394] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:56.611493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:03:59.618213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:03:59.623336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:03:59.627399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:03:59.632739] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:03:59.632861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:02.659747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:02.665154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:02.669211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:02.672880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:02.672968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:05.679008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:05.684396] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:05.690038] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:05.695031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:05.695124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:08.702042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:08.708096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:08.713666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:08.718987] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:08.719111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:11.725010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:11.729345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:11.733736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:11.738335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:11.738493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:14.745074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:14.749424] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:14.753903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:14.757917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:14.758020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:17.763439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:17.767410] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:17.771301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:17.775199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:17.775306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:20.780674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:20.784330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:20.787872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:20.791392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:20.791477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:23.796737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:23.802614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:23.807188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:23.812920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:23.813036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:26.818022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:26.821966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:26.826099] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:26.830978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:26.831104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:29.836370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:29.840117] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:29.844012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:29.848172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:29.848280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:32.853158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:32.856984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:32.861357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:32.866072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:32.866183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:35.871244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:35.875292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:35.878977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:35.882460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:35.882548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:38.889176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:38.894079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:38.898338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:38.904236] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:38.904567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:41.910105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:41.913876] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:41.917401] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:41.921611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:41.921747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:44.927325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:44.932082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:44.935890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:44.939627] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:44.939779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:47.946164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:47.951909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:47.958207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:47.963854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:47.963988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:50.971725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:50.976080] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:50.980326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:50.984353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:50.984450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:53.991152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:53.995968] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:54.000480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:54.004357] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:54.004475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:04:57.010713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:04:57.015506] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:04:57.020015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:04:57.024340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:04:57.024442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:00.030848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:00.036221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:00.041288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:00.046109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:00.046211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:03.051382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:03.056368] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:03.060247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:03.064699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:03.064791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:06.071315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:06.076266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:06.086450] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:06.091294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:06.091382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:09.097435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:09.102831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:09.108103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:09.112924] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:09.113024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:12.117703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:12.121528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:12.124982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:12.128778] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:12.128867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:15.134267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:15.141437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:15.147607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:15.153016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:15.153140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:18.158619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:18.162967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:18.167445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:18.173524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:18.173820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:21.180077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:21.184006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:21.188190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:21.192359] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:21.192451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:24.198991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:24.205833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:24.211295] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:24.216220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:24.216325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:27.222475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:27.227310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:27.232840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:27.237806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:27.237925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:30.242515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:30.247251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:30.251575] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:30.257808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:30.257926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:33.262694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:33.266756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:33.270615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:33.275478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:33.275592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:36.281772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:36.287177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:36.291859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:36.296139] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:36.296254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:39.300968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:39.305414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:39.310559] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:39.315455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:39.315563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:42.320444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:42.324973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:42.329140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:42.336099] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:42.336217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:45.342586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:45.348049] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:45.352839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:45.357061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:45.357166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:48.362941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:48.367442] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:48.372287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:48.376865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:48.376986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:51.383760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:51.389749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:51.394835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:51.400501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:51.400678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:54.405371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:54.410128] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:54.414369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:54.418424] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:54.418555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:05:57.423688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:05:57.427716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:05:57.434551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:05:57.439606] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:05:57.439778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:00.447021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:00.452330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:00.457086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:00.461278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:00.461420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:03.466738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:03.471533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:03.475910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:03.479720] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:03.479821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:06.485699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:06.491145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:06.495847] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:06.501186] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:06.501319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:09.507100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:09.511789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:09.516359] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:09.521099] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:09.521208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:12.526411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:12.530863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:12.535125] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:12.539075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:12.539171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:15.544832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:15.548902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:15.553632] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:15.558708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:15.558845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:18.563152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:18.566955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:18.570610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:18.574125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:18.574210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:21.579972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:21.584092] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:21.587667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:21.591473] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:21.591570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:24.597243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:24.601811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:24.606794] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:24.611044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:24.611125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:27.616251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:27.620197] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:27.624006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:27.627755] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:27.627844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:30.633183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:30.637241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:30.640907] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:30.644768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:30.644855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:33.649887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:33.654013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:33.658579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:33.663012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:33.663112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:36.668224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:36.672337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:36.676332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:36.680666] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:36.680783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:39.687080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:39.691853] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:39.695930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:39.700120] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:39.700234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:42.706422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:42.710978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:42.715976] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:42.721083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:42.721206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:45.728135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:45.733431] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:45.738549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:45.743714] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:45.743883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:48.749124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:48.753116] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:48.757117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:48.760528] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:48.760606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:51.765317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:51.769260] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:51.772937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:51.777366] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:51.777488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:54.782848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:54.787347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:54.791488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:54.796274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:54.796731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:06:57.802529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:06:57.807073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:06:57.811149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:06:57.815629] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:06:57.815731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:00.820497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:00.824674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:00.828975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:00.832931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:00.833010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:03.838291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:03.842147] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:03.845855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:03.849478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:03.849560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:06.855808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:06.860846] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:06.865579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:06.869891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:06.870004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:09.874353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:09.878212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:09.882526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:09.886318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:09.886408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:12.890744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:12.894480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:12.899379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:12.903806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:12.903919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:15.912975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:15.917897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:15.922767] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:15.927546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:15.927684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:18.933335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:18.937212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:18.941214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:18.945724] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:18.945850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:21.952405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:21.956415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:21.960350] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:21.964291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:21.964405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:24.969498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:24.974366] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:24.978977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:24.982785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:24.982872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:27.987619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:27.991595] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:27.995806] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:28.000072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:28.000185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:31.004447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:31.008148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:31.011753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:31.015861] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:31.015972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:34.021476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:34.025827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:34.029462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:34.033277] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:34.033365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:37.039797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:37.046449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:37.052142] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:37.058235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:37.058387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:40.063989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:40.068638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:40.073242] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:40.077896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:40.078016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:43.084095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:43.092022] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:43.097176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:43.101920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:43.102051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:46.107455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:46.111837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:46.116982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:46.121719] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:46.121834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:49.128494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:49.134074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:49.138451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:49.142846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:49.142983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:52.148785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:52.153421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:52.157551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:52.161554] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:52.161697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:55.166410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:55.201419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:55.236532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:55.241580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:55.241691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:07:58.246339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:07:58.251298] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:07:58.255913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:07:58.259637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:07:58.259745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:01.264195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:01.268036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:01.271962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:01.275553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:01.275635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:04.281124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:04.285409] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:04.291354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:04.295599] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:04.295712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:07.299953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:07.303406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:07.306855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:07.310328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:07.310412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:10.315666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:10.321335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:10.327238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:10.333086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:10.333211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:13.338908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:13.343758] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:13.348494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:13.352359] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:13.352578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:16.358515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:16.363489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:16.368900] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:16.373301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:16.373426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:19.378415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:19.383597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:19.389063] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:19.394010] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:19.394139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:22.399838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:22.403727] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:22.407899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:22.411729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:22.411856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:25.416570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:25.420743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:25.425286] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:25.429036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:25.429130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:28.434089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:28.438108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:28.442070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:28.445966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:28.446071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:31.451558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:31.456387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:31.461407] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:31.466157] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:31.466587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:34.471413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:34.475427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:34.480254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:34.485225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:34.485515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:37.491424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:37.495588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:37.500578] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:37.505118] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:37.505277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:40.511314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:40.516739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:40.521054] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:40.526280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:40.526460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:43.533063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:43.537507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:43.542099] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:43.546539] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:43.546616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:46.552719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:46.558415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:46.563052] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:46.566966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:46.567053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:49.571855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:49.577396] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:49.582915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:49.587026] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:49.587115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:52.592841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:52.597777] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:52.602446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:52.606854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:52.606967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:55.613054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:55.618293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:55.622714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:55.626631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:55.626742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:08:58.632682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:08:58.637988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:08:58.642327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:08:58.646311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:08:58.646399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:01.656575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:01.661673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:01.666372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:01.670810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:01.670936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:04.675454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:04.683056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:04.687285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:04.691119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:04.691198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:07.695918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:07.703094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:07.706592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:07.710176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:07.710304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:10.714725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:10.719807] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:10.725238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:10.729234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:10.729346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:13.733986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:13.738133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:13.742197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:13.745935] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:13.746022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:16.750599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:16.755166] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:16.759830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:16.763824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:16.763928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:19.769587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:19.774769] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:19.780023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:19.784482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:19.784585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:22.789863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:22.794474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:22.799321] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:22.802866] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:22.802961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:25.814627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:25.823252] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:25.828838] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:25.833627] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:25.833767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:28.838193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:28.843208] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:28.846732] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:28.853980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:28.854061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:31.858134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:31.862066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:31.865703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:31.869286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:31.869371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:34.874308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:34.878888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:34.883312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:34.887214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:34.887302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:37.893477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:37.898866] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:37.904562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:37.910504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:37.910624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:40.915128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:40.919220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:40.923374] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:40.927435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:40.927586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:43.934580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:43.939428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:43.944176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:43.948498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:43.948693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:46.953404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:46.957730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:46.962012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:46.966076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:46.966178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:49.971069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:49.975528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:49.980337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:49.984541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:49.984693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:52.989748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:52.993497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:52.997570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:53.005313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:53.005548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:56.010387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:56.044868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:56.080739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:56.085294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:56.085406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:09:59.089889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:09:59.094031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:09:59.098028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:09:59.102109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:09:59.102190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:02.107376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:02.113399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:02.118622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:02.124776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:02.124936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:05.134275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:05.139029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:05.143249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:05.147230] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:05.147322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:08.153196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:08.159148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:08.165679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:08.170400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:08.170522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:11.175173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:11.178971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:11.182832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:11.186556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:11.186674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:14.191263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:14.195420] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:14.199976] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:14.204294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:14.204415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:17.209020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:17.213526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:17.217712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:17.221701] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:17.221830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:20.226176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:20.230276] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:20.234009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:20.237788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:20.237880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:23.243934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:23.248142] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:23.251917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:23.256065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:23.256175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:26.290786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:26.296453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:26.301290] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:26.306449] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:26.306550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:29.313068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:29.317700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:29.322102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:29.326169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:29.326264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:32.332492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:32.337103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:32.341501] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:32.345967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:32.346056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:35.350537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:35.354111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:35.357461] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:35.361481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:35.361567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:38.366587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:38.371186] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:38.375272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:38.379407] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:38.379524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:41.385433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:41.390721] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:41.395876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:41.401165] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:41.401368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:44.406923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:44.410920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:44.414955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:44.418784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:44.418885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:47.424345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:47.428723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:47.432624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:47.436188] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:47.436275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:50.441551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:50.446441] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:50.450875] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:50.455539] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:50.455684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:53.462746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:53.467301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:53.471531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:53.476418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:53.476512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:56.482287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:56.487361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:56.492528] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:56.496241] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:56.496329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:10:59.502937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:10:59.508699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:10:59.514687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:10:59.518962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:10:59.519067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:02.523690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:02.528029] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:02.532537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:02.536623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:02.536763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:05.540739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:05.544462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:05.548310] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:05.552115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:05.552201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:08.557266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:08.562553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:08.567332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:08.572504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:08.572637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:11.577206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:11.581313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:11.585108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:11.589131] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:11.589220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:14.593781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:14.597802] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:14.601857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:14.605665] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:14.605778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:17.610088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:17.614344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:17.617949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:17.621847] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:17.621934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:20.628789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:20.634607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:20.640219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:20.646274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:20.646395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:23.652493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:23.656873] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:23.661393] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:23.665768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:23.665908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:26.672146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:26.677404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:26.682688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:26.686933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:26.687017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:29.691410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:29.695884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:29.699797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:29.703850] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:29.703955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:32.709539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:32.714045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:32.719753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:32.724854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:32.724973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:35.730054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:35.734238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:35.738425] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:35.742115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:35.742217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:38.748333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:38.752285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:38.758115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:38.763004] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:38.763123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:41.767934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:41.771901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:41.776019] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:41.779739] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:41.779827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:44.785526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:44.789689] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:44.793429] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:44.796865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:44.796972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:47.801962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:47.805978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:47.809928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:47.813842] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:47.813926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:50.818566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:50.822286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:50.826175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:50.829974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:50.830051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:53.836246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:53.840331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:53.844712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:53.849625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:53.849908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:56.855504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:56.862277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:56.866763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:56.872366] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:56.872507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:11:59.878415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:11:59.883049] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:11:59.887089] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:11:59.892057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:11:59.892326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:02.897001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:02.900897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:02.904688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:02.908717] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:02.908805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:05.914089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:05.918127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:05.922032] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:05.926341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:05.926444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:08.931452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:08.935622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:08.939951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:08.944228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:08.944371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:11.949185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:11.954480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:11.959417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:11.964290] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:11.964383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:14.971768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:14.978800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:14.984387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:14.990152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:14.990509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:17.996149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:18.004889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:18.009011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:18.012877] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:18.012976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:21.017621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:21.022457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:21.026279] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:21.031526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:21.031620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:24.125819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:24.130184] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:24.134228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:24.139129] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:24.139256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:27.145071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:27.179418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:27.214259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:27.217964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:27.218049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:30.222429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:30.225913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:30.229909] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:30.234028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:30.234121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:33.238500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:33.242318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:33.245913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:33.249455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:33.249543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:36.253992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:36.257572] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:36.260952] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:36.264203] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:36.264281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:39.270690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:39.274620] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:39.278668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:39.282735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:39.282844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:42.287792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:42.291584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:42.295301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:42.299061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:42.299150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:45.305551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:45.310045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:45.314205] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:45.319281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:45.319401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:48.324765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:48.331098] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:48.335693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:48.340721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:48.340886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:51.346830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:51.351129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:51.355119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:51.359285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:51.359411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:54.364928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:54.368662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:54.372548] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:54.376837] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:54.376921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:12:57.382331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:12:57.387392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:12:57.392461] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:12:57.396953] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:12:57.397065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:00.403613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:00.408796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:00.413734] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:00.418007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:00.418133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:03.423737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:03.429352] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:03.433885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:03.437557] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:03.437661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:06.444002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:06.448094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:06.452243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:06.456742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:06.456877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:09.461678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:09.465422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:09.469158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:09.472523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:09.472601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:12.477326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:12.481193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:12.484978] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:12.488474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:12.488554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:15.492879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:15.497223] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:15.501727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:15.505505] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:15.505606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:18.510478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:18.514399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:18.518236] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:18.521855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:18.521941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:21.527313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:21.532015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:21.536167] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:21.539997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:21.540081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:24.544432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:24.837418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:24.841958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:24.845624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:24.845725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:27.850430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:27.858510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:27.893553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:27.897631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:27.897733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:30.902632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:30.906497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:30.910710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:30.915363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:30.915477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:33.919916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:33.923512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:33.927521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:33.931265] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:33.931355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:36.936205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:36.939977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:36.943738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:36.947432] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:36.947514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:39.952247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:39.956195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:39.960501] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:39.964976] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:39.965152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:42.971064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:42.976083] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:42.980695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:42.984324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:42.984410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:45.990095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:45.994308] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:45.998276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:46.002602] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:46.002760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:49.008400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:49.012711] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:49.016817] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:49.021710] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:49.021847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:52.026721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:52.030835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:52.035521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:52.039353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:52.039434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:55.349120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:55.353332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:55.357333] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:55.361490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:55.361584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:13:58.365871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:13:58.399920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:13:58.434066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:13:58.437957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:13:58.438051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:01.443069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:01.447012] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:01.451160] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:01.454760] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:01.454844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:04.460150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:04.464763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:04.469427] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:04.473754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:04.473851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:07.478041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:07.481800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:07.485395] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:07.489151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:07.489239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:10.494880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:10.499864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:10.504399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:10.507957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:10.508040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:13.513108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:13.517395] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:13.521161] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:13.524557] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:13.524637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:16.532264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:16.539260] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:16.545446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:16.551199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:16.551323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:19.557534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:19.562115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:19.566036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:19.570261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:19.570349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:22.575582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:22.579837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:22.584303] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:22.588170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:22.588259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:25.594049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:25.598692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:25.602994] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:25.607220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:25.607338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:28.612556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:28.617989] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:28.622946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:28.627009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:28.627111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:31.632837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:31.638128] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:31.643053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:31.647919] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:31.648038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:34.653624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:34.657387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:34.660958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:34.664360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:34.664459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:37.670145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:37.674328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:37.678366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:37.682317] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:37.682401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:40.687917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:40.692137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:40.695936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:40.699968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:40.700085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:43.705504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:43.709233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:43.713302] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:43.718210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:43.718347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:46.724367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:46.728726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:46.732499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:46.736745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:46.736857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:49.746681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:49.751839] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:49.756634] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:49.761743] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:49.761877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:52.766672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:52.771333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:52.775944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:52.779913] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:52.780020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:55.787213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:55.792117] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:55.796748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:55.802886] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:55.802991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:14:58.809129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:14:58.814189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:14:58.818601] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:14:58.822324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:14:58.822409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:01.828589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:01.834729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:01.840111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:01.845260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:01.845403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:04.849366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:04.853041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:04.856684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:04.860299] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:04.860381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:07.865126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:07.869333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:07.873383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:07.877479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:07.877587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:10.882538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:10.886038] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:10.890737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:10.894866] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:10.894952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:13.899834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:13.904618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:13.909406] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:13.914013] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:13.914136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:16.920617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:16.925824] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:16.930587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:16.935220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:16.935317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:19.943516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:19.948297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:19.953336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:19.957396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:19.957493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:22.963144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:22.968517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:22.972695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:22.976381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:22.976466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:25.981124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:25.985900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:25.990772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:25.995155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:25.995279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:29.001624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:29.198639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:29.235378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:29.240777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:29.240895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:32.245216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:32.248948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:32.252576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:32.256171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:32.256252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:35.261134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:35.265639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:35.269285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:35.272816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:35.272896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:38.278074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:38.281947] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:38.286696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:38.290432] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:38.290511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:41.294740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:41.299720] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:41.304151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:41.309405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:41.309511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:44.314800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:44.319565] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:44.324874] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:44.330552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:44.330707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:47.336670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:47.341070] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:47.345374] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:47.349576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:47.349725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:50.355185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:50.359207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:50.363552] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:50.367357] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:50.367454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:53.372110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:53.375842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:53.379462] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:53.383921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:53.384084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:56.391456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:56.396476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:56.400797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:56.404887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:56.405001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:15:59.410850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:15:59.416036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:15:59.420516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:15:59.426372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:15:59.426592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:02.431233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:02.436074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:02.440782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:02.445747] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:02.445872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:05.451680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:05.456691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:05.460930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:05.466098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:05.466219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:08.472409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:08.478230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:08.483111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:08.487845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:08.487978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:11.493796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:11.497704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:11.502241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:11.506227] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:11.506318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:14.511803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:14.515836] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:14.520163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:14.524399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:14.524488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:17.529705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:17.534304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:17.538166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:17.542940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:17.543046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:20.548562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:20.552786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:20.556691] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:20.560381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:20.560474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:23.565300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:23.569046] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:23.572714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:23.576235] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:23.576319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:26.582151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:26.585843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:26.589437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:26.593360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:26.593447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:29.599274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:29.604417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:29.609588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:29.613527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:29.613624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:32.618569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:32.622547] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:32.626533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:32.634819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:32.634949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:35.640908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:35.645249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:35.649743] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:35.653598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:35.653802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:38.658894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:38.662730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:38.666343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:38.670234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:38.670315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:41.676141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:41.680635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:41.685118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:41.688971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:41.689059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:44.695313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:44.698935] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:44.703023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:44.707007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:44.707123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:47.713502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:47.718315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:47.722599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:47.726694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:47.726810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:50.732283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:50.736344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:50.741523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:50.745713] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:50.745839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:53.751317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:53.755211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:53.758747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:53.762974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:53.763077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:56.769095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:56.773691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:56.777911] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:56.782249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:56.782356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:16:59.787548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:16:59.793138] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:16:59.798253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:16:59.802529] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:16:59.802681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:02.807599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:02.811481] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:02.815108] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:02.818635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:02.818744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:05.825259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:05.830264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:05.834921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:05.839546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:05.839684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:08.844327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:08.849144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:08.853414] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:08.856998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:08.857087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:11.862394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:11.866885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:11.870730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:11.874868] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:11.874958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:14.881804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:14.887264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:14.892763] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:14.897289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:14.897388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:17.903111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:17.908016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:17.911574] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:17.915634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:17.915752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:20.920893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:20.925136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:20.928891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:20.932473] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:20.932553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:23.937166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:23.941213] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:23.945145] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:23.949062] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:23.949155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:26.955069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:26.959537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:26.963705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:26.968194] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:26.968289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:29.974410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:29.980311] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:29.985675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:29.990225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:29.990336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:32.994810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:32.998701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:33.002231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:33.005822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:33.005914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:36.010692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:36.014518] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:36.018079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:36.021858] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:36.021948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:39.026930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:39.032148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:39.036318] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:39.041581] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:39.041729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:42.046163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:42.050356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:42.054137] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:42.057698] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:42.057784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:45.062409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:45.066066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:45.069453] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:45.072781] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:45.072853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:48.077893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:48.082156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:48.085963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:48.089506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:48.089595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:51.095075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:51.099225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:51.103991] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:51.109437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:51.109577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:54.115289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:54.120011] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:54.124790] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:54.129917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:54.130041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:17:57.165846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:17:57.170957] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:17:57.175733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:17:57.179728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:17:57.179810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:00.184505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:00.189360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:00.194419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:00.198973] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:00.199067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:03.203974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:03.208627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:03.215779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:03.220163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:03.220266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:06.225192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:06.230686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:06.235274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:06.239485] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:06.239604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:09.245589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:09.249706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:09.253373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:09.256997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:09.257076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:12.261677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:12.265326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:12.268716] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:12.272634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:12.272782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:15.277189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:15.281781] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:15.286536] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:15.291762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:15.291855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:18.296585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:18.300979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:18.304990] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:18.308765] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:18.308874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:21.313523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:21.317726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:21.321542] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:21.325416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:21.325505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:24.330688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:24.334888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:24.339720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:24.344296] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:24.344404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:27.349913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:27.353629] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:27.358497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:27.362773] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:27.362874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:30.368416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:30.373197] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:30.377946] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:30.382383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:30.382619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:33.388235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:33.393571] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:33.398532] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:33.403221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:33.403308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:36.409337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:36.414002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:36.418464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:36.422486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:36.422599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:39.427696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:39.431705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:39.435012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:39.438631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:39.438728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:42.443542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:42.447615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:42.451935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:42.456021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:42.456110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:45.461388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:45.465707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:45.470695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:45.475039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:45.475159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:48.480862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:48.485022] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:48.489297] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:48.493527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:48.493636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:51.498768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:51.502455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:51.506122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:51.512775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:51.512910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:54.518815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:54.523903] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:54.528441] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:54.532973] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:54.533065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:18:57.538292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:18:57.543344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:18:57.548099] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:18:57.552197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:18:57.552291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:00.556990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:00.563234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:00.568794] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:00.573445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:00.573537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:03.578707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:03.582842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:03.587289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:03.591637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:03.591770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:06.597299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:06.603205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:06.607215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:06.611182] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:06.611321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:09.616515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:09.622093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:09.626882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:09.632776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:09.632902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:12.638603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:12.642611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:12.646975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:12.651224] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:12.651311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:15.657294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:15.661317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:15.665109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:15.668480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:15.668557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:18.673290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:18.677693] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:18.682961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:18.687164] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:18.687278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:21.692733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:21.697977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:21.702863] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:21.707298] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:21.707412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:24.712321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:24.716454] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:24.720734] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:24.725587] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:24.725700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:27.732022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:27.736262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:27.740253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:27.745050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:27.745160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:30.749624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:30.753907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:30.758488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:30.762174] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:30.762277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:33.766834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:33.770841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:33.775370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:33.780420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:33.780528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:36.785617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:36.789887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:36.793551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:36.797437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:36.797547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:39.802929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:39.806973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:39.810977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:39.814934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:39.815023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:42.821598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:42.826005] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:42.830084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:42.834041] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:42.834139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:45.841689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:45.848140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:45.854347] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:45.859902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:45.860058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:48.865219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:48.869379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:48.873421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:48.877495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:48.877616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:51.882539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:51.886904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:51.892157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:51.897280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:51.897389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:54.902949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:54.906793] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:54.915969] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:54.920963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:54.921111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:19:57.927464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:19:57.933129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:19:57.937939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:19:57.945002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:19:57.945098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:00.951828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:00.956809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:00.961768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:00.966132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:00.966226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:03.975040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:03.979690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:03.983628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:03.986985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:03.987064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:06.993058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:06.998527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:07.003520] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:07.009224] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:07.009402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:10.014132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:10.018056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:10.021830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:10.025559] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:10.025665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:13.030315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:13.034278] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:13.038683] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:13.043970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:13.044105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:16.048745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:16.052752] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:16.057133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:16.061322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:16.061426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:19.066418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:19.071253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:19.075901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:19.079872] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:19.079980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:22.084917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:22.089558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:22.093585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:22.098297] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:22.098462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:25.103141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:25.107914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:25.112189] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:25.116144] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:25.116250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:28.322880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:28.327491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:28.331690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:28.335273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:28.335449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:31.341161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:31.375703] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:31.410499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:31.415150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:31.415283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:34.422036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:34.426056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:34.430084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:34.433895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:34.434004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:37.438785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:37.443259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:37.447110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:37.450601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:37.450712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:40.455072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:40.458670] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:40.465762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:40.469496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:40.469582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:43.474758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:43.479953] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:43.485151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:43.490077] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:43.490216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:46.494396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:46.498441] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:46.502704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:46.506718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:46.506818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:49.511994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:49.516249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:49.521247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:49.526223] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:49.526349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:52.531753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:52.536635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:52.541004] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:52.545420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:52.545532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:55.551584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:55.556590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:55.561203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:55.565734] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:55.565868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:20:58.570438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:20:58.574617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:20:58.578728] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:20:58.582798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:20:58.582905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:01.587749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:01.593105] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:01.598619] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:01.602936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:01.603065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:04.609087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:04.613274] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:04.617029] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:04.621704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:04.621819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:07.627908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:07.632918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:07.637920] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:07.641955] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:07.642045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:10.647533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:10.652319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:10.656810] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:10.661409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:10.661521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:13.665789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:13.669443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:13.673039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:13.676750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:13.676840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:16.680887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:16.684454] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:16.688079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:16.691624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:16.691724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:19.696286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:19.700707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:19.704761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:19.712474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:19.712628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:22.717374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:22.721916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:22.726266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:22.730240] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:22.730328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:25.734875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:25.738551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:25.747940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:25.751869] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:25.751958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:28.758487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:28.764108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:28.769336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:28.774810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:28.774928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:31.780501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:31.785791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:31.790671] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:31.795807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:31.795925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:34.803395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:34.807099] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:34.812120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:34.816688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:34.816862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:37.822370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:37.826767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:37.830452] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:37.833882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:37.833959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:40.839885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:40.844414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:40.848886] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:40.853315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:40.853441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:43.859844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:43.864152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:43.868346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:43.872506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:43.872619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:46.878469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:46.882546] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:46.886465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:46.890445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:46.890715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:49.898391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:49.905145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:49.911405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:49.918011] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:49.918256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:52.923723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:52.928389] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:52.932717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:52.936562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:52.936680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:55.941494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:55.945618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:55.949867] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:55.954855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:55.954977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:21:58.959258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:21:58.963254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:21:58.967288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:21:58.971032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:21:58.971128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:01.978402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:01.984326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:01.991155] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:01.996795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:01.996923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:05.000880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:05.004356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:05.007760] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:05.012047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:05.012131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:08.016202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:08.019784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:08.023942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:08.028143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:08.028250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:11.034544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:11.040178] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:11.045174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:11.052265] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:11.052391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:14.058318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:14.062739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:14.067942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:14.072197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:14.072318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:17.077205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:17.081433] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:17.086077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:17.090035] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:17.090131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:20.096345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:20.102073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:20.107052] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:20.112117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:20.112245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:23.117057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:23.121954] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:23.126681] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:23.131335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:23.131453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:26.136396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:26.140955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:26.146185] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:26.152287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:26.152412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:29.163520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:29.167577] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:29.171980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:29.176209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:29.176302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:32.182093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:32.187596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:32.192053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:32.195487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:32.195561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:35.200808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:35.204938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:35.208397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:35.216328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:35.216460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:38.222283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:38.227021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:38.231468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:38.236132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:38.236260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:41.242618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:41.248241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:41.253304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:41.258745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:41.258875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:44.264219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:44.269835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:44.275198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:44.279963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:44.280064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:47.289921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:47.295182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:47.300740] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:47.304895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:47.304999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:50.310342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:50.314860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:50.319056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:50.323218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:50.323334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:53.329307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:53.334497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:53.340114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:53.343897] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:53.343985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:56.348528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:56.352251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:56.356041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:56.359861] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:56.359939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:22:59.364671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:22:59.372574] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:22:59.376427] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:22:59.381282] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:22:59.381371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:02.387280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:02.391592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:02.396521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:02.400366] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:02.400456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:05.405291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:05.410227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:05.414260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:05.419098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:05.419230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:08.423985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:08.428279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:08.433220] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:08.437998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:08.438113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:11.448547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:11.453292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:11.459033] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:11.463714] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:11.464025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:14.469904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:14.474713] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:14.479284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:14.483931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:14.484037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:17.490308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:17.495675] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:17.502018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:17.507316] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:17.507459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:20.513012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:20.517421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:20.521389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:20.525870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:20.525963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:23.530549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:23.535383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:23.539724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:23.544937] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:23.545056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:26.552468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:26.587239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:26.591151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:26.595260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:26.595369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:29.601347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:29.605046] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:29.803330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:29.807226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:29.807305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:32.812341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:32.816720] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:32.821203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:32.824556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:32.824634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:35.830379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:35.835381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:35.839769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:35.844062] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:35.844168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:38.849587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:38.853474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:38.857113] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:38.860963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:38.861046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:41.868091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:41.874845] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:41.879416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:41.884320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:41.884437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:44.889596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:44.893330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:44.897091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:44.901217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:44.901378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:47.906700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:47.911354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:47.915386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:47.919083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:47.919175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:50.924061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:50.928337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:50.933186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:50.938054] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:50.938173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:53.943407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:53.947093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:53.950696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:53.954192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:53.954278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:56.959269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:56.963433] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:56.967680] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:56.971327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:56.971512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:23:59.977497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:23:59.981618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:23:59.985337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:23:59.989059] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:23:59.989153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:02.994154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:02.999108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:03.003337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:03.006968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:03.007056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:06.011572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:06.015582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:06.019380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:06.023464] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:06.023582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:09.032582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:09.037360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:09.041461] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:09.045483] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:09.045578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:12.052443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:12.056583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:12.061074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:12.065690] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:12.065792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:15.070423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:15.074511] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:15.078182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:15.082129] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:15.082227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:18.087105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:18.095905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:18.101223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:18.105482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:18.105595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:21.111179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:21.115175] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:21.118989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:21.122788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:21.123023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:24.129065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:24.134680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:24.140214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:24.144992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:24.145123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:27.150586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:27.154387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:27.158383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:27.162340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:27.162616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:30.169100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:30.172699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:30.176096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:30.179601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:30.179702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:33.184977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:33.190384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:33.195598] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:33.200391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:33.200535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:36.205967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:36.210234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:36.214019] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:36.217700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:36.217787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:39.223193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:39.227231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:39.231116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:39.235152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:39.235259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:42.241176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:42.245448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:42.250397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:42.254980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:42.255124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:45.261999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:45.266729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:45.270683] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:45.274996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:45.275115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:48.281525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:48.286269] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:48.291087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:48.295690] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:48.295801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:51.301708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:51.306195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:51.311204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:51.315582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:51.315712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:54.321197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:54.326305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:54.330141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:54.333978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:54.334067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:24:57.339023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:24:57.343296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:24:57.348707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:24:57.353784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:24:57.353910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:00.360357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:00.364881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:00.368809] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:00.372865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:00.372973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:03.378949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:03.385688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:03.390862] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:03.395061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:03.395150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:06.399840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:06.404638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:06.408727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:06.412742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:06.412849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:09.418042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:09.423836] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:09.428164] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:09.432665] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:09.432759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:12.437996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:12.442159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:12.445861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:12.449908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:12.450010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:15.455536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:15.461989] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:15.468086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:15.478785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:15.478927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:18.484109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:18.488685] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:18.493575] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:18.498792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:18.498910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:21.503622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:21.508211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:21.512724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:21.517156] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:21.517245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:24.523103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:24.527428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:24.531206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:24.534927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:24.535028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:27.540777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:27.545271] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:27.549900] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:27.553894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:27.553994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:30.560081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:30.565133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:30.570330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:30.575126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:30.575240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:33.580372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:33.584955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:33.589470] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:33.593105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:33.593204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:36.600291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:36.605573] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:36.610963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:36.616548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:36.616726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:39.622096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:39.625891] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:39.629246] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:39.632976] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:39.633083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:42.638078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:42.642594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:42.646205] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:42.650638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:42.650775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:45.655691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:45.659783] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:45.664175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:45.668088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:45.668177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:48.675346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:48.681155] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:48.684747] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:48.688786] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:48.688906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:51.693602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:51.697514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:51.701487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:51.705868] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:51.705969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:54.711217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:54.715838] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:54.720325] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:54.724836] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:54.724947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:25:57.729948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:25:57.733731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:25:57.737345] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:25:57.741251] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:25:57.741340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:00.747740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:00.751580] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:00.755547] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:00.759395] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:00.759493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:03.765355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:03.769986] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:03.774403] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:03.778610] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:03.778718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:06.783937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:06.788122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:06.791599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:06.794991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:06.795075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:09.800178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:09.805096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:09.809356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:09.813078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:09.813182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:12.819431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:12.825058] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:12.829885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:12.835146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:12.835256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:15.840757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:15.844746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:15.849224] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:15.853307] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:15.853407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:18.862073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:18.865998] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:18.869586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:18.873133] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:18.873219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:21.883224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:21.888612] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:21.893258] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:21.897215] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:21.897306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:24.901917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:24.905961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:24.910082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:24.913859] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:24.913968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:27.918631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:27.922688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:27.926755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:27.930960] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:27.931074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:30.935394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:30.939084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:30.943060] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:30.946750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:30.946840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:33.952413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:33.957691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:33.962829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:33.967037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:33.967137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:36.971489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:36.975256] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:36.979720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:36.983843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:36.983956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:39.990733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:39.995427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:40.000268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:40.004418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:40.004546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:43.009540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:43.014089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:43.018040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:43.022086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:43.022197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:46.026785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:46.031227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:46.035229] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:46.039477] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:46.039611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:49.044698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:49.049279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:49.053667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:49.057445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:49.057531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:52.062921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:52.067097] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:52.071369] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:52.075247] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:52.075364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:55.080901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:55.084739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:55.088820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:55.092837] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:55.092923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:26:58.103188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:26:58.109189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:26:58.114056] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:26:58.117949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:26:58.118039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:01.153141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:01.157404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:01.161778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:01.165933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:01.166092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:04.170972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:04.175410] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:04.179674] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:04.183230] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:04.183314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:07.188147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:07.192101] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:07.195888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:07.199814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:07.199899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:10.206037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:10.210696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:10.214620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:10.219794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:10.219955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:13.226355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:13.231291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:13.235105] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:13.238777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:13.238867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:16.244876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:16.249473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:16.253682] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:16.257687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:16.257796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:19.264268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:19.268522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:19.272251] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:19.276266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:19.276394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:22.283050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:22.287083] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:22.290783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:22.294262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:22.294343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:25.300668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:25.305858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:25.311210] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:25.316563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:25.316729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:28.322024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:28.326223] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:28.331395] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:28.337088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:28.337184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:31.343620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:31.349097] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:31.354126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:31.358306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:31.358421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:34.362927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:34.367296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:34.372186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:34.376513] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:34.376599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:37.381382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:37.385168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:37.388982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:37.392679] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:37.392775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:40.397557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:40.401861] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:40.406066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:40.409935] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:40.410019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:43.415022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:43.419228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:43.423009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:43.426872] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:43.426956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:46.433891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:46.438360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:46.443445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:46.448002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:46.448265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:49.453745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:49.457450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:49.461158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:49.464793] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:49.464902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:52.469994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:52.473879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:52.477668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:52.481360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:52.481445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:55.487019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:55.491082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:55.495151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:55.499830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:55.499944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:27:58.505413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:27:58.512819] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:27:58.516951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:27:58.520678] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:27:58.520766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:01.526340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:01.530149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:01.533817] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:01.537583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:01.537700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:04.543465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:04.549527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:04.554142] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:04.558537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:04.558668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:07.563109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:07.567122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:07.572107] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:07.577030] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:07.577149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:10.582586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:10.586492] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:10.590322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:10.594084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:10.594180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:13.599222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:13.603213] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:13.607017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:13.610775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:13.610961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:16.616620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:16.620977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:16.625141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:16.629377] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:16.629492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:19.635161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:19.639528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:19.643856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:19.647719] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:19.647805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:22.653361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:22.657672] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:22.661802] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:22.666008] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:22.666098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:25.671107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:25.675860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:25.680894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:25.685902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:25.686012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:28.695278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:28.699703] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:28.703542] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:28.707368] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:28.707474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:31.712499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:31.716938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:31.721839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:31.727451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:31.727572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:34.733710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:34.739444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:34.747723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:34.753409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:34.753638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:37.759015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:37.762953] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:37.766482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:37.770016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:37.770109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:40.775947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:40.780710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:40.785349] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:40.789517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:40.789629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:43.794932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:43.799204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:43.803233] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:43.807817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:43.807936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:46.812839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:46.816704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:46.820562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:46.824365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:46.824479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:49.830745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:49.835692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:49.839562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:49.844120] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:49.844233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:52.849500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:52.853781] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:52.858023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:52.862051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:52.862196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:55.867565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:55.871763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:55.875884] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:55.879736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:55.879842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:28:58.884242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:28:58.888427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:28:58.892495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:28:58.896411] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:28:58.896525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:01.902219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:01.906065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:01.910190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:01.913905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:01.914008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:04.918954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:04.923961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:04.928482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:04.932181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:04.932345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:07.938384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:07.942575] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:07.951937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:07.956290] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:07.956423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:10.962708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:10.967532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:10.971620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:10.976179] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:10.976299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:13.982051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:13.987071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:13.992442] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:13.996851] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:13.996941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:17.001453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:17.005562] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:17.009150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:17.012846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:17.012932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:20.019467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:20.024242] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:20.029049] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:20.034215] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:20.034359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:23.039536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:23.043761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:23.048106] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:23.052332] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:23.052430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:26.056684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:26.063980] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:26.067617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:26.071232] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:26.071314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:29.076544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:29.080792] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:29.084546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:29.088145] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:29.088225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:32.183099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:32.188683] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:32.193358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:32.197947] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:32.198058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:35.203214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:35.239623] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:35.275700] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:35.279698] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:35.279795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:38.285800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:38.290290] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:38.294319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:38.298220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:38.298503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:41.303724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:41.308622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:41.313005] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:41.317094] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:41.317231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:44.322742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:44.327009] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:44.331012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:44.335063] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:44.335167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:47.340615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:47.345422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:47.349070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:47.352851] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:47.352940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:50.358500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:50.363311] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:50.367313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:50.372138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:50.372248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:53.376553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:53.380500] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:53.385775] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:53.390147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:53.390244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:56.395872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:56.399723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:56.403154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:56.406540] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:56.406627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:29:59.412716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:29:59.417461] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:29:59.421704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:29:59.425460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:29:59.425559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:02.431549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:02.435746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:02.441173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:02.446000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:02.446133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:05.452347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:05.457089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:05.461415] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:05.466186] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:05.466304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:08.471783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:08.476576] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:08.480830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:08.484576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:08.484697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:11.490529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:11.494924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:11.499215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:11.503170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:11.503308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:14.508321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:14.512457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:14.517357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:14.522505] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:14.522594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:17.528156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:17.531915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:17.535556] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:17.539589] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:17.539721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:20.544576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:20.548332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:20.552144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:20.555863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:20.555950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:23.560808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:23.565236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:23.572720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:23.577410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:23.577527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:26.583157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:26.587843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:26.592821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:26.597288] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:26.597379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:29.633507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:29.640113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:29.645381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:29.651962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:29.652077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:32.656195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:32.659937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:32.663513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:32.667029] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:32.667115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:35.671675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:35.676273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:35.687040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:35.692722] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:35.692938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:38.697944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:38.701453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:38.705104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:38.709280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:38.709401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:41.715858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:41.720633] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:41.725618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:41.730496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:41.730595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:44.735332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:44.740287] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:44.745589] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:44.750311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:44.752760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:47.757272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:47.761204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:47.765196] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:47.769014] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:47.769097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:50.775149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:50.779222] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:50.783151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:50.786772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:50.786867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:53.791412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:53.795425] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:53.799519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:53.803287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:53.803372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:56.808122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:56.811889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:56.815861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:56.819460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:56.819546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:30:59.825248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:30:59.829354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:30:59.834111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:30:59.838481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:30:59.838620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:02.845125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:02.849712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:02.853759] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:02.857458] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:02.857545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:05.863144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:05.869771] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:05.874417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:05.878326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:05.878427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:08.884012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:08.889779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:08.895013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:08.899302] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:08.899429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:11.904839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:11.909171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:11.913120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:11.917481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:11.917598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:14.922915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:14.927770] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:14.931919] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:14.936223] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:14.936333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:17.941126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:17.945014] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:17.948829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:17.952435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:17.952709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:20.958027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:20.962067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:20.965805] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:20.969728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:20.969841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:23.975039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:23.979710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:23.985243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:23.990919] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:23.991052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:26.997224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:27.001595] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:27.006773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:27.011802] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:27.011926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:30.017101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:30.022365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:30.026162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:30.030236] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:30.030321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:33.223347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:33.227245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:33.230744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:33.234248] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:33.234325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:36.241001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:36.275513] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:36.310040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:36.314095] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:36.314201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:39.319417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:39.324031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:39.329051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:39.334067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:39.334193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:42.338725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:42.342556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:42.347757] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:42.353290] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:42.353412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:45.357922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:45.361660] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:45.365337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:45.369037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:45.369126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:48.373869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:48.378322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:48.382986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:48.387348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:48.387587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:51.392152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:51.396386] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:51.400821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:51.405399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:51.405485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:54.413054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:54.418015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:54.423144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:54.427155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:54.427236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:31:57.432915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:31:57.437401] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:31:57.441346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:31:57.445562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:31:57.445664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:00.449702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:00.453362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:00.457085] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:00.460547] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:00.460628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:03.465388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:03.469974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:03.473903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:03.477838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:03.477925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:06.482944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:06.488037] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:06.493030] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:06.497466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:06.497571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:09.502336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:09.506909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:09.515451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:09.520901] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:09.521195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:12.526185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:12.529905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:12.533402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:12.536957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:12.537054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:15.541800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:15.545354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:15.549016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:15.552890] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:15.552972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:18.558502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:18.562968] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:18.567726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:18.572122] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:18.572214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:21.577554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:21.582585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:21.586876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:21.590994] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:21.591108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:24.596327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:24.600754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:24.604893] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:24.609214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:24.609329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:27.615761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:27.621841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:27.626517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:27.630559] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:27.630709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:30.636074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:30.641449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:30.645695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:30.650405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:30.650508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:33.657637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:33.662497] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:33.667172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:33.672282] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:33.672411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:36.677581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:36.683100] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:36.688340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:36.692819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:36.692923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:39.698080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:39.702057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:39.705924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:39.709794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:39.709884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:42.714978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:42.719734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:42.723983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:42.727754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:42.727851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:45.731954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:45.735526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:45.739253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:45.743139] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:45.743238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:48.748156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:48.752587] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:48.758075] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:48.766319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:48.766453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:51.772211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:51.776828] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:51.782944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:51.788146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:51.788294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:54.792735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:54.796274] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:54.799828] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:54.803731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:54.803842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:32:57.808670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:32:57.812427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:32:57.816006] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:32:57.819616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:32:57.819726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:00.824862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:00.831961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:00.835936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:00.839418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:00.839523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:03.845349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:03.849551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:03.853325] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:03.857399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:03.857482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:06.862742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:06.867310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:06.871753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:06.875712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:06.875911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:09.882982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:09.888677] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:09.895189] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:09.901079] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:09.901223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:12.907439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:12.911257] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:12.915132] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:12.919260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:12.919352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:15.925029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:15.929129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:15.933317] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:15.937020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:15.937098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:18.941843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:18.946881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:18.951528] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:18.955482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:18.955593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:21.961616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:21.967032] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:21.971329] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:21.974862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:21.974949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:24.980476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:24.985381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:24.990289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:24.995312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:24.995427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:28.000168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:28.034346] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:28.038420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:28.043663] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:28.043773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:31.049829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:31.054243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:31.089200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:31.094272] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:31.094404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:34.099675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:34.104740] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:34.108668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:34.112524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:34.112606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:37.117057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:37.151159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:37.185787] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:37.189373] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:37.189473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:40.194028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:40.198826] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:40.204175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:40.212794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:40.213057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:43.217388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:43.221482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:43.225207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:43.229246] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:43.229379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:46.233888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:46.237860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:46.244364] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:46.250119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:46.250442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:49.255256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:49.259058] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:49.263084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:49.266991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:49.267108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:52.271368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:52.275115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:52.278868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:52.282729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:52.282832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:55.287366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:55.291525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:55.295539] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:55.298948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:55.299024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:33:58.303255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:33:58.306776] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:33:58.310289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:33:58.313816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:33:58.313897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:01.319073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:01.323374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:01.327474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:01.331999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:01.332113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:04.337308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:04.342051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:04.346546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:04.351376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:04.351500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:07.356530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:07.362181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:07.367508] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:07.372466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:07.372578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:10.377586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:10.381574] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:10.385440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:10.389636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:10.389772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:13.394930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:13.398578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:13.402343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:13.406456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:13.406571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:16.411883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:16.416012] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:16.419913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:16.423685] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:16.423773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:19.429528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:19.433839] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:19.438116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:19.442504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:19.442609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:22.448952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:22.456425] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:22.462454] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:22.468536] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:22.468700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:25.473237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:25.476862] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:25.481191] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:25.484965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:25.485044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:28.489457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:28.493609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:28.497589] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:28.501177] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:28.501259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:31.506306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:31.510796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:31.514316] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:31.517700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:31.517777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:34.522862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:34.526609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:34.530257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:34.534452] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:34.534541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:37.539947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:37.545136] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:37.549981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:37.553732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:37.553807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:40.558927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:40.563232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:40.568062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:40.572683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:40.572801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:43.579369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:43.584593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:43.589892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:43.594619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:43.594777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:46.599712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:46.603883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:46.608920] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:46.613732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:46.613812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:49.619073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:49.623592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:49.627906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:49.632354] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:49.632463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:52.638464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:52.643865] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:52.647987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:52.652139] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:52.652255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:55.657487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:55.661947] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:55.666313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:55.670772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:55.670890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:34:58.676423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:34:58.685754] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:34:58.690984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:34:58.696951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:34:58.697072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:01.701958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:01.706910] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:01.711949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:01.716891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:01.717018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:04.722435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:04.726974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:04.731097] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:04.735328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:04.735448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:07.740569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:07.746300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:07.750428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:07.753986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:07.754074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:10.759906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:10.764773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:10.769559] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:10.774347] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:10.774456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:13.779816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:13.783896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:13.787876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:13.792040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:13.792170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:16.796728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:16.801394] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:16.805693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:16.809901] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:16.810055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:19.816004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:19.819821] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:19.823614] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:19.827765] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:19.827876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:22.833370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:22.838137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:22.842880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:22.846631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:22.846744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:25.851890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:25.855782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:25.859741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:25.864471] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:25.864580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:28.870566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:28.875009] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:28.879482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:28.884964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:28.885280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:31.890418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:31.894283] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:31.897887] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:31.901742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:31.901835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:34.907885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:34.912085] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:34.916767] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:34.921232] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:34.921358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:37.926358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:37.931046] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:37.935956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:37.940928] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:37.941037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:40.946312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:40.950783] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:40.954885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:40.958847] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:40.959069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:43.964602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:43.969300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:43.974360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:43.979134] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:43.979248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:46.984149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:46.992138] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:46.996528] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:47.000560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:47.000752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:50.005536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:50.009236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:50.013567] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:50.017639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:50.017803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:53.023669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:53.028992] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:53.033470] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:53.037834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:53.037956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:56.044050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:56.048590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:56.052926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:56.057089] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:56.057185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:35:59.065416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:35:59.069966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:35:59.074095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:35:59.078621] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:35:59.078763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:02.085004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:02.090712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:02.095714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:02.100737] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:02.100872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:05.390942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:05.395454] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:05.401208] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:05.406201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:05.406324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:08.411609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:08.446354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:08.481558] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:08.486214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:08.486764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:11.493535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:11.499336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:11.506376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:11.514932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:11.515069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:14.519266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:14.523371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:14.527216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:14.531449] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:14.531545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:17.535950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:17.540176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:17.544627] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:17.548530] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:17.548668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:20.554002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:20.559376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:20.564353] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:20.569245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:20.569378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:23.577124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:23.581608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:23.586349] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:23.591022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:23.591163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:26.596027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:26.600412] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:26.604971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:26.609617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:26.609757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:29.614161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:29.618045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:29.621736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:29.625556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:29.625689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:32.631310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:32.635617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:32.639380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:32.643323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:32.643464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:35.648412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:35.653126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:35.657204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:35.661267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:35.661380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:38.666096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:38.670709] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:38.675107] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:38.678870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:38.678963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:41.683363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:41.687356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:41.691306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:41.695388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:41.695484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:44.701319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:44.707712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:44.712718] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:44.716978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:44.717091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:47.722569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:47.727009] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:47.730750] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:47.734631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:47.734757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:50.740127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:50.744392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:50.748610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:50.752704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:50.752800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:53.762097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:53.768717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:53.773252] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:53.777428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:53.777531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:56.782809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:56.786877] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:56.790722] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:56.794323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:56.794414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:36:59.799013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:36:59.803485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:36:59.807451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:36:59.811103] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:36:59.811184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:02.816580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:02.821203] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:02.826701] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:02.830733] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:02.830846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:05.835947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:05.840716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:05.845143] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:05.849684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:05.849771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:08.854267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:08.858548] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:08.862861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:08.866630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:08.866775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:11.871810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:11.875717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:11.879454] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:11.883001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:11.883080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:14.888238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:14.892631] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:14.897216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:14.901880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:14.902000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:17.906916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:17.911227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:17.916087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:17.921548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:17.921684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:20.926251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:20.930006] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:20.933716] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:20.937288] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:20.937383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:23.943162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:23.948319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:23.952772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:23.957625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:23.957811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:26.962710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:26.967076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:26.971755] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:26.975746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:26.975999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:29.981081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:29.985407] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:29.989574] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:29.993677] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:29.993901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:32.999437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:33.003993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:33.008775] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:33.014014] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:33.014140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:36.019947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:36.023979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:36.027624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:36.031560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:36.031692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:39.036824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:39.075417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:39.111816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:39.116148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:39.116267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:42.121550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:42.126078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:42.130051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:42.133482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:42.133637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:45.139066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:45.146114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:45.150039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:45.154108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:45.154189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:48.163146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:48.170738] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:48.179294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:48.187687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:48.188225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:51.193602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:51.199188] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:51.203966] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:51.207858] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:51.207968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:54.213286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:54.217405] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:54.221149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:54.225699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:54.225805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:37:57.231160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:37:57.236135] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:37:57.240919] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:37:57.245281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:37:57.245399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:00.250430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:00.254457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:00.258452] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:00.262912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:00.263024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:03.268092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:03.273682] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:03.277782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:03.282416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:03.282578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:06.286753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:06.290916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:06.294402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:06.297906] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:06.297993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:09.303073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:09.308328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:09.313639] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:09.318231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:09.318357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:12.323390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:12.327259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:12.331033] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:12.335099] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:12.335190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:15.340823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:15.344898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:15.348935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:15.352727] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:15.352819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:18.357378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:18.361367] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:18.365256] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:18.369199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:18.369306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:21.375978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:21.381150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:21.386765] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:21.391224] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:21.391355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:24.397078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:24.402246] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:24.407962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:24.412565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:24.412711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:27.417889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:27.422052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:27.426391] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:27.430351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:27.430454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:30.436169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:30.440511] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:30.444732] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:30.449180] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:30.449273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:33.454504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:33.460144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:33.466141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:33.471111] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:33.471224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:36.477139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:36.481274] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:36.484737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:36.488444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:36.488539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:39.493825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:39.499181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:39.504253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:39.508812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:39.508969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:42.513762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:42.518111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:42.523633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:42.529489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:42.529626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:45.535466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:45.539743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:45.543867] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:45.548116] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:45.548297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:48.553380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:48.557070] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:48.561209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:48.565423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:48.565526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:51.570149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:51.574516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:51.579692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:51.584843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:51.584954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:54.590555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:54.594231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:54.597809] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:54.601339] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:54.601426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:38:57.607669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:38:57.611626] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:38:57.615570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:38:57.624067] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:38:57.624186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:00.629992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:00.634524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:00.638523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:00.643021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:00.643141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:03.648152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:03.653276] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:03.657613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:03.665387] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:03.665494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:06.671430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:06.676019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:06.679949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:06.684517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:06.684628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:09.690172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:09.694635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:09.698996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:09.702841] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:09.702931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:12.707915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:12.712570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:12.716548] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:12.720628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:12.720748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:15.727097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:15.731799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:15.738400] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:15.742712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:15.742819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:18.749733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:18.754700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:18.762042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:18.766855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:18.766977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:21.772734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:21.777527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:21.781974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:21.786789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:21.786903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:24.792318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:24.796456] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:24.801305] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:24.805699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:24.805828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:27.811044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:27.816238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:27.821079] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:27.826102] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:27.826242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:30.831571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:30.835906] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:30.840166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:30.844281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:30.844404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:33.849553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:33.854821] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:33.859498] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:33.864148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:33.864266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:36.869321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:36.873571] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:36.879354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:36.883247] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:36.883325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:39.888729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:39.893540] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:39.898524] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:39.902686] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:39.902777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:42.907260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:42.911609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:42.916857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:42.920717] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:42.920811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:45.926792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:45.931432] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:45.935796] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:45.940443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:45.940544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:48.945495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:48.951395] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:48.956682] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:48.961619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:48.961745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:51.966198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:51.970345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:51.973882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:51.977258] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:51.977355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:54.982009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:54.986216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:54.990356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:54.994014] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:54.994114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:39:57.999303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:39:58.004039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:39:58.007801] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:39:58.011512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:39:58.011600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:01.015979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:01.019589] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:01.023243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:01.026772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:01.026851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:04.031926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:04.036125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:04.039883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:04.043249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:04.043328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:07.047869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:07.051448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:07.055050] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:07.058528] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:07.058609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:10.062974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:10.099574] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:10.135171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:10.139117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:10.139209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:13.144190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:13.148153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:13.152381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:13.156470] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:13.156561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:16.161077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:16.165105] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:16.169022] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:16.172699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:16.172784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:19.177534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:19.182377] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:19.186170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:19.189890] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:19.189997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:22.194776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:22.198567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:22.202816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:22.207014] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:22.207119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:25.211907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:25.216759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:25.220921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:25.224906] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:25.224995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:28.230176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:28.233925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:28.237669] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:28.241254] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:28.241338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:31.276455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:31.282259] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:31.287480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:31.292075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:31.292188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:34.296706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:34.301004] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:34.307153] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:34.319456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:34.319576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:37.325038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:37.330564] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:37.335771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:37.342579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:37.342721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:40.348715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:40.355723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:40.362444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:40.368945] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:40.369080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:43.374375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:43.378363] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:43.382388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:43.387146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:43.387301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:46.393036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:46.397600] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:46.402635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:46.407413] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:46.407749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:49.414262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:49.418700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:49.422357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:49.425926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:49.425995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:52.431537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:52.435686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:52.439857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:52.443353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:52.443437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:55.449374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:55.453354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:55.456993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:55.460981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:55.461087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:40:58.466240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:40:58.470187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:40:58.474832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:40:58.479952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:40:58.480063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:01.484761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:01.489988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:01.494500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:01.500051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:01.500150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:04.505342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:04.509666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:04.514201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:04.519402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:04.519498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:07.524799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:07.528997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:07.533376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:07.537403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:07.537526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:10.543956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:10.549968] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:10.555404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:10.560995] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:10.561488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:13.566110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:13.570587] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:13.574635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:13.579789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:13.579882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:16.584870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:16.588690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:16.592348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:16.595973] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:16.596058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:19.601990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:19.607745] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:19.613096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:19.618264] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:19.618406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:22.624109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:22.628588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:22.633869] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:22.637996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:22.638102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:25.643744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:25.647862] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:25.652047] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:25.656260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:25.656357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:28.660687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:28.664459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:28.667985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:28.671754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:28.671838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:31.678055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:31.682980] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:31.687963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:31.693317] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:31.693602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:34.700182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:34.704365] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:34.708964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:34.712963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:34.713042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:37.721626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:37.726376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:37.731189] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:37.736145] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:37.736250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:40.742101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:40.747267] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:40.752872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:40.756624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:40.756727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:43.763150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:43.767455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:43.771370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:43.775616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:43.775736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:46.783359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:46.788003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:46.793779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:46.799239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:46.799549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:49.805097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:49.809268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:49.813671] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:49.818992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:49.819101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:52.823727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:52.827638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:52.831701] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:52.835337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:52.835444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:55.841428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:55.845775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:55.850102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:55.854482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:55.854583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:41:58.860856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:41:58.865535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:41:58.870182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:41:58.874001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:41:58.874109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:01.879675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:01.884091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:01.888588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:01.892325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:01.892398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:04.897826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:04.901895] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:04.906250] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:04.914246] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:04.914371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:07.921039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:07.925126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:07.929887] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:07.934026] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:07.934124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:10.940807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:10.946523] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:10.952981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:10.957281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:10.957366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:13.962615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:13.967000] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:13.971241] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:13.975212] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:13.975302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:16.981958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:16.986911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:16.991905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:16.996847] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:16.996971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:20.001950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:20.006404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:20.011411] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:20.015735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:20.015851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:23.020343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:23.025180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:23.029495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:23.034306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:23.034423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:26.040855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:26.049712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:26.057316] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:26.064838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:26.064993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:29.069924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:29.073896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:29.077940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:29.081512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:29.081600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:32.086492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:32.090802] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:32.095214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:32.099260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:32.099350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:35.104743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:35.108680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:35.112676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:35.116824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:35.116925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:38.123457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:38.131871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:38.135723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:38.139388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:38.139473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:41.144035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:41.177963] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:41.212766] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:41.216825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:41.216942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:44.222592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:44.229481] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:44.236202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:44.241625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:44.241814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:47.247477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:47.251737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:47.255470] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:47.259348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:47.259462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:50.264524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:50.269268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:50.273708] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:50.277762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:50.277870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:53.283480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:53.288680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:53.293482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:53.298742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:53.298919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:56.305293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:56.310103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:56.314901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:56.321889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:56.322012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:42:59.328836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:42:59.334278] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:42:59.339016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:42:59.345999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:42:59.346216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:02.350481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:02.354440] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:02.359884] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:02.364000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:02.364110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:05.371439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:05.377163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:05.383540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:05.389498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:05.389796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:08.394106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:08.398233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:08.402350] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:08.406148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:08.406231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:11.411721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:11.417202] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:11.422692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:11.428576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:11.428727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:14.433215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:14.436973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:14.442103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:14.447297] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:14.447433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:17.455427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:17.459343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:17.463294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:17.467171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:17.467304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:20.472818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:20.477016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:20.480971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:20.484839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:20.484924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:23.489617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:23.493539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:23.497270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:23.500817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:23.500894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:26.505528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:26.509723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:26.514344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:26.518588] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:26.518728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:29.523701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:29.558519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:29.564732] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:29.569287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:29.569420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:32.574158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:32.577894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:32.612237] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:32.616325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:32.616419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:35.621422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:35.625517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:35.630540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:35.635542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:35.635823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:38.647529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:38.653310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:38.658064] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:38.662390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:38.662639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:41.668474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:41.674057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:41.679188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:41.684121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:41.684244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:44.689195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:44.693295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:44.698709] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:44.703059] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:44.703178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:47.707771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:47.711616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:47.716628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:47.721591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:47.721765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:50.727007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:50.731076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:50.735188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:50.739300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:50.739404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:53.744330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:53.748696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:53.753503] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:53.757932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:53.758030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:56.762729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:56.766979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:56.771282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:56.775797] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:56.775913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:43:59.780515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:43:59.784963] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:43:59.789176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:43:59.793080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:43:59.793182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:02.797966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:02.802075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:02.805473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:02.809169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:02.809260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:05.814207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:05.817942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:05.821705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:05.825214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:05.825303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:08.835200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:08.840555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:08.845339] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:08.849496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:08.849621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:11.854783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:11.859706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:11.864211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:11.868190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:11.868329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:14.874184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:14.879455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:14.885888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:14.890875] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:14.891014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:17.896612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:17.901731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:17.906907] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:17.912137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:17.912261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:20.917840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:20.922885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:20.928140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:20.932494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:20.932670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:23.938031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:23.943443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:23.948094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:23.952356] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:23.952462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:26.959180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:26.965111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:26.970737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:26.976202] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:26.976317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:29.982945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:29.987372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:29.993003] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:29.997706] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:29.997850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:33.003046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:33.008890] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:33.013879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:33.017745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:33.017845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:36.022060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:36.026283] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:36.030630] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:36.034307] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:36.034399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:39.040982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:39.045161] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:39.048726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:39.052372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:39.052663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:42.057622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:42.091984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:42.129012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:42.133594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:42.133746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:45.139392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:45.145025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:45.149871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:45.154967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:45.155101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:48.159564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:48.165129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:48.170966] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:48.175271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:48.175364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:51.183383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:51.191763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:51.198866] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:51.204783] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:51.204903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:54.209939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:54.213886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:54.217837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:54.222097] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:54.222223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:44:57.227556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:44:57.232536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:44:57.237484] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:44:57.242622] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:44:57.242773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:00.246796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:00.250245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:00.254948] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:00.258561] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:00.258673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:03.262607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:03.266119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:03.269538] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:03.273370] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:03.273456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:06.277694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:06.281538] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:06.285209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:06.289276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:06.289396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:09.293905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:09.297859] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:09.301473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:09.304965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:09.305063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:12.310609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:12.315363] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:12.319866] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:12.324247] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:12.324362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:15.329089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:15.333148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:15.337000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:15.340835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:15.340946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:18.345676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:18.352779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:18.357500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:18.361584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:18.361896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:21.366357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:21.370090] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:21.373557] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:21.377039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:21.377119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:24.384978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:24.389711] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:24.393906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:24.397843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:24.397938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:27.402478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:27.406712] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:27.411016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:27.414874] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:27.414979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:30.419146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:30.423021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:30.427389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:30.430979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:30.431080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:33.435265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:33.442796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:33.446340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:33.449748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:33.449839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:36.453721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:36.457214] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:36.460983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:36.464616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:36.464723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:39.469728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:39.474468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:39.479253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:39.484000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:39.484161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:42.490822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:42.497123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:42.502752] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:42.507022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:42.507119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:45.512531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:45.517022] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:45.521044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:45.524994] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:45.525102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:48.533292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:48.539440] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:48.545802] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:48.550824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:48.550954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:51.556046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:51.560431] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:51.565348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:51.569218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:51.569311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:54.574124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:54.578254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:54.582412] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:54.586670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:54.586775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:45:57.591756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:45:57.595769] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:45:57.599888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:45:57.604827] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:45:57.604944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:00.610727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:00.614909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:00.618913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:00.623059] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:00.623181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:03.629587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:03.633590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:03.637100] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:03.640958] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:03.641070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:06.646015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:06.651272] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:06.656102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:06.660281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:06.660379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:09.665895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:09.669576] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:09.673027] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:09.676426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:09.676514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:12.686989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:12.692869] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:12.698211] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:12.703715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:12.703846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:15.708521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:15.713108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:15.717331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:15.721218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:15.721302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:18.728132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:18.733075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:18.737487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:18.741295] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:18.741382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:21.746177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:21.751054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:21.756204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:21.761182] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:21.761310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:24.767170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:24.771926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:24.776577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:24.781109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:24.781230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:27.785860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:27.790030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:27.794165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:27.798140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:27.798262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:30.803530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:30.808119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:30.812451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:30.816548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:30.816697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:33.822032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:33.826921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:33.831706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:33.836441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:33.836566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:36.840929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:36.845797] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:36.850494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:36.854672] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:36.854783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:39.861455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:39.865453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:39.869721] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:39.873911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:39.873990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:42.880448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:42.885245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:42.890131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:42.894149] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:42.894263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:45.900456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:45.905380] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:45.910139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:45.914667] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:45.914988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:48.920839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:48.924584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:48.928463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:48.932162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:48.932253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:51.937529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:51.942013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:51.947094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:51.951711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:51.951821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:54.958204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:54.963608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:54.968146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:54.976360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:54.976493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:46:57.981833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:46:57.986520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:46:57.991133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:46:57.995575] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:46:57.995739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:01.000866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:01.006002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:01.010560] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:01.014689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:01.014937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:04.020535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:04.024662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:04.029082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:04.033463] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:04.033571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:07.039750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:07.044812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:07.050719] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:07.056934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:07.057071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:10.061555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:10.065134] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:10.068843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:10.072857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:10.072959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:13.078175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:13.113592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:13.149600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:13.153710] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:13.153791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:16.159363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:16.163047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:16.166568] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:16.170172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:16.170255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:19.175710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:19.180602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:19.185501] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:19.189279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:19.189385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:22.194359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:22.200153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:22.205730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:22.211675] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:22.211822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:25.217553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:25.222350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:25.226494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:25.231494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:25.231582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:28.236932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:28.243782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:28.249853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:28.253956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:28.254052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:31.258557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:31.263031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:31.266960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:31.270707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:31.270787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:34.275066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:34.279125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:34.282968] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:34.287480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:34.287699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:37.292204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:37.296089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:37.299924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:37.303452] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:37.303537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:40.308044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:40.313160] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:40.317873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:40.322348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:40.322696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:43.328676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:43.334180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:43.339201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:43.343318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:43.343462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:46.347686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:46.351572] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:46.355377] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:46.359125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:46.359237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:49.364681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:49.368819] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:49.372704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:49.377128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:49.377235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:52.381480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:52.386154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:52.390752] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:52.394495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:52.394586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:55.399887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:55.404140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:55.408489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:55.412547] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:55.412634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:47:58.417826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:47:58.422082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:47:58.426000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:47:58.429936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:47:58.430038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:01.435246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:01.439567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:01.443591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:01.447573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:01.447696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:04.452814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:04.457546] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:04.462276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:04.467454] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:04.467587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:07.472552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:07.476599] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:07.481165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:07.485737] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:07.485881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:10.492116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:10.496631] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:10.501358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:10.505868] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:10.505972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:13.512583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:13.517362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:13.521334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:13.525337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:13.525424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:16.529889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:16.534691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:16.538603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:16.542262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:16.542348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:19.547674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:19.551467] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:19.555238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:19.559032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:19.559127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:22.565435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:22.570323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:22.576599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:22.581454] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:22.581776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:25.586576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:25.590707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:25.594998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:25.599774] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:25.599889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:28.605971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:28.611001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:28.615050] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:28.619664] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:28.619822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:31.625344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:31.629515] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:31.633545] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:31.637204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:31.637302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:34.644607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:34.649867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:34.654072] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:34.658277] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:34.658394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:37.663421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:37.667434] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:37.671094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:37.675136] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:37.675239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:40.680540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:40.684282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:40.688045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:40.692032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:40.692143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:43.697162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:43.701795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:43.706263] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:43.710362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:43.710472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:46.716227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:46.721320] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:46.726111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:46.730015] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:46.730123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:49.735882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:49.740141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:49.743790] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:49.747996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:49.748082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:52.754750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:52.760549] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:52.764376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:52.771891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:52.772049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:55.779330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:55.784437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:55.788526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:55.792063] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:55.792143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:48:58.798464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:48:58.802234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:48:58.806313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:48:58.810355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:48:58.810451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:01.817494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:01.823323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:01.829205] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:01.834713] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:01.834847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:04.840339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:04.844239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:04.848551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:04.852163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:04.852242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:07.859119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:07.864752] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:07.869820] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:07.875580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:07.875722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:10.883840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:10.889388] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:10.893974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:10.898276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:10.898368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:13.903743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:13.910750] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:13.916806] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:13.922106] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:13.922232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:16.928431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:16.934084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:16.938695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:16.943159] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:16.943265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:19.948969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:19.954368] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:19.959609] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:19.963630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:19.963785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:22.968896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:22.972831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:22.976593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:22.980093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:22.980209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:25.985180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:25.989687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:25.993633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:25.997691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:25.997796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:29.003247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:29.008257] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:29.012785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:29.016964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:29.017110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:32.022231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:32.026106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:32.029712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:32.033375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:32.033465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:35.039040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:35.042990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:35.047273] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:35.051756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:35.051883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:38.057986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:38.062825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:38.067840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:38.073048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:38.073156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:41.078612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:41.082519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:41.086500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:41.090556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:41.090671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:44.095549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:44.131126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:44.166836] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:44.171283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:44.171399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:47.176688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:47.180273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:47.184757] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:47.189020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:47.189130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:50.194115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:50.197912] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:50.201863] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:50.205595] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:50.205713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:53.210198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:53.214139] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:53.217829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:53.225630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:53.225756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:56.230754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:56.235561] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:56.239897] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:56.243969] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:56.244081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:49:59.249121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:49:59.253250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:49:59.257473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:49:59.262399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:49:59.262523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:02.270834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:02.276813] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:02.282102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:02.289525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:02.289837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:05.293989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:05.297842] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:05.301574] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:05.305370] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:05.305449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:08.310670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:08.315039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:08.319287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:08.323523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:08.323666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:11.329592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:11.333544] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:11.337523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:11.341454] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:11.341539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:14.347251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:14.353464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:14.363787] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:14.368781] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:14.368859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:17.374438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:17.379845] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:17.384126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:17.387934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:17.388031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:20.393520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:20.398335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:20.403469] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:20.407798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:20.407901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:23.413929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:23.417913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:23.421444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:23.425182] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:23.425263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:26.430844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:26.435923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:26.439942] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:26.443811] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:26.443927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:29.448533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:29.452894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:29.456690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:29.460803] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:29.460892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:32.496201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:32.500447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:32.504261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:32.508042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:32.508132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:35.513712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:35.519454] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:35.524394] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:35.528996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:35.529111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:38.534214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:38.539326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:38.543389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:38.547455] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:38.547576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:41.553019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:41.557706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:41.562987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:41.567254] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:41.567348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:44.572698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:44.580130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:44.584940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:44.589753] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:44.589867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:47.594491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:47.598588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:47.602415] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:47.606136] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:47.606227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:50.611604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:50.616820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:50.622500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:50.627400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:50.627525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:53.632639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:53.637502] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:53.641515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:53.646848] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:53.646949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:56.652282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:56.656516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:56.660553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:56.664360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:56.664465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:50:59.669147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:50:59.672995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:50:59.676704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:50:59.680353] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:50:59.680437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:02.685731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:02.690292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:02.695447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:02.699579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:02.699712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:05.705103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:05.710338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:05.714845] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:05.719609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:05.719748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:08.734574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:08.745863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:08.752760] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:08.759094] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:08.759270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:11.764825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:11.769551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:11.775091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:11.779187] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:11.779277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:14.784383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:14.789936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:14.796203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:14.801131] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:14.801249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:17.805700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:17.813326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:17.817756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:17.821539] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:17.821629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:20.826795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:20.831167] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:20.835136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:20.838975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:20.839076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:23.844404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:23.849084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:23.853624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:23.857853] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:23.857962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:26.862493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:26.866616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:26.870590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:26.874450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:26.874579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:29.879690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:29.884838] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:29.889752] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:29.894705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:29.894837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:32.900104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:32.904179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:32.908378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:32.912222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:32.912315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:35.917283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:35.921696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:35.925540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:35.929532] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:35.929676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:38.935538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:38.941330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:38.947151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:38.951817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:38.951936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:41.956829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:41.961759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:41.966601] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:41.970771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:41.970885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:44.975628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:44.983456] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:44.988853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:44.994448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:44.994578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:47.999105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:48.003561] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:48.008057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:48.011922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:48.012027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:51.016733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:51.021080] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:51.025468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:51.029874] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:51.029999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:54.034442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:54.042829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:54.047229] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:54.051393] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:54.051495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:51:57.056773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:51:57.060868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:51:57.064977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:51:57.069297] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:51:57.069412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:00.074560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:00.082151] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:00.086276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:00.090375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:00.090461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:03.096827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:03.101914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:03.106387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:03.111253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:03.111404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:06.116530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:06.120608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:06.124690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:06.128267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:06.128354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:09.133477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:09.137224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:09.140993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:09.144302] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:09.144380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:12.150484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:12.154263] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:12.158375] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:12.162195] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:12.162282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:15.167013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:15.171884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:15.176582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:15.180594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:15.180714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:18.185550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:18.189301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:18.193377] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:18.197388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:18.197490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:21.203692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:21.207385] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:21.211967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:21.215985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:21.216088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:24.221210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:24.225244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:24.230035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:24.234768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:24.234925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:27.240420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:27.244598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:27.248496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:27.252562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:27.252684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:30.258389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:30.262084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:30.266933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:30.271502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:30.271603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:33.278164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:33.282405] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:33.286429] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:33.290473] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:33.290577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:36.296462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:36.300971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:36.305749] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:36.310534] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:36.310628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:39.316098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:39.321491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:39.326716] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:39.330931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:39.331031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:42.336594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:42.341191] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:42.345313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:42.349771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:42.349915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:45.356001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:45.361375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:45.366231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:45.370076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:45.370172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:48.374446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:48.378073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:48.381727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:48.385255] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:48.385342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:51.389549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:51.393759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:51.397516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:51.401498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:51.401586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:54.407813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:54.412870] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:54.416935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:54.421512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:54.421637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:52:57.427076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:52:57.430897] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:52:57.435232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:52:57.439006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:52:57.439104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:00.445738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:00.451346] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:00.456980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:00.461862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:00.461973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:03.467579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:03.475013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:03.479017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:03.482604] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:03.482710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:06.489014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:06.493199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:06.497527] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:06.501639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:06.501745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:09.507203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:09.513228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:09.518902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:09.523571] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:09.523704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:12.528171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:12.532125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:12.535883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:12.539727] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:12.539817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:15.543892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:15.547980] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:15.552104] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:15.555768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:15.555850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:18.560093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:18.563504] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:18.566980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:18.570740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:18.570844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:21.576427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:21.580614] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:21.586267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:21.591857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:21.592029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:24.597071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:24.600726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:24.604137] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:24.607545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:24.607628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:27.614610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:27.622903] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:27.626998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:27.630535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:27.630623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:30.636517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:30.671396] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:30.675823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:30.680032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:30.680154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:33.685895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:33.689959] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:33.724814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:33.729011] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:33.729101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:36.733526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:36.737494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:36.741897] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:36.746231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:36.746352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:39.751722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:39.756527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:39.761397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:39.766444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:39.766569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:42.772689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:42.777821] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:42.782595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:42.786956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:42.787081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:45.793094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:45.800332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:45.807083] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:45.812810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:45.812943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:48.817346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:48.821639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:48.825584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:48.829220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:48.829299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:51.833593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:51.837343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:51.841214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:51.844902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:51.844985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:54.850623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:54.855416] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:54.860264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:54.865080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:54.865205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:53:57.873939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:53:57.878067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:53:57.882065] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:53:57.885926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:53:57.886005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:00.891497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:00.896127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:00.900477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:00.906777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:00.907186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:03.914507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:03.919539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:03.924273] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:03.929522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:03.929703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:06.934851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:06.941858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:06.945714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:06.949332] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:06.949411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:09.954325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:09.958563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:09.962800] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:09.966780] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:09.966948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:12.974469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:12.979587] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:12.984222] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:12.988623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:12.988753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:15.994027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:15.999214] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:16.005338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:16.009984] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:16.010114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:19.014609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:19.018360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:19.021890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:19.025252] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:19.025333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:22.030338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:22.034795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:22.038698] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:22.042798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:22.042898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:25.047707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:25.051708] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:25.055953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:25.064290] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:25.064394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:28.069038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:28.072880] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:28.076483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:28.082776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:28.082892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:31.089351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:31.094584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:31.099856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:31.105004] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:31.105129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:34.110580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:34.114753] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:34.118969] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:34.123292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:34.123435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:37.129853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:37.136069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:37.142141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:37.147634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:37.147767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:40.152493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:40.156835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:40.161959] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:40.166240] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:40.166406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:43.171451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:43.176138] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:43.181447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:43.185763] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:43.185846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:46.192909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:46.197907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:46.202110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:46.205573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:46.205678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:49.210924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:49.215675] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:49.219980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:49.223906] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:49.224039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:52.228946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:52.233261] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:52.237165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:52.240911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:52.240995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:55.246451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:55.251274] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:55.255248] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:55.258829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:55.258913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:54:58.264927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:54:58.270171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:54:58.274612] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:54:58.278634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:54:58.278745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:01.285038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:01.290938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:01.297620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:01.303805] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:01.303948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:04.309791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:04.314236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:04.319209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:04.323803] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:04.323916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:07.329925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:07.333779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:07.337679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:07.341592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:07.341719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:10.346778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:10.351977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:10.356888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:10.362036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:10.362196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:13.368603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:13.373516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:13.378158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:13.382136] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:13.382257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:16.389545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:16.395627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:16.401780] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:16.407618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:16.407821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:19.412006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:19.415970] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:19.419850] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:19.423430] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:19.423520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:22.429004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:22.433636] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:22.437962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:22.442284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:22.442390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:25.448790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:25.454282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:25.460095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:25.465237] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:25.465393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:28.470830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:28.475141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:28.479221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:28.484143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:28.484261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:31.489597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:31.495593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:31.500318] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:31.504453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:31.504558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:34.508553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:34.512200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:34.515928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:34.520100] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:34.520243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:37.529226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:37.534685] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:37.538739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:37.542591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:37.542755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:40.548980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:40.554041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:40.558878] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:40.563199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:40.563311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:43.568554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:43.572634] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:43.577094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:43.581896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:43.582002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:46.591527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:46.599352] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:46.608798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:46.616764] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:46.617008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:49.621740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:49.625677] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:49.629773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:49.633614] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:49.633745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:52.638480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:52.642728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:52.646687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:52.650716] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:52.650829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:55.656458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:55.661740] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:55.667068] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:55.671301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:55.671382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:55:58.676616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:55:58.680962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:55:58.685170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:55:58.689686] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:55:58.689807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:01.694085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:01.698274] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:01.702057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:01.708170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:01.708412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:04.714149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:04.717942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:04.722162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:04.726233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:04.726310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:07.731357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:07.734937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:07.739057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:07.743018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:07.743120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:10.749702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:10.754886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:10.759257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:10.763620] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:10.763733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:13.769749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:13.774563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:13.783724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:13.789033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:13.789166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:16.794092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:16.798195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:16.803615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:16.807414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:16.807515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:19.813615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:19.818894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:19.823856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:19.828012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:19.828122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:22.832460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:22.837047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:22.840744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:22.844509] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:22.844592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:25.849824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:25.854293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:25.859287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:25.864329] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:25.864449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:28.868796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:28.872814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:28.877155] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:28.882002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:28.882107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:31.888450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:31.892832] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:31.897068] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:31.901843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:31.901927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:34.907715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:34.912459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:34.916374] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:34.920583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:34.920719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:37.926038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:37.929969] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:37.933733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:37.937609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:37.937718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:40.943453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:40.947402] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:40.950963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:40.954312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:40.954392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:43.960872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:43.966770] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:43.972249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:43.977399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:43.977509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:46.982273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:46.988247] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:46.993061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:46.996573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:46.996678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:50.001089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:50.004592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:50.009031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:50.013326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:50.013421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:53.019796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:53.023795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:53.027492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:53.031040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:53.031117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:56.037008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:56.041775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:56.046292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:56.050472] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:56.050572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:56:59.056154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:56:59.060415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:56:59.065183] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:56:59.069910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:56:59.070022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:02.076871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:02.081977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:02.086322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:02.090558] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:02.090697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:05.096086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:05.105323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:05.110894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:05.115558] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:05.115976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:08.121666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:08.125379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:08.128898] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:08.132467] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:08.132553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:11.137504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:11.141560] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:11.145823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:11.149912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:11.150030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:14.156191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:14.160619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:14.164439] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:14.168164] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:14.168288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:17.174152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:17.182726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:17.187891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:17.192585] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:17.192731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:20.197623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:20.202165] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:20.206512] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:20.210689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:20.210796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:23.216598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:23.221794] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:23.227233] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:23.231204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:23.231310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:26.237540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:26.245832] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:26.250593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:26.255129] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:26.255263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:29.260980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:29.265326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:29.270859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:29.276352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:29.276488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:32.282467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:32.286926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:32.292146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:32.297001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:32.297146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:35.303402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:35.308592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:35.313570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:35.318688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:35.318809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:38.323810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:38.328425] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:38.332890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:38.336435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:38.336550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:41.342716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:41.347662] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:41.351441] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:41.355108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:41.355211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:44.361122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:44.365337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:44.369871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:44.373954] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:44.374060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:47.379672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:47.384584] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:47.389332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:47.393267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:47.393350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:50.398481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:50.403013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:50.407416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:50.412896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:50.413011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:53.418553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:53.422825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:53.427084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:53.430956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:53.431042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:56.436256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:56.440284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:56.444378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:56.448267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:56.448374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:57:59.454345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:57:59.458859] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:57:59.463087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:57:59.467048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:57:59.467153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:02.476925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:02.482402] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:02.486688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:02.490354] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:02.490439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:05.495387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:05.500462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:05.505507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:05.509787] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:05.509866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:08.516064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:08.520793] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:08.524589] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:08.528281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:08.528366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:11.534031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:11.539795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:11.543954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:11.547477] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:11.547559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:14.552191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:14.556616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:14.560483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:14.564493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:14.564614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:17.569303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:17.574037] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:17.579185] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:17.583040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:17.583129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:20.588840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:20.594319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:20.599777] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:20.604116] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:20.604232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:23.609810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:23.615297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:23.620710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:23.625633] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:23.625801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:26.631262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:26.636615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:26.641552] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:26.646312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:26.646428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:29.650510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:29.654240] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:29.657736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:29.661407] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:29.661492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:32.665882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:32.670148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:32.674749] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:32.679208] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:32.679313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:35.684727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:35.689109] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:35.693068] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:35.697097] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:35.697196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:38.702203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:38.706498] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:38.710975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:38.715335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:38.715634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:41.720954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:41.725247] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:41.729489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:41.733877] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:41.734008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:44.740197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:44.745317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:44.750280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:44.755402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:44.755527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:47.762068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:47.767630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:47.773226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:47.777420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:47.777555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:50.783555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:50.789149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:50.793542] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:50.798369] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:50.798497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:53.803852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:53.808135] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:53.812142] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:53.816178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:53.816287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:56.821066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:56.825045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:56.828552] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:56.832085] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:56.832160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:58:59.836945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:58:59.841854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:58:59.846697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:58:59.851766] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:58:59.851876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:02.856555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:02.864729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:02.869517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:02.873147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:02.873253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:05.878070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:05.882011] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:05.885492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:05.889354] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:05.889445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:08.894383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:08.898843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:08.902601] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:08.906668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:08.906768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:11.911675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:11.915831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:11.919951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:11.923709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:11.923819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:14.930082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:14.934421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:14.939709] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:14.945216] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:14.945340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:17.950150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:17.955284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:17.960011] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:17.964537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:17.964703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:20.970274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:20.975615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:20.980784] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:20.985774] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:20.985895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:23.990252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:23.994189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:23.998040] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:24.002283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:24.002395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:27.009040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:27.013388] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:27.017272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:27.021670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:27.021755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:30.026666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:30.030783] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:30.034872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:30.039052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:30.039154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:33.044411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:33.048305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:33.052352] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:33.056609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:33.056723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:36.063075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:36.067914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:36.072792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:36.077683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:36.077797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:39.083960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:39.088191] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:39.092702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:39.096554] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:39.096624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:42.105327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:42.111784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:42.117178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:42.121977] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:42.122114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:45.128090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:45.132627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:45.136506] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:45.140239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:45.140328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:48.146230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:48.181556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:48.216428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:48.221008] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:48.221113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:51.227022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:51.231095] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:51.235751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:51.240415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:51.240545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:54.244863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:54.248879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:54.252885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:54.256779] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:54.256869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T20:59:57.261459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T20:59:57.265682] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T20:59:57.271543] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T20:59:57.275891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T20:59:57.276000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:00.281311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:00.285603] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:00.290390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:00.295320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:00.295437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:03.301132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:03.305866] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:03.310163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:03.314993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:03.315093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:06.321020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:06.325262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:06.329707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:06.334258] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:06.334380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:09.340923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:09.345689] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:09.350549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:09.355372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:09.355476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:12.361062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:12.365545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:12.369890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:12.373590] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:12.373714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:15.380450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:15.385922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:15.390791] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:15.396044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:15.396144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:18.401313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:18.405855] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:18.410334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:18.414043] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:18.414130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:21.420521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:21.425729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:21.430888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:21.435921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:21.436023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:24.448137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:24.453770] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:24.459866] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:24.464966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:24.465119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:27.473254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:27.477556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:27.481475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:27.485565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:27.485686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:30.492557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:30.498453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:30.502829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:30.507877] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:30.508050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:33.544324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:33.547955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:33.551378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:33.555243] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:33.555338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:36.560299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:36.563989] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:36.567538] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:36.571316] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:36.571403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:39.577718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:39.582899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:39.587724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:39.592580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:39.592722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:42.598368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:42.602196] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:42.606173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:42.609566] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:42.609686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:45.614618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:45.618913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:45.622858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:45.627019] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:45.627129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:48.633065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:48.638140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:48.642884] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:48.648091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:48.648223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:51.654132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:51.658566] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:51.663088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:51.666594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:51.666700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:54.672150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:54.677153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:54.682086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:54.686300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:54.686458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:00:57.693475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:00:57.699149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:00:57.704239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:00:57.710021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:00:57.710155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:00.715871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:00.720340] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:00.724474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:00.729009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:00.729094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:03.733805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:03.737917] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:03.742247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:03.746294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:03.746389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:06.751738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:06.756098] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:06.761464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:06.765875] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:06.765973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:09.772267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:09.776308] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:09.780415] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:09.785139] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:09.785228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:12.790497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:12.795077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:12.799511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:12.803723] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:12.803826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:15.809877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:15.814415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:15.818340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:15.822147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:15.822242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:18.827958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:18.833141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:18.838438] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:18.842613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:18.842755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:21.847758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:21.852480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:21.856616] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:21.860983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:21.861127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:24.867061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:24.871682] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:24.875876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:24.881552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:24.881792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:27.887050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:27.891746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:27.895892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:27.900021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:27.900154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:30.906237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:30.910635] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:30.914599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:30.918422] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:30.918508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:33.923747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:33.927449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:33.932603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:33.938882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:33.939028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:36.944444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:36.951069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:36.956497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:36.962378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:36.962528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:39.968381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:39.972688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:39.976419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:39.980170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:39.980251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:42.984383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:42.988843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:42.992983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:42.996694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:42.996780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:46.001438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:46.005987] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:46.010819] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:46.015110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:46.015234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:49.020374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:49.208135] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:49.242901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:49.246486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:49.246580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:52.251446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:52.255476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:52.259457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:52.263248] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:52.263336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:55.268036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:55.272116] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:55.276107] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:55.279894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:55.280003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:01:58.284908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:01:58.289453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:01:58.294232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:01:58.298225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:01:58.298345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:01.304238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:01.310066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:01.316223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:01.322145] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:01.322287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:04.327467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:04.332531] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:04.336714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:04.340348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:04.340459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:07.345795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:07.351211] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:07.355986] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:07.360145] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:07.360248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:10.365389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:10.370028] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:10.374297] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:10.378309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:10.378421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:13.384612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:13.389802] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:13.394364] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:13.399674] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:13.399791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:16.404725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:16.408948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:16.412513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:16.416057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:16.416143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:19.421736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:19.426920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:19.431830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:19.435907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:19.436028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:22.441364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:22.446219] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:22.451008] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:22.454891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:22.454985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:25.462165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:25.468262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:25.473772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:25.478982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:25.479148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:28.485236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:28.491266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:28.496344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:28.500833] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:28.501126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:31.506695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:31.511596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:31.516085] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:31.520813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:31.521132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:34.527130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:34.532616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:34.538019] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:34.542795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:34.542898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:37.548108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:37.553717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:37.558305] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:37.562702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:37.562984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:40.569497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:40.573850] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:40.578261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:40.583132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:40.583230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:43.588953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:43.593680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:43.598088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:43.602322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:43.602446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:46.609726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:46.614438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:46.621502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:46.626565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:46.626730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:49.631481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:49.636436] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:49.640385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:49.644188] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:49.644295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:52.649308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:52.654919] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:52.660566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:52.665610] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:52.665763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:55.670284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:55.674190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:55.678135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:55.681981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:55.682075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:02:58.686530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:02:58.690451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:02:58.694769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:02:58.699024] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:02:58.699154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:01.704040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:01.708391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:01.712635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:01.716883] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:01.716995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:04.721417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:04.725424] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:04.732684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:04.736802] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:04.736904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:07.742308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:07.746911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:07.751264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:07.755470] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:07.755562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:10.760586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:10.764592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:10.769333] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:10.774275] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:10.774384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:13.780368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:13.784604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:13.788382] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:13.791854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:13.791931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:16.798637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:16.804453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:16.810120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:16.815184] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:16.815302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:19.820265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:19.824972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:19.830226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:19.834130] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:19.834222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:22.838928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:22.842475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:22.845977] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:22.849423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:22.849505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:25.854583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:25.858527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:25.862467] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:25.866472] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:25.866638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:28.872411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:28.877226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:28.881675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:28.886311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:28.886444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:31.890841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:31.926296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:31.931376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:31.936275] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:31.936388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:34.941543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:34.945420] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:34.979835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:34.983852] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:34.983956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:37.989084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:37.992491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:37.996148] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:37.999742] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:37.999831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:41.005835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:41.010492] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:41.014430] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:41.018504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:41.018628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:44.023595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:44.028969] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:44.034347] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:44.038519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:44.038623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:47.071591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:47.075443] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:47.079499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:47.083470] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:47.083576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:50.088941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:50.093510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:50.099103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:50.186130] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:50.186283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:53.191794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:53.195760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:53.199814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:53.203715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:53.203815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:56.208631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:56.212357] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:56.216071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:56.220458] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:56.220581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:03:59.226012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:03:59.229778] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:03:59.233304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:03:59.236985] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:03:59.237075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:02.242693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:02.247732] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:02.253520] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:02.258807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:02.258942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:05.264239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:05.268500] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:05.272371] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:05.276889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:05.277022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:08.282227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:08.286537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:08.290864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:08.295017] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:08.295133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:11.300455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:11.304607] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:11.309152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:11.313336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:11.313459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:14.319404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:14.323458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:14.327036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:14.330626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:14.330752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:17.336218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:17.340128] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:17.343578] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:17.347198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:17.347274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:20.351978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:20.356448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:20.362668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:20.366626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:20.366773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:23.372408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:23.376889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:23.381627] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:23.386561] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:23.386732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:26.391512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:26.395306] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:26.398992] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:26.402424] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:26.402511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:29.407930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:29.411485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:29.415446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:29.419189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:29.419291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:32.424573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:32.428244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:32.431863] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:32.435559] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:32.435636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:35.440527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:35.445933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:35.450547] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:35.454840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:35.454950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:38.461581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:38.465576] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:38.469273] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:38.472729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:38.472812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:41.477805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:41.482077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:41.485915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:41.490371] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:41.490478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:44.497936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:44.506480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:44.512253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:44.515865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:44.515944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:47.523795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:47.528144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:47.532616] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:47.537946] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:47.538091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:50.543085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:50.549279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:50.554970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:50.559517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:50.559614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:53.565928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:53.569991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:53.573571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:53.578485] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:53.578636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:56.585053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:56.589091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:56.592707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:56.596541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:56.596626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:04:59.602939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:04:59.606945] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:04:59.610413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:04:59.613927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:04:59.614006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:02.620922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:02.627231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:02.633144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:02.638946] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:02.639101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:05.643372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:05.646886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:05.650440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:05.653941] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:05.654019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:08.659418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:08.663458] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:08.667386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:08.671522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:08.671626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:11.676144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:11.680585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:11.685129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:11.688980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:11.689072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:14.693462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:14.697885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:14.702088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:14.705819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:14.705903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:17.710192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:17.713729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:17.717167] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:17.720527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:17.720607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:20.726186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:20.734272] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:20.738838] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:20.742520] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:20.742607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:23.747528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:23.752523] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:23.756502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:23.760100] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:23.760187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:26.764500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:26.768142] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:26.771984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:26.775864] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:26.775951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:29.782377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:29.786744] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:29.790493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:29.794082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:29.794202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:32.798564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:32.802803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:32.806371] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:32.809966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:32.810042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:35.816033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:35.820306] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:35.824223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:35.828063] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:35.828147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:38.833267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:38.837512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:38.842000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:38.846285] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:38.846408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:41.851622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:41.855905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:41.860403] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:41.864993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:41.865136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:44.874737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:44.878953] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:44.882798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:44.886445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:44.886533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:47.892149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:47.897415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:47.902186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:47.907378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:47.907489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:50.914308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:50.919194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:50.924331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:50.928674] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:50.928787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:53.933472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:53.937613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:53.941739] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:53.945553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:53.945799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:56.951243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:56.955502] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:56.959503] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:56.964273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:56.964373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:05:59.970704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:05:59.975229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:05:59.980074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:05:59.984316] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:05:59.984400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:02.989879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:02.994890] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:02.999176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:03.003483] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:03.003608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:06.009240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:06.013074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:06.017409] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:06.022221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:06.022367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:09.027582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:09.031774] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:09.036091] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:09.040700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:09.040795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:12.045854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:12.051391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:12.056876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:12.066321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:12.066703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:15.071985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:15.076017] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:15.080459] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:15.084689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:15.084796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:18.121022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:18.125436] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:18.129908] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:18.134073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:18.134172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:21.139322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:21.144371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:21.149117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:21.153253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:21.153347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:24.158586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:24.162676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:24.166826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:24.171218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:24.171343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:27.179948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:27.185752] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:27.190768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:27.195787] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:27.195906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:30.201104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:30.205112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:30.209945] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:30.213944] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:30.214044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:33.218334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:33.221907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:33.225271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:33.228574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:33.228681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:36.234406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:36.239054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:36.243693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:36.248447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:36.248566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:39.253331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:39.257700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:39.261629] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:39.268628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:39.268942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:42.276245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:42.281222] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:42.285691] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:42.290183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:42.290307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:45.297126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:45.301639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:45.305621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:45.309632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:45.309741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:48.315674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:48.320428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:48.325255] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:48.331494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:48.331633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:51.336521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:51.341559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:51.346802] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:51.350983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:51.351093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:54.356235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:54.362266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:54.366638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:54.370600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:54.370731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:06:57.376965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:06:57.384115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:06:57.388046] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:06:57.392399] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:06:57.392550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:00.402843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:00.408763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:00.412851] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:00.417066] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:00.417191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:03.424540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:03.431617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:03.438955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:03.446085] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:03.446328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:06.451067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:06.455227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:06.458999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:06.462770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:06.462856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:09.468009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:09.473024] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:09.477124] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:09.480991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:09.481077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:12.485929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:12.490036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:12.494748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:12.499360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:12.499469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:15.504393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:15.508379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:15.511899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:15.515300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:15.515384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:18.522211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:18.526436] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:18.531136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:18.535154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:18.535249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:21.540853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:21.546237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:21.551437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:21.556109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:21.556238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:24.561321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:24.564898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:24.568482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:24.572151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:24.572231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:27.579342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:27.584737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:27.589148] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:27.594228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:27.594378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:30.599248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:30.603541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:30.609061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:30.615350] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:30.615534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:33.620854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:33.624841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:33.628949] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:33.633465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:33.633555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:36.638301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:36.642507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:36.646355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:36.650256] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:36.650361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:39.655883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:39.660702] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:39.665423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:39.670065] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:39.670162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:42.676530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:42.684858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:42.688972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:42.693004] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:42.693166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:45.697534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:45.701975] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:45.706459] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:45.711267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:45.711372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:48.717378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:48.722225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:48.726154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:48.731037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:48.731351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:51.737347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:51.742438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:51.747437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:51.751569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:51.751715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:54.756987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:54.761722] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:54.766857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:54.770956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:54.771058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:07:57.775048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:07:57.778691] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:07:57.782322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:07:57.787146] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:07:57.787333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:00.792387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:00.796834] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:00.801711] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:00.805824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:00.805919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:03.812068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:03.817797] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:03.822286] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:03.827803] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:03.827973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:06.833727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:06.838354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:06.842838] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:06.846688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:06.846784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:09.853038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:09.858382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:09.863124] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:09.867176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:09.867281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:12.872695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:12.876739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:12.881052] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:12.885360] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:12.885468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:15.891375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:15.895596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:15.899504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:15.904118] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:15.904223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:18.910440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:18.915404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:18.920542] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:18.925412] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:18.925522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:21.931632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:21.937788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:21.943454] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:21.947906] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:21.947999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:24.952964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:24.958265] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:24.963287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:24.968732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:24.968876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:27.973697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:27.977682] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:27.981409] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:27.985082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:27.985170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:30.990920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:30.995243] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:30.999502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:31.003818] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:31.003935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:34.009810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:34.014268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:34.019109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:34.022787] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:34.022880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:37.027931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:37.033677] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:37.039362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:37.045190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:37.045321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:40.050866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:40.055250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:40.059118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:40.063144] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:40.063255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:43.069346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:43.073717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:43.077303] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:43.081602] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:43.081717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:46.087123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:46.094353] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:46.099076] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:46.103409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:46.103500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:49.415021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:49.419944] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:49.424794] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:49.428595] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:49.428709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:52.434427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:52.469093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:52.503791] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:52.507660] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:52.507740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:55.513757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:55.518054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:55.521700] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:55.525038] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:55.525118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:08:58.531089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:08:58.536882] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:08:58.542811] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:08:58.547922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:08:58.548057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:01.554346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:01.558479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:01.562165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:01.565784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:01.565870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:04.571985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:04.576303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:04.583346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:04.587313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:04.587403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:07.593925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:07.599630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:07.603745] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:07.607667] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:07.607751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:10.619192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:10.623988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:10.628963] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:10.633570] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:10.633698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:13.638832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:13.642821] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:13.647347] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:13.651986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:13.652141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:16.657679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:16.667541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:16.671517] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:16.675600] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:16.675705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:19.681380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:19.685938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:19.690109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:19.694695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:19.694807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:22.700705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:22.705379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:22.710083] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:22.713660] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:22.713743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:25.718605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:25.722909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:25.726734] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:25.731307] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:25.731409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:28.737151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:28.741361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:28.745502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:28.751064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:28.751284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:31.756089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:31.760164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:31.764170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:31.768333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:31.768455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:34.774697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:34.780164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:34.784906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:34.789358] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:34.789444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:37.794917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:37.799666] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:37.804265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:37.809487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:37.809622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:40.814611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:40.818596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:40.822591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:40.826854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:40.826937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:43.833054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:43.837406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:43.843368] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:43.848569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:43.848697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:46.853706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:46.859446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:46.863300] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:46.867462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:46.867625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:49.873258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:49.877112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:49.880855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:49.885107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:49.885224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:52.890301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:52.895384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:52.900910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:52.905625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:52.905757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:55.911417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:55.916477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:55.921811] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:55.926588] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:55.926727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:09:58.931855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:09:58.936215] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:09:58.940849] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:09:58.944732] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:09:58.944822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:01.949600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:01.953509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:01.957991] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:01.963556] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:01.963728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:04.968361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:04.971996] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:04.977010] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:04.981237] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:04.981321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:07.985592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:07.989291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:07.993154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:07.996807] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:07.996891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:11.001927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:11.005988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:11.009680] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:11.013677] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:11.013766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:14.018111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:14.025234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:14.029473] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:14.033350] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:14.033454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:17.038682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:17.042799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:17.046534] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:17.050447] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:17.050539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:20.247412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:20.253312] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:20.259546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:20.263878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:20.263963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:23.269144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:23.304860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:23.341016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:23.345332] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:23.345420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:26.351613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:26.358113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:26.363268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:26.368073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:26.368213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:29.372768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:29.377726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:29.381516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:29.385153] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:29.385234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:32.392897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:32.396813] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:32.400555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:32.404038] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:32.404120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:35.432485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:35.438960] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:35.443029] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:35.446871] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:35.446960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:38.452040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:38.456524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:38.461182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:38.465442] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:38.465536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:41.470136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:41.475044] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:41.479269] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:41.482980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:41.483062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:44.487096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:44.491563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:44.495873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:44.500347] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:44.500463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:47.505533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:47.510268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:47.514319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:47.518893] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:47.518970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:50.524465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:50.532074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:50.536264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:50.540233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:50.540320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:53.546118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:53.552023] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:53.557677] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:53.564123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:53.564331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:56.568999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:56.572942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:56.576934] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:56.581233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:56.581325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:10:59.586905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:10:59.593076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:10:59.597223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:10:59.602124] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:10:59.602251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:02.609111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:02.615076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:02.620962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:02.626155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:02.626295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:05.632528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:05.637345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:05.645191] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:05.649292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:05.649376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:08.654577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:08.660304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:08.666288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:08.672039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:08.672157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:11.677442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:11.682188] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:11.687506] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:11.692833] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:11.692946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:14.698276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:14.703310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:14.707936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:14.712217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:14.712316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:17.719205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:17.724636] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:17.729595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:17.734100] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:17.734239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:20.740389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:20.745106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:20.750540] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:20.755630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:20.755754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:23.762355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:23.767304] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:23.772791] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:23.777117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:23.777215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:26.782224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:26.786827] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:26.791221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:26.796040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:26.796160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:29.802780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:29.807205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:29.812562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:29.817315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:29.817440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:32.822425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:32.827275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:32.831394] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:32.835025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:32.835110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:35.840693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:35.844676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:35.853667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:35.858167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:35.858364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:38.864241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:38.868686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:38.872617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:38.876758] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:38.876876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:41.882790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:41.886619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:41.890428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:41.894322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:41.894418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:44.900341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:44.904411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:44.908036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:44.911444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:44.911526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:47.917475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:47.922573] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:47.926593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:47.930621] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:47.930761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:50.936536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:50.941060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:50.945392] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:50.949201] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:50.949303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:53.954463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:53.958880] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:53.963544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:53.967076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:53.967170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:56.973564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:56.977994] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:11:56.982112] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:11:56.986198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:11:56.986291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:11:59.991791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:11:59.996479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:00.001312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:00.007022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:00.007118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:03.015576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:03.021860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:03.026392] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:03.033797] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:03.034011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:06.040243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:06.044267] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:06.048591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:06.052773] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:06.052888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:09.059000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:09.063905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:09.068475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:09.072815] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:09.072942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:12.077839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:12.082000] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:12.085706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:12.089764] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:12.089865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:15.094730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:15.098698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:15.102756] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:15.106975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:15.107082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:18.111747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:18.116705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:18.121530] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:18.126378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:18.126491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:21.132054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:21.136437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:21.140761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:21.145168] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:21.145277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:24.150376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:24.186423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:24.221062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:24.225860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:24.225971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:27.231013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:27.234674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:27.238978] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:27.242693] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:27.242783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:30.247458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:30.254303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:30.259003] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:30.263020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:30.263133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:33.267797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:33.271520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:33.275430] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:33.279402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:33.279489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:36.285076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:36.292113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:36.300744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:36.305911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:36.306060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:39.310533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:39.314411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:39.318111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:39.322897] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:39.322986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:42.328087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:42.331611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:42.335210] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:42.339921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:42.340089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:45.347081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:45.355892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:45.360254] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:45.364378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:45.364456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:48.370359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:48.375077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:48.378998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:48.382946] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:48.383031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:51.389725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:51.393913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:51.397803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:51.401545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:51.401676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:54.407281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:54.411804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:54.416105] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:54.420616] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:54.420787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:12:57.425706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:12:57.429342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:12:57.433521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:12:57.437882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:12:57.438009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:00.443050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:00.447003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:00.451569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:00.455730] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:00.455834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:03.461737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:03.466579] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:03.470780] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:03.474691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:03.474790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:06.480079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:06.484288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:06.488585] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:06.492414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:06.492494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:09.498510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:09.502752] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:09.506562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:09.510408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:09.510502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:12.515742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:12.520223] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:12.524696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:12.528590] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:12.528713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:15.533934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:15.538086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:15.542059] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:15.546022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:15.546133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:18.554498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:18.559697] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:18.564733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:18.568955] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:18.569057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:21.575893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:21.581020] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:21.585623] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:21.589287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:21.589379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:24.595279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:24.600096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:24.604938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:24.609075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:24.609211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:27.614179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:27.617899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:27.621616] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:27.625287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:27.625422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:30.631512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:30.636527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:30.641881] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:30.646136] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:30.646383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:33.651636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:33.687294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:33.693223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:33.698579] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:33.698713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:36.703658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:36.708872] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:36.745546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:36.750002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:36.750121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:39.754983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:39.758948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:39.762984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:39.767183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:39.767277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:42.772573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:42.778910] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:42.784190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:42.793798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:42.793923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:45.799614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:45.805066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:45.809496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:45.813772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:45.813972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:48.819836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:48.823892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:48.827902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:48.832721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:48.832829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:51.838246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:51.842475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:51.846154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:51.849802] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:51.849891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:54.855669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:54.860408] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:54.864603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:54.868214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:54.868298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:13:57.873882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:13:57.877624] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:13:57.881156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:13:57.884792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:13:57.884881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:00.890376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:00.895155] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:00.899996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:00.904788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:00.904903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:03.910026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:03.913813] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:03.918416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:03.922537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:03.922625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:06.929390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:06.934628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:06.938761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:06.942694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:06.942804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:09.948216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:09.952952] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:09.958360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:09.963791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:09.963911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:12.969078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:12.973800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:12.978843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:12.982836] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:12.982929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:15.987923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:15.992518] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:15.997228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:16.002634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:16.002782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:19.008323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:19.012787] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:19.016789] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:19.021077] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:19.021198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:22.028066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:22.032704] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:22.037555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:22.042101] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:22.042218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:25.047847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:25.083102] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:25.119146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:25.123624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:25.123755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:28.128823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:28.132694] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:28.136487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:28.140424] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:28.140517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:31.145770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:31.151082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:31.157562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:31.162125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:31.162213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:34.166974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:34.171945] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:34.177027] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:34.181728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:34.181809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:37.186438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:37.190133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:37.194061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:37.199830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:37.199956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:40.205709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:40.210001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:40.214244] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:40.219081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:40.219203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:43.224098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:43.228145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:43.231744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:43.235459] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:43.235548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:46.242173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:46.247701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:46.253222] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:46.258819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:46.258953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:49.264110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:49.272455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:49.277267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:49.281176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:49.281266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:52.287535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:52.291447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:52.295300] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:52.299098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:52.299277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:55.304402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:55.309314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:55.313953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:55.317958] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:55.318068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:14:58.322874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:14:58.327331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:14:58.331686] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:14:58.335450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:14:58.335563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:01.340741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:01.345179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:01.349565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:01.353844] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:01.353964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:04.360835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:04.365245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:04.369258] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:04.373337] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:04.373421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:07.378525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:07.383247] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:07.388758] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:07.393001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:07.393093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:10.399333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:10.404551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:10.409239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:10.413218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:10.413326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:13.419609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:13.424375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:13.429142] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:13.433348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:13.433451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:16.441849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:16.447099] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:16.451563] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:16.457363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:16.457481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:19.462564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:19.466478] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:19.470586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:19.474626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:19.474756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:22.479697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:22.483418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:22.487126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:22.491618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:22.491733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:25.497907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:25.502943] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:25.507695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:25.511781] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:25.511930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:28.516471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:28.520594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:28.524522] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:28.528373] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:28.528492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:31.533406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:31.537087] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:31.540976] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:31.544609] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:31.544721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:34.549823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:34.553718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:34.557667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:34.561524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:34.561619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:37.568707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:37.573491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:37.578072] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:37.582763] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:37.582889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:40.588440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:40.592439] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:40.596285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:40.600286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:40.600389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:43.607179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:43.612010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:43.616737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:43.621473] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:43.621794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:46.626810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:46.630902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:46.634594] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:46.638519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:46.638615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:49.644410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:49.648751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:49.652544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:49.656176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:49.656266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:52.662618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:52.666949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:52.671068] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:52.674711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:52.674792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:55.680111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:55.685182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:55.689761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:55.694349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:55.694485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:15:58.699203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:15:58.702875] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:15:58.706465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:15:58.710729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:15:58.710824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:01.716333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:01.721118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:01.725401] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:01.730056] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:01.730178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:04.734909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:04.738560] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:04.742131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:04.746017] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:04.746116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:07.751274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:07.755592] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:07.759568] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:07.763601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:07.763712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:10.768141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:10.772830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:10.777474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:10.782270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:10.782377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:13.787635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:13.791941] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:13.795797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:13.799757] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:13.799875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:16.805380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:16.809480] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:16.813231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:16.817373] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:16.817453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:19.824456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:19.829292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:19.833346] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:19.836891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:19.836972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:22.844031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:22.849777] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:22.855214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:22.860212] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:22.860387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:25.865302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:25.869800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:25.874036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:25.877748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:25.877836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:28.882615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:28.887027] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:28.890926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:28.894639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:28.894751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:31.899088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:31.903032] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:31.906932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:31.911381] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:31.911487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:34.916126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:34.920027] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:34.923973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:34.927621] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:34.927725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:37.933400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:37.938737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:37.943735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:37.947957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:37.948034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:40.953187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:40.956997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:40.960785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:40.964475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:40.964574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:43.969558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:43.974791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:43.979098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:43.983886] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:43.983985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:46.988704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:46.992583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:46.996514] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:47.000363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:47.000457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:50.005473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:50.009822] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:50.013355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:50.016930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:50.017010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:53.326086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:53.330328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:53.334156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:53.337667] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:53.337748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:56.342979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:56.377581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:56.413341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:56.417488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:56.417579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:16:59.424121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:16:59.429770] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:16:59.435569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:16:59.440433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:16:59.440559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:02.445344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:02.449477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:02.453876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:02.458245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:02.458512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:05.463292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:05.467263] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:05.470975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:05.475320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:05.475417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:08.480426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:08.484353] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:08.489034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:08.493628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:08.493746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:11.501950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:11.506216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:11.509988] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:11.514506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:11.514620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:14.520281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:14.525820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:14.531774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:14.537853] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:14.538014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:17.543068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:17.547321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:17.553530] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:17.557743] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:17.557839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:20.562802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:20.566718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:20.570232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:20.573861] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:20.573946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:23.578877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:23.582935] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:23.587486] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:23.592271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:23.592496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:26.598670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:26.604637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:26.614172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:26.620001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:26.620152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:29.625125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:29.629469] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:29.634020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:29.638112] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:29.638400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:32.643937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:32.648135] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:32.652162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:32.655895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:32.655970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:35.661437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:35.665571] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:35.669857] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:35.673845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:35.673930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:38.679109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:38.682490] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:38.685837] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:38.689171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:38.689247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:41.697140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:41.702089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:41.706436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:41.711567] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:41.711764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:44.719260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:44.724616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:44.728967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:44.732563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:44.732669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:47.740424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:47.744991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:47.750102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:47.754708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:47.754835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:50.761398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:50.765848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:50.770393] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:50.775052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:50.775197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:53.782260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:53.786291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:53.789861] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:53.793826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:53.793908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:56.798051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:56.802044] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:56.806529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:56.810553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:56.810632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:17:59.816526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:17:59.821854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:17:59.826844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:17:59.831770] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:17:59.831951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:02.836391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:02.840051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:02.843474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:02.846878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:02.846955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:05.851396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:05.855254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:05.858933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:05.862611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:05.862724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:08.867181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:08.871221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:08.875084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:08.878700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:08.878804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:11.883307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:11.887095] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:11.890744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:11.895152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:11.895245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:14.899875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:14.903716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:14.907354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:14.911037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:14.911123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:17.917175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:17.921412] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:17.925037] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:17.928619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:17.928750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:20.934140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:20.938485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:20.943259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:20.948635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:20.948780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:23.953821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:23.958081] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:23.962981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:23.967093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:23.967177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:26.971541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:26.976506] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:26.981387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:26.986019] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:26.986153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:29.991133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:29.994783] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:29.998281] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:30.001936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:30.002037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:33.006617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:33.011731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:33.016066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:33.021392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:33.021626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:36.027224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:36.031610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:36.035221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:36.039493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:36.039584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:39.045636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:39.050921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:39.056233] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:39.060416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:39.060539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:42.066486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:42.071200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:42.075477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:42.080016] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:42.080156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:45.085555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:45.089543] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:45.094464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:45.098999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:45.099082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:48.106071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:48.111101] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:48.116247] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:48.120962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:48.121082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:51.127445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:51.132570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:51.136298] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:51.140168] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:51.140259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:54.147370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:54.151672] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:54.155985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:54.159983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:54.160059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:18:57.166487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:18:57.201282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:18:57.207690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:18:57.212529] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:18:57.212624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:00.217710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:00.221593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:00.225141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:00.229413] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:00.229603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:03.234454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:03.239015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:03.243169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:03.247536] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:03.247677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:06.254096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:06.257902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:06.262335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:06.266436] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:06.266522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:09.273336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:09.278904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:09.285032] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:09.289941] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:09.290096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:12.296846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:12.301946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:12.306287] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:12.310117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:12.310207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:15.316441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:15.322005] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:15.326041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:15.330061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:15.330162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:18.336474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:18.340910] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:18.345430] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:18.349880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:18.349996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:21.356327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:21.360586] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:21.364416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:21.368286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:21.368366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:24.376832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:24.382997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:24.387133] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:24.391348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:24.391426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:27.398249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:27.403792] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:27.408804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:27.412942] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:27.413039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:30.419445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:30.425190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:30.432284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:30.437192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:30.437335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:33.442714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:33.447931] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:33.453332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:33.457278] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:33.457369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:36.464210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:36.469541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:36.474433] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:36.480610] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:36.480809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:39.487258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:39.491282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:39.495149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:39.500193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:39.500325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:42.506975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:42.512225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:42.517418] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:42.522402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:42.522489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:45.530250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:45.535571] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:45.539960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:45.544183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:45.544344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:48.550409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:48.555075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:48.559866] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:48.564740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:48.564838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:51.571527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:51.576742] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:51.581751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:51.586901] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:51.587051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:54.595610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:54.602079] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:54.607560] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:54.613687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:54.613816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:19:57.621196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:19:57.627850] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:19:57.634120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:19:57.639170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:19:57.639378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:00.645745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:00.649718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:00.653826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:00.658998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:00.659162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:03.666367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:03.671066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:03.675787] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:03.680453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:03.680553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:06.685272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:06.689302] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:06.693126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:06.696949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:06.697036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:09.704226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:09.709023] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:09.713825] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:09.717685] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:09.717786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:12.722425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:12.727031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:12.731477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:12.735957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:12.736085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:15.740614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:15.744159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:15.749303] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:15.756679] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:15.756797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:18.762552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:18.767110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:18.772234] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:18.776793] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:18.776898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:21.783061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:21.788264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:21.793380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:21.797612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:21.797931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:24.802668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:24.806608] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:24.812307] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:24.816059] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:24.816136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:27.822614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:27.828106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:27.833685] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:27.838363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:27.838458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:30.843433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:30.847604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:30.852245] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:30.856689] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:30.856813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:33.862746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:33.866437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:33.870403] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:33.874328] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:33.874409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:36.914966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:36.920146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:36.925131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:36.929953] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:36.930045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:39.934736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:39.938800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:39.943059] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:39.947443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:39.947548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:42.952669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:42.956914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:42.961738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:42.965695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:42.965775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:45.969998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:45.973507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:45.977002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:45.980572] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:45.980682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:48.985767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:48.991061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:48.995376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:48.999435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:48.999542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:52.005241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:52.010701] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:52.015463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:52.019979] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:52.020094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:55.116562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:55.121625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:55.126768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:55.130904] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:55.130990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:20:58.136320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:20:58.178553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:20:58.215141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:20:58.219924] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:20:58.220415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:01.225528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:01.230258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:01.235494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:01.240530] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:01.240838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:04.245941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:04.256476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:04.262097] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:04.266109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:04.266194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:07.270799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:07.275051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:07.281279] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:07.286895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:07.287015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:10.291393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:10.295444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:10.299129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:10.303227] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:10.303486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:13.308097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:13.312699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:13.316919] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:13.322747] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:13.322893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:16.328336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:16.332884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:16.336866] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:16.342214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:16.342357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:19.348501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:19.353984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:19.358232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:19.362665] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:19.362770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:22.368032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:22.372552] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:22.376815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:22.380562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:22.380672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:25.385358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:25.389447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:25.393388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:25.397369] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:25.397467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:28.402942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:28.407916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:28.413520] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:28.418058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:28.418161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:31.422639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:31.426907] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:31.430466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:31.434386] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:31.434492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:34.439580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:34.444026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:34.447505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:34.455031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:34.455122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:37.460215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:37.464061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:37.467851] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:37.471531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:37.471623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:40.477881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:40.482447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:40.486412] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:40.490214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:40.490311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:43.496065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:43.499974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:43.504436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:43.508331] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:43.508409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:46.513874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:46.519445] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:46.525386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:46.530419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:46.530560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:49.536764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:49.540688] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:49.544487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:49.549058] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:49.549169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:52.554372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:52.559625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:52.563971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:52.568255] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:52.568509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:55.574239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:55.578238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:55.582912] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:55.588046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:55.588148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:21:58.595116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:21:58.599789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:21:58.604111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:21:58.608434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:21:58.608532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:01.614278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:01.619599] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:01.625053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:01.630341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:01.630462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:04.636060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:04.640503] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:04.644555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:04.652721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:04.652869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:07.660387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:07.666400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:07.671673] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:07.677714] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:07.677874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:10.685301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:10.690307] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:10.694504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:10.698794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:10.698904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:13.703514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:13.708425] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:13.713419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:13.717834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:13.717952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:16.723622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:16.727295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:16.730688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:16.733966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:16.734060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:19.739509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:19.745276] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:19.749758] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:19.754437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:19.754547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:22.761716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:22.767187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:22.771240] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:22.775870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:22.775983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:25.781954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:25.786940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:25.792058] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:25.796618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:25.796754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:28.802555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:28.807392] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:28.811610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:28.815385] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:28.815469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:31.821152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:31.825477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:31.830750] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:31.836029] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:31.836135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:34.841400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:34.845337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:34.849364] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:34.853425] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:34.853523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:37.859431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:37.863444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:37.866962] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:37.871368] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:37.871464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:40.876742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:40.881553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:40.886764] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:40.891388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:40.891473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:43.896101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:43.900005] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:43.903869] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:43.907815] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:43.907904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:46.912558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:46.916630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:46.920826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:46.924423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:46.924509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:49.928856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:49.932879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:49.937198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:49.941108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:49.941193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:52.945957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:52.950242] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:52.954170] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:52.958237] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:52.958329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:55.963134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:55.967873] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:55.972926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:55.977794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:55.977921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:22:58.982991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:22:58.987616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:22:58.995373] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:22:58.999142] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:22:58.999252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:02.003465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:02.007154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:02.011114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:02.014758] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:02.014841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:05.019144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:05.022780] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:05.027329] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:05.032458] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:05.032577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:08.038861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:08.044893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:08.049577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:08.054128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:08.054236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:11.060163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:11.064725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:11.068604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:11.072270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:11.072350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:14.077886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:14.081808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:14.085396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:14.088993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:14.089078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:17.095316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:17.099368] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:17.103534] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:17.107601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:17.107767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:20.112833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:20.116500] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:20.121203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:20.125031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:20.125156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:23.131050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:23.135566] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:23.140101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:23.143921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:23.144008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:26.150327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:26.154324] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:26.158244] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:26.162684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:26.162791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:29.169062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:29.173918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:29.178344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:29.182485] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:29.182587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:32.189462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:32.194358] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:32.199365] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:32.203207] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:32.203292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:35.207801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:35.242176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:35.246404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:35.250364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:35.250474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:38.255157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:38.259123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:38.294190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:38.298234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:38.298333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:41.302793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:41.306340] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:41.309844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:41.313266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:41.313360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:44.317983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:44.323372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:44.327935] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:44.332159] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:44.332288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:47.337353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:47.341230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:47.345298] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:47.349712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:47.349818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:50.354803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:50.358583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:50.362136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:50.365678] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:50.365760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:53.372184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:53.376880] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:53.381147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:53.384912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:53.384987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:56.392351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:56.398218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:56.403127] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:56.407129] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:56.407219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:23:59.412105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:23:59.417686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:23:59.424262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:23:59.428838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:23:59.428926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:02.434440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:02.439881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:02.443969] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:02.449020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:02.449198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:05.453531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:05.458247] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:05.462265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:05.466515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:05.466638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:08.472214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:08.476464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:08.480362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:08.484178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:08.484288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:11.489095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:11.493936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:11.499492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:11.505171] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:11.505298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:14.511542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:14.516207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:14.520704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:14.525304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:14.525416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:17.530076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:17.534785] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:17.539418] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:17.544204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:17.544313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:20.550057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:20.554228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:20.559195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:20.563941] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:20.564057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:23.569335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:23.573237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:23.576938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:23.581793] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:23.581882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:26.587573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:26.593122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:26.598031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:26.602441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:26.602594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:29.609093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:29.614730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:29.620518] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:29.625448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:29.625558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:32.632048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:32.636168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:32.645384] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:32.650950] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:32.651063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:35.655506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:35.659358] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:35.662996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:35.667085] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:35.667179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:38.673010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:38.677333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:38.681242] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:38.685507] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:38.685682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:41.691724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:41.695749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:41.699876] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:41.703452] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:41.703537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:44.708340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:44.712464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:44.717144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:44.721521] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:44.721625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:47.726539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:47.730350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:47.733960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:47.737510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:47.737590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:50.742732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:50.747094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:50.751315] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:50.755581] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:50.755731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:53.761105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:53.765146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:53.768867] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:53.772318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:53.772389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:56.778410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:56.782563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:56.786465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:56.790157] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:56.790242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:24:59.795481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:24:59.799915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:24:59.804500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:24:59.808027] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:24:59.808111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:02.814851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:02.819803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:02.823677] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:02.827840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:02.827940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:05.832693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:05.836759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:05.840465] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:05.845637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:05.845791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:08.850345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:08.854761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:08.858720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:08.862862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:08.862956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:11.868024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:11.877746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:11.882162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:11.886338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:11.886581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:14.891889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:14.896094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:14.900327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:14.904908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:14.905024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:17.911380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:17.916310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:17.920951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:17.925277] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:17.925354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:20.930475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:20.934880] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:20.939138] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:20.943243] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:20.943371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:23.948831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:23.953570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:23.957631] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:23.962501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:23.962609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:26.966814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:26.971055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:26.975457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:26.979309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:26.979402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:29.986116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:29.991333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:29.997300] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:30.002198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:30.002427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:33.007861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:33.012041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:33.015553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:33.019341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:33.019427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:36.025585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:36.030694] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:36.035036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:36.039060] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:36.039182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:39.045265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:39.051123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:39.056538] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:39.061736] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:39.061863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:42.067788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:42.072002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:42.076219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:42.080821] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:42.080931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:45.086877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:45.091748] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:45.096689] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:45.101326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:45.101419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:48.107241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:48.111244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:48.115070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:48.118863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:48.118975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:51.124148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:51.128369] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:51.132615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:51.136135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:51.136218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:54.142598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:54.148174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:54.156771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:54.163459] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:54.163678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:25:57.169110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:25:57.173547] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:25:57.177690] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:25:57.181768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:25:57.181875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:00.187548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:00.193428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:00.200043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:00.204478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:00.204586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:03.210279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:03.214788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:03.219238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:03.223839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:03.223980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:06.229109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:06.233510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:06.237622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:06.241221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:06.241304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:09.246943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:09.251843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:09.255961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:09.260178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:09.260289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:12.266328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:12.271039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:12.275770] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:12.279684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:12.279785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:15.284155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:15.287881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:15.291507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:15.295091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:15.295171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:18.300115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:18.304342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:18.308955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:18.312746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:18.312857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:21.317972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:21.322839] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:21.327355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:21.331589] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:21.331734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:24.339136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:24.344031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:24.349503] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:24.353582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:24.353720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:27.360842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:27.365876] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:27.370819] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:27.374416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:27.374497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:30.379966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:30.385406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:30.391480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:30.396003] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:30.396092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:33.402029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:33.407025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:33.411388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:33.415542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:33.415639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:36.421361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:36.425478] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:36.430251] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:36.435081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:36.435198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:39.441235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:39.445559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:39.449189] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:39.453089] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:39.453176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:42.458978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:42.464598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:42.470174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:42.475622] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:42.475792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:45.481885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:45.486017] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:45.491120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:45.496320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:45.496480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:48.500624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:48.504776] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:48.509199] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:48.513012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:48.513100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:51.518093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:51.522193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:51.526034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:51.530687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:51.530886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:54.538531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:54.543964] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:54.549015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:54.552930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:54.553013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:26:57.557543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:26:57.561808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:26:57.565790] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:26:57.569999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:26:57.570099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:00.574735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:00.580117] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:00.585468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:00.589595] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:00.589720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:03.593965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:03.598602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:03.603239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:03.607905] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:03.608020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:06.612630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:06.617064] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:06.621546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:06.626240] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:06.626336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:09.631178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:09.635535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:09.640727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:09.644552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:09.644634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:12.650215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:12.653906] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:12.657910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:12.661533] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:12.661611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:15.666085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:15.672675] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:15.676545] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:15.680555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:15.680680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:18.686198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:18.691517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:18.695901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:18.700152] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:18.700270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:21.707272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:21.711936] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:21.716474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:21.721415] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:21.721548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:24.727050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:24.732227] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:24.735930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:24.739726] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:24.739835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:27.747589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:27.754179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:27.760138] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:27.766573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:27.766945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:30.772363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:30.779167] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:30.785415] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:30.790347] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:30.790475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:33.794759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:33.799196] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:33.803859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:33.807882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:33.807978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:36.812574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:36.816328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:36.820614] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:36.824668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:36.824755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:39.829427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:39.833153] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:39.837291] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:39.841863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:39.841958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:42.848617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:42.854113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:42.858621] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:42.862488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:42.862588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:45.869087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:45.873965] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:45.878489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:45.882726] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:45.882834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:48.887250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:48.891735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:48.895773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:48.899327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:48.899411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:51.906129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:51.912449] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:51.917178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:51.922703] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:51.922883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:54.928181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:54.932285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:54.936624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:54.941638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:54.941851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:27:57.949172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:27:57.954254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:27:57.958669] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:27:57.963823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:27:57.963971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:00.970429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:00.974596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:00.978710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:00.982145] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:00.982230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:03.987211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:03.992015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:03.997475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:04.001773] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:04.001870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:07.008430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:07.014572] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:07.019620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:07.024382] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:07.024491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:10.031217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:10.036622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:10.042094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:10.047153] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:10.047281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:13.053086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:13.058610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:13.063258] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:13.067256] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:13.067336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:16.072974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:16.077687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:16.082524] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:16.086863] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:16.086962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:19.093448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:19.098692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:19.102871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:19.107509] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:19.107611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:22.113434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:22.118059] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:22.122273] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:22.128142] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:22.128413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:25.134075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:25.138108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:25.141702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:25.145443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:25.145554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:28.191579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:28.196553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:28.202036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:28.206967] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:28.207087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:31.211960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:31.216830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:31.221396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:31.225221] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:31.225304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:34.230374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:34.234168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:34.237736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:34.241357] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:34.241473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:37.246341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:37.251332] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:37.256257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:37.261214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:37.261314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:40.266703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:40.270710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:40.274237] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:40.277809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:40.277890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:43.284134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:43.288282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:43.293496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:43.297784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:43.298007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:46.303565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:46.307711] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:46.311432] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:46.315320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:46.315396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:49.321315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:49.326037] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:49.331026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:49.334904] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:49.334996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:52.341820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:52.346378] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:52.350212] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:52.355577] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:52.355978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:55.361889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:55.365674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:55.369729] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:55.374473] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:55.374618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:28:58.379412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:28:58.383173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:28:58.387523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:28:58.398762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:28:58.398911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:01.403516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:01.408141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:01.413053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:01.416989] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:01.417102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:04.422557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:04.426720] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:04.430478] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:04.434432] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:04.434556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:07.439407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:07.443417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:07.447257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:07.451478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:07.451567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:10.457507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:10.462830] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:10.468455] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:10.472866] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:10.472970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:13.478709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:13.483761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:13.488679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:13.492908] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:13.493015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:16.498362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:16.506370] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:16.512039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:16.517618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:16.517755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:19.523579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:19.528015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:19.533349] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:19.537638] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:19.537760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:22.544219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:22.549022] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:22.553901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:22.558340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:22.558499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:25.563077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:25.568226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:25.572262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:25.576071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:25.576173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:28.582111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:28.586479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:28.591835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:28.597501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:28.597628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:31.602208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:31.607060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:31.611273] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:31.615258] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:31.615371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:34.620409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:34.624760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:34.628792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:34.633095] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:34.633182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:37.638424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:37.643047] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:37.647370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:37.651424] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:37.651515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:40.658897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:40.664510] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:40.669577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:40.674996] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:40.675146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:43.680593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:43.685503] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:43.689933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:43.693740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:43.693815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:46.698528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:46.705439] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:46.709445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:46.713661] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:46.713763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:49.718727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:49.723966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:49.728702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:49.733284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:49.733408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:52.739071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:52.743864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:52.749402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:52.753711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:52.753820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:55.759156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:55.763245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:55.766715] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:55.770117] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:55.770192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:29:58.776211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:29:58.780493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:29:58.784141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:29:58.787864] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:29:58.787944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:01.794817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:01.801025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:01.806731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:01.812021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:01.812205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:04.818090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:04.822450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:04.826395] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:04.830760] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:04.830856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:07.837074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:07.843339] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:07.848262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:07.852081] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:07.852171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:10.858347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:10.863391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:10.867975] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:10.872151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:10.872246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:13.877197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:13.881330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:13.885437] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:13.890260] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:13.890368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:16.896883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:16.900970] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:16.904535] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:16.908902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:16.909003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:19.913815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:19.917327] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:19.921023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:19.924635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:19.924735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:22.930180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:22.934362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:22.939407] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:22.943376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:22.943469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:25.948771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:25.952338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:25.955870] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:25.959362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:25.959452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:28.966064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:28.970325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:28.974959] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:28.979383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:28.979480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:31.984692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:31.989108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:31.993389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:31.997039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:31.997126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:35.002310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:35.006681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:35.010894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:35.014718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:35.014816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:38.206793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:38.211994] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:38.217577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:38.223519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:38.223752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:41.230361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:41.234516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:41.239213] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:41.243179] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:41.243255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:44.249612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:44.253620] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:44.258183] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:44.262504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:44.262604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:47.267369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:47.272218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:47.275582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:47.279580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:47.279696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:50.284736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:50.288901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:50.293168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:50.297533] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:50.297632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:53.303525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:53.308463] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:53.313266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:53.317364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:53.317467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:56.322940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:56.326707] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:56.330219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:56.333916] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:56.333999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:30:59.369308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:30:59.373674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:30:59.377633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:30:59.382468] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:30:59.382625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:02.386794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:02.391534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:02.396142] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:02.400601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:02.400736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:05.406034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:05.410184] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:05.414207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:05.417913] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:05.417997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:08.423333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:08.427605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:08.431726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:08.435741] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:08.435858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:11.441414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:11.445919] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:11.449958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:11.454165] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:11.454252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:14.459757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:14.463923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:14.468293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:14.473084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:14.473208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:17.478333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:17.482333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:17.486085] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:17.490419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:17.490532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:20.497039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:20.502090] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:20.506298] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:20.510413] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:20.510495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:23.516176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:23.520050] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:23.524526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:23.528907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:23.529000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:26.534439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:26.538525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:26.542217] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:26.545739] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:26.545821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:29.550722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:29.555447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:29.560206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:29.564289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:29.564396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:32.570299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:32.576484] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:32.583483] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:32.589012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:32.589158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:35.593569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:35.597521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:35.601617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:35.605498] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:35.605597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:38.611085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:38.616345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:38.620637] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:38.624535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:38.624612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:41.630352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:41.634825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:41.639195] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:41.645937] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:41.646034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:44.651258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:44.655176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:44.658930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:44.662636] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:44.662736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:47.668118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:47.672049] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:47.675873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:47.679789] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:47.679914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:50.686598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:50.691475] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:50.697562] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:50.702314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:50.702441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:53.709621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:53.715049] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:53.719396] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:53.724296] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:53.724405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:56.729989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:56.735301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:56.740741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:56.744658] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:56.744740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:31:59.749869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:31:59.754733] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:31:59.758550] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:31:59.762092] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:31:59.762172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:02.767023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:02.772077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:02.777223] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:02.782378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:02.782503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:05.788152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:05.792516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:05.797348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:05.801672] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:05.801783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:08.806566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:08.810610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:08.814476] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:08.818236] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:08.818339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:11.822980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:11.826783] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:11.830633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:11.834233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:11.834319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:14.839923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:14.844321] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:14.848290] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:14.852466] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:14.852555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:17.857972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:17.862310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:17.866203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:17.869854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:17.869943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:20.875433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:20.880508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:20.884381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:20.888629] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:20.888758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:23.895436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:23.901404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:23.907201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:23.913683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:23.913805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:26.918077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:26.922381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:26.926159] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:26.929802] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:26.929895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:29.935383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:29.938963] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:29.942469] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:29.945933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:29.946018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:32.952168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:32.958276] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:32.964103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:32.969485] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:32.969588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:35.974139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:35.977852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:35.981387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:35.984999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:35.985097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:38.989876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:38.993554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:38.997164] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:39.001226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:39.001321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:42.006614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:42.012062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:42.020087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:42.025119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:42.025235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:45.030352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:45.034204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:45.037541] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:45.041181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:45.041299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:48.045961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:48.049591] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:48.054093] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:48.058630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:48.058773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:51.063905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:51.067916] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:51.071738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:51.075503] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:51.075601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:54.080597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:54.085106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:54.089897] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:54.094061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:54.094159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:32:57.099374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:32:57.103924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:32:57.108103] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:32:57.112314] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:32:57.112406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:00.119092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:00.123983] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:00.127598] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:00.131300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:00.131380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:03.136389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:03.176815] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:03.213096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:03.216941] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:03.217034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:06.221970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:06.225881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:06.230319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:06.234248] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:06.234357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:09.240244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:09.244056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:09.247570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:09.251088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:09.251167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:12.257271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:12.261118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:12.264867] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:12.268209] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:12.268303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:15.274354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:15.279445] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:15.284771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:15.289494] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:15.289695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:18.295933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:18.300273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:18.303933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:18.307390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:18.307472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:21.312894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:21.317263] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:21.320985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:21.325078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:21.325323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:24.331307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:24.336274] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:24.341098] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:24.345840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:24.345952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:27.352221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:27.357957] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:27.368035] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:27.373570] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:27.373713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:30.378797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:30.383011] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:30.386919] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:30.390601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:30.390719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:33.396105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:33.401181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:33.405668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:33.409114] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:33.409192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:36.414032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:36.448125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:36.451955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:36.455991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:36.456091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:39.461401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:39.465898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:39.501449] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:39.505198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:39.505280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:42.510125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:42.514429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:42.518753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:42.522553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:42.522637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:45.527256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:45.531902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:45.535724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:45.539632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:45.539740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:48.545380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:48.550611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:48.555799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:48.562451] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:48.562590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:51.567672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:51.571918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:51.575793] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:51.579544] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:51.579664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:54.584073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:54.588351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:54.592362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:54.595961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:54.596068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:33:57.600628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:33:57.605212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:33:57.609328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:33:57.612978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:33:57.613061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:00.617844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:00.622188] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:00.626965] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:00.631707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:00.631802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:03.636022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:03.640493] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:03.645168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:03.649222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:03.649317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:06.655434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:06.660576] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:06.665168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:06.669439] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:06.669562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:09.673560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:09.677314] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:09.681239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:09.685257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:09.685369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:12.691443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:12.697238] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:12.701676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:12.706110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:12.706188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:15.713166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:15.718742] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:15.722445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:15.726576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:15.726720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:18.734538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:18.740448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:18.745897] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:18.750930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:18.751047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:21.755921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:21.760010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:21.763972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:21.767562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:21.767674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:24.772937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:24.777350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:24.782184] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:24.786390] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:24.786487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:27.790906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:27.794993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:27.799217] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:27.802956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:27.803044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:30.808568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:30.813161] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:30.817489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:30.822635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:30.822776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:33.829451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:33.834865] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:33.840692] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:33.845560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:33.845692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:36.850620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:36.855180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:36.859128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:36.863156] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:36.863262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:39.872051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:39.877049] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:39.881999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:39.886155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:39.886239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:42.890389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:42.894114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:42.897605] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:42.901155] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:42.901240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:45.905495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:45.909252] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:45.912810] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:45.916183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:45.916263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:48.920824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:48.924476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:48.928348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:48.932088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:48.932175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:51.937703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:51.943081] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:51.947966] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:51.951793] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:51.951882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:54.956548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:54.962019] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:54.965697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:54.969333] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:54.969425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:34:57.975090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:34:57.979382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:34:57.982944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:34:57.987234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:34:57.987341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:00.994072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:00.999091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:01.003526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:01.007986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:01.008102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:04.013910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:04.049083] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:04.085272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:04.090709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:04.090873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:07.095628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:07.099998] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:07.103997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:07.107819] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:07.107898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:10.112790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:10.116526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:10.120333] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:10.124547] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:10.124689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:13.129929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:13.134320] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:13.139151] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:13.143405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:13.143531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:16.148042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:16.152257] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:16.157283] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:16.162073] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:16.162231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:19.167439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:19.171540] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:19.175775] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:19.179684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:19.179787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:22.185070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:22.190391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:22.195798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:22.200226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:22.200316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:25.206090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:25.216867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:25.221932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:25.225521] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:25.225603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:28.230882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:28.235601] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:28.239572] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:28.243541] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:28.243673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:31.250156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:31.254021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:31.257471] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:31.260929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:31.261007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:34.266073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:34.272089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:34.277910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:34.283060] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:34.283192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:37.287752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:37.292681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:37.297328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:37.302678] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:37.302798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:40.308131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:40.315405] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:40.319361] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:40.323150] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:40.323236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:43.328527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:43.332829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:43.337065] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:43.341341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:43.341434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:46.347370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:46.351808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:46.355798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:46.360794] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:46.360896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:49.365804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:49.370596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:49.375300] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:49.379751] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:49.379875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:52.385070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:52.389275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:52.393180] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:52.396912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:52.397001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:55.402348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:55.407026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:55.410976] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:55.414862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:55.414951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:35:58.419901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:35:58.424435] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:35:58.428361] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:35:58.432325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:35:58.432418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:01.441868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:01.446628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:01.450147] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:01.453768] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:01.453847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:04.459079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:04.463451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:04.467707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:04.471218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:04.471308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:07.477078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:07.482821] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:07.487629] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:07.492181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:07.492297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:10.497340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:10.501390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:10.505490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:10.509938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:10.510145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:13.515529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:13.519778] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:13.523791] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:13.527731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:13.527825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:16.533527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:16.537333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:16.540983] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:16.544496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:16.544578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:19.551011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:19.555933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:19.561367] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:19.565725] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:19.565801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:22.575094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:22.579427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:22.584337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:22.588289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:22.588383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:25.594590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:25.598919] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:25.603198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:25.607505] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:25.607608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:28.613424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:28.618908] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:28.623571] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:28.627608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:28.627745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:31.633202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:31.637377] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:31.641340] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:31.645971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:31.646093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:34.651514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:34.655796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:34.659844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:34.663400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:34.663484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:37.669581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:37.673812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:37.677867] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:37.681707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:37.681803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:40.686586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:40.690918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:40.694637] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:40.698420] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:40.698513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:43.706352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:43.711016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:43.714598] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:43.718151] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:43.718248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:46.723345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:46.727453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:46.731174] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:46.734748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:46.734827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:49.740556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:49.745118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:49.748917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:49.753010] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:49.753095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:52.758395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:52.762494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:52.766209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:52.770756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:52.770885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:55.775580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:55.779534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:55.783638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:55.789215] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:55.789306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:36:58.793184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:36:58.796982] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:36:58.800909] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:36:58.804271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:36:58.804351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:01.810221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:01.814902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:01.819814] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:01.824384] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:01.824497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:04.829479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:04.837185] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:04.842288] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:04.846153] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:04.846240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:07.851130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:07.856483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:07.861596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:07.866771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:07.866912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:10.874098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:10.880720] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:10.887101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:10.893384] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:10.893554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:13.897689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:13.901317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:13.904956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:13.908276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:13.908356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:16.912906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:16.916924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:16.920717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:16.924365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:16.924456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:19.928525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:19.932638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:19.936445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:19.941020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:19.941148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:22.946895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:22.950825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:22.955304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:22.959210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:22.959298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:25.963876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:25.968010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:25.971923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:25.975721] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:25.975811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:28.980270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:28.984126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:28.988264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:28.992591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:28.992746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:31.998286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:32.002343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:32.006199] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:32.009933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:32.010032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:35.015449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:35.214997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:35.250457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:35.254930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:35.255057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:38.262878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:38.268483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:38.273232] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:38.277281] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:38.277382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:41.282691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:41.286867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:41.290453] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:41.294546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:41.294623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:44.300308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:44.304411] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:44.309075] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:44.314575] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:44.314774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:47.319806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:47.324030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:47.327703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:47.331454] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:47.331542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:50.337793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:50.344042] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:50.350204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:50.356405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:50.356525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:53.361360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:53.365674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:53.370118] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:53.374475] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:53.374587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:56.381206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:56.386791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:56.392221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:56.397525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:56.397696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:37:59.403535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:37:59.407539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:37:59.411572] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:37:59.415093] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:37:59.415176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:02.420211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:02.424034] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:02.428544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:02.432403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:02.432619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:05.440353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:05.445852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:05.451172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:05.455160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:05.455249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:08.460357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:08.465034] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:08.469796] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:08.474214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:08.474314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:11.480209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:11.485603] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:11.490311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:11.494727] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:11.494850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:14.499981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:14.503775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:14.507684] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:14.511514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:14.511601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:17.517957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:17.522933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:17.528031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:17.532181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:17.532306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:20.537975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:20.542428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:20.546399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:20.550309] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:20.550411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:23.556176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:23.560507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:23.564506] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:23.569329] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:23.569476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:26.575616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:26.580573] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:26.585695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:26.589557] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:26.589680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:29.595617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:29.599946] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:29.603840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:29.607526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:29.607602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:32.613681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:32.617403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:32.621822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:32.626280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:32.626388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:35.631710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:35.635970] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:35.640529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:35.644354] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:35.644434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:38.649466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:38.653994] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:38.659157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:38.664046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:38.664167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:41.671024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:41.675875] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:41.680489] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:41.686030] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:41.686145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:44.691469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:44.695512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:44.699525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:44.703442] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:44.703546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:47.708724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:47.712264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:47.715882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:47.719536] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:47.719621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:50.725043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:50.729521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:50.734062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:50.738229] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:50.738352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:53.743702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:53.747586] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:53.751877] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:53.755817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:53.755922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:56.761428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:56.766990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:56.771705] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:56.776228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:56.776333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:38:59.781161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:38:59.785011] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:38:59.789188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:38:59.793183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:38:59.793345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:02.798925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:02.803489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:02.807410] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:02.811375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:02.811478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:05.815545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:05.819902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:05.824033] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:05.827893] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:05.827976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:08.833507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:08.837934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:08.841880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:08.845593] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:08.845704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:11.851075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:11.857025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:11.861370] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:11.865577] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:11.865741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:14.871300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:14.875847] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:14.880393] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:14.885098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:14.885181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:17.891153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:17.896873] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:17.901702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:17.906252] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:17.906365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:20.910844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:20.915130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:20.919271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:20.923887] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:20.924013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:23.929357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:23.933911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:23.938129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:23.942191] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:23.942297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:26.947419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:26.951749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:26.955813] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:26.959993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:26.960118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:29.964869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:29.969035] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:29.973096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:29.977745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:29.977837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:32.983323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:32.988159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:32.993073] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:32.997671] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:32.997775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:36.002460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:36.196935] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:36.202362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:36.206064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:36.206145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:39.211179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:39.214989] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:39.219997] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:39.224922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:39.225014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:42.230549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:42.235880] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:42.240903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:42.245953] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:42.246093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:45.251927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:45.256088] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:45.260576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:45.264963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:45.265073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:48.269701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:48.273351] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:48.277456] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:48.281467] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:48.281752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:51.288772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:51.293250] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:51.297783] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:51.302666] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:51.302849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:54.307983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:54.312122] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:54.316444] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:54.321950] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:54.322072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:39:57.329224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:39:57.333768] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:39:57.339310] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:39:57.343930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:39:57.344186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:00.352385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:00.356596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:00.362179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:00.366542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:00.366702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:03.376766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:03.381489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:03.386480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:03.391280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:03.391407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:06.396365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:06.401395] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:06.407323] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:06.412040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:06.412255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:09.418099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:09.425809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:09.429443] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:09.433143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:09.433223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:12.439796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:12.444239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:12.449086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:12.453230] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:12.453376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:15.458702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:15.462144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:15.466239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:15.470041] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:15.470139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:18.476254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:18.479955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:18.484166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:18.488052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:18.488139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:21.493120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:21.497594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:21.502001] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:21.506433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:21.506536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:24.511898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:24.515504] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:24.519023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:24.522441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:24.522524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:27.528176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:27.532837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:27.537162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:27.541336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:27.541431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:30.548130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:30.552452] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:30.556248] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:30.561330] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:30.561473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:33.566519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:33.571674] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:33.576407] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:33.580569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:33.580716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:36.585764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:36.592338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:36.598333] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:36.603049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:36.603141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:39.638447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:39.643054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:39.648115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:39.653160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:39.653303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:42.660111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:42.664950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:42.670201] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:42.675138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:42.675249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:45.679465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:45.683532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:45.688405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:45.694500] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:45.694611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:48.701395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:48.709002] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:48.718717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:48.723686] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:48.723814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:51.728431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:51.732341] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:51.737243] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:51.742461] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:51.742574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:54.747402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:54.751156] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:54.754615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:54.758486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:54.758563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:40:57.763934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:40:57.769116] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:40:57.773797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:40:57.778074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:40:57.778322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:00.784072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:00.788381] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:00.792868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:00.797395] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:00.797519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:03.802963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:03.807534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:03.813974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:03.819254] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:03.819406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:06.826102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:06.831472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:06.836918] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:06.841512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:06.841634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:09.845964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:09.850177] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:09.854293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:09.860591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:09.860748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:12.866301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:12.870610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:12.874539] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:12.879452] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:12.879577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:15.884838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:15.888900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:15.893306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:15.898810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:15.898981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:18.905311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:18.911816] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:18.916175] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:18.920210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:18.920374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:21.925828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:21.930474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:21.934555] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:21.939289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:21.939404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:24.943965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:24.947702] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:24.952126] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:24.956563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:24.956803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:27.962302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:27.966147] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:27.970096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:27.973945] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:27.974029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:30.979078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:30.983190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:30.987282] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:30.991419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:30.991512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:33.997189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:34.000972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:34.004397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:34.007925] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:34.008062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:37.014385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:37.019814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:37.024830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:37.031205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:37.031308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:40.036610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:40.041237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:40.045332] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:40.050542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:40.050723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:43.056128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:43.061319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:43.066533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:43.071356] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:43.071461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:46.076626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:46.080974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:46.084762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:46.088962] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:46.089058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:49.095740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:49.101145] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:49.107418] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:49.113234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:49.113410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:52.118827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:52.122778] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:52.127319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:52.131687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:52.131784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:55.136169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:55.141558] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:55.147435] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:55.152362] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:55.152475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:41:58.157910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:41:58.163010] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:41:58.167351] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:41:58.172728] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:41:58.172842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:01.178019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:01.182038] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:01.185829] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:01.190273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:01.190409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:04.196225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:04.200384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:04.204775] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:04.208617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:04.208858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:07.213791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:07.218264] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:07.222281] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:07.226244] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:07.226326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:10.231405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:10.235638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:10.239451] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:10.243225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:10.243325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:13.248663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:13.253070] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:13.257221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:13.262257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:13.262356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:16.268253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:16.272521] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:16.277727] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:16.282383] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:16.282488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:19.288515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:19.292762] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:19.297482] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:19.305843] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:19.305993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:22.310029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:22.313797] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:22.317357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:22.320971] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:22.321055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:25.326977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:25.331977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:25.337297] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:25.342462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:25.342583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:28.347432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:28.351228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:28.354839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:28.358524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:28.358606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:31.364110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:31.368887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:31.372855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:31.377135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:31.377229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:34.383024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:34.386854] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:34.390868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:34.394671] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:34.394765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:37.399876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:37.404500] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:37.408798] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:37.412453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:37.412563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:40.417704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:40.421901] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:40.425788] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:40.429912] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:40.430011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:43.435745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:43.439922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:43.443635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:43.447375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:43.447462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:46.453525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:46.458016] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:46.462169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:46.466176] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:46.466273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:49.472463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:49.476775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:49.480863] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:49.484526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:49.484714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:52.490530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:52.494611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:52.499272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:52.503553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:52.503809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:55.511013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:55.515254] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:55.519420] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:55.523867] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:55.524024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:42:58.529736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:42:58.533740] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:42:58.537500] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:42:58.541197] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:42:58.541277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:01.546559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:01.552611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:01.556494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:01.560083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:01.560174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:04.566018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:04.569736] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:04.573383] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:04.577103] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:04.577199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:07.583331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:07.588553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:07.593039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:07.597110] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:07.597272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:10.602709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:10.606511] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:10.611014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:10.615357] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:10.615462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:13.621519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:13.626040] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:13.629987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:13.633612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:13.633722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:16.639089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:16.643612] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:16.647768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:16.651702] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:16.651797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:19.657370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:19.661539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:19.664940] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:19.668300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:19.668380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:22.673557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:22.677835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:22.682208] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:22.686852] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:22.686950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:25.692399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:25.697206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:25.701449] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:25.705140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:25.705222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:28.711120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:28.715494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:28.719168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:28.722949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:28.723032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:31.728250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:31.731979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:31.735350] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:31.738916] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:31.739005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:34.745129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:34.751093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:34.757160] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:34.762156] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:34.762314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:37.772669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:37.871120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:37.876937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:37.882190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:37.882344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:40.888463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:40.892867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:40.932277] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:40.936781] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:40.936873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:43.941248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:43.946275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:43.951289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:43.955870] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:43.955994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:46.962545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:46.967931] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:46.973314] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:46.977639] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:46.977770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:49.982044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:49.986973] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:49.991778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:49.995544] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:49.995635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:52.999804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:53.004164] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:53.009566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:53.013862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:53.013972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:56.018603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:56.023181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:56.027421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:56.031892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:56.032005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:43:59.036182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:43:59.040033] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:43:59.043767] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:43:59.047386] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:43:59.047485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:02.058384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:02.063733] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:02.068913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:02.072766] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:02.072857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:05.102512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:05.109979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:05.116468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:05.122345] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:05.122525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:08.128623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:08.135306] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:08.436160] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:08.441077] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:08.441324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:11.448045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:11.453041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:11.457995] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:11.462700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:11.462815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:14.468052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:14.472708] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:14.478272] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:14.485115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:14.485298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:17.492172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:17.498344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:17.505454] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:17.510528] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:17.510721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:20.515172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:20.520291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:20.524348] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:20.529066] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:20.529171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:23.535617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:23.540705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:23.545717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:23.550321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:23.550437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:26.554908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:26.559258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:26.564270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:26.569666] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:26.569791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:29.575694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:29.580046] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:29.585128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:29.589608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:29.589794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:32.596437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:32.601848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:32.609071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:32.614939] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:32.615089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:35.621064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:35.625178] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:35.628804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:35.632121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:35.632198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:38.636623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:38.641359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:38.645974] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:38.650000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:38.650102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:41.655151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:41.659855] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:41.664490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:41.669938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:41.670070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:44.676308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:44.680858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:44.685095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:44.689543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:44.689791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:47.695350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:47.699204] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:47.703198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:47.707631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:47.707753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:50.713876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:50.717850] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:50.721523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:50.725727] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:50.725862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:53.731462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:53.735318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:53.738951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:53.744156] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:53.744253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:56.749989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:56.754604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:56.758579] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:56.762336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:56.762438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:44:59.769952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:44:59.775081] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:44:59.779617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:44:59.784091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:44:59.784212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:02.790770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:02.795988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:02.800833] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:02.805731] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:02.805840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:05.810831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:05.814954] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:05.819030] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:05.822963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:05.823059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:08.829353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:08.834517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:08.839603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:08.844107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:08.844214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:11.853297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:11.857928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:11.862060] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:11.866608] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:11.866744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:14.871625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:14.876331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:14.881067] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:14.885883] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:14.885999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:17.891242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:17.895315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:17.899062] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:17.903464] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:17.903566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:20.908474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:20.912239] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:20.915738] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:20.919259] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:20.919345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:23.924945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:23.928972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:23.932891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:23.937210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:23.937331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:26.942940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:26.947111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:26.951406] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:26.955515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:26.955624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:29.961516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:29.965537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:29.969998] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:29.974185] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:29.974274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:32.979680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:32.983896] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:32.987724] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:32.991366] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:32.991439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:36.003479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:36.011698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:36.019445] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:36.027787] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:36.028402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:39.035122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:39.040509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:39.045496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:39.050102] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:39.050235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:42.055080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:42.059034] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:42.062873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:42.066750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:42.067334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:45.073216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:45.076909] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:45.080930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:45.084968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:45.085056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:48.089719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:48.093446] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:48.097129] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:48.100676] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:48.100769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:51.105607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:51.110031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:51.113846] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:51.118045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:51.118154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:54.124574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:54.129527] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:54.135200] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:54.140305] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:54.140422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:45:57.145459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:45:57.150447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:45:57.155074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:45:57.160519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:45:57.160665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:00.168367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:00.173171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:00.177620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:00.181978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:00.182083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:03.186795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:03.190562] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:03.194467] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:03.198493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:03.198605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:06.205696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:06.209581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:06.213604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:06.217562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:06.217673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:09.223086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:09.228152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:09.233566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:09.237713] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:09.237819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:12.243077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:12.246723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:12.250154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:12.254023] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:12.254147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:15.259567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:15.263628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:15.267583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:15.271543] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:15.271636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:18.276970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:18.280841] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:18.285002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:18.289246] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:18.289368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:21.294786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:21.298883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:21.302696] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:21.306625] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:21.306741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:24.312233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:24.316426] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:24.320264] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:24.324061] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:24.324153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:27.330529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:27.336310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:27.342360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:27.348003] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:27.348141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:30.354004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:30.359228] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:30.364855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:30.369814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:30.369962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:33.376022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:33.381518] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:33.385978] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:33.390090] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:33.390198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:36.395904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:36.399921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:36.403893] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:36.407890] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:36.407978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:39.412367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:39.417282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:39.422667] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:39.427057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:39.427158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:42.432794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:42.437353] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:42.441926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:42.446354] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:42.446460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:45.451236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:45.455718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:45.460311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:45.464320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:45.464420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:48.468461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:48.472124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:48.475808] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:48.480553] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:48.480702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:51.486124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:51.490008] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:51.493664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:51.497392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:51.497469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:54.502698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:54.506530] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:54.510197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:54.513881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:54.513964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:46:57.520026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:46:57.525221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:46:57.529071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:46:57.533157] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:46:57.533243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:00.538942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:00.542613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:00.546856] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:00.550956] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:00.551049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:03.557164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:03.561362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:03.565087] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:03.570311] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:03.570425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:06.577116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:06.581578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:06.585768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:06.589872] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:06.589994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:09.594994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:09.601065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:09.605888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:09.609624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:09.609726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:12.614410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:12.619109] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:12.623143] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:12.626911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:12.626998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:15.631291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:15.635469] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:15.639759] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:15.643940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:15.644054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:18.649399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:18.653988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:18.658111] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:18.662214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:18.662300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:21.666840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:21.670457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:21.673920] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:21.677964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:21.678072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:24.684430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:24.693171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:24.698604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:24.702729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:24.702814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:27.708861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:27.713150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:27.717299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:27.721148] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:27.721240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:30.728728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:30.734611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:30.740209] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:30.746349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:30.746544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:33.753623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:33.759194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:33.764794] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:33.770950] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:33.771096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:36.778014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:36.784100] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:36.790022] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:36.796673] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:36.796858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:39.802102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:39.807226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:39.812688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:39.816358] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:39.816444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:42.821377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:42.825128] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:42.828800] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:42.833198] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:42.833321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:45.838529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:45.842532] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:45.846204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:45.849998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:45.850085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:48.855855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:48.860524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:48.865021] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:48.869487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:48.869599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:51.875159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:51.879403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:51.883901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:51.889245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:51.889491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:54.896636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:54.901522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:54.905584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:54.909273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:54.909351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:47:57.914996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:47:57.922938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:47:57.927057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:47:57.931249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:47:57.931364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:00.936749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:00.941673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:00.945606] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:00.949237] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:00.949322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:03.954504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:03.958462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:03.962371] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:03.966115] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:03.966201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:06.974140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:06.979326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:06.983774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:06.989036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:06.989180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:09.995557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:10.001639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:10.006670] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:10.011798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:10.011898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:13.017730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:13.026700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:13.031380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:13.035729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:13.035824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:16.040918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:16.045345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:16.049233] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:16.052670] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:16.052747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:19.057268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:19.062071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:19.067249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:19.071986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:19.072102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:22.076746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:22.080969] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:22.084879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:22.088597] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:22.088726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:25.094050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:25.098191] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:25.102903] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:25.107555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:25.107679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:28.113183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:28.116838] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:28.120735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:28.124695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:28.124781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:31.130006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:31.134572] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:31.138956] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:31.142554] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:31.142803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:34.147925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:34.151796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:34.155378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:34.159418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:34.159717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:37.194865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:37.199021] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:37.202871] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:37.206548] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:37.206633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:40.211883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:40.216746] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:40.221849] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:40.226325] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:40.226428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:43.232580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:43.237914] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:43.242664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:43.247130] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:43.247233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:46.253178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:46.257292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:46.261613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:46.265434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:46.265516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:49.270961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:49.274658] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:49.278270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:49.281771] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:49.281843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:52.287279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:52.291233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:52.294822] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:52.298484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:52.298570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:55.303535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:55.307924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:55.312468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:55.317220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:55.317321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:48:58.322375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:48:58.327017] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:48:58.331115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:48:58.335519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:48:58.335627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:01.343942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:01.349576] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:01.354993] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:01.360049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:01.360247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:04.367842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:04.372225] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:04.376265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:04.380416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:04.380514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:07.388371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:07.394551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:07.399970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:07.405898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:07.406044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:10.412260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:10.417315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:10.422082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:10.425762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:10.425846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:13.432205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:13.437863] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:13.442565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:13.446205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:13.446284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:16.452603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:16.457978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:16.463240] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:16.468167] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:16.468319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:19.473001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:19.476791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:19.480357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:19.483704] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:19.483801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:22.489548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:22.493974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:22.498330] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:22.502797] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:22.502950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:25.507435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:25.511438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:25.516185] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:25.520375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:25.520473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:28.525463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:28.533179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:28.538131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:28.542304] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:28.542426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:31.548425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:31.552637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:31.556379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:31.560292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:31.560383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:34.565787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:34.569579] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:34.573238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:34.576972] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:34.577060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:37.583288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:37.587756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:37.591481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:37.597218] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:37.597367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:40.602278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:40.606894] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:40.611442] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:40.615603] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:40.615734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:43.620923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:43.626069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:43.630280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:43.636351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:43.636477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:46.641241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:46.645296] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:46.649122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:46.652580] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:46.652682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:49.659485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:49.664734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:49.669442] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:49.674737] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:49.674875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:52.682475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:52.688082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:52.692181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:52.696268] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:52.696364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:55.701717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:55.705336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:55.710234] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:55.714623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:55.714748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:49:58.721333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:49:58.726423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:49:58.731296] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:49:58.735312] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:49:58.735400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:01.741401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:01.746375] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:01.750547] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:01.755769] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:01.755917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:04.760510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:04.764581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:04.768372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:04.772813] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:04.772919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:07.778415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:07.782583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:07.786515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:07.790323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:07.790416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:10.796007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:10.800796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:10.805474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:10.810032] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:10.810132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:13.823040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:13.829734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:13.835398] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:13.840547] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:13.840746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:16.846076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:16.850913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:16.855573] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:16.860433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:16.860548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:19.866335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:19.870148] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:19.874085] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:19.878546] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:19.878634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:22.884984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:22.889735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:22.894406] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:22.898262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:22.898353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:25.902870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:25.906664] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:25.910154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:25.913624] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:25.913730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:28.918604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:28.923309] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:28.928191] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:28.933364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:28.933489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:31.938877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:31.943456] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:31.947955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:31.951955] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:31.952051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:34.957099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:34.960851] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:34.964430] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:34.967946] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:34.968035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:37.974871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:37.979124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:37.982823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:37.986293] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:37.986373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:41.054175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:41.257091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:41.294061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:41.299341] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:41.299601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:44.304803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:44.309277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:44.313744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:44.319310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:44.319426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:47.323978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:47.327773] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:47.331466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:47.335321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:47.335408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:50.340518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:50.345033] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:50.353066] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:50.358191] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:50.358329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:53.363550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:53.369116] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:53.374931] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:53.381138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:53.381272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:56.386613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:56.392017] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:56.396522] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:56.401210] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:56.401339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:50:59.410260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:50:59.415789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:50:59.420772] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:50:59.425854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:50:59.426067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:02.431468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:02.435858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:02.440576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:02.444313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:02.444401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:05.451071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:05.456779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:05.461627] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:05.466552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:05.466681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:08.497113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:08.501749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:08.506356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:08.510955] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:08.511052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:11.516285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:11.520383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:11.526082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:11.531489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:11.531603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:14.536556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:14.541124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:14.546207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:14.550551] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:14.550687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:17.556242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:17.561340] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:17.566664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:17.573530] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:17.573904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:20.579801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:20.584180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:20.588522] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:20.593318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:20.593403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:23.598403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:23.603326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:23.608760] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:23.614051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:23.614215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:26.620137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:26.624253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:26.628176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:26.632327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:26.632423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:29.639035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:29.644018] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:29.649307] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:29.654109] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:29.654226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:32.660047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:32.666078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:32.671268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:32.676927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:32.677236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:35.682463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:35.686434] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:35.689989] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:35.693371] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:35.693460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:38.700050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:38.704488] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:38.708357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:38.713047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:38.713185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:41.718345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:41.723330] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:41.728722] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:41.733051] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:41.733170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:44.738104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:44.741937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:44.745981] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:44.749883] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:44.749982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:47.756038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:47.761175] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:47.765217] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:47.768832] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:47.768918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:50.774399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:50.778514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:50.785537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:50.789599] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:50.789747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:53.797551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:53.803525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:53.808923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:53.814994] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:53.815173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:56.821262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:56.825197] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:56.829185] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:56.833107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:56.833190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:51:59.837462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:51:59.841555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:51:59.845262] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:51:59.848738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:51:59.848819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:02.855044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:02.862625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:02.866474] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:02.870074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:02.870180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:05.875966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:05.880556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:05.884359] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:05.889042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:05.889190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:08.894353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:08.898804] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:08.903889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:08.908481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:08.908600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:11.913611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:11.921323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:11.925779] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:11.929369] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:11.929454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:14.934485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:14.938237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:14.941944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:14.946261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:14.946368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:17.953208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:17.960485] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:17.966014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:17.971128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:17.971239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:20.976532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:20.980537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:20.984416] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:20.988279] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:20.988457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:23.996017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:24.000802] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:24.005389] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:24.009231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:24.009310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:27.016451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:27.022137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:27.026913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:27.032165] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:27.032295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:30.036887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:30.041067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:30.045023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:30.048938] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:30.049045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:33.053232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:33.057378] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:33.061215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:33.065450] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:33.065546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:36.071124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:36.075924] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:36.080020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:36.084083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:36.084172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:39.120734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:39.124594] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:39.128985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:39.132877] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:39.132981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:42.138975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:42.144695] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:42.149800] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:42.154550] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:42.154934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:45.162276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:45.167273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:45.172432] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:45.177441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:45.177534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:48.183060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:48.187759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:48.192334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:48.195992] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:48.196077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:51.202045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:51.206275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:51.211554] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:51.216349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:51.216461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:54.221702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:54.227967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:54.233038] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:54.236931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:54.237016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:52:57.241464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:52:57.245683] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:52:57.249442] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:52:57.253845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:52:57.253962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:00.259691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:00.263843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:00.267328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:00.270752] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:00.270852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:03.276434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:03.280794] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:03.284568] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:03.288984] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:03.289088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:06.297419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:06.303517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:06.309608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:06.315615] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:06.315782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:09.321616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:09.325690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:09.329541] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:09.333336] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:09.333418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:12.338617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:12.343583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:12.347934] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:12.351560] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:12.351672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:15.357107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:15.361799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:15.366636] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:15.371633] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:15.372018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:18.376403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:18.380864] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:18.385186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:18.389427] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:18.389516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:21.394947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:21.398501] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:21.401925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:21.405267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:21.405348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:24.410914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:24.415108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:24.419565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:24.423983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:24.424111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:27.429260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:27.433359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:27.437381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:27.441239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:27.441321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:30.446077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:30.454665] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:30.458730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:30.462792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:30.462885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:33.467444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:33.471817] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:33.476491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:33.480920] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:33.481036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:36.485577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:36.489550] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:36.493840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:36.497712] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:36.497824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:39.504690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:39.539993] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:39.545140] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:39.550841] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:39.550949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:42.555531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:42.560619] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:42.660407] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:42.665259] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:42.665375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:45.672415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:45.677542] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:45.682292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:45.687256] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:45.687611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:48.693467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:48.699756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:48.705171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:48.710925] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:48.711075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:51.718511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:51.724252] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:51.730835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:51.737900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:51.738082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:54.743000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:54.747307] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:54.751672] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:54.756601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:54.756768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:53:57.762150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:53:57.767605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:53:57.772457] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:53:57.776792] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:53:57.776883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:00.782800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:00.786989] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:00.791020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:00.794775] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:00.794869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:03.799289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:03.803878] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:03.808673] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:03.813276] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:03.813383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:06.818101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:06.823359] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:06.826984] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:06.830592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:06.830752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:09.836238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:09.840869] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:09.845231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:09.849630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:09.849758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:12.854112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:12.858990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:12.863543] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:12.867250] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:12.867330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:15.872358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:15.877082] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:15.881508] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:15.885698] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:15.885808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:18.891316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:18.895364] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:18.899613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:18.903122] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:18.903209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:21.908586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:21.912639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:21.917245] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:21.922144] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:21.922256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:24.927836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:24.931517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:24.935274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:24.938628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:24.938730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:27.944038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:27.948393] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:27.952617] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:27.957620] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:27.957757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:30.964555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:30.969911] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:30.975830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:30.979943] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:30.980169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:33.986350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:33.990684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:33.994912] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:33.998943] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:33.999066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:37.004988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:37.009757] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:37.014014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:37.018160] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:37.018312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:40.056543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:40.063180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:40.069789] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:40.076552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:40.076769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:43.082987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:43.289205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:43.324382] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:43.328951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:43.329035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:46.334596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:46.340560] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:46.346319] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:46.351854] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:46.351987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:49.356287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:49.360942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:49.365537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:49.369710] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:49.369806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:52.374626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:52.378559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:52.382506] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:52.386715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:52.386802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:55.393148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:55.398478] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:55.404197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:55.408860] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:55.408986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:54:58.414724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:54:58.420193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:54:58.426049] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:54:58.431537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:54:58.431682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:01.436608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:01.441120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:01.444944] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:01.449011] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:01.449093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:04.454513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:04.458948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:04.463139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:04.467359] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:04.467527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:07.475006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:07.484301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:07.490304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:07.496808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:07.496988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:10.507763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:10.512751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:10.517702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:10.523484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:10.523614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:13.530008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:13.536169] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:13.541376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:13.546504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:13.546616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:16.551971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:16.556709] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:16.562257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:16.566823] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:16.566930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:19.572517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:19.576509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:19.580745] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:19.584982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:19.585075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:22.590377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:22.595338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:22.599447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:22.603426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:22.603536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:25.607888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:25.612251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:25.616045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:25.620747] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:25.620875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:28.625795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:28.630027] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:28.634005] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:28.637836] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:28.637936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:31.643107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:31.647289] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:31.651423] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:31.655505] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:31.655730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:34.661203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:34.665281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:34.670226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:34.674178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:34.674254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:37.679874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:37.683855] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:37.687700] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:37.691544] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:37.691662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:40.697518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:40.702559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:40.706817] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:40.710894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:40.710992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:43.716054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:43.720899] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:43.725494] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:43.730388] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:43.730549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:46.735410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:46.740298] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:46.745253] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:46.750123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:46.750237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:49.755549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:49.759489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:49.763109] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:49.766798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:49.766886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:52.772767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:52.776829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:52.781158] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:52.785435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:52.785522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:55.791713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:55.795878] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:55.800182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:55.804928] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:55.805038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:55:58.812148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:55:58.817731] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:55:58.822206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:55:58.826107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:55:58.826205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:01.830838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:01.834593] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:01.838495] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:01.842273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:01.842364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:04.847345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:04.852483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:04.856419] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:04.860162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:04.860252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:07.865639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:07.869268] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:07.872864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:07.876531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:07.876625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:10.882464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:10.886525] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:10.890573] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:10.894802] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:10.894932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:13.900350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:13.905440] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:13.910295] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:13.914322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:13.914408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:16.920199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:16.925165] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:16.929137] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:16.932729] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:16.932808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:19.937985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:19.942529] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:19.947355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:19.952076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:19.952355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:22.958160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:22.963085] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:22.968162] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:22.971982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:22.972072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:25.977586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:25.982294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:25.986831] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:25.991294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:25.991410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:28.996832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:29.001391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:29.005510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:29.009520] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:29.009807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:32.015070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:32.023451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:32.028803] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:32.033052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:32.033137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:35.037897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:35.041884] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:35.045590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:35.049327] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:35.049414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:38.053764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:38.057808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:38.062249] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:38.066352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:38.066493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:41.102235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:41.106955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:41.111717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:41.115754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:41.115851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:44.122135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:44.127759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:44.132665] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:44.136715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:44.136818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:47.142123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:47.147484] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:47.152034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:47.156569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:47.156726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:50.163078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:50.168301] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:50.173392] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:50.178921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:50.179047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:53.184123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:53.188798] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:53.192911] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:53.197365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:53.197493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:56.202597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:56.206900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:56.210905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:56.214715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:56.214812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:56:59.219706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:56:59.223582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:56:59.227304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:56:59.231070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:56:59.231189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:02.236380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:02.240409] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:02.244580] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:02.248418] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:02.248634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:05.255771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:05.261226] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:05.266398] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:05.270944] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:05.271067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:08.276686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:08.281065] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:08.285545] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:08.289705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:08.289793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:11.296083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:11.300974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:11.304926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:11.309716] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:11.309863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:14.316059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:14.321418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:14.326639] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:14.331001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:14.331098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:17.336520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:17.345356] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:17.349566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:17.353219] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:17.353314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:20.358702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:20.362682] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:20.366493] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:20.370403] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:20.370497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:23.376201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:23.380336] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:23.384797] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:23.389189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:23.389325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:26.394319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:26.399337] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:26.403551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:26.407471] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:26.407584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:29.414938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:29.421286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:29.426553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:29.432049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:29.432173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:32.439056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:32.443912] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:32.448160] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:32.452045] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:32.452363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:35.457698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:35.462084] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:35.465911] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:35.469506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:35.469596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:38.474485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:38.478344] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:38.482179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:38.486187] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:38.486270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:41.491617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:41.495288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:41.498784] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:41.502170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:41.502255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:44.509394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:44.519939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:44.527335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:44.535666] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:44.535854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:47.539889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:47.543472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:47.547070] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:47.550754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:47.550840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:50.556203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:50.560310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:50.564372] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:50.568136] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:50.568261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:53.573744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:53.578068] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:53.581834] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:53.585493] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:53.585572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:56.591140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:56.595123] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:56.599009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:56.602697] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:56.602811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:57:59.608141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:57:59.612094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:57:59.615595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:57:59.619284] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:57:59.619394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:02.625609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:02.631194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:02.635914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:02.640810] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:02.640963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:05.645524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:05.649617] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:05.653704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:05.658020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:05.658146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:08.663953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:08.668803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:08.673188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:08.677824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:08.677935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:11.684097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:11.688387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:11.692513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:11.696214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:11.696307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:14.702074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:14.707141] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:14.712842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:14.717205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:14.717313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:17.721943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:17.726001] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:17.729870] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:17.734039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:17.734146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:20.739072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:20.743696] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:20.747870] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:20.752183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:20.752436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:23.760094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:23.765857] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:23.770953] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:23.776374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:23.776518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:26.781963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:26.786234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:26.790150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:26.794739] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:26.794889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:29.801125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:29.805452] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:29.810712] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:29.816261] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:29.816394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:32.821508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:32.826397] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:32.832608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:32.837033] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:32.837137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:35.842793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:35.846806] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:35.850613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:35.855246] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:35.855974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:38.862709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:38.867669] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:38.872356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:38.876177] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:38.876268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:41.881873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:41.886071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:41.889843] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:41.893598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:41.893717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:44.900005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:44.904622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:44.909620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:44.913320] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:44.913398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:47.919422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:47.923767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:47.927356] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:47.930795] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:47.930887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:50.935930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:50.943698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:50.947505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:50.951569] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:50.951693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:53.956575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:53.960347] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:53.963910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:53.967663] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:53.967763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:56.974115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:56.979781] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:58:56.984270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:58:56.988891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:58:56.988998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:58:59.994111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:58:59.999014] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:00.003226] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:00.007695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:00.007822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:03.013721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:03.019158] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:03.025430] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:03.031056] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:03.031382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:06.038452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:06.042451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:06.046584] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:06.050277] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:06.050615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:09.056133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:09.060371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:09.064100] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:09.067746] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:09.067843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:12.102462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:12.106831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:12.110513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:12.114330] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:12.114420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:15.119602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:15.322257] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:15.327165] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:15.428452] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:15.428569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:18.433867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:18.437602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:18.441064] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:18.444824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:18.444902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:21.450357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:21.453951] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:21.457376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:21.460821] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:21.460903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:24.466294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:24.470128] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:24.473676] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:24.477426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:24.477533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:27.485909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:27.490915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:27.495880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:27.501730] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:27.501944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:30.507158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:30.511325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:30.515471] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:30.519445] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:30.519556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:33.526303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:33.534716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:33.539428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:33.543982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:33.544169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:36.549489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:36.553637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:36.558917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:36.563477] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:36.563607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:39.568777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:39.572412] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:39.576172] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:39.581239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:39.581326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:42.587364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:42.591159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:42.595150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:42.598940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:42.599035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:45.606332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:45.613920] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:45.620238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:45.624838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:45.624977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:48.630044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:48.634566] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:48.638774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:48.642737] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:48.642854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:51.650369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:51.655089] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:51.659541] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:51.664514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:51.664634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:54.670130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:54.674681] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:54.683610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:54.688788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:54.688945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T21:59:57.694073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T21:59:57.697903] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T21:59:57.701280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T21:59:57.705270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T21:59:57.705384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:00.710979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:00.715207] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:00.718710] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:00.722525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:00.722668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:03.728012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:03.732048] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:03.735580] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:03.739785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:03.739899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:06.745433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:06.749981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:06.754266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:06.757921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:06.757999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:09.763788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:09.768074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:09.773013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:09.778072] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:09.778266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:12.783860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:12.788073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:12.793326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:12.797927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:12.798037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:15.804066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:15.809798] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:15.815938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:15.820784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:15.820909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:18.826401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:18.830519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:18.834607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:18.838764] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:18.838874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:21.844992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:21.849189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:21.854215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:21.859798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:21.859913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:24.866077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:24.871373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:24.875789] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:24.879878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:24.879978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:27.885016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:27.888791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:27.892461] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:27.895982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:27.896068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:30.903797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:30.908472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:30.918177] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:30.922387] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:30.922482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:33.927797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:33.932061] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:33.935766] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:33.939395] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:33.939493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:36.945150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:36.949508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:36.954513] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:36.959294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:36.959401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:39.963691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:39.967425] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:39.971769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:39.975826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:39.975932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:43.011513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:43.015839] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:43.019834] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:43.023853] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:43.023969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:46.030984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:46.131734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:46.166538] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:46.170857] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:46.170982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:49.177483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:49.183383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:49.187883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:49.192063] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:49.192145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:52.197151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:52.201779] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:52.206491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:52.211555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:52.211697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:55.216254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:55.226209] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:55.231405] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:55.235699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:55.236024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:00:58.240679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:00:58.244695] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:00:58.248612] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:00:58.253012] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:00:58.253130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:01.257439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:01.261624] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:01.265266] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:01.269084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:01.269212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:04.273967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:04.278718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:04.283171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:04.287270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:04.287377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:07.292446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:07.297038] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:07.300807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:07.304522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:07.304606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:10.309119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:10.313236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:10.317902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:10.321825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:10.321905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:13.326514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:13.330685] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:13.334905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:13.338835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:13.338977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:16.344324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:16.349294] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:16.354026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:16.357838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:16.357925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:19.363099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:19.368798] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:19.373514] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:19.377297] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:19.377401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:22.384879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:22.392606] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:22.396569] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:22.400501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:22.400589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:25.405206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:25.409472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:25.413606] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:25.417693] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:25.417799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:28.423107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:28.426985] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:28.430633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:28.434292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:28.434395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:31.440098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:31.444053] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:31.448434] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:31.452330] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:31.452407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:34.457394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:34.461407] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:34.465315] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:34.470168] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:34.470283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:37.476283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:37.480317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:37.484521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:37.488488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:37.488590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:40.494792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:40.498886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:40.503096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:40.507047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:40.507154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:43.512905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:43.517187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:43.522112] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:43.526965] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:43.527101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:46.532467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:46.537194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:46.542082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:46.545798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:46.545891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:49.550402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:49.554599] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:49.558807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:49.562366] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:49.562459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:52.567666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:52.572190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:52.576335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:52.580862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:52.581021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:55.587740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:55.592391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:55.596212] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:55.600298] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:55.600503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:01:58.605797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:01:58.610183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:01:58.613916] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:01:58.618203] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:01:58.618314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:01.624140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:01.629130] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:01.634909] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:01.639486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:01.639593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:04.646355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:04.652194] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:04.658840] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:04.664414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:04.664599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:07.672085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:07.676462] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:07.680219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:07.683777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:07.683862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:10.688554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:10.692415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:10.696166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:10.699620] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:10.699720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:13.704168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:13.708287] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:13.712516] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:13.716280] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:13.716379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:16.721155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:16.726686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:16.734025] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:16.739212] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:16.739360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:19.745110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:19.750070] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:19.754926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:19.759585] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:19.759721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:22.764234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:22.769154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:22.774216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:22.778552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:22.778701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:25.783087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:25.787519] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:25.791948] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:25.795524] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:25.795628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:28.800402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:28.805739] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:28.810722] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:28.814574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:28.814695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:31.819984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:31.824772] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:31.829666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:31.834166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:31.834272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:34.840472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:34.844524] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:34.848780] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:34.852305] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:34.852383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:37.857972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:37.862680] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:37.866873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:37.870726] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:37.870810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:40.876216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:40.880950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:40.885675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:40.890179] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:40.890301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:43.896757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:43.902133] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:43.907593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:43.912095] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:43.912353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:46.918445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:46.923995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:46.928906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:46.932610] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:46.932730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:49.938965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:49.943362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:49.948117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:49.953765] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:49.953892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:52.958609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:52.962331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:52.965960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:52.969519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:52.969606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:55.974429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:55.978162] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:55.981567] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:55.984959] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:55.985034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:02:58.990207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:02:58.994386] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:02:58.999270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:02:59.003318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:02:59.003463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:02.010484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:02.014796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:02.018715] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:02.023126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:02.023219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:05.030726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:05.035421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:05.039925] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:05.043921] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:05.044011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:08.054569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:08.060820] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:08.065502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:08.069286] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:08.069373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:11.074430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:11.078978] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:11.082912] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:11.086891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:11.086981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:14.122300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:14.126245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:14.129887] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:14.133952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:14.134059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:17.139972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:17.145179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:17.149894] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:17.153686] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:17.153785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:20.159333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:20.164950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:20.170161] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:20.175989] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:20.176223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:23.182943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:23.188096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:23.193901] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:23.198951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:23.199105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:26.206432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:26.212615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:26.218357] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:26.223997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:26.224133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:29.228413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:29.232126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:29.236278] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:29.240147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:29.240226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:32.247552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:32.253921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:32.261628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:32.266486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:32.266621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:35.275094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:35.279075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:35.282885] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:35.287267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:35.287408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:38.292628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:38.296967] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:38.301589] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:38.306688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:38.306795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:41.311820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:41.346129] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:41.350899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:41.355363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:41.355481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:44.361265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:44.365138] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:44.399577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:44.403605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:44.403738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:47.409477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:47.415003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:47.420220] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:47.424864] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:47.424981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:50.429664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:50.433809] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:50.437504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:50.441406] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:50.441499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:53.447750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:53.452886] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:53.457481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:53.462040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:53.462169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:56.467120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:56.471758] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:56.476308] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:56.480582] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:56.480719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:03:59.484783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:03:59.488729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:03:59.492453] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:03:59.496035] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:03:59.496123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:02.502180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:02.507154] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:02.511045] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:02.516496] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:02.516616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:05.522965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:05.527064] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:05.530595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:05.533975] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:05.534056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:08.541634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:08.546461] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:08.550980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:08.554961] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:08.555069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:11.560434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:11.565760] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:11.571042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:11.575423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:11.575524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:14.581616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:14.586183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:14.590042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:14.594024] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:14.594104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:17.598675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:17.602981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:17.607028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:17.610578] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:17.610686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:20.615772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:20.619514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:20.623671] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:20.627489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:20.627601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:23.634724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:23.641759] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:23.647234] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:23.652289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:23.652455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:26.659726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:26.665860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:26.670591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:26.674733] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:26.674824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:29.679773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:29.684373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:29.689478] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:29.694897] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:29.694981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:32.701173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:32.705737] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:32.710592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:32.715668] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:32.715830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:35.720421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:35.724534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:35.728491] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:35.731951] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:35.732046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:38.738501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:38.743835] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:38.749215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:38.754727] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:38.754846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:41.759226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:41.763777] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:41.768972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:41.773457] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:41.773586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:44.778095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:44.782358] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:44.786413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:44.790840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:44.790930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:47.796273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:47.801379] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:47.805707] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:47.809303] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:47.809375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:50.815000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:50.819413] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:50.823492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:50.827460] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:50.827560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:53.833157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:53.837509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:53.841726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:53.845904] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:53.846023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:56.856269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:56.861062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:56.865460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:56.869950] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:56.870115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:04:59.876045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:04:59.881297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:04:59.885842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:04:59.890839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:04:59.891063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:02.896354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:02.900847] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:02.905464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:02.909574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:02.909711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:05.915033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:05.920275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:05.925754] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:05.931283] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:05.931393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:08.936553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:08.940384] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:08.944260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:08.948250] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:08.948351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:11.953480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:11.959109] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:11.964399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:11.969532] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:11.969691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:14.976400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:14.981167] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:14.985681] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:14.990205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:14.990319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:17.995662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:18.000616] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:18.006228] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:18.011613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:18.011779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:21.017892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:21.023092] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:21.027902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:21.032540] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:21.032676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:24.038666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:24.043383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:24.047717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:24.052232] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:24.052356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:27.056949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:27.061784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:27.066602] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:27.072239] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:27.072359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:30.077484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:30.082142] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:30.086618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:30.090963] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:30.091076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:33.096188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:33.100039] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:33.104515] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:33.109120] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:33.109229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:36.116487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:36.120831] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:36.124566] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:36.128519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:36.128631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:39.135498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:39.140146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:39.145565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:39.151509] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:39.151637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:42.156438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:42.160964] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:42.165034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:42.169277] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:42.169386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:45.204987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:45.208960] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:45.212700] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:45.216406] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:45.216501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:48.221705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:48.226419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:48.230883] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:48.234748] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:48.234853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:51.239713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:51.244412] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:51.249304] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:51.254140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:51.254320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:54.259834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:54.263942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:54.267868] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:54.271932] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:54.272049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:05:57.277502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:05:57.281559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:05:57.285496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:05:57.290029] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:05:57.290161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:00.295795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:00.300198] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:00.304496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:00.308479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:00.308589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:03.313467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:03.317093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:03.321166] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:03.325300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:03.325427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:06.330542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:06.334625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:06.338869] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:06.342978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:06.343107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:09.352492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:09.357406] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:09.362213] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:09.366964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:09.367059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:12.371921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:12.376107] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:12.380606] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:12.384761] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:12.384848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:15.390064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:15.393927] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:15.398376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:15.402919] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:15.403029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:18.407484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:18.412291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:18.417731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:18.421539] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:18.421627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:21.426310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:21.430253] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:21.434355] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:21.438315] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:21.438407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:24.443321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:24.448030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:24.452927] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:24.457612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:24.457791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:27.463029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:27.466730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:27.470748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:27.474416] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:27.474494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:30.479342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:30.483413] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:30.488583] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:30.492453] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:30.492549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:33.500446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:33.505790] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:33.510071] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:33.515094] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:33.515232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:36.521889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:36.526117] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:36.530000] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:36.533474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:36.533556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:39.540275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:39.545848] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:39.550450] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:39.554879] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:39.554991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:42.561341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:42.566799] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:42.571952] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:42.576055] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:42.576146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:45.581723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:45.585602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:45.589141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:45.592685] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:45.592768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:48.598634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:48.603551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:48.608261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:48.612482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:48.612587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:51.617730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:51.621537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:51.625215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:51.628885] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:51.628989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:54.635562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:54.639966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:54.643937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:54.647892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:54.647981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:06:57.654103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:06:57.659055] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:06:57.663960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:06:57.668300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:06:57.668446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:00.674480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:00.680887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:00.685858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:00.690703] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:00.690848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:03.697069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:03.701266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:03.705311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:03.709515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:03.709631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:06.714880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:06.718977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:06.722565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:06.726928] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:06.727039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:09.732181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:09.736096] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:09.739895] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:09.743349] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:09.743433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:12.748422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:12.752348] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:12.756239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:12.760562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:12.760677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:15.766008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:15.769597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:15.773168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:15.776822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:15.776892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:18.782311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:18.787127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:18.791828] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:18.795716] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:18.795810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:21.800360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:21.804437] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:21.808978] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:21.813087] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:21.813192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:24.819206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:24.824905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:24.828950] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:24.833752] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:24.833866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:27.841122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:27.846742] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:27.851343] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:27.854974] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:27.855085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:30.861961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:30.868517] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:30.874723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:30.879835] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:30.879939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:33.885143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:33.890628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:33.894932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:33.898659] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:33.898752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:36.905837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:36.911237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:36.916030] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:36.919744] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:36.919824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:39.925966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:39.932127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:39.937188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:39.941481] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:39.941581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:42.947061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:42.951197] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:42.955452] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:42.959264] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:42.959347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:45.964434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:45.968513] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:45.972095] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:45.976123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:45.976203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:48.986392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:48.991892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:48.997341] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:49.001829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:49.001922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:52.006583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:52.010630] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:52.014349] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:52.017867] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:52.017952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:55.022489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:55.026915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:55.031505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:55.035697] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:55.035801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:07:58.040477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:07:58.044482] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:07:58.048785] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:07:58.052930] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:07:58.053030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:01.059063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:01.063526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:01.067299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:01.072125] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:01.072217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:04.078104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:04.081828] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:04.086338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:04.090270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:04.090360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:07.094715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:07.098142] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:07.101638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:07.105506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:07.105605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:10.111738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:10.116865] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:10.121531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:10.126500] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:10.126671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:13.131971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:13.137073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:13.142234] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:13.147204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:13.147326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:16.244993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:16.250235] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:16.254985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:16.259725] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:16.259834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:19.267117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:19.274167] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:19.280773] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:19.285113] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:19.285313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:22.291014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:22.295331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:22.299619] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:22.303331] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:22.303415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:25.307529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:25.311399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:25.315693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:25.319371] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:25.319459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:28.324150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:28.328258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:28.332203] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:28.336002] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:28.336093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:31.340600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:31.344400] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:31.348053] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:31.352393] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:31.352506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:34.357544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:34.363999] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:34.368475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:34.373910] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:34.374028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:37.381004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:37.385285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:37.390294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:37.394740] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:37.394850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:40.399961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:40.404221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:40.408313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:40.412271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:40.412383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:43.418171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:43.422955] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:43.426854] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:43.431234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:43.431358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:46.437483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:46.441971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:46.446478] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:46.450373] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:46.450490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:49.455077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:49.460112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:49.464924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:49.468881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:49.468991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:52.473952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:52.477735] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:52.481255] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:52.484946] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:52.485028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:55.490732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:55.495459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:55.499688] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:55.503408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:55.503516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:08:58.508166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:08:58.512602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:08:58.516376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:08:58.520074] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:08:58.520171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:01.527292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:01.532728] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:01.538018] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:01.543419] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:01.543538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:04.548166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:04.552479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:04.557059] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:04.560942] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:04.561034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:07.565678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:07.571572] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:07.575733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:07.580064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:07.580156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:10.585907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:10.590113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:10.594257] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:10.598037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:10.598118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:13.604060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:13.609597] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:13.614771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:13.619952] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:13.620104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:16.626597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:16.631117] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:16.635382] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:16.639374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:16.639453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:19.644789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:19.651362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:19.655813] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:19.662326] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:19.662404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:22.666942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:22.670705] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:22.674286] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:22.677885] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:22.677964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:25.684099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:25.688961] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:25.693202] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:25.697253] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:25.697334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:28.701336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:28.704891] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:28.708507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:28.712363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:28.712450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:31.717537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:31.726192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:31.731096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:31.735581] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:31.735728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:34.741458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:34.747885] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:34.753497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:34.757480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:34.757580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:37.762785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:37.766536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:37.770123] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:37.773832] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:37.773918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:40.778466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:40.782710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:40.786466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:40.790318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:40.790424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:43.796207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:43.799968] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:43.803504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:43.807031] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:43.807122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:46.813192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:46.817179] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:46.820600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:46.824044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:46.824152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:49.830138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:49.834874] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:49.840882] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:49.845107] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:49.845226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:52.851624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:52.855883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:52.860823] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:52.864408] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:52.864517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:55.870213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:55.874072] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:55.877683] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:55.881129] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:55.881218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:09:58.886382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:09:58.890811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:09:58.895181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:09:58.899545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:09:58.899676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:01.905206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:01.915393] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:01.919198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:01.923400] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:01.923512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:04.928475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:04.931990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:04.935381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:04.938876] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:04.938962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:07.943800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:07.947933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:07.951741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:07.956129] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:07.956257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:10.962694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:10.968056] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:10.973539] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:10.978613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:10.978812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:13.983358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:13.986939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:13.991047] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:13.994519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:13.994601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:17.000512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:17.007045] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:17.012703] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:17.017181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:17.017274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:20.021902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:20.118677] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:20.152967] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:20.223386] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:20.223514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:23.228408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:23.231858] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:23.235197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:23.238691] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:23.238778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:26.244037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:26.247761] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:26.251302] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:26.255056] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:26.255140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:29.260410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:29.264394] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:29.268258] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:29.275515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:29.275624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:32.281284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:32.285183] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:32.288733] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:32.292542] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:32.292658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:35.298290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:35.302077] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:35.305736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:35.309514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:35.309599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:38.315575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:38.320322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:38.324932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:38.329267] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:38.329361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:41.334311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:41.338138] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:41.342216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:41.346127] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:41.346232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:44.383608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:44.391520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:44.398954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:44.404811] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:44.404965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:47.410542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:47.416537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:47.420853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:47.426673] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:47.426828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:50.431954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:50.437763] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:50.443512] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:50.448804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:50.449011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:53.453955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:53.458362] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:53.464169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:53.470845] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:53.471023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:56.476251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:56.480974] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:56.484789] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:56.489502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:56.489733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:10:59.495820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:10:59.500445] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:10:59.505205] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:10:59.516231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:10:59.516410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:02.524248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:02.530278] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:02.536069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:02.542105] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:02.542254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:05.548143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:05.553008] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:05.558292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:05.563300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:05.563425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:08.568601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:08.573198] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:08.577024] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:08.585791] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:08.585967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:11.590756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:11.594693] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:11.598475] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:11.602097] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:11.602186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:14.609476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:14.615205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:14.620265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:14.625484] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:14.625847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:17.631028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:17.635237] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:17.638704] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:17.642133] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:17.642213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:20.647187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:20.651488] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:20.655499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:20.659009] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:20.659092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:23.663490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:23.667407] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:23.671964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:23.675917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:23.676021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:26.681187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:26.685622] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:26.690114] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:26.694519] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:26.694628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:29.701335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:29.708477] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:29.714315] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:29.720623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:29.720825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:32.725366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:32.729997] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:32.734285] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:32.738306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:32.738422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:35.743086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:35.746871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:35.752582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:35.756355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:35.756443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:38.761609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:38.765717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:38.769911] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:38.774106] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:38.774214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:41.780397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:41.785187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:41.790082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:41.794634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:41.794769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:44.800908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:44.804852] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:44.808595] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:44.812220] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:44.812310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:47.821107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:47.827578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:47.832463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:47.836627] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:47.836739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:50.841956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:50.848081] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:50.860723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:50.864512] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:50.864619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:53.869945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:53.874834] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:53.879916] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:53.884370] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:53.884491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:56.889963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:56.894251] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:56.898931] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:56.903576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:56.903681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:11:59.911119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:11:59.917734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:11:59.922606] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:11:59.926635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:11:59.926785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:02.932361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:02.936348] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:02.940880] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:02.945584] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:02.945734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:05.952540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:05.957099] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:05.961020] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:05.964694] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:05.964766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:08.970603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:08.974086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:08.977492] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:08.981082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:08.981161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:11.986304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:11.990918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:11.995677] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:11.999898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:11.999987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:15.005897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:15.010144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:15.014134] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:15.020046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:15.020165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:18.057106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:18.061851] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:18.067613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:18.072687] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:18.073037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:21.079225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:21.280144] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:21.286127] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:21.290190] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:21.290302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:24.296977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:24.307174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:24.312544] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:24.316984] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:24.317067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:27.321926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:27.326060] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:27.330524] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:27.335001] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:27.335147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:30.340673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:30.344686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:30.349281] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:30.353535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:30.353633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:33.358268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:33.362234] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:33.366054] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:33.370095] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:33.370353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:36.374964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:36.378611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:36.382635] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:36.387166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:36.387327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:39.392462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:39.397088] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:39.401245] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:39.405053] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:39.405169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:42.409744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:42.413565] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:42.418132] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:42.421754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:42.421838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:45.426201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:45.430121] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:45.433576] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:45.436949] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:45.437027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:48.443555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:48.450537] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:48.456872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:48.467028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:48.467216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:51.472930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:51.478427] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:51.484557] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:51.489026] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:51.489138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:54.494010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:54.498422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:54.502434] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:54.506955] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:54.507069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:12:57.511877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:12:57.515988] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:12:57.520591] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:12:57.525355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:12:57.525474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:00.529826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:00.534928] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:00.540123] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:00.544421] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:00.544532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:03.550626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:03.555553] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:03.560417] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:03.564839] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:03.564938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:06.571342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:06.575871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:06.580107] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:06.583970] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:06.584051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:09.589769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:09.595583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:09.602384] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:09.607020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:09.607143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:12.612578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:12.616934] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:12.620982] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:12.624428] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:12.624506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:15.628866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:15.632414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:15.636300] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:15.641356] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:15.641505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:18.647369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:18.652273] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:18.656980] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:18.661619] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:18.661752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:21.666432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:21.671310] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:21.676995] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:21.681482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:21.681608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:24.686518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:24.690832] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:24.694761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:24.698801] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:24.698900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:27.704902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:27.708962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:27.712921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:27.717007] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:27.717160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:30.724270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:30.730078] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:30.734693] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:30.738923] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:30.739089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:33.746049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:33.751455] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:33.756216] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:33.760633] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:33.760773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:36.766119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:36.770984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:36.775255] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:36.778745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:36.778829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:39.784631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:39.789189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:39.793530] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:39.797855] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:39.797967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:42.805007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:42.840987] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:42.846334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:42.852168] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:42.852287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:45.859075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:45.864086] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:45.899726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:45.905959] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:45.906175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:48.912732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:48.918110] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:48.923082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:48.928772] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:48.929065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:51.934072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:51.939602] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:51.946480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:51.951485] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:51.951600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:54.957297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:54.962189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:54.967067] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:54.971701] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:54.971808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:13:57.977478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:13:57.982206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:13:57.986973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:13:57.992036] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:13:57.992300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:00.997582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:01.001942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:01.006206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:01.010774] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:01.010865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:04.015166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:04.019107] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:04.022596] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:04.026392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:04.026483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:07.031374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:07.036212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:07.040464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:07.045147] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:07.045295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:10.051126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:10.055530] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:10.059932] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:10.064515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:10.064665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:13.070192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:13.074609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:13.078961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:13.082911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:13.083008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:16.090249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:16.094147] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:16.097679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:16.101172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:16.101248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:19.138477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:19.143062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:19.148408] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:19.152880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:19.153281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:22.158762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:22.164422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:22.170404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:22.175338] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:22.175453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:25.179781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:25.183529] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:25.187842] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:25.192048] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:25.192147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:28.197012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:28.200815] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:28.204531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:28.208515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:28.208602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:31.213819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:31.217741] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:31.221521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:31.225487] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:31.225598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:34.232248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:34.237291] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:34.241529] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:34.246126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:34.246242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:37.251567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:37.255503] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:37.259248] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:37.262993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:37.263091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:40.267264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:40.271559] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:40.275804] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:40.279618] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:40.279728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:43.285161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:43.289127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:43.292879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:43.296549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:43.296631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:46.304169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:46.308370] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:46.312994] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:46.317711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:46.317859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:49.324700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:49.329578] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:49.333041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:49.336433] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:49.336510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:52.341638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:52.346106] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:52.350352] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:52.353826] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:52.353934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:55.359133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:55.363152] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:55.366505] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:55.370005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:55.370081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:14:58.376357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:14:58.382632] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:14:58.387786] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:14:58.392465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:14:58.392586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:01.397224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:01.401479] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:01.405970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:01.410831] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:01.410959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:04.416481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:04.420368] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:04.425327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:04.430183] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:04.430299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:07.435020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:07.438925] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:07.442657] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:07.446417] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:07.446506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:10.451497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:10.455441] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:10.459632] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:10.463386] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:10.463497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:13.469475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:13.474450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:13.478892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:13.483586] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:13.483720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:16.488813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:16.494063] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:16.497835] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:16.501361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:16.501446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:19.507556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:19.512626] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:19.516593] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:19.521571] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:19.521686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:22.527918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:22.532904] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:22.537582] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:22.541922] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:22.542017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:25.547177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:25.551184] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:25.554892] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:25.558964] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:25.559061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:28.564753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:28.569937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:28.574016] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:28.578086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:28.578214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:31.584319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:31.589734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:31.593831] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:31.597934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:31.598134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:34.603578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:34.607966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:34.611960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:34.615829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:34.615947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:37.621749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:37.625563] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:37.629238] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:37.632626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:37.632724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:40.638546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:40.643984] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:40.650510] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:40.656162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:40.656296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:43.661121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:43.666247] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:43.672136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:43.676264] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:43.676382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:46.682022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:46.686230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:46.690310] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:46.694522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:46.694850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:49.701990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:49.707682] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:49.713017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:49.717866] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:49.717990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:52.724937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:52.731049] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:52.737568] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:52.742684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:52.742840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:55.747676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:55.752814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:55.756927] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:55.761138] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:55.761238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:15:58.767294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:15:58.771795] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:15:58.775958] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:15:58.781800] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:15:58.781955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:01.786731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:01.790971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:01.794924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:01.798917] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:01.799021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:04.805961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:04.810769] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:04.814498] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:04.817881] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:04.817958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:07.823182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:07.827769] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:07.832152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:07.836722] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:07.836823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:10.842362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:10.847483] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:10.851907] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:10.855439] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:10.855519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:13.860068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:13.864444] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:13.868995] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:13.873137] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:13.873248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:16.878277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:16.882313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:16.886212] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:16.890234] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:16.890323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:19.896256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:19.900457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:19.904218] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:19.907899] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:19.907980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:22.914263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:22.919352] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:22.923906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:22.929038] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:22.929167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:25.935634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:25.940303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:25.944026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:25.948508] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:25.948673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:28.953566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:28.957518] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:28.961502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:28.965806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:28.965900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:31.972178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:31.977335] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:31.981743] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:31.986552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:31.986702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:34.994771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:35.000175] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:35.006380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:35.011637] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:35.011839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:38.018334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:38.024800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:38.030365] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:38.035217] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:38.035359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:41.039998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:41.044898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:41.049731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:41.054316] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:41.054409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:44.059134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:44.065690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:44.071149] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:44.076796] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:44.076948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:47.082359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:47.087686] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:47.092622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:47.097525] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:47.097680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:50.122329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:50.126512] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:50.134706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:50.138890] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:50.138999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:53.144046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:53.343717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:53.349766] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:53.354227] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:53.354385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:56.359052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:56.364354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:56.368615] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:56.374005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:56.374186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:16:59.379463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:16:59.384700] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:16:59.390996] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:16:59.396157] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:16:59.396385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:02.402039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:02.406249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:02.411971] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:02.418686] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:02.418833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:05.424863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:05.429900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:05.434097] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:05.438788] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:05.439005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:08.444968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:08.449190] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:08.453702] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:08.461897] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:08.462034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:11.467672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:11.471768] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:11.475334] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:11.479389] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:11.479517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:14.484380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:14.488249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:14.492012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:14.496184] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:14.496295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:17.502343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:17.508361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:17.513985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:17.519168] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:17.519372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:20.526476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:20.532057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:20.536879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:20.541723] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:20.541820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:23.548701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:23.559187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:23.572331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:23.576700] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:23.576818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:26.581539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:26.586168] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:26.592173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:26.598116] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:26.598246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:29.603672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:29.608417] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:29.612454] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:29.616535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:29.616620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:32.622571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:32.627181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:32.632102] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:32.637683] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:32.637781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:35.642539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:35.646786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:35.651335] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:35.656503] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:35.656618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:38.661257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:38.665126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:38.669074] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:38.674037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:38.674146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:41.680762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:41.686865] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:41.691933] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:41.697634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:41.697789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:44.702487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:44.706172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:44.709832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:44.713778] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:44.713865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:47.720316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:47.725052] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:47.729561] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:47.734396] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:47.734526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:50.740064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:50.744072] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:50.747778] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:50.752398] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:50.752611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:53.757794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:53.764313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:53.768961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:53.773158] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:53.773271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:56.779796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:56.785556] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:56.791624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:56.796139] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:56.796232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:17:59.802683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:17:59.807535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:17:59.811695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:17:59.815591] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:17:59.815722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:02.820326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:02.824218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:02.828284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:02.832158] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:02.832262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:05.838091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:05.843115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:05.847275] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:05.850814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:05.850892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:08.855890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:08.859709] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:08.863736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:08.867574] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:08.867685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:11.875787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:11.881069] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:11.886080] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:11.891266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:11.891417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:14.896587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:14.901811] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:14.907306] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:14.913044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:14.913188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:17.917780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:17.926582] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:17.931096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:17.935178] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:17.935265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:20.941035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:20.945003] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:20.948929] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:20.952457] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:20.952541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:23.958283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:23.964013] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:23.970154] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:23.975617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:23.975747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:26.979977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:26.984173] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:26.988260] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:26.992526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:26.992663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:29.998392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:30.002613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:30.007205] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:30.012344] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:30.012703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:33.018478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:33.022428] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:33.026762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:33.030997] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:33.031107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:36.037330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:36.041526] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:36.045399] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:36.049194] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:36.049275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:39.056365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:39.061634] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:39.065884] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:39.070321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:39.070460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:42.077168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:42.082985] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:42.088788] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:42.094474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:42.094623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:45.100784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:45.105751] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:45.109607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:45.113298] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:45.113378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:48.119530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:48.124071] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:48.128422] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:48.132929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:48.133033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:51.434236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:51.439959] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:51.446022] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:51.451521] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:51.451679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:54.457041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:54.494182] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:54.531680] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:54.536363] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:54.536484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:18:57.544269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:18:57.551489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:18:57.556155] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:18:57.560086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:18:57.560276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:00.566067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:00.572180] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:00.576939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:00.581926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:00.582037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:03.588805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:03.594755] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:03.600179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:03.604020] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:03.604137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:06.609235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:06.613695] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:06.617431] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:06.620798] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:06.620877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:09.624836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:09.628318] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:09.632229] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:09.635817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:09.635900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:12.639856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:12.643407] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:12.649862] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:12.654778] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:12.654974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:15.660907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:15.666940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:15.671425] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:15.676149] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:15.676244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:18.682600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:18.689326] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:18.694844] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:18.699902] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:18.700064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:21.705048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:21.709015] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:21.712902] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:21.716523] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:21.716606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:24.720595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:24.724782] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:24.741487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:24.746236] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:24.746393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:27.751271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:27.755435] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:27.759792] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:27.764628] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:27.764781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:30.769505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:30.773605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:30.777467] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:30.781319] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:30.781403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:33.788089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:33.792631] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:33.796301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:33.801287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:33.801402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:36.805929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:36.810322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:36.814466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:36.818378] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:36.818467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:39.824262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:39.829206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:39.833447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:39.838257] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:39.838379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:42.844239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:42.850399] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:42.855551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:42.860804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:42.860972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:45.866000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:45.869921] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:45.873850] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:45.877821] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:45.877906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:48.885066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:48.889376] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:48.895027] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:48.899351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:48.899466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:51.904606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:51.909718] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:51.914122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:51.918931] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:51.919039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:54.924804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:54.930290] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:54.935026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:54.939204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:54.939294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:19:57.945694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:19:57.951277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:19:57.956177] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:19:57.961380] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:19:57.961508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:00.966948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:00.972391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:00.976945] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:00.980812] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:00.980895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:03.987514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:03.991818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:03.996084] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:04.001366] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:04.001520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:07.008742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:07.015671] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:07.023790] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:07.028698] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:07.028792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:10.035744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:10.040157] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:10.044808] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:10.049266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:10.049577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:13.055254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:13.060196] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:13.064485] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:13.068784] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:13.068893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:16.074020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:16.079744] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:16.084447] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:16.089166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:16.089261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:19.094308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:19.099042] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:19.103488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:19.107763] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:19.107853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:22.113425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:22.118474] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:22.123279] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:22.128488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:22.128634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:25.134467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:25.173171] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:25.208546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:25.212744] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:25.212816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:28.220281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:28.225172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:28.229463] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:28.233274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:28.233368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:31.238742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:31.243541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:31.248278] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:31.252513] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:31.252623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:34.258869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:34.263315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:34.268939] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:34.272897] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:34.273012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:37.278997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:37.284438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:37.290795] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:37.295998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:37.296147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:40.300789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:40.305064] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:40.309877] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:40.314049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:40.314146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:43.318636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:43.322345] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:43.326041] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:43.330999] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:43.331088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:46.366937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:46.371453] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:46.376887] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:46.386564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:46.386917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:49.394215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:49.400390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:49.405726] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:49.411019] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:49.411191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:52.415888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:52.420062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:52.424271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:52.428754] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:52.428869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:55.435041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:55.440775] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:55.449999] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:55.457169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:55.457352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:20:58.462753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:20:58.466982] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:20:58.471443] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:20:58.475613] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:20:58.475835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:01.480566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:01.484784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:01.488564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:01.492522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:01.492618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:04.497421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:04.501541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:04.505324] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:04.508900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:04.508979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:07.514298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:07.518726] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:07.523036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:07.526878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:07.526977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:10.531491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:10.535200] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:10.539005] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:10.542627] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:10.542733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:13.547839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:13.552067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:13.556672] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:13.561025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:13.561149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:16.566876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:16.571636] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:16.576275] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:16.580825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:16.580942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:19.586605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:19.590541] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:19.594363] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:19.598089] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:19.598221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:22.604809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:22.609423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:22.613864] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:22.618222] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:22.618335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:25.623814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:25.628533] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:25.633600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:25.639293] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:25.639399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:28.645819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:28.651258] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:28.656353] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:28.661816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:28.661935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:31.668059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:31.673092] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:31.677537] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:31.682348] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:31.682446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:34.687685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:34.691615] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:34.695077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:34.698563] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:34.698699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:37.704897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:37.709224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:37.713271] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:37.716816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:37.716922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:40.722497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:40.726423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:40.729914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:40.733359] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:40.733435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:43.739768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:43.745004] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:43.749699] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:43.754492] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:43.754596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:46.759718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:46.763673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:46.767565] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:46.771573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:46.771704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:49.776797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:49.781115] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:49.785440] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:49.789340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:49.789437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:52.795023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:52.799041] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:52.802923] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:52.806410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:52.806500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:55.812111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:55.816459] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:55.821292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:55.825182] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:55.825286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:21:58.831123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:21:58.835429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:21:58.839284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:21:58.844352] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:21:58.844491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:01.853200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:01.857697] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:01.861608] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:01.865759] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:01.865899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:04.871541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:04.876487] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:04.882859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:04.886934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:04.887025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:07.893190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:07.898468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:07.902188] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:07.907193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:07.907378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:10.913898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:10.919423] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:10.924413] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:10.932738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:10.932844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:13.939273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:13.943062] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:13.947190] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:13.951448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:13.951660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:16.959516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:16.964286] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:16.968589] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:16.972756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:16.972885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:19.979502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:19.984807] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:19.989411] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:19.993306] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:19.993399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:23.001422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:23.007557] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:23.014581] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:23.020127] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:23.020300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:26.027717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:26.063169] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:26.097736] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:26.102292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:26.102458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:29.108268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:29.112981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:29.116695] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:29.120601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:29.120729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:32.126867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:32.131586] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:32.137496] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:32.142113] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:32.142224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:35.147591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:35.152323] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:35.158054] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:35.163814] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:35.163920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:38.169942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:38.175232] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:38.181362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:38.187578] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:38.187735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:41.194579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:41.199523] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:41.204222] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:41.208172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:41.208293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:44.212507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:44.216343] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:44.220455] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:44.224478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:44.224597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:47.228691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:47.232278] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:47.236181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:47.240206] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:47.240313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:50.246734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:50.250522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:50.254664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:50.258745] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:50.258874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:53.265532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:53.270357] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:53.274518] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:53.279088] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:53.279207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:56.283818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:56.288509] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:56.293225] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:56.298516] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:56.298637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:22:59.305856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:22:59.310529] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:22:59.315487] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:22:59.320527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:22:59.320724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:02.326228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:02.330933] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:02.335598] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:02.340367] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:02.340531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:05.345961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:05.350126] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:05.354378] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:05.358987] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:05.359185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:08.366502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:08.375249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:08.381799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:08.387536] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:08.387699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:11.393291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:11.397698] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:11.401866] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:11.406205] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:11.406341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:14.412410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:14.416800] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:14.421143] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:14.425078] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:14.425162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:17.431020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:17.435371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:17.439360] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:17.443374] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:17.443493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:20.449322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:20.453926] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:20.458139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:20.462816] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:20.462933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:23.468525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:23.472288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:23.475821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:23.479258] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:23.479346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:26.484569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:26.488818] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:26.492913] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:26.496298] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:26.496372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:29.501596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:29.507747] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:29.512358] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:29.517113] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:29.517229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:32.523682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:32.529438] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:32.533973] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:32.538705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:32.538984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:35.545310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:35.551276] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:35.556270] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:35.560759] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:35.560850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:38.566054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:38.572328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:38.576552] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:38.580947] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:38.581050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:41.587159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:41.592684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:41.597161] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:41.603340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:41.603530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:44.609388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:44.644588] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:44.650259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:44.655028] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:44.655276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:47.661070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:47.665120] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:47.698830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:47.702760] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:47.702853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:50.707851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:50.713764] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:50.719152] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:50.723896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:50.724025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:53.728295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:53.733212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:53.738044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:53.742833] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:53.742947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:56.748859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:56.756067] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:56.761960] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:56.767132] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:56.767281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:23:59.773284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:23:59.778159] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:23:59.782624] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:23:59.787522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:23:59.787663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:02.793317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:02.798450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:02.802508] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:02.806927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:02.807890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:05.814808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:05.819551] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:05.823954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:05.828435] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:05.828554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:08.833602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:08.837972] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:08.842198] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:08.847083] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:08.847184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:11.852373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:11.857091] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:11.861406] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:11.865936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:11.866129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:14.873047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:14.877415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:14.881390] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:14.884937] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:14.885037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:17.890380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:17.894464] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:17.898225] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:17.902465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:17.902663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:20.908852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:20.913315] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:20.917289] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:20.922053] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:20.922176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:23.929442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:23.934803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:23.939117] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:23.943358] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:23.943462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:26.949220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:26.954248] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:26.960333] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:26.965394] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:26.965534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:29.970378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:29.974555] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:29.978706] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:29.983113] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:29.983203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:32.989009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:32.994300] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:32.999610] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:33.004824] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:33.004947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:36.009493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:36.014248] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:36.018110] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:36.021914] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:36.021994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:39.032926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:39.038160] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:39.041592] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:39.045069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:39.045146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:42.050300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:42.054181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:42.058490] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:42.063086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:42.063197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:45.070082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:45.074879] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:45.079231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:45.083214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:45.083343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:48.088314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:48.092285] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:48.096401] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:48.099991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:48.100067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:51.105592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:51.109715] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:51.113745] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:51.117809] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:51.118068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:54.127944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:54.133990] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:54.139699] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:54.145404] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:54.145824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:24:57.151970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:24:57.188057] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:24:57.230771] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:24:57.234800] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:24:57.234896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:00.239930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:00.244394] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:00.248338] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:00.252446] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:00.252567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:03.257006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:03.261373] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:03.265821] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:03.271189] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:03.271391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:06.275944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:06.279472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:06.283353] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:06.287516] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:06.287622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:09.292475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:09.296898] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:09.302036] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:09.306557] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:09.306703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:12.312352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:12.317303] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:12.322926] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:12.327664] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:12.327808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:15.334022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:15.340867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:15.347186] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:15.355039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:15.355183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:18.360893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:18.366245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:18.370924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:18.374880] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:18.374998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:21.381420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:21.386450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:21.391026] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:21.394911] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:21.395022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:24.402392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:24.408220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:24.412531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:24.416308] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:24.416394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:27.421150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:27.426143] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:27.431564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:27.437003] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:27.437113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:30.442252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:30.446421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:30.451072] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:30.456143] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:30.456255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:33.461874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:33.466074] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:33.469558] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:33.473925] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:33.474044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:36.479467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:36.483451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:36.486972] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:36.491669] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:36.491761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:39.497034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:39.502187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:39.507327] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:39.513202] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:39.513364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:42.518415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:42.522103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:42.525434] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:42.528895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:42.528977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:45.534769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:45.540150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:45.545680] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:45.549705] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:45.549836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:48.554686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:48.558913] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:48.564139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:48.573513] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:48.573719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:51.579318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:51.584236] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:51.588959] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:51.593436] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:51.593528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:54.597813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:54.601844] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:54.605577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:54.609530] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:54.609630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:25:57.614458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:25:57.619693] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:25:57.625438] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:25:57.630068] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:25:57.630169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:00.634864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:00.639172] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:00.644311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:00.649597] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:00.649746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:03.656853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:03.662581] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:03.668574] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:03.674229] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:03.674339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:06.679174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:06.684161] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:06.688404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:06.692225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:06.692332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:09.697726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:09.702610] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:09.707497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:09.711612] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:09.711751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:12.717047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:12.721210] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:12.725697] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:12.729940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:12.730023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:15.735172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:15.739169] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:15.743293] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:15.747372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:15.747473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:18.752486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:18.756539] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:18.760730] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:18.765292] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:18.765434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:21.771282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:21.775814] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:21.780119] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:21.784522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:21.784639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:24.790709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:24.794847] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:24.798914] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:24.802690] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:24.802773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:27.809562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:27.814791] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:27.821034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:27.826010] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:27.826164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:30.831800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:30.835324] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:30.839428] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:30.843204] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:30.843287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:33.849607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:33.854431] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:33.859015] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:33.863514] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:33.863682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:36.869063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:36.873463] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:36.878141] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:36.882635] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:36.882776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:39.888106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:39.895554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:39.899604] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:39.903305] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:39.903403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:42.913220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:42.918208] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:42.922638] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:42.926025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:42.926104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:45.931287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:45.935888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:45.941734] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:45.946005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:45.946375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:48.954249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:48.960220] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:48.964943] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:48.970933] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:48.971093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:51.978431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:51.983554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:51.987411] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:51.991688] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:51.991815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:54.998392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:55.002280] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:55.006711] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:55.011531] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:55.011672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:26:58.017017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:26:58.216140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:26:58.251368] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:26:58.256535] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:26:58.256692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:01.268797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:01.274508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:01.280826] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:01.287211] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:01.287333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:04.293491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:04.299257] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:04.305634] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:04.311776] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:04.311955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:07.316310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:07.320208] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:07.324101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:07.327892] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:07.328013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:10.333774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:10.338162] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:10.342464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:10.347726] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:10.347831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:13.352017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:13.356632] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:13.361628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:13.366626] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:13.366789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:16.372859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:16.378860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:16.384534] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:16.389697] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:16.389841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:19.394452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:19.400893] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:19.404886] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:19.409241] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:19.409326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:22.414883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:22.420421] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:22.424446] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:22.428777] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:22.428899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:25.434621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:25.439661] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:25.444001] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:25.447530] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:25.447610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:28.453747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:28.458143] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:28.462366] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:28.466251] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:28.466330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:31.473417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:31.478922] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:31.484757] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:31.491373] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:31.491540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:34.495483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:34.499127] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:34.502669] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:34.506098] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:34.506178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:37.510356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:37.514208] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:37.518136] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:37.522631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:37.522761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:40.527169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:40.530950] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:40.535057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:40.538998] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:40.539102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:43.543552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:43.547297] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:43.550970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:43.554431] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:43.554517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:46.559282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:46.563031] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:46.567553] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:46.572604] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:46.572737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:49.578137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:49.583374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:49.588633] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:49.592981] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:49.593092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:52.597364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:52.601214] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:52.605054] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:52.609200] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:52.609290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:55.614687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:55.618361] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:55.625769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:55.630402] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:55.630566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:27:58.636582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:27:58.642516] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:27:58.647737] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:27:58.652414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:27:58.652504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:01.658880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:01.663149] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:01.667007] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:01.671192] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:01.671302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:04.676469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:04.680767] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:04.684786] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:04.689676] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:04.689801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:07.696261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:07.701147] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:07.705751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:07.709940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:07.710063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:10.715041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:10.719199] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:10.723138] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:10.727166] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:10.727289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:13.734454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:13.738816] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:13.743466] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:13.747699] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:13.747809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:16.752988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:16.757244] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:16.761961] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:16.766108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:16.766222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:19.771348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:19.775146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:19.779292] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:19.783123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:19.783235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:22.788386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:22.792396] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:22.796765] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:22.801000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:22.801117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:25.806193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:25.809983] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:25.813620] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:25.817288] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:25.817378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:28.822445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:28.827583] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:28.832723] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:28.837206] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:28.837310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:31.845123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:31.850075] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:31.856178] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:31.861169] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:31.861249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:34.867681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:34.872325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:34.876753] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:34.881372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:34.881514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:37.889011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:37.893670] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:37.898917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:37.903634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:37.903806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:40.910041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:40.916601] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:40.920891] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:40.925317] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:40.925414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:43.930956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:43.935372] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:43.939921] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:43.944924] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:43.945008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:46.950662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:46.954942] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:46.959054] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:46.963164] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:46.963250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:49.969792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:49.975132] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:49.980058] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:49.984762] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:49.984892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:52.992223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:52.997054] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:53.001816] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:53.006111] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:53.006204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:56.040565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:56.045447] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:56.049520] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:56.053895] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:56.053992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:28:59.060600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:28:59.065710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:28:59.069679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:28:59.074301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:28:59.074382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:02.082508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:02.089076] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:02.096512] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:02.103578] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:02.103876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:05.109712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:05.115160] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:05.119708] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:05.123978] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:05.124065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:08.131026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:08.135789] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:08.141298] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:08.145506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:08.145593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:11.150859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:11.155772] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:11.161757] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:11.165522] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:11.165613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:14.171853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:14.176408] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:14.181061] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:14.185506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:14.185686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:17.191305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:17.196692] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:17.201675] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:17.205566] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:17.205693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:20.210976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:20.214938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:20.218751] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:20.222334] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:20.222428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:23.228073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:23.233422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:23.238377] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:23.243291] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:23.243384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:26.248811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:26.253489] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:26.258554] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:26.263180] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:26.263311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:29.267714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:29.272467] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:29.276872] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:29.280733] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:29.280856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:32.285680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:32.290087] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:32.293957] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:32.297986] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:32.298081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:35.302920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:35.308812] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:35.314002] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:35.318410] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:35.318529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:38.324635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:38.329850] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:38.334957] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:38.339108] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:38.339191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:41.346439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:41.356590] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:41.361687] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:41.366335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:41.366628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:44.372018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:44.376478] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:44.380622] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:44.386064] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:44.386439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:47.391791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:47.395494] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:47.399453] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:47.403316] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:47.403437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:50.408846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:50.412931] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:50.417204] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:50.421391] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:50.421489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:53.429679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:53.436018] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:53.442150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:53.449501] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:53.449726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:56.456362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:56.463212] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:56.469379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:56.474275] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:56.474469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:29:59.481569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:29:59.488137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:29:59.495034] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:29:59.500322] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:29:59.500453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:02.506356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:02.512048] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:02.517731] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:02.523506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:02.523628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:05.528713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:05.533366] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:05.538012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:05.542448] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:05.542550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:08.546563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:08.550363] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:08.553985] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:08.557463] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:08.557549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:11.561812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:11.566108] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:11.570556] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:11.574414] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:11.574505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:14.579733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:14.584051] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:14.588057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:14.591465] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:14.591545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:17.595803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:17.604609] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:17.609239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:17.614076] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:17.614187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:20.619901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:20.624554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:20.629168] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:20.634090] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:20.634195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:23.638586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:23.643099] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:23.647194] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:23.651601] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:23.651870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:26.658373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:26.662810] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:26.667144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:26.671506] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:26.671596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:29.676595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:29.680915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:29.685261] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:29.689214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:29.689355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:32.694120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:32.698026] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:32.701629] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:32.706323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:32.706455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:35.712851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:35.718073] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:35.722379] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:35.726071] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:35.726156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:38.732180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:38.736838] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:38.741251] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:38.745709] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:38.745831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:41.752736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:41.758140] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:41.763013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:41.767502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:41.767662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:44.773256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:44.777174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:44.782139] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:44.786977] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:44.787104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:47.827321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:47.832883] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:47.837970] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:47.846782] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:47.846937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:50.853458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:50.859699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:50.869046] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:50.876052] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:50.876184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:53.880974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:53.884981] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:53.888759] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:53.893502] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:53.893614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:56.898670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:56.902803] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:56.906542] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:56.910340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:56.910432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:30:59.916855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:30:59.923176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:30:59.928905] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:30:59.934993] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:30:59.935160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:02.939974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:02.944333] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:02.948276] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:02.952262] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:02.952358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:05.957688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:05.962430] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:05.967199] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:05.972297] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:05.972416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:08.977576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:08.981749] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:08.986116] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:08.990199] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:08.990361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:11.995808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:12.000611] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:12.004533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:12.008545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:12.008687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:15.014926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:15.019451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:15.023906] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:15.028495] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:15.028617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:18.035272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:18.041125] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:18.045879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:18.051050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:18.051211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:21.058790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:21.063513] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:21.068915] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:21.075112] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:21.075212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:24.079607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:24.083498] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:24.087815] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:24.091825] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:24.091917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:27.125432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:27.129673] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:27.133632] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:27.138181] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:27.138394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:30.143341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:30.148473] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:30.153488] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:30.157426] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:30.157541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:33.164489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:33.169419] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:33.173400] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:33.178263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:33.178441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:36.184172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:36.188424] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:36.192426] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:36.197003] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:36.197120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:39.204378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:39.210980] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:39.219313] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:39.225102] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:39.225288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:42.230706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:42.234710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:42.238173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:42.241564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:42.241667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:45.246956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:45.251536] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:45.255607] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:45.259617] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:45.259749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:48.264542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:48.270230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:48.274590] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:48.278482] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:48.278583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:51.283708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:51.288287] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:51.293586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:51.298259] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:51.298387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:54.304100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:54.309743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:54.315689] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:54.321037] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:54.321209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:31:57.326197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:31:57.330113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:31:57.333879] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:31:57.337756] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:31:57.337858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:00.343960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:00.349157] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:00.354404] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:00.359662] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:00.359782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:03.365046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:03.369604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:03.374853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:03.379785] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:03.379905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:06.386159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:06.391596] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:06.395951] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:06.400882] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:06.401092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:09.405301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:09.409374] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:09.412830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:09.416392] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:09.416482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:12.421838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:12.425939] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:12.430014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:12.433828] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:12.433917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:15.441548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:15.447216] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:15.452347] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:15.457364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:15.457553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:18.463345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:18.467369] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:18.471588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:18.475587] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:18.475736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:21.480037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:21.483753] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:21.487499] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:21.491856] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:21.491937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:24.498213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:24.502305] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:24.506570] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:24.510623] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:24.510742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:27.516920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:27.521112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:27.525003] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:27.528830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:27.528916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:30.535194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:30.540277] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:30.544954] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:30.549047] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:30.549145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:33.555777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:33.561977] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:33.567354] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:33.571830] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:33.571947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:36.578966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:36.584295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:36.588337] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:36.592022] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:36.592102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:39.597775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:39.601962] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:39.606618] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:39.610233] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:39.610317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:42.615484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:42.621221] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:42.626782] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:42.630934] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:42.631035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:45.635782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:45.639638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:45.643588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:45.647715] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:45.647832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:48.653026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:48.657572] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:48.662952] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:48.667725] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:48.667838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:51.674420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:51.680371] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:51.685081] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:51.688735] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:51.688840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:54.693405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:54.698150] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:54.703033] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:54.708983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:54.709300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:32:57.716239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:32:57.720618] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:32:57.724504] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:32:57.728711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:32:57.728794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:00.735983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:00.741960] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:00.747274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:00.751837] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:00.751924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:03.759636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:03.765025] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:03.770839] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:03.777069] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:03.777472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:06.784295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:06.788833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:06.793910] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:06.798516] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:06.798670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:09.804179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:09.809350] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:09.814425] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:09.819121] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:09.819230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:12.826573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:12.831676] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:12.836220] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:12.841372] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:12.841520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:15.847684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:15.852112] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:15.856244] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:15.860228] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:15.860315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:18.866957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:18.871966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:18.877144] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:18.881894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:18.881987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:21.886548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:21.894868] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:21.898519] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:21.902692] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:21.902808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:24.908490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:24.913114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:24.917362] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:24.922006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:24.922242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:27.927867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:27.932109] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:27.936207] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:27.939894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:27.939985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:30.946777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:30.953748] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:30.961031] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:30.966862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:30.966966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:33.972776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:33.977174] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:33.983013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:33.988948] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:33.989097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:36.993931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:36.997808] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:37.002097] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:37.006361] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:37.006717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:40.017490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:40.025245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:40.031169] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:40.036289] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:40.036587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:43.043741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:43.049415] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:43.055309] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:43.062000] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:43.062141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:46.067954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:46.103565] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:46.111280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:46.115926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:46.116117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:49.122525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:49.127938] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:49.162122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:49.166511] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:49.166615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:52.176467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:52.183534] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:52.189280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:52.195375] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:52.195543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:55.202340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:55.208287] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:55.213259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:55.219005] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:55.219128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:33:58.259461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:33:58.265756] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:33:58.272497] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:33:58.279562] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:33:58.280557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:01.289531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:01.297279] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:01.303777] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:01.309552] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:01.309783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:04.315981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:04.320114] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:04.324122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:04.328486] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:04.328593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:07.335097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:07.340451] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:07.347231] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:07.352991] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:07.353182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:10.357627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:10.361472] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:10.366388] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:10.371241] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:10.371378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:13.376343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:13.381313] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:13.386057] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:13.391057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:13.391154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:16.396467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:16.401495] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:16.406014] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:16.410545] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:16.410674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:19.417612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:19.423450] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:19.428051] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:19.433627] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:19.433890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:22.441277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:22.448245] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:22.454088] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:22.460263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:22.460415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:25.467864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:25.472331] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:25.477549] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:25.482123] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:25.482243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:28.489934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:28.495295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:28.499799] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:28.504472] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:28.504611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:31.511211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:31.516684] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:31.521669] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:31.526750] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:31.526836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:34.531401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:34.535843] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:34.540219] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:34.544245] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:34.544338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:37.550948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:37.557269] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:37.564239] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:37.569039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:37.569162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:40.575598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:40.581370] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:40.586131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:40.592042] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:40.592313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:43.599131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:43.603995] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:43.608558] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:43.612397] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:43.612569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:46.619152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:46.624979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:46.629699] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:46.634126] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:46.634341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:49.642154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:49.649209] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:49.655945] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:49.666231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:49.666501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:52.673625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:52.679414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:52.684206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:52.689878] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:52.690014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:55.698260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:55.703573] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:55.707664] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:55.711437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:55.711664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:34:58.717632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:34:58.723118] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:34:58.728294] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:34:58.733270] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:34:58.733363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:01.739962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:01.746816] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:01.751498] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:01.757015] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:01.758115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:04.763885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:04.770719] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:04.777012] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:04.783564] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:04.783879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:07.792331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:07.797889] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:07.802855] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:07.809165] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:07.809427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:10.814255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:10.819807] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:10.824299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:10.828409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:10.828504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:13.833600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:13.838833] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:13.843236] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:13.848340] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:13.848561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:16.853294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:16.857923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:16.863323] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:16.868365] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:16.868838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:19.876008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:19.880403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:19.884787] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:19.888517] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:19.888758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:22.893598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:22.897716] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:22.902438] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:22.906817] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:22.907009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:25.912727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:25.918119] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:25.922716] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:25.927122] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:25.927378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:28.934518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:28.940902] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:28.945873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:28.950135] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:28.950241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:31.955804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:31.962100] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:31.967964] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:31.972474] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:31.972576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:34.978670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:34.983567] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:34.988987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:34.994006] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:34.994087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:37.999575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:38.004124] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:38.009038] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:38.016075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:38.016182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:41.021417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:41.026601] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:41.031533] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:41.037082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:41.037466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:44.042924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:44.047017] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:44.051460] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:44.055838] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:44.055941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:47.062387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:47.068414] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:47.074268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:47.080929] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:47.081798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:50.090892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:50.095429] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:50.100267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:50.105508] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:50.105851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:53.113958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:53.119090] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:53.124039] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:53.130287] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:53.130432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:56.135349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:56.140797] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:56.145214] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:56.149894] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:56.150005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:35:59.452039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:35:59.456587] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:35:59.460831] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:35:59.466082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:35:59.466257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:02.472140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:02.507390] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:02.544852] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:02.550549] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:02.550726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:05.557130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:05.563282] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:05.570673] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:05.576684] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:05.576828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:08.583875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:08.592214] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:08.598217] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:08.603128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:08.603809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:11.609868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:11.614403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:11.619128] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:11.624376] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:11.624571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:14.629305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:14.633113] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:14.636768] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:14.640605] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:14.641004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:17.645842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:17.650784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:17.655666] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:17.660075] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:17.660194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:20.665989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:20.670905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:20.674422] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:20.678708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:20.678818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:23.683976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:23.694794] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:23.701381] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:23.707576] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:23.707740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:26.712988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:26.720422] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:26.724245] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:26.728056] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:26.728131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:29.734010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:29.738665] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:29.742511] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:29.746555] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:29.746782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:32.754056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:32.765520] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:32.774550] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:32.781861] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:32.782110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:35.787705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:35.793135] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:35.798376] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:35.802441] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:35.802520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:38.810528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:38.816387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:38.820587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:38.825434] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:38.825761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:41.831334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:41.836687] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:41.841807] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:41.846080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:41.846164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:44.851707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:44.857448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:44.862328] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:44.866707] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:44.866855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:47.872421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:47.876730] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:47.881173] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:47.885274] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:47.885425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:50.889837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:50.894740] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:50.898614] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:50.902231] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:50.902413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:53.908343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:53.912905] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:53.917069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:53.920834] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:53.920911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:56.926512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:56.931722] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:56.937082] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:56.942310] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:56.942631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:36:59.951236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:36:59.956505] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:36:59.961385] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:36:59.965439] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:36:59.965517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:02.970427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:02.975388] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:02.980769] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:02.984480] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:02.984562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:05.990449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:05.994693] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:05.999539] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:06.004983] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:06.005266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:09.011965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:09.024638] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:09.029830] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:09.034443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:09.034709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:12.041549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:12.049284] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:12.054096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:12.058271] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:12.058368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:15.063874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:15.069772] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:15.074711] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:15.079900] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:15.080014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:18.085427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:18.090837] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:18.095679] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:18.102761] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:18.102882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:21.109480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:21.115094] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:21.120311] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:21.124966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:21.125101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:24.134093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:24.139460] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:24.146987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:24.152438] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:24.152594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:27.158184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:27.163991] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:27.169881] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:27.174598] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:27.174733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:30.180150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:30.185043] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:30.189550] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:30.194898] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:30.195747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:33.200924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:33.235994] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:33.241551] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:33.247318] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:33.247446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:36.253689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:36.258103] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:36.262920] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:36.270154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:36.270267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:39.276336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:39.281434] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:39.286811] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:39.292846] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:39.293060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:42.299037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:42.304784] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:42.311678] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:42.318039] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:42.318280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:45.323526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:45.328621] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:45.332774] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:45.338957] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:45.339076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:48.346721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:48.352637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:48.357180] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:48.363294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:48.363462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:51.368210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:51.373261] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:51.377468] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:51.381889] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:51.381987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:54.387522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:54.391522] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:54.395623] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:54.399808] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:54.399995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:37:57.407780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:37:57.413560] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:37:57.419767] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:37:57.425766] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:37:57.426420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:00.432953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:00.437275] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:00.441182] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:00.445940] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:00.446056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:03.452156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:03.457514] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:03.462397] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:03.467896] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:03.468014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:06.475318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:06.481627] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:06.487206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:06.492264] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:06.492527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:09.498402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:09.502317] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:09.506157] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:09.510070] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:09.510187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:12.515801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:12.520299] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:12.524765] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:12.529156] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:12.529271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:15.535124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:15.539229] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:15.542924] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:15.548214] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:15.548342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:18.555392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:18.561261] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:18.566301] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:18.572273] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:18.572400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:21.577636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:21.582744] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:21.587777] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:21.593405] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:21.593517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:24.598529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:24.602637] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:24.607179] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:24.611842] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:24.611934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:27.617676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:27.621404] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:27.625375] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:27.629534] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:27.629765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:30.635196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:30.638871] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:30.643853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:30.649119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:30.649593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:33.654878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:33.659319] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:33.664586] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:33.669084] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:33.669385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:36.674827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:36.678639] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:36.682156] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:36.686510] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:36.686673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:39.695015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:39.700036] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:39.705393] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:39.710294] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:39.710463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:42.716574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:42.722432] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:42.727809] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:42.732799] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:42.732993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:45.739564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:45.744093] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:45.748577] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:45.753119] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:45.753232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:48.758807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:48.763599] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:48.767936] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:48.772263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:48.772512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:51.778519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:51.782947] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:51.787044] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:51.791786] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:51.791979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:54.797915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:54.802764] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:54.807480] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:54.811822] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:54.811997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:38:57.818454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:38:57.823403] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:38:57.828613] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:38:57.834301] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:38:57.834552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:00.843189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:00.850132] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:00.854853] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:00.861082] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:00.861229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:03.866356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:03.872181] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:03.876720] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:03.880966] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:03.881277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:06.887971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:06.892440] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:06.897259] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:06.902213] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:06.902368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:09.909198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:09.915231] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:09.921024] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:09.927324] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:09.927471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:12.933076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:12.937604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:12.942969] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:12.947489] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:12.947857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:15.953546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:15.958349] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:15.963410] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:15.967936] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:15.968021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:18.974459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:18.979956] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:18.984037] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:18.988537] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:18.988635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:21.994406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:22.000570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:22.006486] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:22.012321] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:22.012449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:25.018552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:25.024554] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:25.030748] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:25.035335] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:25.035466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:28.041883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:28.047729] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:28.053077] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:28.057490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:28.057603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:31.357368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:31.362202] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:31.366877] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:31.372678] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:31.372820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:34.377873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:34.416717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:34.452523] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:34.457050] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:34.457131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:37.463100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:37.468605] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:37.474344] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:37.479463] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:37.479704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:40.486546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:40.493857] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:40.498477] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:40.504025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:40.504295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:43.509053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:43.513725] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:43.518023] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:43.522323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:43.522785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:46.528871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:46.533218] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:46.537564] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:46.542170] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:46.542834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:49.551007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:49.556966] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:49.565889] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:49.574044] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:49.574136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:52.579340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:52.588786] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:52.597448] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:52.601818] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:52.601948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:55.607226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:55.611217] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:55.618181] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:55.623515] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:55.623670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:39:58.629537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:39:58.634840] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:39:58.640436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:39:58.645568] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:39:58.645716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:01.651989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:01.657448] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:01.662714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:01.669091] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:01.669207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:04.674858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:04.680545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:04.687436] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:04.691926] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:04.692037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:07.701576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:07.706788] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:07.712300] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:07.717128] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:07.717246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:10.722271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:10.726699] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:10.733221] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:10.737423] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:10.737509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:13.742174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:13.745918] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:13.750502] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:13.754859] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:13.754956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:16.760192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:16.765215] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:16.769265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:16.772820] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:16.772897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:19.780468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:19.787137] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:19.794206] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:19.800907] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:19.801217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:22.806327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:22.812187] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:22.816987] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:22.822154] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:22.822432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:25.827872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:25.832949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:25.836995] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:25.841364] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:25.841468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:28.846615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:28.851528] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:28.857351] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:28.862021] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:28.862106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:31.870222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:31.877342] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:31.883269] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:31.887632] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:31.887796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:34.893367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:34.899442] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:34.905268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:34.909804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:34.910158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:37.916592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:37.921710] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:37.926086] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:37.930226] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:37.930382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:40.937775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:40.942937] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:40.947296] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:40.952355] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:40.952685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:43.958886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:43.963195] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:43.967131] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:43.971573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:43.971703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:46.977701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:46.982723] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:46.987009] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:46.991527] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:46.991612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:50.028069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:50.034030] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:50.042628] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:50.047172] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:50.047518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:53.053818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:53.058546] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:53.064858] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:53.069520] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:53.069616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:56.076704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:56.085549] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:56.091237] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:56.096708] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:56.097041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:40:59.102638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:40:59.108535] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:40:59.114531] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:40:59.119018] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:40:59.119511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:02.326585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:02.333709] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:02.337873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:02.342534] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:02.342747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:05.347789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:05.384391] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:05.418661] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:05.422980] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:05.423208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:08.428469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:08.433292] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:08.439161] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:08.445057] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:08.445184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:11.450445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:11.457322] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:11.464472] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:11.469697] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:11.469805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:14.475342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:14.480249] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:14.488013] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:14.493565] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:14.493711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:17.498743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:17.503441] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:17.512274] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:17.516583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:17.516714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:20.527263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:20.534189] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:20.540990] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:20.545444] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:20.545558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:23.550071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:23.554892] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:23.559464] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:23.565046] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:23.565165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:26.571106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:26.575570] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:26.579762] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:26.584015] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:26.584123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:29.590675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:29.595295] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:29.600600] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:29.606086] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:29.606392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:32.611823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:32.616867] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:32.622380] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:32.628351] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:32.628500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:35.634027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:35.639545] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:35.644744] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:35.649478] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:35.649572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:38.656906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:38.662543] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:38.667163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:38.671225] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:38.671323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:41.677317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:41.682888] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:41.688028] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:41.692456] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:41.692566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:44.698564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:44.703816] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:44.707587] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:44.711681] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:44.711811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:47.717983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:47.722690] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:47.726938] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:47.731526] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:47.731725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:50.736907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:50.741881] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:50.746267] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:50.749840] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:50.749956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:53.756924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:53.762040] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:53.766811] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:53.771359] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:53.771481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:56.776636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:56.780585] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:56.784336] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:56.788504] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:56.788620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:41:59.795191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:41:59.801418] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:41:59.806928] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:41:59.813025] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:41:59.813222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:02.823001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:02.827900] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:02.832115] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:02.835927] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:02.836005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:05.842479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:05.848507] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:05.853546] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:05.858140] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:05.858331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:08.863953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:08.868476] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:08.874741] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:08.879968] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:08.880092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:11.885734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:11.890468] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:11.894089] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:11.897659] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:11.897741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:14.903432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:14.907770] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:14.911955] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:14.915891] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:14.916015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:17.922251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:17.926940] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:17.931298] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:17.936725] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:17.936817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:20.942558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:20.947604] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:20.952265] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:20.957323] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:20.957733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:23.963814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:23.968163] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:23.972668] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:23.977080] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:23.977164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:26.983525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:26.988491] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:26.993043] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:26.997409] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:26.997637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:30.003991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:30.008915] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:30.013890] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:30.019049] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:30.019337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:33.219418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:33.227825] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:33.234069] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:33.238611] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:33.238758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:36.243962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:36.279395] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:36.316626] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:36.321634] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:36.321768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:39.327509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:39.332457] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:39.337299] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:39.342313] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:39.342420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:42.348004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:42.352383] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:42.358345] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:42.366673] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:42.366787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:45.371981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:45.377496] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:45.384322] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:45.388739] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:45.388840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:48.394333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:48.398734] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:48.403525] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:48.408263] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:48.408438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:51.413515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:51.418288] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:51.422096] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:51.429811] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:51.430315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:54.436116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:54.440281] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:54.445017] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:54.454242] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:54.454382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:42:57.459266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:42:57.463829] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:42:57.468714] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:42:57.472738] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:42:57.472845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:00.484907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:00.493328] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:00.498215] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:00.502675] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:00.502817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:03.508450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:03.513750] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:03.517859] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:03.523718] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:03.523792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:06.529168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:06.534266] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:06.539101] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:06.543479] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:06.543704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:09.549698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:09.554316] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:09.559029] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:09.565488] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:09.565991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:12.572092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:12.577948] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:12.582735] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:12.588027] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:12.588123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:15.594120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:15.599625] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:15.605421] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:15.610443] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:15.610741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:18.617689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:18.623241] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:18.627599] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:18.632040] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:18.632322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:21.638430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:21.642851] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:21.647580] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:21.652163] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:21.652319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:24.657460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:24.662206] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:24.668326] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:24.673162] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:24.673292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:27.678491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:27.682875] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:27.688042] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:27.693631] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:27.693826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:30.699860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:30.705139] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:30.711171] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:30.716829] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:30.716984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:33.723134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:33.728098] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:33.732122] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:33.736490] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:33.736735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:36.743235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:36.748949] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:36.753717] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:36.757500] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:36.757579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:39.761948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:39.766205] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:39.770588] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:39.774594] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:39.774757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:42.779981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:42.784598] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:42.789146] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:42.792909] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:42.792991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:45.798468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:45.803032] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:45.807280] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:45.811259] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:45.811348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:48.818324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:48.853325] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:48.858387] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:48.864300] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:48.864558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:51.871418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:51.876502] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:51.917507] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:51.922249] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:51.922341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:54.929812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:54.936312] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:54.941187] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:54.945583] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:54.945810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:43:57.952269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:43:57.958979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:43:57.965832] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:43:57.976711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:43:57.977046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:00.983193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:00.988708] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:00.993120] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:00.997437] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:00.997515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:04.003230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:04.009508] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:04.014700] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:04.018630] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:04.018785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:07.024361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:07.060360] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:07.095713] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:07.100573] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:07.100942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:10.106755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:10.112387] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:10.119325] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:10.123982] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:10.124119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:13.128591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:13.134860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:13.142078] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:13.147462] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:13.147756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:16.153937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:16.160397] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:16.167309] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:16.174177] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:16.174380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:19.180743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:19.186230] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:19.191386] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:19.195804] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:19.196075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:22.202608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:22.207382] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:22.212520] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:22.219161] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:22.219269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:25.224830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:25.229706] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:25.233603] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:25.238806] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:25.238915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:28.244555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:28.249262] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:28.253573] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:28.257193] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:28.257275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:31.264158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:31.269923] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:31.274761] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:31.278865] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:31.279056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:34.287289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:34.292034] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:34.296561] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:34.304862] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:34.304980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:37.310035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:37.314869] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:37.319873] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:37.324592] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:37.324891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:40.330735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:40.334849] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:40.339055] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:40.343695] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:40.343932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:43.349413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:43.354111] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:43.360521] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:43.364266] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:43.364354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:46.370459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-10-16T22:44:46.375979] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:46.382888] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:46.389401] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:46.389547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T22:44:49.395237] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T22:44:49.399839] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T22:44:49.404176] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T22:44:49.408526] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T22:44:49.417749] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T22:44:49.418196] [WARN ] [STATE ] State set to: RUNNING [2025-10-16T22:44:49.418374] [INFO ] [CACHE ] Starting cache update [2025-10-16T22:44:49.418481] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-10-16T22:44:49.424701] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-10-16T22:44:49.426421] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-10-16T22:44:49.426499] [INFO ] [CACHE ] Cache update completed successfully [2025-10-16T22:44:49.426558] [INFO ] [sig ] Resuming configuration (only processing symbols without existing configuration) [2025-10-16T22:44:49.426615] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-10-16T22:44:49.475296] [DEBUG] [REMOTE ] Fetched 1803 unique symbols from directory listing. [2025-10-16T22:44:49.479098] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CTVA [2025-10-16T22:44:49.479280] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRT [2025-10-16T22:44:49.479373] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BSBR [2025-10-16T22:44:49.479949] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DKL [2025-10-16T22:44:49.480063] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BSTZ [2025-10-16T22:44:49.480812] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: JCE [2025-10-16T22:44:49.480909] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DMB [2025-10-16T22:44:49.480974] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CEPU [2025-10-16T22:44:49.481057] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: FHN [2025-10-16T22:44:49.481142] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CQP [2025-10-16T22:44:49.481883] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CPS [2025-10-16T22:44:49.481981] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: OIA [2025-10-16T22:44:49.482050] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CXH [2025-10-16T22:44:49.482112] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DCI [2025-10-16T22:44:49.482192] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRLL [2025-10-16T22:44:49.482274] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CIG [2025-10-16T22:44:49.482386] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DFH [2025-10-16T22:44:49.482470] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLCO [2025-10-16T22:44:49.482547] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GPOR [2025-10-16T22:44:49.482666] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DBRG [2025-10-16T22:44:49.482781] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: COHR [2025-10-16T22:44:49.482878] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DAO [2025-10-16T22:44:49.482962] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CTOS [2025-10-16T22:44:49.483027] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BNY [2025-10-16T22:44:49.483089] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DEA [2025-10-16T22:44:49.483152] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DX [2025-10-16T22:44:49.483213] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DAVA [2025-10-16T22:44:49.483317] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BST [2025-10-16T22:44:49.483394] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: EE [2025-10-16T22:44:49.483474] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DSMC [2025-10-16T22:44:49.484228] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: SYF [2025-10-16T22:44:49.484353] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AU [2025-10-16T22:44:49.485007] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: WPP [2025-10-16T22:44:49.485104] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: EOD [2025-10-16T22:44:49.485216] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AOS [2025-10-16T22:44:49.485301] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRW [2025-10-16T22:44:49.485367] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BTT [2025-10-16T22:44:49.485449] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ALTG [2025-10-16T22:44:49.485536] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MP [2025-10-16T22:44:49.485599] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CTRE [2025-10-16T22:44:49.485684] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRL [2025-10-16T22:44:49.485804] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ECCU [2025-10-16T22:44:49.485899] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRI [2025-10-16T22:44:49.485960] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BFS [2025-10-16T22:44:49.486032] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: H [2025-10-16T22:44:49.486120] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ARLO [2025-10-16T22:44:49.486225] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: TX [2025-10-16T22:44:49.486322] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DTG [2025-10-16T22:44:49.486409] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MPC [2025-10-16T22:44:49.486541] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: UCB [2025-10-16T22:44:49.486628] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRCC [2025-10-16T22:44:49.486788] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ADM [2025-10-16T22:44:49.486866] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AROC [2025-10-16T22:44:49.486948] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNH [2025-10-16T22:44:49.487041] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: APH [2025-10-16T22:44:49.487121] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BCX [2025-10-16T22:44:49.487207] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CHPT [2025-10-16T22:44:49.487280] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ARCO [2025-10-16T22:44:49.487344] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AOMR [2025-10-16T22:44:49.487417] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLX [2025-10-16T22:44:49.487533] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BEP [2025-10-16T22:44:49.487627] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRS [2025-10-16T22:44:49.487756] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CW [2025-10-16T22:44:49.487827] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DSL [2025-10-16T22:44:49.487923] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BC [2025-10-16T22:44:49.488063] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: PAC [2025-10-16T22:44:49.488147] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MPLX [2025-10-16T22:44:49.488288] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CMCM [2025-10-16T22:44:49.488376] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ECAT [2025-10-16T22:44:49.488440] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BN [2025-10-16T22:44:49.488508] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BBDC [2025-10-16T22:44:49.488571] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: PFH [2025-10-16T22:44:49.488638] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: SNOW [2025-10-16T22:44:49.488805] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DCO [2025-10-16T22:44:49.488871] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRX [2025-10-16T22:44:49.488933] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRO [2025-10-16T22:44:49.489005] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: EB [2025-10-16T22:44:49.489063] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRH [2025-10-16T22:44:49.489142] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: UZF [2025-10-16T22:44:49.489244] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DDD [2025-10-16T22:44:49.489326] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BHK [2025-10-16T22:44:49.489431] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MMC [2025-10-16T22:44:49.489512] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ACA [2025-10-16T22:44:49.489575] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AVD [2025-10-16T22:44:49.489671] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CVEO [2025-10-16T22:44:49.489793] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DHT [2025-10-16T22:44:49.489860] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CURV [2025-10-16T22:44:49.489930] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MVO [2025-10-16T22:44:49.489997] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CYD [2025-10-16T22:44:49.490077] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ELME [2025-10-16T22:44:49.490160] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BGB [2025-10-16T22:44:49.490244] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ADC [2025-10-16T22:44:49.490345] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRD [2025-10-16T22:44:49.490411] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRT [2025-10-16T22:44:49.490489] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DELL [2025-10-16T22:44:49.490551] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CACI [2025-10-16T22:44:49.490610] [INFO ] [LOCAL ] Pruned 96 configuration files [2025-10-16T22:44:49.492001] [INFO ] [sig ] Skipping 1707 symbols with existing configuration [2025-10-16T22:44:49.492878] [INFO ] [sig ] Found 96 active symbols to configure [2025-10-16T22:44:49.493115] [INFO ] [sig ] [1/96] Configuring AA... [2025-10-16T22:44:49.493191] [INFO ] [CONFIGURE ] AA: Configurate test run. [2025-10-16T22:44:49.493248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-10-16T22:44:49.506232] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AA'. [2025-10-16T22:44:49.506682] [INFO ] [CONFIGURE ] AA: Testing with 29 available features [2025-10-16T22:44:49.506740] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features... [2025-10-16T22:44:49.636974] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:49.751416] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:44:49.869601] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:44:49.977433] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:50.084830] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:44:50.198133] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:50.312219] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:44:50.423574] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:44:50.535226] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:44:50.673911] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:50.674072] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 40.00% [2025-10-16T22:44:50.674119] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:44:50.674155] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:44:50.799515] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:50.916260] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:44:51.042603] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:44:51.160110] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:51.278021] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:44:51.431475] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:51.550125] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:44:51.726174] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:44:51.850128] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:44:51.969303] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:51.969447] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 20.00%) [2025-10-16T22:44:51.969494] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.3s/test | Remaining: 2783 tests [2025-10-16T22:44:51.969530] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:44:51.969560] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:44:52.091939] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:52.211683] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:44:52.332715] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:44:52.459083] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:52.586132] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:44:52.713009] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:52.840310] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:44:52.966289] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:44:53.091002] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:44:53.215704] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:53.215859] [INFO ] [CONFIGURE ] AA: KEPT add_cumulative_delta (score: 50.00%) [2025-10-16T22:44:53.215906] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.3s/test | Remaining: 2782 tests [2025-10-16T22:44:53.215940] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns [2025-10-16T22:44:53.215972] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T22:44:53.345544] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:53.473950] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:44:53.605778] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:44:53.739058] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:53.871749] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:44:54.003395] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:54.138373] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:44:54.270535] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:44:54.403050] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:44:54.540627] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:54.540851] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 20.00%) [2025-10-16T22:44:54.540903] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.3s/test | Remaining: 2781 tests [2025-10-16T22:44:54.540941] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema [2025-10-16T22:44:54.540976] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T22:44:54.687722] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:54.834130] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:44:54.982019] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:44:55.130081] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:55.276096] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:44:55.421069] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:55.600228] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:44:55.747456] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:44:55.902124] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:44:56.050242] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:56.050427] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 30.00%) [2025-10-16T22:44:56.050472] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.3s/test | Remaining: 2780 tests [2025-10-16T22:44:56.050508] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:44:56.050540] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:44:56.204006] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:56.356459] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:44:56.516941] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:44:56.671877] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:56.832906] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:44:57.022167] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:57.222151] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:44:57.427505] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:44:57.621095] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:44:57.791445] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:57.791632] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T22:44:57.791738] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2779 tests [2025-10-16T22:44:57.791782] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves [2025-10-16T22:44:57.791815] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T22:44:57.923781] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:58.056207] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:44:58.179621] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:44:58.309630] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:58.436197] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:44:58.598845] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:58.725366] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:44:58.852036] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:44:58.979158] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:44:59.108908] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:44:59.109041] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:44:59.109084] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2778 tests [2025-10-16T22:44:59.109118] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf [2025-10-16T22:44:59.109149] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T22:44:59.225662] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:44:59.346638] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:44:59.464566] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:44:59.587864] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:44:59.708296] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:44:59.830415] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:44:59.950832] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:00.074047] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:00.196137] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:00.320622] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:00.320780] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:45:00.320827] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2777 tests [2025-10-16T22:45:00.320862] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd [2025-10-16T22:45:00.320891] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T22:45:00.476212] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:00.632382] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:00.789069] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:00.972621] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:01.131967] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:01.300047] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:01.464077] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:01.655579] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:01.821870] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:01.987086] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:01.987255] [INFO ] [CONFIGURE ] AA: DISCARDED add_macd (score: 40.00%) [2025-10-16T22:45:01.987299] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2776 tests [2025-10-16T22:45:01.987332] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi [2025-10-16T22:45:01.987362] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T22:45:02.132566] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:02.276955] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:45:02.430764] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:02.572088] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:02.718126] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:02.874439] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:03.017480] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:03.159131] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:03.295096] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:03.437794] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:03.437972] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 50.00%) [2025-10-16T22:45:03.438016] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2775 tests [2025-10-16T22:45:03.438052] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:45:03.438088] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:45:03.591300] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:03.746203] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:03.909468] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:04.103143] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:04.275149] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:04.446698] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:04.611479] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:04.775619] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:04.939628] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:05.101197] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:05.101386] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T22:45:05.101432] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2774 tests [2025-10-16T22:45:05.101467] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily [2025-10-16T22:45:05.101498] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T22:45:05.253160] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:05.404456] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:05.548699] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:05.703086] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:05.849876] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:05.997437] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:45:06.139709] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:06.280235] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:45:06.416142] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:06.561764] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:06.561889] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T22:45:06.561933] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2773 tests [2025-10-16T22:45:06.561966] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval [2025-10-16T22:45:06.561995] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T22:45:06.697145] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:06.834842] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:06.987352] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:07.137763] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:07.275993] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:07.416867] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:07.559821] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:07.733269] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:07.893593] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:08.035833] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:08.036016] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T22:45:08.036062] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2772 tests [2025-10-16T22:45:08.036116] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength [2025-10-16T22:45:08.036173] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:45:08.184107] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:08.330091] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:08.475217] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:08.628447] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:08.779848] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:08.929047] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:09.074509] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:09.220463] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:09.366433] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:09.520311] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:09.520488] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T22:45:09.520531] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2771 tests [2025-10-16T22:45:09.520564] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:45:09.520593] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T22:45:09.658695] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:09.799629] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:09.942921] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:10.087541] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:10.249024] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:10.393094] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:10.541382] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:10.694699] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:45:10.850763] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:11.003595] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:11.003799] [INFO ] [CONFIGURE ] AA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:45:11.003850] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2770 tests [2025-10-16T22:45:11.003884] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:45:11.003914] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T22:45:11.140741] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:11.272871] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:11.408452] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:11.541667] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:11.683495] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:11.821231] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:11.954343] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:12.090076] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:45:12.267012] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:12.406339] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:12.406564] [INFO ] [CONFIGURE ] AA: KEPT add_pbf_morning_momentum (score: 60.00%) [2025-10-16T22:45:12.406623] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2769 tests [2025-10-16T22:45:12.406691] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:45:12.406737] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T22:45:12.547797] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:12.691910] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:12.834447] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:12.988106] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:13.137108] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:13.282910] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:13.428878] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:13.574632] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:13.744149] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:13.894708] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:13.894908] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T22:45:13.894963] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2768 tests [2025-10-16T22:45:13.894997] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:45:13.895030] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T22:45:14.046934] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:14.198787] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:14.359953] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:14.515171] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:14.669897] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:14.823483] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:14.978880] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:15.140545] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:15.294953] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:15.449787] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:15.450000] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-10-16T22:45:15.450049] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2767 tests [2025-10-16T22:45:15.450083] [INFO ] [CONFIGURE ] AA: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:45:15.450113] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T22:45:15.585110] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:15.722058] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:15.858967] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:16.012840] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:16.173798] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:16.329955] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:16.482923] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:16.621582] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:16.758445] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:16.889823] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:16.889940] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-10-16T22:45:16.889993] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2766 tests [2025-10-16T22:45:16.890028] [INFO ] [CONFIGURE ] AA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:45:16.890059] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T22:45:17.024011] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:17.155175] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:17.283057] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:17.411067] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:17.544996] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:17.680891] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:17.812502] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:17.945875] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:45:18.084203] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:18.218907] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:18.219057] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:45:18.219099] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2765 tests [2025-10-16T22:45:18.219134] [INFO ] [CONFIGURE ] AA: Testing feature 20/29: add_price_rejection [2025-10-16T22:45:18.219165] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T22:45:18.361369] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:18.502522] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:18.659824] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:18.830141] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:18.995538] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:19.147834] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:19.290956] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:19.435049] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:45:19.581485] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:19.722688] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:19.722855] [INFO ] [CONFIGURE ] AA: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T22:45:19.722934] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2764 tests [2025-10-16T22:45:19.722972] [INFO ] [CONFIGURE ] AA: Testing feature 21/29: add_range_position [2025-10-16T22:45:19.723004] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T22:45:19.866616] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:20.011291] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:45:20.156345] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:20.306214] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:20.553754] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:20.701033] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:20.849996] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:20.997356] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:21.152903] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:21.302898] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:21.303069] [INFO ] [CONFIGURE ] AA: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:45:21.303130] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2763 tests [2025-10-16T22:45:21.303166] [INFO ] [CONFIGURE ] AA: Testing feature 22/29: add_realized_volatility [2025-10-16T22:45:21.303245] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T22:45:21.462773] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:21.623195] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:21.784579] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:21.970070] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:22.151594] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:22.333292] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:22.512066] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:22.687787] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:22.896046] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:23.076584] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:23.076819] [INFO ] [CONFIGURE ] AA: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T22:45:23.076893] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2762 tests [2025-10-16T22:45:23.076947] [INFO ] [CONFIGURE ] AA: Testing feature 23/29: add_recent_range_context [2025-10-16T22:45:23.076985] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T22:45:23.216794] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:23.354634] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:23.506592] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:23.650568] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:23.788591] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:23.930838] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:24.069986] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:24.216724] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:24.361923] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:24.504216] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:24.504369] [INFO ] [CONFIGURE ] AA: DISCARDED add_recent_range_context (score: 20.00%) [2025-10-16T22:45:24.504414] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2761 tests [2025-10-16T22:45:24.504448] [INFO ] [CONFIGURE ] AA: Testing feature 24/29: add_rsi [2025-10-16T22:45:24.504479] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-10-16T22:45:24.661309] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:24.819107] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:24.987107] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:25.151676] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:25.314942] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:25.474704] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:45:25.638959] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:25.807283] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:25.969373] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:26.125587] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:26.125784] [INFO ] [CONFIGURE ] AA: DISCARDED add_rsi (score: 50.00%) [2025-10-16T22:45:26.125834] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2760 tests [2025-10-16T22:45:26.125869] [INFO ] [CONFIGURE ] AA: Testing feature 25/29: add_tick_distribution [2025-10-16T22:45:26.125899] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T22:45:26.260453] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:26.402397] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:26.562327] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:26.717330] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:26.854935] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:26.991911] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:27.140027] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:27.290307] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:45:27.438064] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:27.585159] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:27.585335] [INFO ] [CONFIGURE ] AA: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T22:45:27.585384] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2759 tests [2025-10-16T22:45:27.585419] [INFO ] [CONFIGURE ] AA: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:45:27.585452] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T22:45:27.727908] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:27.879031] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:45:28.030452] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:28.175297] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:28.317536] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:28.458281] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:28.599041] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:28.749066] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:28.914160] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:29.054335] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:29.054504] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T22:45:29.054548] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2758 tests [2025-10-16T22:45:29.054582] [INFO ] [CONFIGURE ] AA: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:45:29.054616] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T22:45:29.195925] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:29.340401] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:29.493149] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:29.640579] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:29.785523] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:29.931825] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:30.077063] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:30.224783] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:30.382576] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:30.535719] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:30.535905] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-10-16T22:45:30.535951] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2757 tests [2025-10-16T22:45:30.535984] [INFO ] [CONFIGURE ] AA: Testing feature 28/29: add_volume_profile [2025-10-16T22:45:30.536015] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T22:45:30.675542] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:30.809556] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:45:30.949956] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:45:31.097536] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:31.238236] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:31.383416] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:31.528882] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:45:31.673702] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:31.827303] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:32.000283] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:32.000444] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_profile (score: 20.00%) [2025-10-16T22:45:32.000486] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2756 tests [2025-10-16T22:45:32.000520] [INFO ] [CONFIGURE ] AA: Testing feature 29/29: add_vwap [2025-10-16T22:45:32.000550] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_vwap'] [2025-10-16T22:45:32.144622] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:45:32.290262] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:45:32.434883] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:45:32.585514] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:32.733351] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:32.873465] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:33.020248] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:45:33.171269] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:45:33.325410] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:33.477752] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:33.477917] [INFO ] [CONFIGURE ] AA: DISCARDED add_vwap (score: 50.00%) [2025-10-16T22:45:33.477960] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2755 tests [2025-10-16T22:45:33.477995] [INFO ] [CONFIGURE ] AA: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:45:33.478026] [INFO ] [CONFIGURE ] AA: Best accuracy: 60.00% [2025-10-16T22:45:33.478056] [INFO ] [CONFIGURE ] AA: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T22:45:33.478084] [INFO ] [CONFIGURE ] AA: Improvement over baseline: 20.00% [2025-10-16T22:45:33.478111] [INFO ] [CONFIGURE ] AA: Total time: 42.8 seconds [2025-10-16T22:45:33.478138] [INFO ] [CONFIGURE ] AA: Average time per feature: 1.5 seconds [2025-10-16T22:45:33.478166] [INFO ] [CONFIGURE ] AA: Average speed: 0.68 features/sec [2025-10-16T22:45:33.478802] [INFO ] [LOCAL ] Saved configuration for AA: 2 features, 60.00% accuracy -> ./output/feature-sets/AA.json [2025-10-16T22:45:33.478862] [INFO ] [CONFIGURE ] AA: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-10-16T22:45:33.478923] [INFO ] [sig ] [1/96] Successfully configured AA | 0.02 sym/s | Total: 44s | ETA: 1.2h [2025-10-16T22:45:33.478958] [INFO ] [sig ] [2/96] Configuring AB... [2025-10-16T22:45:33.478988] [INFO ] [CONFIGURE ] AB: Configurate test run. [2025-10-16T22:45:33.479019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-10-16T22:45:33.492611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AB'. [2025-10-16T22:45:33.492970] [INFO ] [CONFIGURE ] AB: Testing with 29 available features [2025-10-16T22:45:33.493026] [INFO ] [CONFIGURE ] AB: Establishing baseline with no features... [2025-10-16T22:45:33.604400] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:33.717793] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:33.829544] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:33.942179] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:34.053731] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:34.166841] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:34.282360] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:34.397829] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:34.521752] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:34.636042] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:34.636182] [INFO ] [CONFIGURE ] AB: Baseline score (no features): 50.00% [2025-10-16T22:45:34.636245] [INFO ] [CONFIGURE ] AB: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:45:34.636288] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:45:34.759689] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:34.881665] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:35.006753] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:45:35.127457] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:35.245190] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:35.363408] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:35.484819] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:45:35.607085] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:35.733072] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:35.862241] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:35.862397] [INFO ] [CONFIGURE ] AB: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T22:45:35.862440] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2754 tests [2025-10-16T22:45:35.862473] [INFO ] [CONFIGURE ] AB: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:45:35.862503] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:45:35.981666] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:36.102314] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:36.224281] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:36.354279] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:36.481104] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:36.610544] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:36.740012] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:45:36.864803] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:36.989313] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:37.115880] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:37.116045] [INFO ] [CONFIGURE ] AB: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T22:45:37.116088] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2753 tests [2025-10-16T22:45:37.116122] [INFO ] [CONFIGURE ] AB: Testing feature 3/29: add_daily_returns [2025-10-16T22:45:37.116156] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_daily_returns'] [2025-10-16T22:45:37.228832] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:37.344813] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:45:37.458827] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:37.573716] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:37.687361] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:37.799570] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:37.910094] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:38.038875] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:38.152360] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:38.267895] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:38.268042] [INFO ] [CONFIGURE ] AB: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T22:45:38.268086] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2752 tests [2025-10-16T22:45:38.268119] [INFO ] [CONFIGURE ] AB: Testing feature 4/29: add_ema [2025-10-16T22:45:38.268150] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_ema'] [2025-10-16T22:45:38.393596] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:38.517601] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:38.647435] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:45:38.772105] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:38.899961] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:39.030666] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:39.161369] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:45:39.286596] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:39.416456] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:39.572738] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:39.572971] [INFO ] [CONFIGURE ] AB: DISCARDED add_ema (score: 20.00%) [2025-10-16T22:45:39.573022] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2751 tests [2025-10-16T22:45:39.573057] [INFO ] [CONFIGURE ] AB: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:45:39.573089] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:45:39.706756] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:39.838329] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:45:39.968743] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:40.106633] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:40.239009] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:40.365007] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:40.495962] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:40.621439] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:40.763407] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:40.893533] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:40.893678] [INFO ] [CONFIGURE ] AB: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-10-16T22:45:40.893739] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2750 tests [2025-10-16T22:45:40.893775] [INFO ] [CONFIGURE ] AB: Testing feature 6/29: add_failed_moves [2025-10-16T22:45:40.893804] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_failed_moves'] [2025-10-16T22:45:41.002838] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:41.179200] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:41.299218] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:41.422158] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:41.544130] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:41.662675] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:41.780813] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:41.899035] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:42.016755] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:42.134065] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:42.134237] [INFO ] [CONFIGURE ] AB: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:45:42.134300] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2749 tests [2025-10-16T22:45:42.134338] [INFO ] [CONFIGURE ] AB: Testing feature 7/29: add_lag_shelf [2025-10-16T22:45:42.134370] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_lag_shelf'] [2025-10-16T22:45:42.239078] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:42.350413] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:42.464917] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:42.575292] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:42.686660] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:42.797155] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:42.906905] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:43.014754] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:43.127709] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:43.237589] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:43.237784] [INFO ] [CONFIGURE ] AB: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:45:43.237835] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2748 tests [2025-10-16T22:45:43.237870] [INFO ] [CONFIGURE ] AB: Testing feature 8/29: add_macd [2025-10-16T22:45:43.237902] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T22:45:43.381224] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:43.525151] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:45:43.665236] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:43.806531] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:43.950947] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:45:44.120620] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:44.265668] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:44.409488] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:44.550324] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:44.692417] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:44.692572] [INFO ] [CONFIGURE ] AB: DISCARDED add_macd (score: 30.00%) [2025-10-16T22:45:44.692616] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2747 tests [2025-10-16T22:45:44.692727] [INFO ] [CONFIGURE ] AB: Testing feature 9/29: add_mfi [2025-10-16T22:45:44.692779] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_mfi'] [2025-10-16T22:45:44.806930] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:44.925038] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:45.044751] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:45.179889] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:45.304728] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:45.422178] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:45.548837] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:45.675517] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:45.802185] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:45.946368] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:45.946536] [INFO ] [CONFIGURE ] AB: DISCARDED add_mfi (score: 50.00%) [2025-10-16T22:45:45.946580] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2746 tests [2025-10-16T22:45:45.946614] [INFO ] [CONFIGURE ] AB: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:45:45.946668] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:45:46.078082] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:46.209717] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:46.345806] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:46.477266] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:46.612289] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:46.745769] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:46.877282] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:47.011202] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:47.153538] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:47.294015] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:47.294171] [INFO ] [CONFIGURE ] AB: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T22:45:47.294216] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2745 tests [2025-10-16T22:45:47.294249] [INFO ] [CONFIGURE ] AB: Testing feature 11/29: add_obv_daily [2025-10-16T22:45:47.294279] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_daily'] [2025-10-16T22:45:47.407470] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:47.521935] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:47.635914] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:45:47.746812] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:47.857664] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:47.974449] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:48.085462] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:48.198532] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:48.312619] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:48.433691] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:48.433864] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T22:45:48.433909] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2744 tests [2025-10-16T22:45:48.433942] [INFO ] [CONFIGURE ] AB: Testing feature 12/29: add_obv_interval [2025-10-16T22:45:48.433973] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval'] [2025-10-16T22:45:48.545862] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:48.657831] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:48.772516] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:48.884639] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:49.006032] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:49.127626] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:49.251772] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:49.376257] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:49.496386] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:49.613601] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:49.613801] [INFO ] [CONFIGURE ] AB: KEPT add_obv_interval (score: 60.00%) [2025-10-16T22:45:49.613850] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2743 tests [2025-10-16T22:45:49.613885] [INFO ] [CONFIGURE ] AB: Testing feature 13/29: add_opening_strength [2025-10-16T22:45:49.613917] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:45:49.746388] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:49.878345] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:50.010338] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:50.175421] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:50.330357] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:50.512311] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:50.714149] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:45:50.894761] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:51.084236] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:51.248050] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:51.248319] [INFO ] [CONFIGURE ] AB: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:45:51.248405] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2742 tests [2025-10-16T22:45:51.248478] [INFO ] [CONFIGURE ] AB: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:45:51.248533] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T22:45:51.422203] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:51.583243] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:45:51.736237] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:51.901815] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:52.039828] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:52.172936] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:52.310522] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:45:52.456489] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:52.592527] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:52.737420] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:52.737598] [INFO ] [CONFIGURE ] AB: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-10-16T22:45:52.737666] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2741 tests [2025-10-16T22:45:52.737726] [INFO ] [CONFIGURE ] AB: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:45:52.737761] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T22:45:52.860364] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:52.984479] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:53.102628] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:53.222885] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:45:53.343542] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:53.465154] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:53.589131] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:53.714706] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:53.839972] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:53.959112] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:53.959267] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:45:53.959311] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2740 tests [2025-10-16T22:45:53.959345] [INFO ] [CONFIGURE ] AB: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:45:53.959375] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T22:45:54.083874] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:54.209077] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:54.373449] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:54.524349] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:54.671018] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:54.811573] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:45:54.948764] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:45:55.084434] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:55.217147] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:55.353914] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:55.354138] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:45:55.354185] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2739 tests [2025-10-16T22:45:55.354220] [INFO ] [CONFIGURE ] AB: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:45:55.354254] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T22:45:55.497250] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:55.631075] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:55.771032] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:55.907840] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:56.043469] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:56.178150] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:56.315718] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:56.454439] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:56.603934] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:56.762212] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:56.762412] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T22:45:56.762487] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2738 tests [2025-10-16T22:45:56.762527] [INFO ] [CONFIGURE ] AB: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:45:56.762559] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T22:45:56.884405] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:57.002681] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:57.123031] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:57.242597] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:57.367155] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:57.487625] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:45:57.617588] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:57.745184] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:45:57.878012] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:45:58.010057] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:45:58.010217] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T22:45:58.010263] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2737 tests [2025-10-16T22:45:58.010300] [INFO ] [CONFIGURE ] AB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:45:58.010335] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T22:45:58.136076] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:58.258243] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:58.381135] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:45:58.504281] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:58.709150] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:45:58.832572] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:45:58.958926] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:45:59.081724] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:45:59.203728] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:45:59.335145] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:45:59.335312] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:45:59.335361] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2736 tests [2025-10-16T22:45:59.335396] [INFO ] [CONFIGURE ] AB: Testing feature 20/29: add_price_rejection [2025-10-16T22:45:59.335427] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-10-16T22:45:59.462986] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:45:59.591186] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:45:59.723354] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:45:59.854409] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:45:59.989797] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:00.126044] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:00.262352] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:00.400143] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:00.539567] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:00.678372] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:00.678528] [INFO ] [CONFIGURE ] AB: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T22:46:00.678570] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2735 tests [2025-10-16T22:46:00.678603] [INFO ] [CONFIGURE ] AB: Testing feature 21/29: add_range_position [2025-10-16T22:46:00.678633] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-10-16T22:46:00.818071] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:00.962762] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:01.116879] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:46:01.275864] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:01.427270] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:01.585873] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:01.732953] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:01.882284] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:02.038999] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:02.190497] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:46:02.190704] [INFO ] [CONFIGURE ] AB: DISCARDED add_range_position (score: 40.00%) [2025-10-16T22:46:02.190763] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2734 tests [2025-10-16T22:46:02.190802] [INFO ] [CONFIGURE ] AB: Testing feature 22/29: add_realized_volatility [2025-10-16T22:46:02.190833] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-10-16T22:46:02.352338] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:02.513118] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:46:02.673590] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:02.847712] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:03.014879] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:03.181556] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:03.345558] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:03.505289] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:03.674759] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:03.840126] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:03.840290] [INFO ] [CONFIGURE ] AB: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T22:46:03.840336] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2733 tests [2025-10-16T22:46:03.840371] [INFO ] [CONFIGURE ] AB: Testing feature 23/29: add_recent_range_context [2025-10-16T22:46:03.840403] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-10-16T22:46:03.962851] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:04.087143] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:04.224572] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:04.359608] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:04.497004] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:04.629111] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:04.764777] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:04.899142] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:05.033793] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:05.176977] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:05.177168] [INFO ] [CONFIGURE ] AB: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T22:46:05.177238] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2732 tests [2025-10-16T22:46:05.177309] [INFO ] [CONFIGURE ] AB: Testing feature 24/29: add_rsi [2025-10-16T22:46:05.177355] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T22:46:05.364987] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:05.516528] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:05.671151] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:05.825954] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:46:05.983505] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:06.134021] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:06.291157] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:06.443882] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:06.602594] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:06.778071] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:06.778282] [INFO ] [CONFIGURE ] AB: DISCARDED add_rsi (score: 30.00%) [2025-10-16T22:46:06.778336] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2731 tests [2025-10-16T22:46:06.778372] [INFO ] [CONFIGURE ] AB: Testing feature 25/29: add_tick_distribution [2025-10-16T22:46:06.778407] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-10-16T22:46:06.911798] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:07.047177] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:07.175021] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:07.306391] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:07.439900] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:07.579787] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:07.730242] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:07.872037] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:08.006363] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:08.150414] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:08.150567] [INFO ] [CONFIGURE ] AB: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T22:46:08.150612] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2730 tests [2025-10-16T22:46:08.150669] [INFO ] [CONFIGURE ] AB: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:46:08.150723] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T22:46:08.280598] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:08.429035] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:08.561707] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:08.692593] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:08.823778] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:08.957493] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:09.094113] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:09.223665] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:09.350962] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:09.479546] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:09.479740] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T22:46:09.479794] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2729 tests [2025-10-16T22:46:09.479831] [INFO ] [CONFIGURE ] AB: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:46:09.479862] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T22:46:09.613940] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:09.754224] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:09.893213] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:10.033230] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:10.171814] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:10.316293] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:10.460981] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:10.602344] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:10.799870] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:10.937469] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:10.937634] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T22:46:10.937721] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2728 tests [2025-10-16T22:46:10.937760] [INFO ] [CONFIGURE ] AB: Testing feature 28/29: add_volume_profile [2025-10-16T22:46:10.937792] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-10-16T22:46:11.059334] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:11.182781] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:11.307544] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:46:11.430255] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:11.555383] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:11.682553] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:11.809511] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:11.942326] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:12.069389] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:12.199844] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:46:12.200020] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:46:12.200065] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2727 tests [2025-10-16T22:46:12.200101] [INFO ] [CONFIGURE ] AB: Testing feature 29/29: add_vwap [2025-10-16T22:46:12.200132] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-10-16T22:46:12.325624] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:12.452700] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:46:12.581235] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:46:12.707354] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:46:12.833452] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:12.959936] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:13.087117] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:13.217586] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:13.344536] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:13.470606] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:46:13.470846] [INFO ] [CONFIGURE ] AB: DISCARDED add_vwap (score: 30.00%) [2025-10-16T22:46:13.470916] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2726 tests [2025-10-16T22:46:13.470977] [INFO ] [CONFIGURE ] AB: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:46:13.471032] [INFO ] [CONFIGURE ] AB: Best accuracy: 60.00% [2025-10-16T22:46:13.471066] [INFO ] [CONFIGURE ] AB: Best feature set (1 features): ['add_obv_interval'] [2025-10-16T22:46:13.471095] [INFO ] [CONFIGURE ] AB: Improvement over baseline: 10.00% [2025-10-16T22:46:13.471170] [INFO ] [CONFIGURE ] AB: Total time: 38.8 seconds [2025-10-16T22:46:13.471207] [INFO ] [CONFIGURE ] AB: Average time per feature: 1.3 seconds [2025-10-16T22:46:13.471237] [INFO ] [CONFIGURE ] AB: Average speed: 0.75 features/sec [2025-10-16T22:46:13.471775] [INFO ] [LOCAL ] Saved configuration for AB: 1 features, 60.00% accuracy -> ./output/feature-sets/AB.json [2025-10-16T22:46:13.471846] [INFO ] [CONFIGURE ] AB: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T22:46:13.471917] [INFO ] [sig ] [2/96] Successfully configured AB | 0.02 sym/s | Total: 1.4m | ETA: 1.1h [2025-10-16T22:46:13.471972] [INFO ] [sig ] [3/96] Configuring ABM... [2025-10-16T22:46:13.472004] [INFO ] [CONFIGURE ] ABM: Configurate test run. [2025-10-16T22:46:13.472034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-10-16T22:46:13.484476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABM'. [2025-10-16T22:46:13.485079] [INFO ] [CONFIGURE ] ABM: Testing with 29 available features [2025-10-16T22:46:13.485138] [INFO ] [CONFIGURE ] ABM: Establishing baseline with no features... [2025-10-16T22:46:13.599850] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:13.708694] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:13.814091] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:13.918998] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:14.026962] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:14.134088] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:14.248760] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:14.378891] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:14.516848] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:14.624093] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:14.624245] [INFO ] [CONFIGURE ] ABM: Baseline score (no features): 60.00% [2025-10-16T22:46:14.624289] [INFO ] [CONFIGURE ] ABM: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:46:14.624325] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:46:14.737062] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:14.851582] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:14.967294] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:15.082416] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:15.197937] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:15.315537] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:15.432516] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:15.552413] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:15.678327] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:15.799317] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:15.799495] [INFO ] [CONFIGURE ] ABM: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T22:46:15.799539] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2725 tests [2025-10-16T22:46:15.799574] [INFO ] [CONFIGURE ] ABM: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:46:15.799606] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:46:15.931095] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:16.057613] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:16.183082] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:16.310856] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:16.437840] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:16.564427] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:16.693173] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:16.826187] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:16.959564] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:17.095191] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:17.095418] [INFO ] [CONFIGURE ] ABM: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T22:46:17.095471] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2724 tests [2025-10-16T22:46:17.095509] [INFO ] [CONFIGURE ] ABM: Testing feature 3/29: add_daily_returns [2025-10-16T22:46:17.095541] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_daily_returns'] [2025-10-16T22:46:17.218406] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:17.336317] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:17.451802] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:17.571218] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:17.689553] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:17.806904] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:17.922502] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:18.036495] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:18.148557] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:18.262040] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:18.262193] [INFO ] [CONFIGURE ] ABM: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T22:46:18.262238] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2723 tests [2025-10-16T22:46:18.262271] [INFO ] [CONFIGURE ] ABM: Testing feature 4/29: add_ema [2025-10-16T22:46:18.262302] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_ema'] [2025-10-16T22:46:18.393673] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:18.532492] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:18.652633] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:18.779089] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:18.903561] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:19.028080] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:19.162137] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:19.300672] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:19.437916] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:19.572949] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:19.573131] [INFO ] [CONFIGURE ] ABM: DISCARDED add_ema (score: 30.00%) [2025-10-16T22:46:19.573215] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2722 tests [2025-10-16T22:46:19.573275] [INFO ] [CONFIGURE ] ABM: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:46:19.573311] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:46:19.707870] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:19.853785] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:20.001291] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:20.137334] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:20.314929] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:20.464867] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:20.615560] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:20.756744] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:20.894511] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:21.031755] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:21.031934] [INFO ] [CONFIGURE ] ABM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T22:46:21.031980] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2721 tests [2025-10-16T22:46:21.032034] [INFO ] [CONFIGURE ] ABM: Testing feature 6/29: add_failed_moves [2025-10-16T22:46:21.032090] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_failed_moves'] [2025-10-16T22:46:21.150820] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:21.273364] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:21.399480] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:21.523612] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:21.643088] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:21.761558] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:21.882349] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:22.002269] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:22.124420] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:22.245501] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:22.245678] [INFO ] [CONFIGURE ] ABM: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:46:22.245740] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2720 tests [2025-10-16T22:46:22.245801] [INFO ] [CONFIGURE ] ABM: Testing feature 7/29: add_lag_shelf [2025-10-16T22:46:22.245835] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_lag_shelf'] [2025-10-16T22:46:22.354566] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:22.464509] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:22.574193] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:22.677775] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:22.783792] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:22.889622] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:22.994073] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:23.099143] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:23.204592] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:23.313268] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:23.313409] [INFO ] [CONFIGURE ] ABM: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:46:23.313452] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2719 tests [2025-10-16T22:46:23.313486] [INFO ] [CONFIGURE ] ABM: Testing feature 8/29: add_macd [2025-10-16T22:46:23.313518] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T22:46:23.451132] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:23.620814] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:23.761733] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:23.902405] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:24.047041] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:24.192746] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:24.337732] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:24.481077] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:24.631703] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:24.784325] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:24.784502] [INFO ] [CONFIGURE ] ABM: DISCARDED add_macd (score: 40.00%) [2025-10-16T22:46:24.784554] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.4s/test | Remaining: 2718 tests [2025-10-16T22:46:24.784592] [INFO ] [CONFIGURE ] ABM: Testing feature 9/29: add_mfi [2025-10-16T22:46:24.784623] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_mfi'] [2025-10-16T22:46:24.908323] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:25.068614] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:25.186957] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:25.305205] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:25.423261] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:25.546181] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:25.666492] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:25.786846] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:25.906504] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:26.027351] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:26.027514] [INFO ] [CONFIGURE ] ABM: DISCARDED add_mfi (score: 50.00%) [2025-10-16T22:46:26.027558] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2717 tests [2025-10-16T22:46:26.027593] [INFO ] [CONFIGURE ] ABM: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:46:26.027624] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:46:26.160593] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:26.294684] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:26.432321] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:26.567218] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:26.704248] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:26.839350] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:26.974812] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:27.111595] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:27.248109] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:27.386295] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:27.386480] [INFO ] [CONFIGURE ] ABM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T22:46:27.386524] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2716 tests [2025-10-16T22:46:27.386557] [INFO ] [CONFIGURE ] ABM: Testing feature 11/29: add_obv_daily [2025-10-16T22:46:27.386587] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_daily'] [2025-10-16T22:46:27.496800] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:27.607744] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:27.718311] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:27.829404] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:27.947086] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:28.059749] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:28.173350] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:28.286036] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:28.399248] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:28.512195] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:28.512343] [INFO ] [CONFIGURE ] ABM: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T22:46:28.512386] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2715 tests [2025-10-16T22:46:28.512420] [INFO ] [CONFIGURE ] ABM: Testing feature 12/29: add_obv_interval [2025-10-16T22:46:28.512450] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval'] [2025-10-16T22:46:28.621616] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:28.736852] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:28.846284] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:28.956522] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:29.067368] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:29.179125] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:29.292435] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:29.406112] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:29.524234] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:29.666185] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:29.666334] [INFO ] [CONFIGURE ] ABM: KEPT add_obv_interval (score: 70.00%) [2025-10-16T22:46:29.666379] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2714 tests [2025-10-16T22:46:29.666413] [INFO ] [CONFIGURE ] ABM: Testing feature 13/29: add_opening_strength [2025-10-16T22:46:29.666445] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:46:29.790219] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:29.915383] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:30.045495] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:30.174491] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:30.300692] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:30.427748] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:30.555294] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:30.684820] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:30.813323] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:30.945264] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:30.945436] [INFO ] [CONFIGURE ] ABM: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T22:46:30.945481] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2713 tests [2025-10-16T22:46:30.945517] [INFO ] [CONFIGURE ] ABM: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:46:30.945548] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T22:46:31.074775] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:31.211685] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:31.344798] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:31.476530] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:31.610820] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:31.744055] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:31.880266] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:32.022437] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:32.164991] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:32.306947] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:32.307138] [INFO ] [CONFIGURE ] ABM: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:46:32.307204] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2712 tests [2025-10-16T22:46:32.307243] [INFO ] [CONFIGURE ] ABM: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:46:32.307275] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T22:46:32.427662] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:32.552850] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:32.701738] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:32.824123] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:32.979060] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:33.110326] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:33.234495] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:33.357365] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:33.472597] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:33.589555] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:33.589734] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:46:33.589790] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2711 tests [2025-10-16T22:46:33.589827] [INFO ] [CONFIGURE ] ABM: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:46:33.589860] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T22:46:33.710229] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:33.829877] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:33.949413] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:34.070066] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:34.194094] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:34.316559] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:34.439750] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:34.566880] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:34.692331] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:34.817312] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:34.817506] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T22:46:34.817559] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2710 tests [2025-10-16T22:46:34.817595] [INFO ] [CONFIGURE ] ABM: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:46:34.817627] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T22:46:34.944528] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:35.074214] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:35.200474] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:35.332052] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:35.457291] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:35.582750] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:35.743154] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:35.868905] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:35.995716] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:36.124797] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:36.124963] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T22:46:36.125008] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2709 tests [2025-10-16T22:46:36.125043] [INFO ] [CONFIGURE ] ABM: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:46:36.125072] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T22:46:36.237457] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:36.352052] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:36.465459] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:36.577927] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:36.691808] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:36.805168] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:36.918842] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:37.032801] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:37.147983] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:37.267409] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:37.267580] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:46:37.267624] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2708 tests [2025-10-16T22:46:37.267725] [INFO ] [CONFIGURE ] ABM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:46:37.267765] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T22:46:37.380121] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:37.492264] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:37.602763] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:37.715794] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:37.829150] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:37.947005] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:38.061917] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:38.177806] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:38.294420] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:38.411845] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:38.412011] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:46:38.412054] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2707 tests [2025-10-16T22:46:38.412089] [INFO ] [CONFIGURE ] ABM: Testing feature 20/29: add_price_rejection [2025-10-16T22:46:38.412119] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-10-16T22:46:38.533951] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:38.655145] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:38.812220] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:38.935007] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:39.058313] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:39.180579] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:39.305961] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:39.432908] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:39.556161] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:39.679575] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:39.679748] [INFO ] [CONFIGURE ] ABM: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T22:46:39.679800] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2706 tests [2025-10-16T22:46:39.679835] [INFO ] [CONFIGURE ] ABM: Testing feature 21/29: add_range_position [2025-10-16T22:46:39.679865] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-10-16T22:46:39.807740] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:39.940842] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:40.071140] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:40.201156] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:40.335816] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:40.467320] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:40.605042] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:40.751293] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:40.890732] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:41.030432] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:41.030663] [INFO ] [CONFIGURE ] ABM: DISCARDED add_range_position (score: 40.00%) [2025-10-16T22:46:41.030725] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2705 tests [2025-10-16T22:46:41.030763] [INFO ] [CONFIGURE ] ABM: Testing feature 22/29: add_realized_volatility [2025-10-16T22:46:41.030793] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-10-16T22:46:41.178462] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:41.333577] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:41.489446] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:41.641980] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:41.793966] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:41.951331] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:42.107304] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:42.268667] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:42.434663] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:42.616218] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:42.616434] [INFO ] [CONFIGURE ] ABM: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T22:46:42.616482] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2704 tests [2025-10-16T22:46:42.616520] [INFO ] [CONFIGURE ] ABM: Testing feature 23/29: add_recent_range_context [2025-10-16T22:46:42.616553] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-10-16T22:46:42.767169] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:42.955849] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:43.137106] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:43.322717] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:43.489989] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:43.629590] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:43.764048] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:43.898610] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:44.029879] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:44.156477] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:44.156706] [INFO ] [CONFIGURE ] ABM: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T22:46:44.156765] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2703 tests [2025-10-16T22:46:44.156805] [INFO ] [CONFIGURE ] ABM: Testing feature 24/29: add_rsi [2025-10-16T22:46:44.156839] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T22:46:44.296337] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:44.437955] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:46:44.578617] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:44.722848] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:44.884316] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:45.031362] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:45.177847] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:45.323963] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:46:45.480797] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:45.631373] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:45.631529] [INFO ] [CONFIGURE ] ABM: DISCARDED add_rsi (score: 40.00%) [2025-10-16T22:46:45.631574] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2702 tests [2025-10-16T22:46:45.631611] [INFO ] [CONFIGURE ] ABM: Testing feature 25/29: add_tick_distribution [2025-10-16T22:46:45.631662] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-10-16T22:46:45.758299] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:45.895406] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:46.020552] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:46.146812] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:46.276000] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:46.400520] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:46.530889] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:46.656472] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:46.783948] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:46.905251] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:46.905405] [INFO ] [CONFIGURE ] ABM: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T22:46:46.905449] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2701 tests [2025-10-16T22:46:46.905484] [INFO ] [CONFIGURE ] ABM: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:46:46.905515] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T22:46:47.025517] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:47.150895] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:47.271709] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:47.391426] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:47.511435] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:47.632472] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:47.760245] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:47.910689] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:48.041790] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:48.172681] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:48.172826] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T22:46:48.172868] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2700 tests [2025-10-16T22:46:48.172901] [INFO ] [CONFIGURE ] ABM: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:46:48.172931] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T22:46:48.306158] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:48.444555] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:48.580495] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:48.716367] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:48.853558] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:46:48.992787] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:49.131240] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:49.269853] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:49.410592] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:49.556197] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:49.556425] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:46:49.556482] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2699 tests [2025-10-16T22:46:49.556519] [INFO ] [CONFIGURE ] ABM: Testing feature 28/29: add_volume_profile [2025-10-16T22:46:49.556549] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-10-16T22:46:49.689743] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:49.816541] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:49.943597] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:50.088396] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:50.220756] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:50.356520] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:46:50.490325] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:50.620165] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:50.754730] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:50.932058] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:50.932256] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:46:50.932320] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2698 tests [2025-10-16T22:46:50.932361] [INFO ] [CONFIGURE ] ABM: Testing feature 29/29: add_vwap [2025-10-16T22:46:50.932393] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-10-16T22:46:51.081617] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:51.218300] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:46:51.353291] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:46:51.485355] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:51.619882] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:46:51.758364] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:46:51.896772] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:52.049538] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:46:52.201757] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:52.345562] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:52.345803] [INFO ] [CONFIGURE ] ABM: DISCARDED add_vwap (score: 50.00%) [2025-10-16T22:46:52.345856] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2697 tests [2025-10-16T22:46:52.345894] [INFO ] [CONFIGURE ] ABM: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:46:52.345923] [INFO ] [CONFIGURE ] ABM: Best accuracy: 70.00% [2025-10-16T22:46:52.345954] [INFO ] [CONFIGURE ] ABM: Best feature set (1 features): ['add_obv_interval'] [2025-10-16T22:46:52.345982] [INFO ] [CONFIGURE ] ABM: Improvement over baseline: 10.00% [2025-10-16T22:46:52.346008] [INFO ] [CONFIGURE ] ABM: Total time: 37.7 seconds [2025-10-16T22:46:52.346033] [INFO ] [CONFIGURE ] ABM: Average time per feature: 1.3 seconds [2025-10-16T22:46:52.346060] [INFO ] [CONFIGURE ] ABM: Average speed: 0.77 features/sec [2025-10-16T22:46:52.346606] [INFO ] [LOCAL ] Saved configuration for ABM: 1 features, 70.00% accuracy -> ./output/feature-sets/ABM.json [2025-10-16T22:46:52.346708] [INFO ] [CONFIGURE ] ABM: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T22:46:52.346784] [INFO ] [sig ] [3/96] Successfully configured ABM | 0.02 sym/s | Total: 2.0m | ETA: 1.1h [2025-10-16T22:46:52.346842] [INFO ] [sig ] [4/96] Configuring ACHR... [2025-10-16T22:46:52.346875] [INFO ] [CONFIGURE ] ACHR: Configurate test run. [2025-10-16T22:46:52.346905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-10-16T22:46:52.361726] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACHR'. [2025-10-16T22:46:52.362202] [INFO ] [CONFIGURE ] ACHR: Testing with 29 available features [2025-10-16T22:46:52.362260] [INFO ] [CONFIGURE ] ACHR: Establishing baseline with no features... [2025-10-16T22:46:52.465292] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:52.581420] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:52.688194] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:46:52.799771] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:52.911031] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:46:53.021694] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:46:53.135668] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:53.248156] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:46:53.361892] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:53.482622] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:53.482814] [INFO ] [CONFIGURE ] ACHR: Baseline score (no features): 50.00% [2025-10-16T22:46:53.482862] [INFO ] [CONFIGURE ] ACHR: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:46:53.482898] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:46:53.609807] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:53.750686] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:46:53.899144] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:46:54.052402] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:54.191928] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:46:54.334476] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:46:54.460590] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:54.586995] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:46:54.715359] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:54.845710] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:46:54.845910] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T22:46:54.845955] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2696 tests [2025-10-16T22:46:54.845989] [INFO ] [CONFIGURE ] ACHR: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:46:54.846020] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:46:54.977097] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:55.110569] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:55.243381] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:46:55.379372] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:55.510333] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:55.645134] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:46:55.779712] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:55.932774] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:46:56.069229] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:56.203892] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:56.204082] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T22:46:56.204129] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2695 tests [2025-10-16T22:46:56.204163] [INFO ] [CONFIGURE ] ACHR: Testing feature 3/29: add_daily_returns [2025-10-16T22:46:56.204194] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_daily_returns'] [2025-10-16T22:46:56.326886] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:56.440976] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:46:56.552455] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:46:56.667243] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:46:56.774218] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:46:56.882835] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:46:56.999305] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:57.110971] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:46:57.219885] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:46:57.332010] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:57.332154] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T22:46:57.332198] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2694 tests [2025-10-16T22:46:57.332232] [INFO ] [CONFIGURE ] ACHR: Testing feature 4/29: add_ema [2025-10-16T22:46:57.332264] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema'] [2025-10-16T22:46:57.466118] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:46:57.585965] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:57.707014] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:46:57.828460] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:57.950311] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:58.073565] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:46:58.203067] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:46:58.343160] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:46:58.477613] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:46:58.615497] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:46:58.615768] [INFO ] [CONFIGURE ] ACHR: KEPT add_ema (score: 60.00%) [2025-10-16T22:46:58.615834] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2693 tests [2025-10-16T22:46:58.615883] [INFO ] [CONFIGURE ] ACHR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:46:58.615919] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:46:58.774968] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:46:58.933254] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:46:59.085494] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:46:59.237074] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:46:59.391314] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:46:59.543239] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:46:59.698263] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:46:59.857068] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:00.045074] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:00.201696] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:00.201875] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T22:47:00.201919] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2692 tests [2025-10-16T22:47:00.201954] [INFO ] [CONFIGURE ] ACHR: Testing feature 6/29: add_failed_moves [2025-10-16T22:47:00.201987] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_failed_moves'] [2025-10-16T22:47:00.331087] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:00.460571] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:00.594407] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:00.724197] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:00.854048] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:00.983590] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:01.117297] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:01.251758] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:01.386827] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:01.523830] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:01.524000] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:47:01.524043] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2691 tests [2025-10-16T22:47:01.524077] [INFO ] [CONFIGURE ] ACHR: Testing feature 7/29: add_lag_shelf [2025-10-16T22:47:01.524107] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-10-16T22:47:01.644729] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:01.766495] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:01.888834] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:02.009266] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:02.135091] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:02.267612] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:02.412762] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:02.554821] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:02.693788] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:02.822730] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:02.822897] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:47:02.822940] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2690 tests [2025-10-16T22:47:02.822974] [INFO ] [CONFIGURE ] ACHR: Testing feature 8/29: add_macd [2025-10-16T22:47:02.823006] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-10-16T22:47:02.982412] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:03.140681] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:03.300123] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:03.486850] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:03.678639] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:03.831430] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:47:03.988393] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:04.152199] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:04.356850] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:04.518588] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:47:04.518858] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_macd (score: 60.00%) [2025-10-16T22:47:04.518909] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2689 tests [2025-10-16T22:47:04.518946] [INFO ] [CONFIGURE ] ACHR: Testing feature 9/29: add_mfi [2025-10-16T22:47:04.518979] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_mfi'] [2025-10-16T22:47:04.653092] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:04.797892] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:04.936013] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:05.075506] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:05.216204] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:05.357230] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:05.499441] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:05.644557] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:05.792495] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:05.954625] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:05.954834] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:47:05.954882] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2688 tests [2025-10-16T22:47:05.954917] [INFO ] [CONFIGURE ] ACHR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:47:05.954948] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:47:06.100838] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:06.248528] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:06.394630] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:06.542424] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:06.689139] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:06.836447] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:06.984444] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:07.135408] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:07.287125] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:07.443400] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:47:07.443619] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T22:47:07.443704] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2687 tests [2025-10-16T22:47:07.443751] [INFO ] [CONFIGURE ] ACHR: Testing feature 11/29: add_obv_daily [2025-10-16T22:47:07.443783] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_obv_daily'] [2025-10-16T22:47:07.585021] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:07.713419] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:07.841442] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:07.973147] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:08.104796] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:08.235167] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:08.368358] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:08.506230] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:08.642075] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:08.778829] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:47:08.779053] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:47:08.779103] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2686 tests [2025-10-16T22:47:08.779138] [INFO ] [CONFIGURE ] ACHR: Testing feature 12/29: add_obv_interval [2025-10-16T22:47:08.779169] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_obv_interval'] [2025-10-16T22:47:08.926972] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:09.083956] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:09.252932] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:47:09.380637] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:09.506803] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:09.635309] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:09.763813] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:09.893222] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:10.023995] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:10.156104] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:10.156270] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_interval (score: 20.00%) [2025-10-16T22:47:10.156315] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2685 tests [2025-10-16T22:47:10.156353] [INFO ] [CONFIGURE ] ACHR: Testing feature 13/29: add_opening_strength [2025-10-16T22:47:10.156387] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:47:10.292747] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:10.428404] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:10.563564] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:47:10.699513] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:10.836168] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:10.974496] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:11.114722] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:11.256432] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:11.401783] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:11.553588] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:11.553769] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:47:11.553820] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2684 tests [2025-10-16T22:47:11.553856] [INFO ] [CONFIGURE ] ACHR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:47:11.553887] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-10-16T22:47:11.703760] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:11.851478] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:11.998776] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:12.148847] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:12.328260] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:12.476450] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:12.623291] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:12.772782] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:12.917684] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:13.062440] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:13.062667] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:47:13.062729] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2683 tests [2025-10-16T22:47:13.062767] [INFO ] [CONFIGURE ] ACHR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:47:13.062798] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-10-16T22:47:13.185205] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:13.310663] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:13.440424] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:47:13.575148] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:13.702985] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:13.828621] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:13.958836] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:14.091142] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:14.226704] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:14.365425] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:47:14.365590] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T22:47:14.365634] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2682 tests [2025-10-16T22:47:14.365707] [INFO ] [CONFIGURE ] ACHR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:47:14.365747] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-10-16T22:47:14.498619] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:14.629279] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:14.757282] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:14.885047] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:15.014890] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:15.148293] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:15.280958] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:15.416810] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:15.552105] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:15.686843] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:15.686999] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:47:15.687042] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2681 tests [2025-10-16T22:47:15.687075] [INFO ] [CONFIGURE ] ACHR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:47:15.687107] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-10-16T22:47:15.821252] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:15.958815] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:16.093509] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:47:16.240925] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:16.388947] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:16.531918] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:47:16.684675] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:16.834236] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:16.987017] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:17.132154] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:17.132373] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T22:47:17.132418] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2680 tests [2025-10-16T22:47:17.132453] [INFO ] [CONFIGURE ] ACHR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:47:17.132484] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-10-16T22:47:17.260491] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:17.401289] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:17.552192] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:17.678545] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:17.808382] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:17.939636] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:18.073505] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:18.205685] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:18.345535] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:18.481104] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:18.481260] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:47:18.481303] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2679 tests [2025-10-16T22:47:18.481337] [INFO ] [CONFIGURE ] ACHR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:47:18.481366] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-10-16T22:47:18.605489] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:18.731188] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:18.855926] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:18.982115] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:19.109078] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:19.236066] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:19.367265] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:19.498011] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:19.628439] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:19.760341] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:19.760496] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T22:47:19.760538] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2678 tests [2025-10-16T22:47:19.760572] [INFO ] [CONFIGURE ] ACHR: Testing feature 20/29: add_price_rejection [2025-10-16T22:47:19.760602] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection'] [2025-10-16T22:47:19.908868] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:20.076398] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:20.231441] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:20.387131] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:20.544085] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:20.703872] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:20.864312] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:21.016281] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:21.177255] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:21.334422] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:21.334688] [INFO ] [CONFIGURE ] ACHR: KEPT add_price_rejection (score: 70.00%) [2025-10-16T22:47:21.334754] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2677 tests [2025-10-16T22:47:21.334794] [INFO ] [CONFIGURE ] ACHR: Testing feature 21/29: add_range_position [2025-10-16T22:47:21.334831] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_range_position'] [2025-10-16T22:47:21.510871] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:21.692550] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:21.876556] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:22.055198] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:22.232411] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:22.419665] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:22.598492] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:22.785150] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:22.975600] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:23.170909] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:47:23.171199] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_range_position (score: 70.00%) [2025-10-16T22:47:23.171251] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2676 tests [2025-10-16T22:47:23.171289] [INFO ] [CONFIGURE ] ACHR: Testing feature 22/29: add_realized_volatility [2025-10-16T22:47:23.171323] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_realized_volatility'] [2025-10-16T22:47:23.366936] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:23.583484] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:23.780427] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:23.976511] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:47:24.178442] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:24.369826] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:24.564629] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:24.762576] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:24.957487] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:25.156853] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:25.157158] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T22:47:25.157209] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2675 tests [2025-10-16T22:47:25.157312] [INFO ] [CONFIGURE ] ACHR: Testing feature 23/29: add_recent_range_context [2025-10-16T22:47:25.157368] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_recent_range_context'] [2025-10-16T22:47:25.323795] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:25.494730] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:25.657546] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:25.816333] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:25.970534] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:26.124339] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:26.278129] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:26.433527] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:26.594720] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:26.753365] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:26.753552] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T22:47:26.753597] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2674 tests [2025-10-16T22:47:26.753671] [INFO ] [CONFIGURE ] ACHR: Testing feature 24/29: add_rsi [2025-10-16T22:47:26.753731] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_rsi'] [2025-10-16T22:47:26.903601] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:27.053469] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:27.211298] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:27.372447] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:47:27.525841] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:27.682574] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:27.838598] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:27.995552] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:28.158411] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:28.318348] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:28.318507] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_rsi (score: 40.00%) [2025-10-16T22:47:28.318552] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2673 tests [2025-10-16T22:47:28.318587] [INFO ] [CONFIGURE ] ACHR: Testing feature 25/29: add_tick_distribution [2025-10-16T22:47:28.318618] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_tick_distribution'] [2025-10-16T22:47:28.459140] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:28.600000] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:28.745634] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:28.886594] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:29.041944] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:29.192440] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:29.341904] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:29.496856] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:29.649128] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:29.803585] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:29.803783] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T22:47:29.803833] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2672 tests [2025-10-16T22:47:29.803869] [INFO ] [CONFIGURE ] ACHR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:47:29.803898] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-10-16T22:47:29.957380] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:30.110078] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:30.261534] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:30.412163] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:30.565797] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:30.717038] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:30.870373] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:31.025899] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:31.186602] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:31.343581] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:31.343782] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T22:47:31.343914] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2671 tests [2025-10-16T22:47:31.343958] [INFO ] [CONFIGURE ] ACHR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:47:31.343990] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_volume_price_divergence'] [2025-10-16T22:47:31.497850] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:31.649736] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:31.801356] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:31.960812] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:32.113663] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:32.265875] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:32.424301] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:32.578055] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:32.731446] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:32.886807] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:32.886963] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T22:47:32.887007] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2670 tests [2025-10-16T22:47:32.887041] [INFO ] [CONFIGURE ] ACHR: Testing feature 28/29: add_volume_profile [2025-10-16T22:47:32.887072] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_volume_profile'] [2025-10-16T22:47:33.034423] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:33.188700] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:33.339445] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:33.515160] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:33.666617] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:47:33.818376] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:33.968513] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:34.124123] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:34.278471] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:34.432689] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:34.432849] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T22:47:34.432893] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2669 tests [2025-10-16T22:47:34.432927] [INFO ] [CONFIGURE ] ACHR: Testing feature 29/29: add_vwap [2025-10-16T22:47:34.432956] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema', 'add_price_rejection', 'add_vwap'] [2025-10-16T22:47:34.586616] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:34.742373] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:34.902992] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:47:35.061170] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:47:35.222124] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:47:35.381381] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:47:35.595746] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:35.757832] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:47:35.929113] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:47:36.091897] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:47:36.092065] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_vwap (score: 60.00%) [2025-10-16T22:47:36.092108] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2668 tests [2025-10-16T22:47:36.092142] [INFO ] [CONFIGURE ] ACHR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:47:36.092171] [INFO ] [CONFIGURE ] ACHR: Best accuracy: 70.00% [2025-10-16T22:47:36.092200] [INFO ] [CONFIGURE ] ACHR: Best feature set (2 features): ['add_ema', 'add_price_rejection'] [2025-10-16T22:47:36.092229] [INFO ] [CONFIGURE ] ACHR: Improvement over baseline: 20.00% [2025-10-16T22:47:36.092255] [INFO ] [CONFIGURE ] ACHR: Total time: 42.6 seconds [2025-10-16T22:47:36.092280] [INFO ] [CONFIGURE ] ACHR: Average time per feature: 1.5 seconds [2025-10-16T22:47:36.092306] [INFO ] [CONFIGURE ] ACHR: Average speed: 0.68 features/sec [2025-10-16T22:47:36.092635] [INFO ] [LOCAL ] Saved configuration for ACHR: 2 features, 70.00% accuracy -> ./output/feature-sets/ACHR.json [2025-10-16T22:47:36.092720] [INFO ] [CONFIGURE ] ACHR: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T22:47:36.092760] [INFO ] [sig ] [4/96] Successfully configured ACHR | 0.02 sym/s | Total: 2.8m | ETA: 1.1h [2025-10-16T22:47:36.092802] [INFO ] [sig ] [5/96] Configuring ADCT... [2025-10-16T22:47:36.092881] [INFO ] [CONFIGURE ] ADCT: Configurate test run. [2025-10-16T22:47:36.092934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'. [2025-10-16T22:47:36.108118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADCT'. [2025-10-16T22:47:36.108708] [INFO ] [CONFIGURE ] ADCT: Testing with 29 available features [2025-10-16T22:47:36.108765] [INFO ] [CONFIGURE ] ADCT: Establishing baseline with no features... [2025-10-16T22:47:36.220892] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:36.332806] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:36.445972] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:36.582927] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:36.695495] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:36.812674] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:36.927473] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:37.043681] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:37.156854] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:37.269885] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:47:37.270014] [INFO ] [CONFIGURE ] ADCT: Baseline score (no features): 60.00% [2025-10-16T22:47:37.270058] [INFO ] [CONFIGURE ] ADCT: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:47:37.270091] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:47:37.392248] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:37.513533] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:37.639514] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:37.756637] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:37.874726] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:37.992620] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:38.118837] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:38.241950] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:38.362471] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:38.485376] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:38.485546] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:47:38.485609] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2667 tests [2025-10-16T22:47:38.485671] [INFO ] [CONFIGURE ] ADCT: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:47:38.485725] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:47:38.612348] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:38.738557] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:38.867358] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:38.995217] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:39.124965] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:47:39.255060] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:39.387157] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:39.516303] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:39.650865] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:39.781032] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:39.781189] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T22:47:39.781232] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2666 tests [2025-10-16T22:47:39.781264] [INFO ] [CONFIGURE ] ADCT: Testing feature 3/29: add_daily_returns [2025-10-16T22:47:39.781293] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_daily_returns'] [2025-10-16T22:47:39.896763] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:40.008614] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:40.121335] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:40.238376] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:40.352974] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:40.468455] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:40.585914] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:40.702628] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:40.819868] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:40.944228] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:40.944396] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T22:47:40.944439] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2665 tests [2025-10-16T22:47:40.944473] [INFO ] [CONFIGURE ] ADCT: Testing feature 4/29: add_ema [2025-10-16T22:47:40.944503] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema'] [2025-10-16T22:47:41.073923] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:41.201639] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:41.327378] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:41.453917] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:41.577301] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:41.702390] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:47:41.833496] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:41.959730] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:47:42.085420] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:42.212635] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:42.212829] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_ema (score: 60.00%) [2025-10-16T22:47:42.212884] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2664 tests [2025-10-16T22:47:42.212925] [INFO ] [CONFIGURE ] ADCT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:47:42.213006] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:47:42.353080] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:42.487927] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:42.661724] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:42.801589] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:42.941984] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:43.082160] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:43.224036] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:43.370730] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:43.517364] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:43.659089] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:43.659284] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T22:47:43.659330] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2663 tests [2025-10-16T22:47:43.659366] [INFO ] [CONFIGURE ] ADCT: Testing feature 6/29: add_failed_moves [2025-10-16T22:47:43.659397] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_failed_moves'] [2025-10-16T22:47:43.776903] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:43.892327] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:44.010260] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:44.126872] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:44.243459] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:44.365837] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:44.485412] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:44.602993] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:44.723593] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:44.844348] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:47:44.844497] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:47:44.844540] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2662 tests [2025-10-16T22:47:44.844574] [INFO ] [CONFIGURE ] ADCT: Testing feature 7/29: add_lag_shelf [2025-10-16T22:47:44.844604] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_lag_shelf'] [2025-10-16T22:47:44.953348] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:45.060820] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:45.173330] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:45.281716] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:45.389775] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:45.499450] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:45.610181] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:45.720792] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:45.834941] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:45.952135] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:47:45.952324] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:47:45.952377] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2661 tests [2025-10-16T22:47:45.952412] [INFO ] [CONFIGURE ] ADCT: Testing feature 8/29: add_macd [2025-10-16T22:47:45.952442] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T22:47:46.099876] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:46.247954] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:46.401305] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:46.572713] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:46.726591] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:46.884945] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:47.037410] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:47.192204] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:47.356906] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:47:47.512772] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:47:47.512965] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_macd (score: 60.00%) [2025-10-16T22:47:47.513010] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2660 tests [2025-10-16T22:47:47.513045] [INFO ] [CONFIGURE ] ADCT: Testing feature 9/29: add_mfi [2025-10-16T22:47:47.513075] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_mfi'] [2025-10-16T22:47:47.647990] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:47.781384] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:47.916618] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:48.051786] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:48.198306] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:48.330232] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:48.464857] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:48.594815] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:48.733697] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:47:48.866934] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:48.867122] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_mfi (score: 40.00%) [2025-10-16T22:47:48.867165] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2659 tests [2025-10-16T22:47:48.867199] [INFO ] [CONFIGURE ] ADCT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:47:48.867230] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:47:49.010977] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:49.152530] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:49.298317] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:47:49.443234] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:49.590870] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:49.741814] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:49.888317] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:50.034230] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:50.184718] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:47:50.333467] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:50.333637] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-10-16T22:47:50.333720] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2658 tests [2025-10-16T22:47:50.333758] [INFO ] [CONFIGURE ] ADCT: Testing feature 11/29: add_obv_daily [2025-10-16T22:47:50.333787] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_obv_daily'] [2025-10-16T22:47:50.453396] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:50.571966] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:50.691165] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:50.811626] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:50.932256] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:51.054591] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:47:51.175137] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:51.297086] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:51.425037] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:51.573635] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:51.573850] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T22:47:51.573897] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2657 tests [2025-10-16T22:47:51.573933] [INFO ] [CONFIGURE ] ADCT: Testing feature 12/29: add_obv_interval [2025-10-16T22:47:51.573965] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_obv_interval'] [2025-10-16T22:47:51.778009] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:51.958877] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:52.131523] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:52.290353] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:52.431127] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:52.558536] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:52.677392] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:52.797304] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:52.917450] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:53.037120] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:53.037244] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T22:47:53.037306] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2656 tests [2025-10-16T22:47:53.037341] [INFO ] [CONFIGURE ] ADCT: Testing feature 13/29: add_opening_strength [2025-10-16T22:47:53.037370] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T22:47:53.159780] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:53.280745] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:53.402332] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:53.526696] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:53.649825] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:53.785732] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:53.910935] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:54.034166] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:47:54.160838] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:47:54.289811] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:54.290067] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T22:47:54.290151] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2655 tests [2025-10-16T22:47:54.290222] [INFO ] [CONFIGURE ] ADCT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:47:54.290272] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T22:47:54.433858] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:54.568292] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:54.699273] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:54.833528] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:54.966945] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:47:55.116377] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:47:55.264730] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:47:55.395073] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:55.526319] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:55.657201] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:55.657355] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T22:47:55.657398] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2654 tests [2025-10-16T22:47:55.657431] [INFO ] [CONFIGURE ] ADCT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:47:55.657460] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T22:47:55.766907] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:55.879304] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:55.990002] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:56.101017] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:56.212105] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:56.324163] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:47:56.436811] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:56.548919] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:56.661509] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:56.776410] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:47:56.776577] [INFO ] [CONFIGURE ] ADCT: KEPT add_pbf_morning_momentum (score: 70.00%) [2025-10-16T22:47:56.776620] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2653 tests [2025-10-16T22:47:56.776682] [INFO ] [CONFIGURE ] ADCT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:47:56.776732] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T22:47:56.899039] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:47:57.025808] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:47:57.142993] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:47:57.262308] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:57.387029] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:57.517482] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:47:57.643613] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:57.779803] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:47:57.914952] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:47:58.047997] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:58.048206] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-10-16T22:47:58.048274] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2652 tests [2025-10-16T22:47:58.048312] [INFO ] [CONFIGURE ] ADCT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:47:58.048344] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T22:47:58.175966] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:58.298769] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:58.423201] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:47:58.564913] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:58.694535] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:47:58.823153] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:47:58.956122] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:47:59.089796] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:47:59.222235] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:47:59.353672] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:47:59.353824] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T22:47:59.353868] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2651 tests [2025-10-16T22:47:59.353902] [INFO ] [CONFIGURE ] ADCT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:47:59.353933] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T22:47:59.465203] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:47:59.578197] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:47:59.696589] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:47:59.813410] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:47:59.931571] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:00.044549] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:00.172676] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:00.296836] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:00.420327] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:48:00.543254] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:00.543421] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T22:48:00.543465] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2650 tests [2025-10-16T22:48:00.543500] [INFO ] [CONFIGURE ] ADCT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:48:00.543531] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T22:48:00.661460] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:00.789839] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:00.905485] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:01.020337] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:01.134620] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:01.254099] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:01.371210] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:01.489394] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:01.607589] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:01.726298] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:01.726431] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T22:48:01.726475] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2649 tests [2025-10-16T22:48:01.726508] [INFO ] [CONFIGURE ] ADCT: Testing feature 20/29: add_price_rejection [2025-10-16T22:48:01.726538] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T22:48:01.849939] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:01.973095] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:02.097563] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:02.220848] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:02.348473] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:02.474703] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:02.604274] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:02.731060] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:02.861007] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:48:02.989993] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:02.990155] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T22:48:02.990198] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2648 tests [2025-10-16T22:48:02.990230] [INFO ] [CONFIGURE ] ADCT: Testing feature 21/29: add_range_position [2025-10-16T22:48:02.990265] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T22:48:03.122287] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:03.254297] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:03.420780] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:03.553842] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:03.686364] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:03.821799] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:03.964837] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:04.100849] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:04.241894] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:04.408600] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:04.408816] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:48:04.408867] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2647 tests [2025-10-16T22:48:04.408903] [INFO ] [CONFIGURE ] ADCT: Testing feature 22/29: add_realized_volatility [2025-10-16T22:48:04.408935] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T22:48:04.701228] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:04.866896] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:48:05.032015] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:05.198803] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:05.373785] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:05.523444] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:05.670797] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:05.823050] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:05.976443] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:06.126494] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:06.126638] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T22:48:06.126720] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2646 tests [2025-10-16T22:48:06.126759] [INFO ] [CONFIGURE ] ADCT: Testing feature 23/29: add_recent_range_context [2025-10-16T22:48:06.126789] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T22:48:06.248411] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:06.375579] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:06.497677] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:06.614862] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:06.731473] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:06.851304] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:06.971906] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:07.091390] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:07.210998] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:07.332492] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:48:07.332671] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T22:48:07.332732] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2645 tests [2025-10-16T22:48:07.332768] [INFO ] [CONFIGURE ] ADCT: Testing feature 24/29: add_rsi [2025-10-16T22:48:07.332799] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-10-16T22:48:07.469153] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:07.606182] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:07.742964] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:07.879357] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:08.029114] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:08.167883] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:48:08.305416] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:08.445528] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:48:08.586842] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:08.726011] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:08.726147] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_rsi (score: 50.00%) [2025-10-16T22:48:08.726189] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2644 tests [2025-10-16T22:48:08.726223] [INFO ] [CONFIGURE ] ADCT: Testing feature 25/29: add_tick_distribution [2025-10-16T22:48:08.726326] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T22:48:08.840007] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:08.956925] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:09.073762] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:09.187174] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:09.301068] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:09.416970] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:09.537551] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:09.654949] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:09.782171] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:48:09.931815] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:09.931985] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T22:48:09.932029] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2643 tests [2025-10-16T22:48:09.932063] [INFO ] [CONFIGURE ] ADCT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:48:09.932092] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T22:48:10.050211] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:10.163187] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:10.276488] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:10.390288] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:10.505759] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:10.621261] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:48:10.740125] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:10.856535] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:10.975330] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:11.097977] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:11.098162] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T22:48:11.098251] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2642 tests [2025-10-16T22:48:11.098292] [INFO ] [CONFIGURE ] ADCT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:48:11.098324] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T22:48:11.227101] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:11.353546] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:11.480890] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:11.610299] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:11.741055] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:11.882031] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:12.014010] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:12.147846] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:12.278401] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:48:12.408295] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:12.408453] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:48:12.408496] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2641 tests [2025-10-16T22:48:12.408537] [INFO ] [CONFIGURE ] ADCT: Testing feature 28/29: add_volume_profile [2025-10-16T22:48:12.408568] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T22:48:12.525565] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:12.648456] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:12.785021] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:48:12.917809] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:13.047233] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:13.169728] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:48:13.291997] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:13.412983] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:13.542912] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:13.668114] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:13.668313] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:48:13.668367] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2640 tests [2025-10-16T22:48:13.668424] [INFO ] [CONFIGURE ] ADCT: Testing feature 29/29: add_vwap [2025-10-16T22:48:13.668472] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_pbf_morning_momentum', 'add_vwap'] [2025-10-16T22:48:13.796668] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:13.922464] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:48:14.047191] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:14.170155] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:14.293608] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:14.423211] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:14.579803] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:14.726869] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:14.873507] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:48:15.018496] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:48:15.018716] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_vwap (score: 40.00%) [2025-10-16T22:48:15.018776] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2639 tests [2025-10-16T22:48:15.018856] [INFO ] [CONFIGURE ] ADCT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:48:15.018918] [INFO ] [CONFIGURE ] ADCT: Best accuracy: 70.00% [2025-10-16T22:48:15.018952] [INFO ] [CONFIGURE ] ADCT: Best feature set (1 features): ['add_pbf_morning_momentum'] [2025-10-16T22:48:15.018993] [INFO ] [CONFIGURE ] ADCT: Improvement over baseline: 10.00% [2025-10-16T22:48:15.019062] [INFO ] [CONFIGURE ] ADCT: Total time: 37.7 seconds [2025-10-16T22:48:15.019137] [INFO ] [CONFIGURE ] ADCT: Average time per feature: 1.3 seconds [2025-10-16T22:48:15.019198] [INFO ] [CONFIGURE ] ADCT: Average speed: 0.77 features/sec [2025-10-16T22:48:15.019966] [INFO ] [LOCAL ] Saved configuration for ADCT: 1 features, 70.00% accuracy -> ./output/feature-sets/ADCT.json [2025-10-16T22:48:15.020054] [INFO ] [CONFIGURE ] ADCT: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T22:48:15.020138] [INFO ] [sig ] [5/96] Successfully configured ADCT | 0.02 sym/s | Total: 3.4m | ETA: 1.0h [2025-10-16T22:48:15.020209] [INFO ] [sig ] [6/96] Configuring AEO... [2025-10-16T22:48:15.020265] [INFO ] [CONFIGURE ] AEO: Configurate test run. [2025-10-16T22:48:15.020306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-10-16T22:48:15.035885] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEO'. [2025-10-16T22:48:15.036310] [INFO ] [CONFIGURE ] AEO: Testing with 29 available features [2025-10-16T22:48:15.036369] [INFO ] [CONFIGURE ] AEO: Establishing baseline with no features... [2025-10-16T22:48:15.161415] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:15.282927] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:15.407029] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:15.533924] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:15.658720] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:15.779078] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:15.903553] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:16.040981] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:16.175623] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:16.300075] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:48:16.300273] [INFO ] [CONFIGURE ] AEO: Baseline score (no features): 40.00% [2025-10-16T22:48:16.300337] [INFO ] [CONFIGURE ] AEO: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:48:16.300382] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:48:16.431186] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:16.547887] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:16.664464] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:16.781270] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:16.900218] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:17.017166] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:17.136986] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:17.261119] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:17.388786] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:17.516429] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:17.516602] [INFO ] [CONFIGURE ] AEO: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T22:48:17.516690] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2638 tests [2025-10-16T22:48:17.516741] [INFO ] [CONFIGURE ] AEO: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:48:17.516774] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:48:17.663543] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:17.806548] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:48:17.949143] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:18.093163] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:18.246493] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:18.398474] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:18.538947] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:18.677141] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:18.815761] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:18.956165] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:18.956316] [INFO ] [CONFIGURE ] AEO: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T22:48:18.956359] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2637 tests [2025-10-16T22:48:18.956392] [INFO ] [CONFIGURE ] AEO: Testing feature 3/29: add_daily_returns [2025-10-16T22:48:18.956423] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T22:48:19.102470] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:19.249557] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:48:19.396522] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:19.548358] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:19.696726] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:19.843177] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:19.996983] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:20.148912] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:20.299724] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:20.451510] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:20.451726] [INFO ] [CONFIGURE ] AEO: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T22:48:20.451789] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2636 tests [2025-10-16T22:48:20.451825] [INFO ] [CONFIGURE ] AEO: Testing feature 4/29: add_ema [2025-10-16T22:48:20.451856] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T22:48:20.612806] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:20.776793] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:20.937437] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:21.103399] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:21.265615] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:21.435115] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:21.605379] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:21.776234] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:21.941639] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:22.126088] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:22.126296] [INFO ] [CONFIGURE ] AEO: DISCARDED add_ema (score: 50.00%) [2025-10-16T22:48:22.126341] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2635 tests [2025-10-16T22:48:22.126376] [INFO ] [CONFIGURE ] AEO: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:48:22.126407] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:48:22.285944] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:22.450719] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:22.611720] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:22.776780] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:22.935107] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:23.095421] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:23.257237] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:23.419236] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:23.591045] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:23.777853] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:23.778058] [INFO ] [CONFIGURE ] AEO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:48:23.778104] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2634 tests [2025-10-16T22:48:23.778140] [INFO ] [CONFIGURE ] AEO: Testing feature 6/29: add_failed_moves [2025-10-16T22:48:23.778202] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-10-16T22:48:23.921338] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:24.099485] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:48:24.275936] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:24.435891] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:24.583671] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:24.732598] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:24.880271] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:25.022220] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:25.168983] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:25.310823] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:25.310967] [INFO ] [CONFIGURE ] AEO: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:48:25.311010] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2633 tests [2025-10-16T22:48:25.311043] [INFO ] [CONFIGURE ] AEO: Testing feature 7/29: add_lag_shelf [2025-10-16T22:48:25.311073] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T22:48:25.444709] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:25.583313] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:25.721119] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:25.855604] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:25.996890] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:26.131364] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:26.271475] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:26.414854] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:26.562022] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:26.712909] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:26.713114] [INFO ] [CONFIGURE ] AEO: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:48:26.713172] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2632 tests [2025-10-16T22:48:26.713210] [INFO ] [CONFIGURE ] AEO: Testing feature 8/29: add_macd [2025-10-16T22:48:26.713243] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T22:48:26.888589] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:27.062519] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:48:27.236047] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:27.410226] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:27.593049] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:27.815832] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:27.997200] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:28.203300] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:28.396579] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:28.582123] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:28.582289] [INFO ] [CONFIGURE ] AEO: DISCARDED add_macd (score: 50.00%) [2025-10-16T22:48:28.582334] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2631 tests [2025-10-16T22:48:28.582372] [INFO ] [CONFIGURE ] AEO: Testing feature 9/29: add_mfi [2025-10-16T22:48:28.582404] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-10-16T22:48:28.742446] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:28.904457] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:48:29.070983] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:29.232239] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:29.394877] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:29.581758] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:29.795298] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:29.972109] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:30.160565] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:30.345271] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:30.345542] [INFO ] [CONFIGURE ] AEO: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:48:30.345593] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2630 tests [2025-10-16T22:48:30.345635] [INFO ] [CONFIGURE ] AEO: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:48:30.345716] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:48:30.533552] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:30.724052] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:30.912048] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:31.101196] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:31.291636] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:31.485255] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:31.677438] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:31.884615] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:32.072812] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:32.259104] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:32.259324] [INFO ] [CONFIGURE ] AEO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T22:48:32.259370] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2629 tests [2025-10-16T22:48:32.259406] [INFO ] [CONFIGURE ] AEO: Testing feature 11/29: add_obv_daily [2025-10-16T22:48:32.259439] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-10-16T22:48:32.419703] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:32.586255] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:32.748487] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:32.914104] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:33.081535] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:33.255483] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:33.433165] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:33.615024] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:33.824735] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:34.002609] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:34.002880] [INFO ] [CONFIGURE ] AEO: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:48:34.002930] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2628 tests [2025-10-16T22:48:34.002967] [INFO ] [CONFIGURE ] AEO: Testing feature 12/29: add_obv_interval [2025-10-16T22:48:34.002999] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-10-16T22:48:34.178788] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:34.350992] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:34.518324] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:34.684130] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:34.854271] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:35.030954] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:35.195219] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:35.350162] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:35.501787] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:35.657495] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:35.657680] [INFO ] [CONFIGURE ] AEO: KEPT add_obv_interval (score: 70.00%) [2025-10-16T22:48:35.657742] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2627 tests [2025-10-16T22:48:35.657802] [INFO ] [CONFIGURE ] AEO: Testing feature 13/29: add_opening_strength [2025-10-16T22:48:35.657834] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:48:35.822086] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:48:35.991507] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:36.161875] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:36.330592] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:36.496441] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:36.663833] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:36.837002] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:37.011992] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:37.184567] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:37.355109] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:37.355254] [INFO ] [CONFIGURE ] AEO: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:48:37.355298] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2626 tests [2025-10-16T22:48:37.355332] [INFO ] [CONFIGURE ] AEO: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:48:37.355362] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T22:48:37.525032] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:37.691824] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:37.858723] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:38.025883] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:38.201978] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:38.399219] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:38.569972] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:38.741834] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:38.912309] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:39.090927] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:39.091073] [INFO ] [CONFIGURE ] AEO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T22:48:39.091117] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2625 tests [2025-10-16T22:48:39.091152] [INFO ] [CONFIGURE ] AEO: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:48:39.091181] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T22:48:39.244041] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:39.399081] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:39.550090] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:39.706290] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:39.859041] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:40.016746] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:40.179984] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:40.358502] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:40.515181] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:40.671635] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:40.671783] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T22:48:40.671830] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2624 tests [2025-10-16T22:48:40.671863] [INFO ] [CONFIGURE ] AEO: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:48:40.671894] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T22:48:40.830033] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:40.985989] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:41.141285] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:41.302950] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:41.455299] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:41.616448] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:41.790887] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:41.957782] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:42.124583] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:42.292308] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:42.292485] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:48:42.292529] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2623 tests [2025-10-16T22:48:42.292564] [INFO ] [CONFIGURE ] AEO: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:48:42.292595] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T22:48:42.463399] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:42.632544] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:42.799314] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:42.966365] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:43.136217] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:43.306409] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:43.471217] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:43.637906] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:43.816199] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:44.021796] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:44.022014] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T22:48:44.022076] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2622 tests [2025-10-16T22:48:44.022136] [INFO ] [CONFIGURE ] AEO: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:48:44.022240] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T22:48:44.272164] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:44.503312] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:44.701436] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:44.885214] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:45.046721] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:45.203550] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:45.358957] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:45.516282] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:45.677494] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:45.838409] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:45.838598] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T22:48:45.838666] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2621 tests [2025-10-16T22:48:45.838728] [INFO ] [CONFIGURE ] AEO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:48:45.838764] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T22:48:45.995349] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:46.149214] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:46.302208] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:46.457867] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:46.621775] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:46.779521] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:46.941628] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:47.103434] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:47.274536] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:47.449114] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:47.449329] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T22:48:47.449383] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2620 tests [2025-10-16T22:48:47.449424] [INFO ] [CONFIGURE ] AEO: Testing feature 20/29: add_price_rejection [2025-10-16T22:48:47.449460] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_price_rejection'] [2025-10-16T22:48:47.629984] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:47.809405] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:48:47.999903] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:48.184345] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:48.371346] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:48.547388] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:48:48.727161] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:48.901039] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:49.089839] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:49.276245] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:49.276482] [INFO ] [CONFIGURE ] AEO: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:48:49.276530] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2619 tests [2025-10-16T22:48:49.276570] [INFO ] [CONFIGURE ] AEO: Testing feature 21/29: add_range_position [2025-10-16T22:48:49.276605] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_range_position'] [2025-10-16T22:48:49.503968] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:49.690879] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:49.886082] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:50.076074] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:50.269213] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:50.460697] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:48:50.643971] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:50.830566] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:51.013296] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:51.199109] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:51.199300] [INFO ] [CONFIGURE ] AEO: DISCARDED add_range_position (score: 60.00%) [2025-10-16T22:48:51.199375] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2618 tests [2025-10-16T22:48:51.199416] [INFO ] [CONFIGURE ] AEO: Testing feature 22/29: add_realized_volatility [2025-10-16T22:48:51.199448] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_realized_volatility'] [2025-10-16T22:48:51.395842] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:51.592343] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:51.795357] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:52.015887] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:52.211912] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:52.408747] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:52.602253] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:52.807473] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:53.006807] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:53.205001] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:53.205200] [INFO ] [CONFIGURE ] AEO: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T22:48:53.205247] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2617 tests [2025-10-16T22:48:53.205284] [INFO ] [CONFIGURE ] AEO: Testing feature 23/29: add_recent_range_context [2025-10-16T22:48:53.205361] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_recent_range_context'] [2025-10-16T22:48:53.373245] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:53.556468] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:53.733991] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:53.905234] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:54.072121] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:54.243499] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:54.414201] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:54.585493] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:54.751795] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:54.924419] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:54.924569] [INFO ] [CONFIGURE ] AEO: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T22:48:54.924612] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2616 tests [2025-10-16T22:48:54.924677] [INFO ] [CONFIGURE ] AEO: Testing feature 24/29: add_rsi [2025-10-16T22:48:54.924732] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T22:48:55.101603] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:55.277845] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:55.453567] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:55.637532] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:55.817427] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:48:56.004321] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:56.189340] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:48:56.374831] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:56.556506] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:56.738939] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:56.739105] [INFO ] [CONFIGURE ] AEO: DISCARDED add_rsi (score: 60.00%) [2025-10-16T22:48:56.739149] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2615 tests [2025-10-16T22:48:56.739184] [INFO ] [CONFIGURE ] AEO: Testing feature 25/29: add_tick_distribution [2025-10-16T22:48:56.739216] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution'] [2025-10-16T22:48:56.893607] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:57.054760] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:57.221755] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:57.410435] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:48:57.593880] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:57.763023] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:57.931860] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:58.097591] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:48:58.267775] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:48:58.435974] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:48:58.436152] [INFO ] [CONFIGURE ] AEO: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T22:48:58.436197] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2614 tests [2025-10-16T22:48:58.436240] [INFO ] [CONFIGURE ] AEO: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:48:58.436273] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T22:48:58.630232] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:48:58.807790] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:48:58.975128] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:48:59.149783] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:48:59.332073] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:48:59.497788] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:48:59.661683] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:48:59.826144] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:49:00.002954] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:49:00.179087] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:49:00.179269] [INFO ] [CONFIGURE ] AEO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T22:49:00.179314] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2613 tests [2025-10-16T22:49:00.179349] [INFO ] [CONFIGURE ] AEO: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:49:00.179381] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T22:49:00.348848] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:49:00.517620] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:00.694450] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:49:00.866421] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:01.039826] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:49:01.216421] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:49:01.398220] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:01.616695] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:49:01.803341] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:49:01.984413] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:49:01.984620] [INFO ] [CONFIGURE ] AEO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:49:01.984727] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2612 tests [2025-10-16T22:49:01.984787] [INFO ] [CONFIGURE ] AEO: Testing feature 28/29: add_volume_profile [2025-10-16T22:49:01.984860] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_volume_profile'] [2025-10-16T22:49:02.154693] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:49:02.312693] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:49:02.475010] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:49:02.638500] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:02.802982] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:49:02.969290] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:49:03.136489] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:03.300704] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:49:03.473573] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:49:03.640083] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:49:03.640235] [INFO ] [CONFIGURE ] AEO: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T22:49:03.640278] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2611 tests [2025-10-16T22:49:03.640312] [INFO ] [CONFIGURE ] AEO: Testing feature 29/29: add_vwap [2025-10-16T22:49:03.640343] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_vwap'] [2025-10-16T22:49:03.803510] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:49:03.970313] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:49:04.132789] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:49:04.296400] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:04.471373] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:49:04.672277] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:49:04.841043] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:05.008800] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:49:05.175503] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:49:05.342268] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:49:05.342439] [INFO ] [CONFIGURE ] AEO: DISCARDED add_vwap (score: 50.00%) [2025-10-16T22:49:05.342482] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2610 tests [2025-10-16T22:49:05.342517] [INFO ] [CONFIGURE ] AEO: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:49:05.342547] [INFO ] [CONFIGURE ] AEO: Best accuracy: 70.00% [2025-10-16T22:49:05.342578] [INFO ] [CONFIGURE ] AEO: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-10-16T22:49:05.342607] [INFO ] [CONFIGURE ] AEO: Improvement over baseline: 30.00% [2025-10-16T22:49:05.342634] [INFO ] [CONFIGURE ] AEO: Total time: 49.0 seconds [2025-10-16T22:49:05.342703] [INFO ] [CONFIGURE ] AEO: Average time per feature: 1.7 seconds [2025-10-16T22:49:05.342746] [INFO ] [CONFIGURE ] AEO: Average speed: 0.59 features/sec [2025-10-16T22:49:05.343316] [INFO ] [LOCAL ] Saved configuration for AEO: 3 features, 70.00% accuracy -> ./output/feature-sets/AEO.json [2025-10-16T22:49:05.343381] [INFO ] [CONFIGURE ] AEO: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-10-16T22:49:05.343452] [INFO ] [sig ] [6/96] Successfully configured AEO | 0.02 sym/s | Total: 4.3m | ETA: 1.1h [2025-10-16T22:49:05.343539] [INFO ] [sig ] [7/96] Configuring AFB... [2025-10-16T22:49:05.343593] [INFO ] [CONFIGURE ] AFB: Configurate test run. [2025-10-16T22:49:05.343625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-10-16T22:49:05.358435] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFB'. [2025-10-16T22:49:05.358782] [INFO ] [CONFIGURE ] AFB: Testing with 29 available features [2025-10-16T22:49:05.358851] [INFO ] [CONFIGURE ] AFB: Establishing baseline with no features... [2025-10-16T22:49:05.463738] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:05.580359] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:49:05.690240] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:49:05.828896] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:05.941153] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:49:06.050938] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:06.162133] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:06.273906] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:06.388511] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:06.501336] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:49:06.501491] [INFO ] [CONFIGURE ] AFB: Baseline score (no features): 30.00% [2025-10-16T22:49:06.501537] [INFO ] [CONFIGURE ] AFB: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:49:06.501572] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:49:06.625145] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:06.752596] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:06.880487] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:07.008665] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:07.134173] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:07.260550] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:07.382259] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:07.506189] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:07.665164] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:07.797118] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:49:07.797312] [INFO ] [CONFIGURE ] AFB: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T22:49:07.797374] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2609 tests [2025-10-16T22:49:07.797412] [INFO ] [CONFIGURE ] AFB: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:49:07.797444] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:49:07.939410] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:08.081136] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:08.220986] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:08.362056] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:08.506246] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:08.650386] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:08.800770] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:08.943154] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:09.160969] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:09.307086] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:09.307240] [INFO ] [CONFIGURE ] AFB: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T22:49:09.307282] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2608 tests [2025-10-16T22:49:09.307315] [INFO ] [CONFIGURE ] AFB: Testing feature 3/29: add_daily_returns [2025-10-16T22:49:09.307345] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T22:49:09.452103] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:09.605595] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:09.751805] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:09.897391] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:10.044665] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:10.192417] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:10.341975] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:10.490043] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:10.648428] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:10.798523] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:10.798713] [INFO ] [CONFIGURE ] AFB: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T22:49:10.798770] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2607 tests [2025-10-16T22:49:10.798806] [INFO ] [CONFIGURE ] AFB: Testing feature 4/29: add_ema [2025-10-16T22:49:10.798837] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T22:49:10.958251] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:11.118074] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:11.280553] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:11.442756] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:11.606038] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:11.765425] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:11.934034] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:12.094205] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:12.255800] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:12.417183] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:12.417356] [INFO ] [CONFIGURE ] AFB: DISCARDED add_ema (score: 70.00%) [2025-10-16T22:49:12.417399] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2606 tests [2025-10-16T22:49:12.417458] [INFO ] [CONFIGURE ] AFB: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:49:12.417491] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:49:12.583448] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:12.746906] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:49:12.911197] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:13.075698] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:13.240255] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:13.404983] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:13.582139] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:13.777787] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:13.944296] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:14.112844] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:49:14.113021] [INFO ] [CONFIGURE ] AFB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:49:14.113064] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2605 tests [2025-10-16T22:49:14.113098] [INFO ] [CONFIGURE ] AFB: Testing feature 6/29: add_failed_moves [2025-10-16T22:49:14.113130] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-10-16T22:49:14.259192] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:14.409982] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:14.555613] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:14.712625] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:14.865882] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:15.015974] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:15.169076] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:15.320944] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:15.467536] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:15.627208] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:15.627366] [INFO ] [CONFIGURE ] AFB: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T22:49:15.627437] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2604 tests [2025-10-16T22:49:15.627495] [INFO ] [CONFIGURE ] AFB: Testing feature 7/29: add_lag_shelf [2025-10-16T22:49:15.627530] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T22:49:15.767309] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:15.908130] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:16.048872] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:16.193454] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:16.341017] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:16.486350] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:16.628231] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:16.805200] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:16.946950] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:17.092946] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:17.093093] [INFO ] [CONFIGURE ] AFB: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T22:49:17.093138] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2603 tests [2025-10-16T22:49:17.093172] [INFO ] [CONFIGURE ] AFB: Testing feature 8/29: add_macd [2025-10-16T22:49:17.093204] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T22:49:17.276931] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:17.459192] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:17.644393] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:17.835825] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:18.018448] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:18.199968] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:18.387676] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:18.574901] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:18.764545] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:18.951926] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:18.952122] [INFO ] [CONFIGURE ] AFB: DISCARDED add_macd (score: 70.00%) [2025-10-16T22:49:18.952188] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2602 tests [2025-10-16T22:49:18.952229] [INFO ] [CONFIGURE ] AFB: Testing feature 9/29: add_mfi [2025-10-16T22:49:18.952260] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-10-16T22:49:19.109671] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:19.274619] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:19.436071] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:19.597417] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:19.777889] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:19.942601] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:20.103043] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:20.265475] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:20.426975] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:20.617806] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:20.618027] [INFO ] [CONFIGURE ] AFB: DISCARDED add_mfi (score: 70.00%) [2025-10-16T22:49:20.618111] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2601 tests [2025-10-16T22:49:20.618183] [INFO ] [CONFIGURE ] AFB: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:49:20.618240] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:49:20.825578] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:21.019037] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:21.195927] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:21.375599] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:21.550553] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:21.731194] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:21.907816] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:22.088977] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:22.268124] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:22.459019] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:22.459175] [INFO ] [CONFIGURE ] AFB: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T22:49:22.459218] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2600 tests [2025-10-16T22:49:22.459252] [INFO ] [CONFIGURE ] AFB: Testing feature 11/29: add_obv_daily [2025-10-16T22:49:22.459282] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-10-16T22:49:22.613954] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:22.784982] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:22.964422] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:23.144884] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:23.320784] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:23.487361] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:23.657791] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:23.825234] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:24.004565] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:24.155404] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:24.155536] [INFO ] [CONFIGURE ] AFB: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T22:49:24.155579] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2599 tests [2025-10-16T22:49:24.155613] [INFO ] [CONFIGURE ] AFB: Testing feature 12/29: add_obv_interval [2025-10-16T22:49:24.155666] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-10-16T22:49:24.310162] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:24.471488] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:24.631803] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:24.802912] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:24.963410] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:25.129627] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:25.292009] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:25.447188] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:25.611891] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:25.768771] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:25.768986] [INFO ] [CONFIGURE ] AFB: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T22:49:25.769030] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2598 tests [2025-10-16T22:49:25.769067] [INFO ] [CONFIGURE ] AFB: Testing feature 13/29: add_opening_strength [2025-10-16T22:49:25.769099] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:49:25.940859] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:26.112957] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:26.288682] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:26.452739] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:26.633533] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:26.802667] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:26.970975] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:27.142745] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:27.315840] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:27.494304] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:27.494560] [INFO ] [CONFIGURE ] AFB: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T22:49:27.494639] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2597 tests [2025-10-16T22:49:27.494726] [INFO ] [CONFIGURE ] AFB: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:49:27.494765] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T22:49:27.670431] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:27.849130] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:28.026274] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:28.201334] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:28.373155] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:28.547866] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:28.721890] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:28.930095] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:29.107967] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:29.280504] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:29.280827] [INFO ] [CONFIGURE ] AFB: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T22:49:29.280886] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2596 tests [2025-10-16T22:49:29.280925] [INFO ] [CONFIGURE ] AFB: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:49:29.280958] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T22:49:29.428268] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:29.587120] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:29.742165] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:29.897352] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:30.055385] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:30.218893] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:30.383550] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:30.550888] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:30.706362] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:30.872433] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:30.872726] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T22:49:30.872866] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2595 tests [2025-10-16T22:49:30.872913] [INFO ] [CONFIGURE ] AFB: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:49:30.872949] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T22:49:31.041263] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:31.211065] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:31.383751] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:31.553763] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:31.736881] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:31.910712] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:32.082914] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:32.247150] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:32.409150] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:32.576438] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:32.576685] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T22:49:32.576755] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2594 tests [2025-10-16T22:49:32.576799] [INFO ] [CONFIGURE ] AFB: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:49:32.576834] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T22:49:32.740508] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:32.913691] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:33.086257] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:33.259129] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:33.430973] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:33.607530] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:33.768298] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:33.926068] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:34.087468] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:34.249144] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:34.249333] [INFO ] [CONFIGURE ] AFB: KEPT add_pbf_return_2d (score: 80.00%) [2025-10-16T22:49:34.249379] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2593 tests [2025-10-16T22:49:34.249413] [INFO ] [CONFIGURE ] AFB: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:49:34.249444] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-10-16T22:49:34.425244] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:34.586915] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:34.755311] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:34.924390] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:35.092424] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:35.266006] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:35.436887] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:35.611878] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:35.785540] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:35.962347] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:35.962533] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-10-16T22:49:35.962596] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.4s/test | Remaining: 2592 tests [2025-10-16T22:49:35.962634] [INFO ] [CONFIGURE ] AFB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:49:35.962707] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-10-16T22:49:36.133682] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:36.299271] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:36.471160] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:36.679437] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:36.903305] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:37.132117] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:37.334421] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:37.521833] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:37.713349] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:37.879618] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:37.879859] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T22:49:37.879917] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2591 tests [2025-10-16T22:49:37.879967] [INFO ] [CONFIGURE ] AFB: Testing feature 20/29: add_price_rejection [2025-10-16T22:49:37.880015] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection'] [2025-10-16T22:49:38.070479] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:38.243625] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:38.420088] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:38.603796] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:38.777779] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:38.944264] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:39.114132] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:39.284031] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:39.453790] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:39.621108] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:49:39.621270] [INFO ] [CONFIGURE ] AFB: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:49:39.621313] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2590 tests [2025-10-16T22:49:39.621347] [INFO ] [CONFIGURE ] AFB: Testing feature 21/29: add_range_position [2025-10-16T22:49:39.621377] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position'] [2025-10-16T22:49:39.797484] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:39.981624] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:40.167294] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:40.346850] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:40.537599] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:40.717880] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:40.901445] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:41.114409] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:41.305963] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:41.495598] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:41.495785] [INFO ] [CONFIGURE ] AFB: DISCARDED add_range_position (score: 70.00%) [2025-10-16T22:49:41.495834] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2589 tests [2025-10-16T22:49:41.495870] [INFO ] [CONFIGURE ] AFB: Testing feature 22/29: add_realized_volatility [2025-10-16T22:49:41.495902] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-10-16T22:49:41.684887] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:41.871232] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:42.057509] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:42.246271] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:42.442008] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:42.634626] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:42.824713] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:43.013275] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:43.205602] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:43.394119] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:43.394336] [INFO ] [CONFIGURE ] AFB: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T22:49:43.394393] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2588 tests [2025-10-16T22:49:43.394429] [INFO ] [CONFIGURE ] AFB: Testing feature 23/29: add_recent_range_context [2025-10-16T22:49:43.394460] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-10-16T22:49:43.562512] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:43.728987] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:43.893323] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:44.062397] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:44.231832] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:44.401786] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:44.597046] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:44.767713] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:44.928950] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:45.090195] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:45.090350] [INFO ] [CONFIGURE ] AFB: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T22:49:45.090394] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2587 tests [2025-10-16T22:49:45.090426] [INFO ] [CONFIGURE ] AFB: Testing feature 24/29: add_rsi [2025-10-16T22:49:45.090456] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-10-16T22:49:45.265638] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:45.445707] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:45.634870] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:45.823540] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:46.008929] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:46.192553] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:46.383488] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:46.578737] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:46.774527] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:46.965889] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:46.966116] [INFO ] [CONFIGURE ] AFB: DISCARDED add_rsi (score: 70.00%) [2025-10-16T22:49:46.966175] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2586 tests [2025-10-16T22:49:46.966213] [INFO ] [CONFIGURE ] AFB: Testing feature 25/29: add_tick_distribution [2025-10-16T22:49:46.966246] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-10-16T22:49:47.158512] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:47.317838] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:47.483735] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:47.647966] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:47.815062] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:47.985900] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:48.149016] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:48.312952] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:48.486115] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:48.656137] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:48.656378] [INFO ] [CONFIGURE ] AFB: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T22:49:48.656430] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2585 tests [2025-10-16T22:49:48.656465] [INFO ] [CONFIGURE ] AFB: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:49:48.656496] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-10-16T22:49:48.819814] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:48.990568] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:49.162945] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:49.326467] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:49.494220] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:49.668193] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:49.833739] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:50.003266] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:50.198808] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:50.366253] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:50.366394] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T22:49:50.366436] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2584 tests [2025-10-16T22:49:50.366470] [INFO ] [CONFIGURE ] AFB: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:49:50.366500] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-10-16T22:49:50.546046] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:50.724305] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:50.905554] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:51.086194] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:51.267528] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:51.449897] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:51.634867] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:51.815902] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:52.005155] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:52.190442] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:52.190689] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T22:49:52.190751] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2583 tests [2025-10-16T22:49:52.190789] [INFO ] [CONFIGURE ] AFB: Testing feature 28/29: add_volume_profile [2025-10-16T22:49:52.190824] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile'] [2025-10-16T22:49:52.357775] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:52.526331] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:49:52.696909] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:52.864960] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:53.038795] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:53.240418] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:53.409261] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:53.579141] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:53.748047] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:53.923773] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:49:53.923931] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T22:49:53.923974] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2582 tests [2025-10-16T22:49:53.924008] [INFO ] [CONFIGURE ] AFB: Testing feature 29/29: add_vwap [2025-10-16T22:49:53.924039] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap'] [2025-10-16T22:49:54.133487] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:49:54.343685] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:49:54.516310] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:49:54.689041] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:49:54.862486] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:49:55.034431] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:49:55.213352] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:49:55.388819] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:49:55.566477] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:55.740171] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:55.740331] [INFO ] [CONFIGURE ] AFB: DISCARDED add_vwap (score: 80.00%) [2025-10-16T22:49:55.740377] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2581 tests [2025-10-16T22:49:55.740411] [INFO ] [CONFIGURE ] AFB: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:49:55.740497] [INFO ] [CONFIGURE ] AFB: Best accuracy: 80.00% [2025-10-16T22:49:55.740537] [INFO ] [CONFIGURE ] AFB: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T22:49:55.740567] [INFO ] [CONFIGURE ] AFB: Improvement over baseline: 50.00% [2025-10-16T22:49:55.740592] [INFO ] [CONFIGURE ] AFB: Total time: 49.2 seconds [2025-10-16T22:49:55.740618] [INFO ] [CONFIGURE ] AFB: Average time per feature: 1.7 seconds [2025-10-16T22:49:55.740673] [INFO ] [CONFIGURE ] AFB: Average speed: 0.59 features/sec [2025-10-16T22:49:55.741068] [INFO ] [LOCAL ] Saved configuration for AFB: 3 features, 80.00% accuracy -> ./output/feature-sets/AFB.json [2025-10-16T22:49:55.741148] [INFO ] [CONFIGURE ] AFB: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T22:49:55.741216] [INFO ] [sig ] [7/96] Successfully configured AFB | 0.02 sym/s | Total: 5.1m | ETA: 1.1h [2025-10-16T22:49:55.741260] [INFO ] [sig ] [8/96] Configuring AG... [2025-10-16T22:49:55.741314] [INFO ] [CONFIGURE ] AG: Configurate test run. [2025-10-16T22:49:55.741347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-10-16T22:49:55.757835] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AG'. [2025-10-16T22:49:55.758493] [INFO ] [CONFIGURE ] AG: Testing with 29 available features [2025-10-16T22:49:55.758560] [INFO ] [CONFIGURE ] AG: Establishing baseline with no features... [2025-10-16T22:49:55.878590] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:49:56.003483] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:49:56.129362] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:49:56.253762] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:56.379629] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:49:56.499827] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:49:56.630837] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:49:56.760556] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:49:56.895333] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:57.029931] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:57.030189] [INFO ] [CONFIGURE ] AG: Baseline score (no features): 50.00% [2025-10-16T22:49:57.030255] [INFO ] [CONFIGURE ] AG: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:49:57.030292] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:49:57.163054] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:49:57.300796] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:49:57.429935] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:49:57.573044] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:57.710874] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:49:57.849919] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:49:57.999727] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:49:58.141534] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:49:58.282684] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:58.422266] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:58.422516] [INFO ] [CONFIGURE ] AG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:49:58.422566] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2580 tests [2025-10-16T22:49:58.422603] [INFO ] [CONFIGURE ] AG: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:49:58.422636] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:49:58.559618] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:49:58.698877] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:49:58.836457] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:49:58.976155] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:49:59.111493] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:49:59.289008] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:49:59.429545] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:49:59.572225] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:49:59.716672] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:49:59.862255] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:49:59.862509] [INFO ] [CONFIGURE ] AG: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T22:49:59.862559] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2579 tests [2025-10-16T22:49:59.862599] [INFO ] [CONFIGURE ] AG: Testing feature 3/29: add_daily_returns [2025-10-16T22:49:59.862632] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns'] [2025-10-16T22:49:59.992715] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:00.132639] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:00.255266] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:00.372793] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:00.489335] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:00.607507] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:00.719634] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:00.832793] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:50:00.944520] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:01.057778] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:01.057938] [INFO ] [CONFIGURE ] AG: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T22:50:01.057982] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2578 tests [2025-10-16T22:50:01.058016] [INFO ] [CONFIGURE ] AG: Testing feature 4/29: add_ema [2025-10-16T22:50:01.058049] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema'] [2025-10-16T22:50:01.191981] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:01.315490] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:01.444765] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:01.587624] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:01.734587] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:01.863127] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:01.997301] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:02.131528] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:02.287098] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:02.416326] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:02.416519] [INFO ] [CONFIGURE ] AG: KEPT add_ema (score: 60.00%) [2025-10-16T22:50:02.416639] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2577 tests [2025-10-16T22:50:02.416725] [INFO ] [CONFIGURE ] AG: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:50:02.416759] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:50:02.573321] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:02.721597] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:02.885496] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:03.038380] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:03.198622] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:03.347077] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:03.495358] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:03.643830] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:03.793465] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:03.944116] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:03.944292] [INFO ] [CONFIGURE ] AG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T22:50:03.944336] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2576 tests [2025-10-16T22:50:03.944371] [INFO ] [CONFIGURE ] AG: Testing feature 6/29: add_failed_moves [2025-10-16T22:50:03.944402] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_failed_moves'] [2025-10-16T22:50:04.075046] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:04.205232] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:04.334476] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:04.463329] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:04.593051] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:04.727384] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:04.867807] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:05.007188] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:05.143972] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:05.278966] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:05.279149] [INFO ] [CONFIGURE ] AG: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:50:05.279231] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2575 tests [2025-10-16T22:50:05.279271] [INFO ] [CONFIGURE ] AG: Testing feature 7/29: add_lag_shelf [2025-10-16T22:50:05.279303] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-10-16T22:50:05.399376] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:05.523126] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:05.645222] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:05.770305] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:05.894234] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:06.021209] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:06.146547] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:06.275788] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:06.404743] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:06.535817] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:06.536013] [INFO ] [CONFIGURE ] AG: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:50:06.536076] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2574 tests [2025-10-16T22:50:06.536117] [INFO ] [CONFIGURE ] AG: Testing feature 8/29: add_macd [2025-10-16T22:50:06.536152] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-10-16T22:50:06.703834] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:06.863218] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:07.025547] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:07.194263] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:07.353472] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:07.515099] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:07.675189] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:07.841945] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:08.008195] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:08.171482] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:50:08.171683] [INFO ] [CONFIGURE ] AG: DISCARDED add_macd (score: 50.00%) [2025-10-16T22:50:08.171746] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2573 tests [2025-10-16T22:50:08.171786] [INFO ] [CONFIGURE ] AG: Testing feature 9/29: add_mfi [2025-10-16T22:50:08.171884] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_mfi'] [2025-10-16T22:50:08.308469] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:08.445762] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:08.587782] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:08.728424] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:08.869037] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:09.012003] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:09.154578] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:09.296119] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:09.440211] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:09.586613] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:09.586859] [INFO ] [CONFIGURE ] AG: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:50:09.586910] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2572 tests [2025-10-16T22:50:09.586947] [INFO ] [CONFIGURE ] AG: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:50:09.586979] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:50:09.760611] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:09.908320] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:10.059140] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:10.214231] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:10.366122] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:10.520719] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:10.679466] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:10.834990] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:10.999590] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:11.155342] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:11.155498] [INFO ] [CONFIGURE ] AG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T22:50:11.155540] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2571 tests [2025-10-16T22:50:11.155573] [INFO ] [CONFIGURE ] AG: Testing feature 11/29: add_obv_daily [2025-10-16T22:50:11.155603] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_obv_daily'] [2025-10-16T22:50:11.291878] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:11.460329] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:11.594734] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:11.741552] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:11.881610] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:12.036781] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:12.186187] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:12.342749] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:12.504554] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:12.660778] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:12.660983] [INFO ] [CONFIGURE ] AG: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:50:12.661029] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2570 tests [2025-10-16T22:50:12.661086] [INFO ] [CONFIGURE ] AG: Testing feature 12/29: add_obv_interval [2025-10-16T22:50:12.661142] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_obv_interval'] [2025-10-16T22:50:12.812769] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:12.956725] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:13.098020] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:13.231723] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:13.365388] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:13.501077] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:13.636371] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:13.772304] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:50:13.914971] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:14.062736] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:50:14.062989] [INFO ] [CONFIGURE ] AG: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:50:14.063054] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2569 tests [2025-10-16T22:50:14.063091] [INFO ] [CONFIGURE ] AG: Testing feature 13/29: add_opening_strength [2025-10-16T22:50:14.063122] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:50:14.207358] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:14.349924] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:14.497187] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:14.637451] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:14.781610] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:14.925812] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:15.070365] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:15.228310] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:15.396784] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:15.571773] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:15.571993] [INFO ] [CONFIGURE ] AG: KEPT add_opening_strength (score: 70.00%) [2025-10-16T22:50:15.572053] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2568 tests [2025-10-16T22:50:15.572158] [INFO ] [CONFIGURE ] AG: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:50:15.572204] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-10-16T22:50:15.735787] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:15.895771] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:16.081426] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:16.254230] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:16.430111] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:16.600265] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:16.762844] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:16.930685] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:17.104774] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:17.274175] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:17.274367] [INFO ] [CONFIGURE ] AG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T22:50:17.274413] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2567 tests [2025-10-16T22:50:17.274449] [INFO ] [CONFIGURE ] AG: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:50:17.274481] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-10-16T22:50:17.427394] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:17.574567] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:17.716251] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:17.860322] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:18.010193] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:18.156585] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:18.301951] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:18.447300] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:18.597358] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:18.748238] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:18.748419] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:50:18.748463] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2566 tests [2025-10-16T22:50:18.748497] [INFO ] [CONFIGURE ] AG: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:50:18.748528] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-10-16T22:50:18.899935] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:19.050745] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:19.206579] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:19.361315] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:19.520992] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:19.684045] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:19.844562] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:20.008043] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:20.173118] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:20.332500] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:20.332707] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:50:20.332767] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2565 tests [2025-10-16T22:50:20.332805] [INFO ] [CONFIGURE ] AG: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:50:20.332837] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-10-16T22:50:20.489927] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:20.647450] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:20.810124] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:20.976014] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:21.155513] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:21.333007] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:21.496599] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:21.691943] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:21.878016] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:22.062981] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:22.063229] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T22:50:22.063281] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2564 tests [2025-10-16T22:50:22.063368] [INFO ] [CONFIGURE ] AG: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:50:22.063422] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-10-16T22:50:22.210620] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:22.357506] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:22.505486] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:22.651823] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:22.805698] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:22.956497] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:23.110417] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:23.264900] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:50:23.425328] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:23.611849] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:23.612021] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T22:50:23.612066] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2563 tests [2025-10-16T22:50:23.612102] [INFO ] [CONFIGURE ] AG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:50:23.612134] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-10-16T22:50:23.759932] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:23.903586] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:24.047125] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:24.212890] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:24.370665] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:24.523055] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:24.671552] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:24.828865] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:24.984758] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:25.130860] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:25.131032] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:50:25.131076] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2562 tests [2025-10-16T22:50:25.131108] [INFO ] [CONFIGURE ] AG: Testing feature 20/29: add_price_rejection [2025-10-16T22:50:25.131138] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-10-16T22:50:25.281154] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:25.440948] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:25.606332] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:25.762264] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:25.915023] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:26.069556] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:26.253595] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:26.416414] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:26.595326] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:26.752843] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:26.753024] [INFO ] [CONFIGURE ] AG: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:50:26.753092] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2561 tests [2025-10-16T22:50:26.753151] [INFO ] [CONFIGURE ] AG: Testing feature 21/29: add_range_position [2025-10-16T22:50:26.753185] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-10-16T22:50:26.913987] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:27.081545] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:27.244611] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:27.409879] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:27.577177] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:27.752059] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:27.919949] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:28.100032] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:28.271152] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:28.443857] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:28.444050] [INFO ] [CONFIGURE ] AG: DISCARDED add_range_position (score: 60.00%) [2025-10-16T22:50:28.444096] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2560 tests [2025-10-16T22:50:28.444133] [INFO ] [CONFIGURE ] AG: Testing feature 22/29: add_realized_volatility [2025-10-16T22:50:28.444167] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-10-16T22:50:28.627035] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:28.811235] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:29.009490] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:29.212446] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:29.464907] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:29.764167] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:30.022725] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:30.229005] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:30.417055] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:30.610693] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:30.610915] [INFO ] [CONFIGURE ] AG: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T22:50:30.610974] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2559 tests [2025-10-16T22:50:30.611019] [INFO ] [CONFIGURE ] AG: Testing feature 23/29: add_recent_range_context [2025-10-16T22:50:30.611062] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-10-16T22:50:30.769369] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:30.915284] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:31.066874] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:31.222409] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:31.373357] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:31.524473] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:31.677114] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:31.830453] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:31.986871] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:32.140784] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:32.140941] [INFO ] [CONFIGURE ] AG: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T22:50:32.140986] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2558 tests [2025-10-16T22:50:32.141021] [INFO ] [CONFIGURE ] AG: Testing feature 24/29: add_rsi [2025-10-16T22:50:32.141053] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-10-16T22:50:32.290019] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:32.445224] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:32.597479] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:32.749626] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:32.900861] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:33.050768] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:33.200107] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:33.350914] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:33.500095] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:33.651914] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:33.652089] [INFO ] [CONFIGURE ] AG: DISCARDED add_rsi (score: 60.00%) [2025-10-16T22:50:33.652133] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2557 tests [2025-10-16T22:50:33.652170] [INFO ] [CONFIGURE ] AG: Testing feature 25/29: add_tick_distribution [2025-10-16T22:50:33.652202] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-10-16T22:50:33.792286] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:33.933974] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:34.074569] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:34.220981] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:34.367661] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:34.516586] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:34.669843] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:34.818794] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:34.968090] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:35.119187] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:35.119344] [INFO ] [CONFIGURE ] AG: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T22:50:35.119388] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2556 tests [2025-10-16T22:50:35.119422] [INFO ] [CONFIGURE ] AG: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:50:35.119453] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-10-16T22:50:35.267386] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:35.430260] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:35.580884] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:35.769122] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:35.920589] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:36.082499] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:36.241940] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:36.403776] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:36.562364] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:36.730591] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:36.731251] [INFO ] [CONFIGURE ] AG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T22:50:36.731308] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2555 tests [2025-10-16T22:50:36.731344] [INFO ] [CONFIGURE ] AG: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:50:36.731375] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-10-16T22:50:36.901051] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:37.070614] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:37.240123] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:37.408036] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:37.570903] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:37.736048] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:37.903499] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:38.068595] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:38.241749] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:38.426994] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:38.427180] [INFO ] [CONFIGURE ] AG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:50:38.427224] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2554 tests [2025-10-16T22:50:38.427258] [INFO ] [CONFIGURE ] AG: Testing feature 28/29: add_volume_profile [2025-10-16T22:50:38.427288] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-10-16T22:50:38.586326] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:50:38.775232] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:38.938888] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:39.097847] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:39.256804] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:39.409480] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:39.554833] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:39.714292] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:39.861941] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:40.022040] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:40.022242] [INFO ] [CONFIGURE ] AG: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:50:40.022299] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2553 tests [2025-10-16T22:50:40.022335] [INFO ] [CONFIGURE ] AG: Testing feature 29/29: add_vwap [2025-10-16T22:50:40.022366] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-10-16T22:50:40.170524] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:50:40.317700] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:50:40.468121] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:50:40.644325] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:50:40.825744] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:40.985310] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:41.137289] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:41.292576] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:50:41.459716] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:50:41.629207] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:41.629383] [INFO ] [CONFIGURE ] AG: DISCARDED add_vwap (score: 60.00%) [2025-10-16T22:50:41.629455] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2552 tests [2025-10-16T22:50:41.629495] [INFO ] [CONFIGURE ] AG: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:50:41.629525] [INFO ] [CONFIGURE ] AG: Best accuracy: 70.00% [2025-10-16T22:50:41.629555] [INFO ] [CONFIGURE ] AG: Best feature set (3 features): ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:50:41.629582] [INFO ] [CONFIGURE ] AG: Improvement over baseline: 20.00% [2025-10-16T22:50:41.629608] [INFO ] [CONFIGURE ] AG: Total time: 44.6 seconds [2025-10-16T22:50:41.629633] [INFO ] [CONFIGURE ] AG: Average time per feature: 1.5 seconds [2025-10-16T22:50:41.629699] [INFO ] [CONFIGURE ] AG: Average speed: 0.65 features/sec [2025-10-16T22:50:41.630281] [INFO ] [LOCAL ] Saved configuration for AG: 3 features, 70.00% accuracy -> ./output/feature-sets/AG.json [2025-10-16T22:50:41.630345] [INFO ] [CONFIGURE ] AG: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-10-16T22:50:41.630425] [INFO ] [sig ] [8/96] Successfully configured AG | 0.02 sym/s | Total: 5.9m | ETA: 1.1h [2025-10-16T22:50:41.630489] [INFO ] [sig ] [9/96] Configuring ANRO... [2025-10-16T22:50:41.630543] [INFO ] [CONFIGURE ] ANRO: Configurate test run. [2025-10-16T22:50:41.630576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'. [2025-10-16T22:50:41.643930] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANRO'. [2025-10-16T22:50:41.644300] [INFO ] [CONFIGURE ] ANRO: Testing with 29 available features [2025-10-16T22:50:41.644356] [INFO ] [CONFIGURE ] ANRO: Establishing baseline with no features... [2025-10-16T22:50:41.745487] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:41.846535] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:41.947150] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:42.047882] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:42.148937] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:42.249665] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:42.357097] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:42.460473] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:42.580895] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:42.686114] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:50:42.686262] [INFO ] [CONFIGURE ] ANRO: Baseline score (no features): 40.00% [2025-10-16T22:50:42.686304] [INFO ] [CONFIGURE ] ANRO: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:50:42.686336] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:50:42.802500] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:42.915997] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:43.030126] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:43.148325] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:43.262397] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:43.376964] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:43.493282] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:43.610716] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:43.749453] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:43.872010] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:50:43.872200] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:50:43.872245] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2551 tests [2025-10-16T22:50:43.872278] [INFO ] [CONFIGURE ] ANRO: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:50:43.872308] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:50:44.005798] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:44.125135] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:44.245455] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:44.367416] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:44.490072] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:44.612458] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:44.737995] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:44.859832] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:50:44.981284] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:45.103426] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:45.103566] [INFO ] [CONFIGURE ] ANRO: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T22:50:45.103608] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2550 tests [2025-10-16T22:50:45.103661] [INFO ] [CONFIGURE ] ANRO: Testing feature 3/29: add_daily_returns [2025-10-16T22:50:45.103718] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T22:50:45.226964] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:45.347366] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:45.468701] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:45.601981] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:45.723974] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:45.849548] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:45.988131] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:46.120742] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:46.254058] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:46.398430] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:50:46.398599] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T22:50:46.398664] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2549 tests [2025-10-16T22:50:46.398722] [INFO ] [CONFIGURE ] ANRO: Testing feature 4/29: add_ema [2025-10-16T22:50:46.398758] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T22:50:46.547411] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:50:46.697634] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:46.846982] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:46.991998] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:47.148015] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:47.301076] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:47.452142] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:47.604616] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:47.770212] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:47.928270] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:47.928511] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_ema (score: 40.00%) [2025-10-16T22:50:47.928567] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2548 tests [2025-10-16T22:50:47.928602] [INFO ] [CONFIGURE ] ANRO: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:50:47.928634] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:50:48.078285] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:48.229794] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:48.382009] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:48.534735] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:48.687845] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:48.854284] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:49.013789] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:49.174275] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:49.327899] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:49.479861] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:49.480036] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:50:49.480081] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2547 tests [2025-10-16T22:50:49.480117] [INFO ] [CONFIGURE ] ANRO: Testing feature 6/29: add_failed_moves [2025-10-16T22:50:49.480149] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T22:50:49.615026] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:49.745971] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:49.879082] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:50.015448] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:50.146907] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:50.279874] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:50.418088] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:50.548601] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:50:50.684687] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:50.821583] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:50.821733] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:50:50.821789] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2546 tests [2025-10-16T22:50:50.821826] [INFO ] [CONFIGURE ] ANRO: Testing feature 7/29: add_lag_shelf [2025-10-16T22:50:50.821858] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T22:50:50.943988] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:51.067750] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:51.199612] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:51.327818] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:51.455040] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:51.583444] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:51.711989] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:51.846159] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:50:51.986419] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:52.116182] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:52.116342] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:50:52.116385] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2545 tests [2025-10-16T22:50:52.116419] [INFO ] [CONFIGURE ] ANRO: Testing feature 8/29: add_macd [2025-10-16T22:50:52.116451] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T22:50:52.282399] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:52.451467] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:52.617054] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:52.792723] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:52.960936] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:53.122921] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:53.284383] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:53.448457] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:53.627820] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:53.794128] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:53.794318] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_macd (score: 50.00%) [2025-10-16T22:50:53.794364] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2544 tests [2025-10-16T22:50:53.794397] [INFO ] [CONFIGURE ] ANRO: Testing feature 9/29: add_mfi [2025-10-16T22:50:53.794427] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T22:50:53.950848] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:54.095108] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:54.231023] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:54.387845] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:54.546080] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:54.692341] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:54.831462] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:54.967838] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:50:55.105947] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:55.245115] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:55.245272] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:50:55.245316] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2543 tests [2025-10-16T22:50:55.245350] [INFO ] [CONFIGURE ] ANRO: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:50:55.245380] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:50:55.394072] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:55.542988] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:55.692459] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:55.842099] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:55.997113] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:50:56.149249] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:56.301911] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:56.454720] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:50:56.607967] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:56.763911] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:50:56.764110] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T22:50:56.764159] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2542 tests [2025-10-16T22:50:56.764194] [INFO ] [CONFIGURE ] ANRO: Testing feature 11/29: add_obv_daily [2025-10-16T22:50:56.764225] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T22:50:56.898084] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:57.030979] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:57.159823] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:57.288066] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:57.417039] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:57.546358] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:57.678390] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:57.811380] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:50:57.944636] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:58.077727] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:58.077878] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:50:58.077922] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2541 tests [2025-10-16T22:50:58.077955] [INFO ] [CONFIGURE ] ANRO: Testing feature 12/29: add_obv_interval [2025-10-16T22:50:58.078035] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T22:50:58.204823] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:58.334082] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:58.461978] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:50:58.593218] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:50:58.721551] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:50:58.855769] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:50:58.989708] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:50:59.122742] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:50:59.253213] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:50:59.395728] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:50:59.395925] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T22:50:59.395992] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2540 tests [2025-10-16T22:50:59.396031] [INFO ] [CONFIGURE ] ANRO: Testing feature 13/29: add_opening_strength [2025-10-16T22:50:59.396063] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:50:59.535978] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:50:59.677376] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:50:59.822242] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:00.001402] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:00.151449] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:00.296119] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:00.447440] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:00.599334] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:00.750591] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:00.901637] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:00.901839] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:51:00.901886] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2539 tests [2025-10-16T22:51:00.901919] [INFO ] [CONFIGURE ] ANRO: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:51:00.901949] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T22:51:01.048115] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:01.196616] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:01.352368] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:01.501905] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:01.653307] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:01.804502] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:01.957902] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:02.109304] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:02.263308] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:02.420571] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:02.420776] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T22:51:02.420849] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2538 tests [2025-10-16T22:51:02.420908] [INFO ] [CONFIGURE ] ANRO: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:51:02.420943] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T22:51:02.554668] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:02.687815] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:02.821090] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:02.954319] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:03.087982] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:51:03.222959] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:03.360354] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:03.493132] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:03.626857] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:03.765665] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:03.765836] [INFO ] [CONFIGURE ] ANRO: KEPT add_pbf_morning_momentum (score: 70.00%) [2025-10-16T22:51:03.765886] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2537 tests [2025-10-16T22:51:03.765920] [INFO ] [CONFIGURE ] ANRO: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:51:03.765950] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T22:51:03.906369] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:04.047557] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:04.188003] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:04.332332] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:04.477267] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:04.620846] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:04.766506] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:04.910764] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:05.057963] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:05.205008] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:05.205205] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T22:51:05.205250] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2536 tests [2025-10-16T22:51:05.205283] [INFO ] [CONFIGURE ] ANRO: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:51:05.205313] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T22:51:05.363778] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:05.524047] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:05.677002] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:05.848950] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:05.998690] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:06.159961] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:06.344209] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:06.494836] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:06.646387] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:06.795810] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:06.795979] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T22:51:06.796024] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2535 tests [2025-10-16T22:51:06.796084] [INFO ] [CONFIGURE ] ANRO: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:51:06.796115] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T22:51:06.933514] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:07.068774] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:07.207824] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:07.344079] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:07.479360] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:07.619694] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:07.757222] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:07.894015] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:08.033336] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:08.173215] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:08.173403] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T22:51:08.173448] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2534 tests [2025-10-16T22:51:08.173482] [INFO ] [CONFIGURE ] ANRO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:51:08.173514] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T22:51:08.310727] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:08.444933] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:08.583129] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:08.724941] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:08.868301] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:51:09.005608] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:09.167009] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:09.319981] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:09.458627] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:09.600865] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:09.601035] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:51:09.601080] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2533 tests [2025-10-16T22:51:09.601141] [INFO ] [CONFIGURE ] ANRO: Testing feature 20/29: add_price_rejection [2025-10-16T22:51:09.601200] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T22:51:09.744151] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:09.888876] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:10.045617] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:10.197946] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:10.345088] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:51:10.491672] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:10.638148] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:10.781376] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:10.928053] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:11.075829] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:11.076016] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T22:51:11.076093] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2532 tests [2025-10-16T22:51:11.076145] [INFO ] [CONFIGURE ] ANRO: Testing feature 21/29: add_range_position [2025-10-16T22:51:11.076181] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T22:51:11.231546] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:11.388810] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:11.540359] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:11.707285] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:11.871277] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:12.035378] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:12.200402] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:12.385442] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:12.549158] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:12.711758] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:12.711947] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_range_position (score: 40.00%) [2025-10-16T22:51:12.711992] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2531 tests [2025-10-16T22:51:12.712025] [INFO ] [CONFIGURE ] ANRO: Testing feature 22/29: add_realized_volatility [2025-10-16T22:51:12.712055] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T22:51:12.880848] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:13.051959] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:51:13.221543] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:13.390471] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:13.562150] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:13.737997] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:13.917812] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:14.101403] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:14.273736] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:14.449096] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:14.449268] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T22:51:14.449314] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2530 tests [2025-10-16T22:51:14.449347] [INFO ] [CONFIGURE ] ANRO: Testing feature 23/29: add_recent_range_context [2025-10-16T22:51:14.449398] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T22:51:14.588961] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:14.733029] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:14.882403] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:15.024577] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:15.167085] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:15.313440] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:15.489166] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:15.631626] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:15.773137] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:15.916268] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:15.916437] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T22:51:15.916484] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2529 tests [2025-10-16T22:51:15.916522] [INFO ] [CONFIGURE ] ANRO: Testing feature 24/29: add_rsi [2025-10-16T22:51:15.916553] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-10-16T22:51:16.076460] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:16.235104] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:16.395114] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:16.555070] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:16.716975] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:16.878245] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:17.041813] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:17.206580] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:17.375919] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:17.541196] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:17.541374] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_rsi (score: 50.00%) [2025-10-16T22:51:17.541418] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2528 tests [2025-10-16T22:51:17.541452] [INFO ] [CONFIGURE ] ANRO: Testing feature 25/29: add_tick_distribution [2025-10-16T22:51:17.541482] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T22:51:17.686879] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:17.829134] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:17.979146] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:18.123825] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:18.265170] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:18.438270] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:18.596921] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:18.743344] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:18.889425] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:19.036981] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:19.037168] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T22:51:19.037213] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2527 tests [2025-10-16T22:51:19.037247] [INFO ] [CONFIGURE ] ANRO: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:51:19.037278] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T22:51:19.181942] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:19.325894] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:19.471997] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:19.624033] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:19.770973] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:19.916225] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:20.061138] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:20.204821] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:20.351516] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:20.497373] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:51:20.497560] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T22:51:20.497604] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2526 tests [2025-10-16T22:51:20.497637] [INFO ] [CONFIGURE ] ANRO: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:51:20.497712] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T22:51:20.647026] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:20.797869] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:20.939011] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:21.083418] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:21.236300] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:21.387344] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:21.571386] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:21.721919] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:21.877282] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:22.029093] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:22.029281] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T22:51:22.029326] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2525 tests [2025-10-16T22:51:22.029361] [INFO ] [CONFIGURE ] ANRO: Testing feature 28/29: add_volume_profile [2025-10-16T22:51:22.029415] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T22:51:22.171944] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:22.312062] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:22.452951] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:22.600748] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:22.780092] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:22.945292] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:23.089712] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:23.236463] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:23.381820] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:23.527241] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:23.527421] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T22:51:23.527465] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2524 tests [2025-10-16T22:51:23.527499] [INFO ] [CONFIGURE ] ANRO: Testing feature 29/29: add_vwap [2025-10-16T22:51:23.527531] [INFO ] [CONFIGURE ] ANRO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_vwap'] [2025-10-16T22:51:23.668815] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:51:23.814838] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:51:23.961850] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:24.110053] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:24.255351] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:51:24.416381] [DEBUG] [FORECASTER] ANRO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:24.600175] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:51:24.761520] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:24.913265] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:25.064059] [DEBUG] [FORECASTER] ANRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:51:25.064224] [INFO ] [CONFIGURE ] ANRO: DISCARDED add_vwap (score: 40.00%) [2025-10-16T22:51:25.064307] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2523 tests [2025-10-16T22:51:25.064347] [INFO ] [CONFIGURE ] ANRO: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:51:25.064377] [INFO ] [CONFIGURE ] ANRO: Best accuracy: 70.00% [2025-10-16T22:51:25.064406] [INFO ] [CONFIGURE ] ANRO: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T22:51:25.064434] [INFO ] [CONFIGURE ] ANRO: Improvement over baseline: 30.00% [2025-10-16T22:51:25.064460] [INFO ] [CONFIGURE ] ANRO: Total time: 42.4 seconds [2025-10-16T22:51:25.064485] [INFO ] [CONFIGURE ] ANRO: Average time per feature: 1.5 seconds [2025-10-16T22:51:25.064512] [INFO ] [CONFIGURE ] ANRO: Average speed: 0.68 features/sec [2025-10-16T22:51:25.065023] [INFO ] [LOCAL ] Saved configuration for ANRO: 2 features, 70.00% accuracy -> ./output/feature-sets/ANRO.json [2025-10-16T22:51:25.065077] [INFO ] [CONFIGURE ] ANRO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T22:51:25.065115] [INFO ] [sig ] [9/96] Successfully configured ANRO | 0.02 sym/s | Total: 6.6m | ETA: 1.1h [2025-10-16T22:51:25.065163] [INFO ] [sig ] [10/96] Configuring APLE... [2025-10-16T22:51:25.065218] [INFO ] [CONFIGURE ] APLE: Configurate test run. [2025-10-16T22:51:25.065251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-10-16T22:51:25.078338] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APLE'. [2025-10-16T22:51:25.078709] [INFO ] [CONFIGURE ] APLE: Testing with 29 available features [2025-10-16T22:51:25.078765] [INFO ] [CONFIGURE ] APLE: Establishing baseline with no features... [2025-10-16T22:51:25.187971] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:25.296751] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:51:25.407406] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:25.518555] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:25.629962] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:25.764480] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:25.880001] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:51:25.997352] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:26.108559] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:26.221131] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:26.221290] [INFO ] [CONFIGURE ] APLE: Baseline score (no features): 50.00% [2025-10-16T22:51:26.221352] [INFO ] [CONFIGURE ] APLE: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:51:26.221386] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:51:26.347857] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:26.470156] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:26.596746] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:26.722039] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:26.846287] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:26.971448] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:27.097016] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:27.225088] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:27.371093] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:27.520665] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:27.520862] [INFO ] [CONFIGURE ] APLE: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T22:51:27.520909] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2522 tests [2025-10-16T22:51:27.520944] [INFO ] [CONFIGURE ] APLE: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:51:27.520976] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:51:27.687002] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:27.826523] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:27.971039] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:28.115802] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:28.260254] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:51:28.413035] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:28.559935] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:28.719204] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:28.875099] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:29.044633] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:29.044863] [INFO ] [CONFIGURE ] APLE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T22:51:29.044920] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2521 tests [2025-10-16T22:51:29.044956] [INFO ] [CONFIGURE ] APLE: Testing feature 3/29: add_daily_returns [2025-10-16T22:51:29.044987] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T22:51:29.194398] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:29.335662] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:29.475005] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:29.607007] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:29.734085] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:29.862030] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:29.991056] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:30.122281] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:30.256904] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:30.393107] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:30.393265] [INFO ] [CONFIGURE ] APLE: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T22:51:30.393309] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2520 tests [2025-10-16T22:51:30.393342] [INFO ] [CONFIGURE ] APLE: Testing feature 4/29: add_ema [2025-10-16T22:51:30.393372] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T22:51:30.535805] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:30.692233] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:30.835889] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:30.977474] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:31.121026] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:31.265448] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:31.421928] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:31.568594] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:31.717858] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:31.866099] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:31.866278] [INFO ] [CONFIGURE ] APLE: KEPT add_ema (score: 80.00%) [2025-10-16T22:51:31.866401] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2519 tests [2025-10-16T22:51:31.866464] [INFO ] [CONFIGURE ] APLE: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:51:31.866497] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:51:32.037195] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:32.206030] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:32.379456] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:32.547611] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:32.717636] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:32.892868] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:33.070039] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:33.237008] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:33.402983] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:33.568098] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:33.568311] [INFO ] [CONFIGURE ] APLE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T22:51:33.568365] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2518 tests [2025-10-16T22:51:33.568402] [INFO ] [CONFIGURE ] APLE: Testing feature 6/29: add_failed_moves [2025-10-16T22:51:33.568434] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-10-16T22:51:33.726740] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:33.880187] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:34.030839] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:34.181851] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:34.328808] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:34.476452] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:34.636858] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:34.786084] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:34.934483] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:35.083841] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:35.084027] [INFO ] [CONFIGURE ] APLE: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T22:51:35.084073] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2517 tests [2025-10-16T22:51:35.084109] [INFO ] [CONFIGURE ] APLE: Testing feature 7/29: add_lag_shelf [2025-10-16T22:51:35.084141] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-10-16T22:51:35.228895] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:35.369885] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:35.511979] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:35.648578] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:35.786616] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:35.924592] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:36.063166] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:36.201274] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:36.340689] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:36.481163] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:36.481329] [INFO ] [CONFIGURE ] APLE: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:51:36.481371] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2516 tests [2025-10-16T22:51:36.481404] [INFO ] [CONFIGURE ] APLE: Testing feature 8/29: add_macd [2025-10-16T22:51:36.481433] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-10-16T22:51:36.653918] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:36.827434] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:51:37.020701] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:37.218639] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:37.459243] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:37.709482] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:37.909081] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:38.121727] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:51:38.329499] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:38.505948] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:38.506155] [INFO ] [CONFIGURE ] APLE: DISCARDED add_macd (score: 40.00%) [2025-10-16T22:51:38.506200] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2515 tests [2025-10-16T22:51:38.506234] [INFO ] [CONFIGURE ] APLE: Testing feature 9/29: add_mfi [2025-10-16T22:51:38.506265] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-10-16T22:51:38.660306] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:38.812056] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:38.964327] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:39.118487] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:39.271638] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:39.426915] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:39.585385] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:39.789126] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:39.971470] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:40.133200] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:40.133412] [INFO ] [CONFIGURE ] APLE: DISCARDED add_mfi (score: 70.00%) [2025-10-16T22:51:40.133460] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2514 tests [2025-10-16T22:51:40.133496] [INFO ] [CONFIGURE ] APLE: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:51:40.133529] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:51:40.303954] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:40.472086] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:40.634828] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:40.802008] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:40.966810] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:41.130579] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:41.292322] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:41.455241] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:41.654616] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:41.862851] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:41.863072] [INFO ] [CONFIGURE ] APLE: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T22:51:41.863154] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2513 tests [2025-10-16T22:51:41.863208] [INFO ] [CONFIGURE ] APLE: Testing feature 11/29: add_obv_daily [2025-10-16T22:51:41.863245] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-10-16T22:51:42.012989] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:42.155937] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:42.297435] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:42.450876] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:42.600861] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:42.750434] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:42.901915] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:43.048962] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:43.206603] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:43.363445] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:43.363581] [INFO ] [CONFIGURE ] APLE: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:51:43.363624] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2512 tests [2025-10-16T22:51:43.363696] [INFO ] [CONFIGURE ] APLE: Testing feature 12/29: add_obv_interval [2025-10-16T22:51:43.363740] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-10-16T22:51:43.509185] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:43.658940] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:43.804834] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:43.954305] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:44.100815] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:44.248518] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:44.402610] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:51:44.553330] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:44.703390] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:44.863818] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:44.863959] [INFO ] [CONFIGURE ] APLE: DISCARDED add_obv_interval (score: 80.00%) [2025-10-16T22:51:44.864002] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2511 tests [2025-10-16T22:51:44.864036] [INFO ] [CONFIGURE ] APLE: Testing feature 13/29: add_opening_strength [2025-10-16T22:51:44.864066] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:51:45.033210] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:45.183473] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:45.334863] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:45.485821] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:45.644031] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:45.832780] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:45.988750] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:51:46.147253] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:46.310989] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:46.475985] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:46.476172] [INFO ] [CONFIGURE ] APLE: DISCARDED add_opening_strength (score: 80.00%) [2025-10-16T22:51:46.476217] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2510 tests [2025-10-16T22:51:46.476250] [INFO ] [CONFIGURE ] APLE: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:51:46.476280] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-10-16T22:51:46.631569] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:46.786887] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:46.942943] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:47.101910] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:47.258828] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:51:47.416008] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:47.574286] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:47.732915] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:47.890805] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:48.047437] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:51:48.047703] [INFO ] [CONFIGURE ] APLE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T22:51:48.047764] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2509 tests [2025-10-16T22:51:48.047800] [INFO ] [CONFIGURE ] APLE: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:51:48.047831] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-10-16T22:51:48.179037] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:48.313298] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:48.456441] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:48.597078] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:48.746223] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:48.888497] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:49.030215] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:49.171863] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:49.313347] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:49.455239] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:49.455411] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T22:51:49.455455] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2508 tests [2025-10-16T22:51:49.455488] [INFO ] [CONFIGURE ] APLE: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:51:49.455521] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-10-16T22:51:49.608058] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:49.754265] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:49.897137] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:50.041117] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:50.185733] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:50.331461] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:51:50.476731] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:51:50.622454] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:50.768626] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:51:50.916299] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:50.916469] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T22:51:50.916512] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2507 tests [2025-10-16T22:51:50.916545] [INFO ] [CONFIGURE ] APLE: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:51:50.916576] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-10-16T22:51:51.062770] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:51.214469] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:51.364797] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:51.514921] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:51.665953] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:51.829801] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:52.004123] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:52.156514] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:52.309465] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:52.471302] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:51:52.471480] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T22:51:52.471524] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2506 tests [2025-10-16T22:51:52.471562] [INFO ] [CONFIGURE ] APLE: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:51:52.471596] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-10-16T22:51:52.661810] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:51:52.804600] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:51:52.942178] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:53.080951] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:53.242896] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:53.390514] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:53.529772] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:53.669094] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:53.831411] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:53.981378] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:53.981547] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T22:51:53.981590] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2505 tests [2025-10-16T22:51:53.981627] [INFO ] [CONFIGURE ] APLE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:51:53.981698] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-10-16T22:51:54.122261] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:54.259918] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:54.397575] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:54.534501] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:54.674512] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:54.812031] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:54.950836] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:55.106768] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:55.261035] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:55.413361] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:55.413539] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T22:51:55.413582] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2504 tests [2025-10-16T22:51:55.413617] [INFO ] [CONFIGURE ] APLE: Testing feature 20/29: add_price_rejection [2025-10-16T22:51:55.413676] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-10-16T22:51:55.569477] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:55.721198] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:55.876586] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:56.035515] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:56.191417] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:56.346431] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:56.502089] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:56.663169] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:56.830499] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:57.002340] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:57.002534] [INFO ] [CONFIGURE ] APLE: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T22:51:57.002579] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2503 tests [2025-10-16T22:51:57.002615] [INFO ] [CONFIGURE ] APLE: Testing feature 21/29: add_range_position [2025-10-16T22:51:57.002670] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-10-16T22:51:57.176677] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:57.349564] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:57.519561] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:57.693391] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:57.859611] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:58.033896] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:58.195355] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:51:58.357691] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:51:58.522866] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:51:58.695072] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:51:58.695247] [INFO ] [CONFIGURE ] APLE: DISCARDED add_range_position (score: 70.00%) [2025-10-16T22:51:58.695289] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2502 tests [2025-10-16T22:51:58.695324] [INFO ] [CONFIGURE ] APLE: Testing feature 22/29: add_realized_volatility [2025-10-16T22:51:58.695355] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-10-16T22:51:58.870526] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:51:59.049177] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:51:59.229894] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:51:59.409050] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:51:59.593873] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:51:59.792280] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:51:59.987141] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:00.182159] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:00.371988] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:00.575428] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:52:00.575688] [INFO ] [CONFIGURE ] APLE: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T22:52:00.575849] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2501 tests [2025-10-16T22:52:00.575935] [INFO ] [CONFIGURE ] APLE: Testing feature 23/29: add_recent_range_context [2025-10-16T22:52:00.576011] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-10-16T22:52:00.741405] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:52:00.893162] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:01.048978] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:01.202129] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:01.362387] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:01.517021] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:52:01.684766] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:01.852371] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:02.021804] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:02.190192] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:52:02.190391] [INFO ] [CONFIGURE ] APLE: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T22:52:02.190439] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2500 tests [2025-10-16T22:52:02.190475] [INFO ] [CONFIGURE ] APLE: Testing feature 24/29: add_rsi [2025-10-16T22:52:02.190561] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T22:52:02.343373] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:52:02.501491] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:02.669231] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:02.838349] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:03.002178] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:03.160907] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:03.318703] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:03.484469] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:52:03.652876] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:03.820124] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:52:03.820314] [INFO ] [CONFIGURE ] APLE: DISCARDED add_rsi (score: 60.00%) [2025-10-16T22:52:03.820359] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2499 tests [2025-10-16T22:52:03.820395] [INFO ] [CONFIGURE ] APLE: Testing feature 25/29: add_tick_distribution [2025-10-16T22:52:03.820427] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-10-16T22:52:04.005029] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:52:04.155342] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:04.307568] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:04.455981] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:04.605130] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:04.755817] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:52:04.906720] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:05.062793] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:05.215914] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:05.366418] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:52:05.366580] [INFO ] [CONFIGURE ] APLE: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T22:52:05.366624] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2498 tests [2025-10-16T22:52:05.366690] [INFO ] [CONFIGURE ] APLE: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:52:05.366737] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-10-16T22:52:05.516829] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:52:05.668880] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:05.821780] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:05.978705] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:06.132224] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:06.299497] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:06.454531] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:06.610200] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:06.766160] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:06.922384] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:52:06.922559] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T22:52:06.922602] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2497 tests [2025-10-16T22:52:06.922636] [INFO ] [CONFIGURE ] APLE: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:52:06.922710] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-10-16T22:52:07.086043] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:52:07.253441] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:07.434416] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:07.597270] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:07.763226] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:07.930789] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:52:08.101090] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:08.271452] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:08.453336] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:08.625697] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:52:08.625895] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T22:52:08.625944] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2496 tests [2025-10-16T22:52:08.626044] [INFO ] [CONFIGURE ] APLE: Testing feature 28/29: add_volume_profile [2025-10-16T22:52:08.626098] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-10-16T22:52:08.780269] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:52:08.934856] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:09.093880] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:09.306065] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:09.462100] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:09.622451] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:52:09.781595] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:09.934933] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:10.115891] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:10.288597] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:52:10.288938] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T22:52:10.288998] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2495 tests [2025-10-16T22:52:10.289037] [INFO ] [CONFIGURE ] APLE: Testing feature 29/29: add_vwap [2025-10-16T22:52:10.289070] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-10-16T22:52:10.465399] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:52:10.642281] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:10.822723] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:52:10.995073] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:11.172474] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:52:11.345872] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:52:11.532421] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:11.713327] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:52:11.878012] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:52:12.038916] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:52:12.039070] [INFO ] [CONFIGURE ] APLE: DISCARDED add_vwap (score: 80.00%) [2025-10-16T22:52:12.039112] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2494 tests [2025-10-16T22:52:12.039146] [INFO ] [CONFIGURE ] APLE: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:52:12.039175] [INFO ] [CONFIGURE ] APLE: Best accuracy: 80.00% [2025-10-16T22:52:12.039204] [INFO ] [CONFIGURE ] APLE: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-10-16T22:52:12.039231] [INFO ] [CONFIGURE ] APLE: Improvement over baseline: 30.00% [2025-10-16T22:52:12.039257] [INFO ] [CONFIGURE ] APLE: Total time: 45.8 seconds [2025-10-16T22:52:12.039283] [INFO ] [CONFIGURE ] APLE: Average time per feature: 1.6 seconds [2025-10-16T22:52:12.039309] [INFO ] [CONFIGURE ] APLE: Average speed: 0.63 features/sec [2025-10-16T22:52:12.039965] [INFO ] [LOCAL ] Saved configuration for APLE: 2 features, 80.00% accuracy -> ./output/feature-sets/APLE.json [2025-10-16T22:52:12.040035] [INFO ] [CONFIGURE ] APLE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T22:52:12.040116] [INFO ] [sig ] [10/96] Successfully configured APLE | 0.02 sym/s | Total: 7.4m | ETA: 1.1h [2025-10-16T22:52:12.040175] [INFO ] [sig ] [11/96] Configuring AQN... [2025-10-16T22:52:12.040228] [INFO ] [CONFIGURE ] AQN: Configurate test run. [2025-10-16T22:52:12.040261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-10-16T22:52:12.056118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AQN'. [2025-10-16T22:52:12.056833] [INFO ] [CONFIGURE ] AQN: Testing with 29 available features [2025-10-16T22:52:12.056895] [INFO ] [CONFIGURE ] AQN: Establishing baseline with no features... [2025-10-16T22:52:12.178067] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:12.296027] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:12.419235] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:12.541445] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:52:12.670100] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:12.795862] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:12.915442] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:13.066931] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:13.207787] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:13.326174] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:52:13.326392] [INFO ] [CONFIGURE ] AQN: Baseline score (no features): 60.00% [2025-10-16T22:52:13.326439] [INFO ] [CONFIGURE ] AQN: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:52:13.326496] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:52:13.461823] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:13.586217] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:13.711388] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:13.836826] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:52:13.963683] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:14.103557] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:14.230536] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:14.360109] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:14.493682] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:14.634550] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:14.634819] [INFO ] [CONFIGURE ] AQN: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T22:52:14.634874] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2493 tests [2025-10-16T22:52:14.634915] [INFO ] [CONFIGURE ] AQN: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:52:14.634950] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:52:14.781007] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:52:14.921677] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:15.063933] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:15.233409] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:15.372934] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:15.514085] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:15.656590] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:15.803287] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:15.952214] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:16.099618] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:16.099957] [INFO ] [CONFIGURE ] AQN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T22:52:16.100037] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2492 tests [2025-10-16T22:52:16.100082] [INFO ] [CONFIGURE ] AQN: Testing feature 3/29: add_daily_returns [2025-10-16T22:52:16.100117] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns'] [2025-10-16T22:52:16.254895] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:16.380830] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:16.530864] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:16.660000] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:16.789220] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:16.929428] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:17.082110] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:17.210627] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:17.346816] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:17.478527] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:17.478825] [INFO ] [CONFIGURE ] AQN: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T22:52:17.478890] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2491 tests [2025-10-16T22:52:17.478930] [INFO ] [CONFIGURE ] AQN: Testing feature 4/29: add_ema [2025-10-16T22:52:17.478965] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_ema'] [2025-10-16T22:52:17.637845] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:52:17.789030] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:17.929378] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:18.077413] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:52:18.226339] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:18.378704] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:18.536977] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:18.681778] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:18.837928] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:18.987118] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:18.987383] [INFO ] [CONFIGURE ] AQN: DISCARDED add_ema (score: 50.00%) [2025-10-16T22:52:18.987440] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2490 tests [2025-10-16T22:52:18.987479] [INFO ] [CONFIGURE ] AQN: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:52:18.987537] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:52:19.151120] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:19.312022] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:19.466675] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:19.632077] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:19.780211] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:19.921324] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:20.061156] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:20.203897] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:20.346235] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:20.486891] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:20.487083] [INFO ] [CONFIGURE ] AQN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:52:20.487130] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2489 tests [2025-10-16T22:52:20.487165] [INFO ] [CONFIGURE ] AQN: Testing feature 6/29: add_failed_moves [2025-10-16T22:52:20.487197] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_failed_moves'] [2025-10-16T22:52:20.607296] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:20.725831] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:20.845781] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:20.970547] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:52:21.101335] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:21.220082] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:21.340203] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:21.459921] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:21.577810] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:21.701222] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:52:21.701373] [INFO ] [CONFIGURE ] AQN: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:52:21.701416] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2488 tests [2025-10-16T22:52:21.701449] [INFO ] [CONFIGURE ] AQN: Testing feature 7/29: add_lag_shelf [2025-10-16T22:52:21.701478] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_lag_shelf'] [2025-10-16T22:52:21.809228] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:21.916878] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:22.023225] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:22.129812] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:52:22.236549] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:22.348817] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:22.457478] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:22.566376] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:22.674223] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:22.783845] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:52:22.784007] [INFO ] [CONFIGURE ] AQN: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:52:22.784049] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2487 tests [2025-10-16T22:52:22.784082] [INFO ] [CONFIGURE ] AQN: Testing feature 8/29: add_macd [2025-10-16T22:52:22.784113] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T22:52:22.928638] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:23.079752] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:23.232096] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:23.379345] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:23.530370] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:23.701249] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:23.877404] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:24.031333] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:52:24.179187] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:24.336185] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:24.336397] [INFO ] [CONFIGURE ] AQN: KEPT add_macd (score: 70.00%) [2025-10-16T22:52:24.336444] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2486 tests [2025-10-16T22:52:24.336480] [INFO ] [CONFIGURE ] AQN: Testing feature 9/29: add_mfi [2025-10-16T22:52:24.336512] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T22:52:24.502620] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:24.670053] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:24.844453] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:25.014339] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:25.184747] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:25.389925] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:25.559548] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:25.731212] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:52:25.906996] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:26.079802] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:26.080005] [INFO ] [CONFIGURE ] AQN: DISCARDED add_mfi (score: 70.00%) [2025-10-16T22:52:26.080052] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2485 tests [2025-10-16T22:52:26.080089] [INFO ] [CONFIGURE ] AQN: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:52:26.080121] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:52:26.268498] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:26.471864] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:26.682378] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:26.876716] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:27.079713] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:27.269739] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:27.469134] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:27.666768] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:27.852011] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:28.047594] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:28.047825] [INFO ] [CONFIGURE ] AQN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T22:52:28.047877] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2484 tests [2025-10-16T22:52:28.047915] [INFO ] [CONFIGURE ] AQN: Testing feature 11/29: add_obv_daily [2025-10-16T22:52:28.047949] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T22:52:28.215948] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:28.408567] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:28.562911] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:28.719867] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:28.876677] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:29.042530] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:29.203778] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:29.359471] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:29.522959] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:29.691591] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:29.691800] [INFO ] [CONFIGURE ] AQN: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:52:29.691852] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2483 tests [2025-10-16T22:52:29.691917] [INFO ] [CONFIGURE ] AQN: Testing feature 12/29: add_obv_interval [2025-10-16T22:52:29.691965] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T22:52:29.881238] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:30.107526] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:30.316585] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:30.507765] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:30.676955] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:30.831943] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:30.987065] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:31.139433] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:31.290723] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:31.459157] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:31.459309] [INFO ] [CONFIGURE ] AQN: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T22:52:31.459410] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2482 tests [2025-10-16T22:52:31.459465] [INFO ] [CONFIGURE ] AQN: Testing feature 13/29: add_opening_strength [2025-10-16T22:52:31.459502] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:52:31.619155] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:31.777844] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:31.940504] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:32.100087] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:32.274668] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:32.436176] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:32.599268] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:32.761541] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:32.923593] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:33.089868] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:33.090023] [INFO ] [CONFIGURE ] AQN: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T22:52:33.090067] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2481 tests [2025-10-16T22:52:33.090103] [INFO ] [CONFIGURE ] AQN: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:52:33.090134] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T22:52:33.249741] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:33.409554] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:33.571588] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:33.737060] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:33.897823] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:34.059948] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:34.222172] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:34.386679] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:34.550812] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:34.720639] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:34.720836] [INFO ] [CONFIGURE ] AQN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:52:34.720882] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2480 tests [2025-10-16T22:52:34.720918] [INFO ] [CONFIGURE ] AQN: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:52:34.720951] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T22:52:34.869587] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:35.017935] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:35.169759] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:35.319124] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:35.468522] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:35.619956] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:35.773887] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:35.926583] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:36.077841] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:36.236825] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:36.236976] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T22:52:36.237020] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2479 tests [2025-10-16T22:52:36.237052] [INFO ] [CONFIGURE ] AQN: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:52:36.237082] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-10-16T22:52:36.388568] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:36.543485] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:36.695811] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:52:36.851338] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:37.006946] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:37.161592] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:37.317964] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:37.508467] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:37.663924] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:37.833320] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:37.833500] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T22:52:37.833542] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2478 tests [2025-10-16T22:52:37.833578] [INFO ] [CONFIGURE ] AQN: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:52:37.833608] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T22:52:38.000935] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:38.165976] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:38.333095] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:38.502008] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:38.673146] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:38.848829] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:39.021880] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:39.196232] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:39.364846] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:39.532608] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:39.532806] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T22:52:39.532855] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2477 tests [2025-10-16T22:52:39.532890] [INFO ] [CONFIGURE ] AQN: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:52:39.532966] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-10-16T22:52:39.684937] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:39.839892] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:39.991502] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:40.144582] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:40.299227] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:40.451141] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:40.602980] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:40.762950] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:40.919043] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:41.070939] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:41.071116] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:52:41.071159] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2476 tests [2025-10-16T22:52:41.071194] [INFO ] [CONFIGURE ] AQN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:52:41.071224] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-10-16T22:52:41.218052] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:41.384188] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:41.536953] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:41.693444] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:41.869870] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:42.029092] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:42.190442] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:42.347445] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:52:42.507969] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:42.665518] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:42.665744] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T22:52:42.665800] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2475 tests [2025-10-16T22:52:42.665836] [INFO ] [CONFIGURE ] AQN: Testing feature 20/29: add_price_rejection [2025-10-16T22:52:42.665866] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-10-16T22:52:42.831249] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:42.998102] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:43.161307] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:43.325710] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:43.506571] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:43.685047] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:43.867814] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:44.064342] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:44.246582] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:44.470335] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:44.470579] [INFO ] [CONFIGURE ] AQN: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T22:52:44.470632] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2474 tests [2025-10-16T22:52:44.470711] [INFO ] [CONFIGURE ] AQN: Testing feature 21/29: add_range_position [2025-10-16T22:52:44.470756] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-10-16T22:52:44.649498] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:44.836586] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:45.023788] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:45.200018] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:45.379313] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:45.554216] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:45.742497] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:52:45.931885] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:46.126639] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:46.314901] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:46.315148] [INFO ] [CONFIGURE ] AQN: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:52:46.315195] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2473 tests [2025-10-16T22:52:46.315235] [INFO ] [CONFIGURE ] AQN: Testing feature 22/29: add_realized_volatility [2025-10-16T22:52:46.315268] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-10-16T22:52:46.516735] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:46.724181] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:46.932229] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:47.138866] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:47.341803] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:47.549543] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:52:47.764822] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:47.972267] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:48.171670] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:48.372356] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:48.372660] [INFO ] [CONFIGURE ] AQN: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T22:52:48.372733] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2472 tests [2025-10-16T22:52:48.372772] [INFO ] [CONFIGURE ] AQN: Testing feature 23/29: add_recent_range_context [2025-10-16T22:52:48.372805] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-10-16T22:52:48.556052] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:48.730217] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:48.899858] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:49.069941] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:49.254873] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:49.428899] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:49.639242] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:49.829714] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:50.007787] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:50.184977] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:50.185207] [INFO ] [CONFIGURE ] AQN: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T22:52:50.185339] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2471 tests [2025-10-16T22:52:50.185381] [INFO ] [CONFIGURE ] AQN: Testing feature 24/29: add_rsi [2025-10-16T22:52:50.185416] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-10-16T22:52:50.369739] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:50.562980] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:50.749728] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:50.934527] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:51.123237] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:51.316957] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:51.519935] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:51.701799] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:51.905575] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:52.104080] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:52.104425] [INFO ] [CONFIGURE ] AQN: DISCARDED add_rsi (score: 60.00%) [2025-10-16T22:52:52.104509] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2470 tests [2025-10-16T22:52:52.104574] [INFO ] [CONFIGURE ] AQN: Testing feature 25/29: add_tick_distribution [2025-10-16T22:52:52.104612] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-10-16T22:52:52.270913] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:52.435392] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:52.600772] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:52.770927] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:52.937913] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:53.104304] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:53.269824] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:53.432309] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:53.608335] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:53.778917] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:53.779204] [INFO ] [CONFIGURE ] AQN: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T22:52:53.779254] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2469 tests [2025-10-16T22:52:53.779291] [INFO ] [CONFIGURE ] AQN: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:52:53.779323] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-10-16T22:52:54.019380] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:54.219223] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:52:54.380150] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:54.538296] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:54.696255] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:54.857825] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:55.026090] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:55.195562] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:55.357285] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:55.516378] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:55.516577] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T22:52:55.516621] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2468 tests [2025-10-16T22:52:55.516687] [INFO ] [CONFIGURE ] AQN: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:52:55.516735] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-10-16T22:52:55.722433] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:55.892735] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:56.060864] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:52:56.225756] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:52:56.395612] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:56.560671] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:56.728011] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:56.901963] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:57.080258] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:57.250375] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:57.250556] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:52:57.250600] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2467 tests [2025-10-16T22:52:57.250634] [INFO ] [CONFIGURE ] AQN: Testing feature 28/29: add_volume_profile [2025-10-16T22:52:57.250706] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-10-16T22:52:57.407803] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:52:57.568217] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:52:57.725822] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:57.888213] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:52:58.044531] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:52:58.203593] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:58.363236] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:58.529026] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:52:58.694503] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:52:58.856725] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:52:58.856953] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:52:58.857000] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2466 tests [2025-10-16T22:52:58.857036] [INFO ] [CONFIGURE ] AQN: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:52:58.857064] [INFO ] [CONFIGURE ] AQN: Best accuracy: 70.00% [2025-10-16T22:52:58.857094] [INFO ] [CONFIGURE ] AQN: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-10-16T22:52:58.857122] [INFO ] [CONFIGURE ] AQN: Improvement over baseline: 10.00% [2025-10-16T22:52:58.857147] [INFO ] [CONFIGURE ] AQN: Total time: 45.5 seconds [2025-10-16T22:52:58.857173] [INFO ] [CONFIGURE ] AQN: Average time per feature: 1.6 seconds [2025-10-16T22:52:58.857200] [INFO ] [CONFIGURE ] AQN: Average speed: 0.64 features/sec [2025-10-16T22:52:58.857716] [INFO ] [LOCAL ] Saved configuration for AQN: 2 features, 70.00% accuracy -> ./output/feature-sets/AQN.json [2025-10-16T22:52:58.857781] [INFO ] [CONFIGURE ] AQN: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T22:52:58.857840] [INFO ] [sig ] [11/96] Successfully configured AQN | 0.02 sym/s | Total: 8.2m | ETA: 1.1h [2025-10-16T22:52:58.857884] [INFO ] [sig ] [12/96] Configuring AR... [2025-10-16T22:52:58.857938] [INFO ] [CONFIGURE ] AR: Configurate test run. [2025-10-16T22:52:58.857971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'. [2025-10-16T22:52:58.874801] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AR'. [2025-10-16T22:52:58.875256] [INFO ] [CONFIGURE ] AR: Testing with 29 available features [2025-10-16T22:52:58.875313] [INFO ] [CONFIGURE ] AR: Establishing baseline with no features... [2025-10-16T22:52:58.987155] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:52:59.097768] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:52:59.219363] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:52:59.331563] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:52:59.443746] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:52:59.556199] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:52:59.669772] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:52:59.782977] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:52:59.904913] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:00.024945] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:00.025136] [INFO ] [CONFIGURE ] AR: Baseline score (no features): 60.00% [2025-10-16T22:53:00.025180] [INFO ] [CONFIGURE ] AR: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:53:00.025213] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:53:00.148050] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:00.270939] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:00.394726] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:00.517242] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:00.644178] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:00.767205] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:00.891430] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:01.019296] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:01.144050] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:01.269556] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:01.269755] [INFO ] [CONFIGURE ] AR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T22:53:01.269807] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2465 tests [2025-10-16T22:53:01.269842] [INFO ] [CONFIGURE ] AR: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:53:01.269871] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:53:01.402985] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:01.529820] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:01.661188] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:01.806925] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:01.947968] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:02.094314] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:02.236558] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:02.380638] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:02.522840] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:02.669180] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:02.669366] [INFO ] [CONFIGURE ] AR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T22:53:02.669410] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2464 tests [2025-10-16T22:53:02.669445] [INFO ] [CONFIGURE ] AR: Testing feature 3/29: add_daily_returns [2025-10-16T22:53:02.669476] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_daily_returns'] [2025-10-16T22:53:02.785207] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:02.899955] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:03.032813] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:03.152452] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:03.280496] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:03.416267] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:03.547634] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:03.678228] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:03.810209] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:03.939329] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:03.939532] [INFO ] [CONFIGURE ] AR: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T22:53:03.939577] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2463 tests [2025-10-16T22:53:03.939611] [INFO ] [CONFIGURE ] AR: Testing feature 4/29: add_ema [2025-10-16T22:53:03.939664] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_ema'] [2025-10-16T22:53:04.068252] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:53:04.196064] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:04.329954] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:04.457219] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:04.592359] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:04.720748] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:04.854209] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:04.990211] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:05.132618] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:05.264457] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:05.264632] [INFO ] [CONFIGURE ] AR: DISCARDED add_ema (score: 50.00%) [2025-10-16T22:53:05.264715] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2462 tests [2025-10-16T22:53:05.264759] [INFO ] [CONFIGURE ] AR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:53:05.264794] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:53:05.403841] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:05.541843] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:05.682109] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:05.827083] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:05.967534] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:06.108322] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:06.250059] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:06.396113] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:06.543600] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:06.691765] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:06.692009] [INFO ] [CONFIGURE ] AR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:53:06.692062] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2461 tests [2025-10-16T22:53:06.692101] [INFO ] [CONFIGURE ] AR: Testing feature 6/29: add_failed_moves [2025-10-16T22:53:06.692136] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_failed_moves'] [2025-10-16T22:53:06.816258] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:06.940712] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:07.064627] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:07.188190] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:07.312661] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:07.440077] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:07.566669] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:07.695679] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:07.859810] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:07.986494] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:07.986691] [INFO ] [CONFIGURE ] AR: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:53:07.986753] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2460 tests [2025-10-16T22:53:07.986791] [INFO ] [CONFIGURE ] AR: Testing feature 7/29: add_lag_shelf [2025-10-16T22:53:07.986823] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_lag_shelf'] [2025-10-16T22:53:08.100761] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:08.216636] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:08.327142] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:08.441606] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:08.574985] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:08.688298] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:08.805988] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:08.922367] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:09.039101] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:09.173771] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:09.174039] [INFO ] [CONFIGURE ] AR: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:53:09.174132] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2459 tests [2025-10-16T22:53:09.174210] [INFO ] [CONFIGURE ] AR: Testing feature 8/29: add_macd [2025-10-16T22:53:09.174272] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T22:53:09.325316] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:09.471103] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:53:09.623971] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:09.774486] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:09.931676] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:10.083073] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:10.235139] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:10.397322] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:10.561228] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:10.719326] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:10.719572] [INFO ] [CONFIGURE ] AR: DISCARDED add_macd (score: 50.00%) [2025-10-16T22:53:10.719667] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2458 tests [2025-10-16T22:53:10.719725] [INFO ] [CONFIGURE ] AR: Testing feature 9/29: add_mfi [2025-10-16T22:53:10.719760] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_mfi'] [2025-10-16T22:53:10.882948] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:11.008009] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:11.135156] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:11.273025] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:11.437543] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:11.582179] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:11.743974] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:11.879881] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:12.025870] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:12.167401] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:12.167666] [INFO ] [CONFIGURE ] AR: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:53:12.167729] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2457 tests [2025-10-16T22:53:12.167767] [INFO ] [CONFIGURE ] AR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:53:12.167799] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:53:12.322181] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:12.482956] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:12.643569] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:12.799106] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:12.957975] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:13.113342] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:13.262742] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:13.413839] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:13.570453] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:13.730967] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:13.731235] [INFO ] [CONFIGURE ] AR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T22:53:13.731284] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2456 tests [2025-10-16T22:53:13.731323] [INFO ] [CONFIGURE ] AR: Testing feature 11/29: add_obv_daily [2025-10-16T22:53:13.731357] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_daily'] [2025-10-16T22:53:13.911678] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:14.047876] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:14.180097] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:14.312551] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:14.447518] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:14.583384] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:14.727404] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:14.860121] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:14.996850] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:15.128038] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:15.128789] [INFO ] [CONFIGURE ] AR: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T22:53:15.128854] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2455 tests [2025-10-16T22:53:15.128893] [INFO ] [CONFIGURE ] AR: Testing feature 12/29: add_obv_interval [2025-10-16T22:53:15.128925] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval'] [2025-10-16T22:53:15.264906] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:15.402368] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:15.538807] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:15.674334] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:15.804545] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:15.934898] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:16.067899] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:16.198634] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:16.327983] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:16.465826] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:16.467343] [INFO ] [CONFIGURE ] AR: KEPT add_obv_interval (score: 70.00%) [2025-10-16T22:53:16.467407] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2454 tests [2025-10-16T22:53:16.467446] [INFO ] [CONFIGURE ] AR: Testing feature 13/29: add_opening_strength [2025-10-16T22:53:16.467508] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:53:16.617802] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:16.769240] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:53:16.934448] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:17.087406] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:17.250058] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:17.397843] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:17.549862] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:17.705072] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:17.861670] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:18.013622] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:18.013882] [INFO ] [CONFIGURE ] AR: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T22:53:18.013934] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2453 tests [2025-10-16T22:53:18.013973] [INFO ] [CONFIGURE ] AR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:53:18.014009] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T22:53:18.166726] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:18.314843] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:18.462901] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:18.607847] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:18.752478] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:18.904750] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:19.054010] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:19.209662] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:19.364077] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:19.513569] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:19.513820] [INFO ] [CONFIGURE ] AR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:53:19.513917] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2452 tests [2025-10-16T22:53:19.513961] [INFO ] [CONFIGURE ] AR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:53:19.513995] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T22:53:19.639750] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:19.772869] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:19.897796] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:20.028045] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:20.157727] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:20.281628] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:20.406427] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:20.533044] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:20.659365] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:20.789095] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:20.789293] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:53:20.789355] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2451 tests [2025-10-16T22:53:20.789392] [INFO ] [CONFIGURE ] AR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:53:20.789425] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T22:53:20.929188] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:21.076565] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:21.211428] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:21.354894] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:21.497250] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:21.644281] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:21.785732] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:21.933471] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:22.125631] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:22.306993] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:22.307317] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T22:53:22.307388] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2450 tests [2025-10-16T22:53:22.307436] [INFO ] [CONFIGURE ] AR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:53:22.307575] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T22:53:22.502241] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:22.696627] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:22.853965] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:23.063499] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:23.217063] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:23.359815] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:23.511723] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:23.659731] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:23.807904] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:23.970052] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:23.970431] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T22:53:23.970490] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2449 tests [2025-10-16T22:53:23.970527] [INFO ] [CONFIGURE ] AR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:53:23.970559] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T22:53:24.097420] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:24.221767] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:24.353812] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:24.490529] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:24.617577] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:24.741832] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:24.863822] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:24.986770] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:25.110979] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:25.240228] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:25.240407] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:53:25.240452] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2448 tests [2025-10-16T22:53:25.240487] [INFO ] [CONFIGURE ] AR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:53:25.240518] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T22:53:25.363550] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:25.490591] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:25.627507] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:25.759581] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:25.887901] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:26.022951] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:26.152128] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:26.283166] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:26.426227] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:26.555327] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:26.555511] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T22:53:26.555554] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2447 tests [2025-10-16T22:53:26.555589] [INFO ] [CONFIGURE ] AR: Testing feature 20/29: add_price_rejection [2025-10-16T22:53:26.555620] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-10-16T22:53:26.692813] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:26.828528] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:26.962903] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:27.103131] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:27.250833] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:27.391491] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:27.529220] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:27.666877] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:27.800549] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:27.937774] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:27.937961] [INFO ] [CONFIGURE ] AR: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T22:53:27.938006] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2446 tests [2025-10-16T22:53:27.938040] [INFO ] [CONFIGURE ] AR: Testing feature 21/29: add_range_position [2025-10-16T22:53:27.938070] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-10-16T22:53:28.083600] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:28.227107] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:28.373731] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:28.516731] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:28.678330] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:28.833054] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:28.987165] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:29.148062] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:29.304834] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:29.456943] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:29.457190] [INFO ] [CONFIGURE ] AR: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:53:29.457304] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2445 tests [2025-10-16T22:53:29.457349] [INFO ] [CONFIGURE ] AR: Testing feature 22/29: add_realized_volatility [2025-10-16T22:53:29.457385] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-10-16T22:53:29.619280] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:29.781256] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:29.939806] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:30.091921] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:30.249234] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:30.413010] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:30.578239] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:30.736921] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:30.895305] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:31.068508] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:31.068737] [INFO ] [CONFIGURE ] AR: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T22:53:31.068816] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2444 tests [2025-10-16T22:53:31.068874] [INFO ] [CONFIGURE ] AR: Testing feature 23/29: add_recent_range_context [2025-10-16T22:53:31.068911] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-10-16T22:53:31.196545] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:31.335381] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:31.505787] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:31.637487] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:31.768973] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:31.910254] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:32.053121] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:32.188814] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:32.325055] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:32.467544] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:32.467752] [INFO ] [CONFIGURE ] AR: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T22:53:32.467808] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2443 tests [2025-10-16T22:53:32.467844] [INFO ] [CONFIGURE ] AR: Testing feature 24/29: add_rsi [2025-10-16T22:53:32.467874] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T22:53:32.627611] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:32.789766] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:32.952811] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:33.107102] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:33.265568] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:33.426119] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:33.585540] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:33.744143] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:33.902789] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:34.055858] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:34.056046] [INFO ] [CONFIGURE ] AR: DISCARDED add_rsi (score: 50.00%) [2025-10-16T22:53:34.056089] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2442 tests [2025-10-16T22:53:34.056148] [INFO ] [CONFIGURE ] AR: Testing feature 25/29: add_tick_distribution [2025-10-16T22:53:34.056180] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-10-16T22:53:34.188425] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:53:34.314532] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:34.448767] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:34.596319] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:34.744144] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:34.901058] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:35.052117] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:35.206378] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:35.343250] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:35.475461] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:35.475733] [INFO ] [CONFIGURE ] AR: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T22:53:35.475791] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2441 tests [2025-10-16T22:53:35.475828] [INFO ] [CONFIGURE ] AR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:53:35.475860] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T22:53:35.610908] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:35.746183] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:35.884169] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:36.018459] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:36.153375] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:36.288913] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:36.423462] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:36.559375] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:36.694740] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:36.842026] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:36.842243] [INFO ] [CONFIGURE ] AR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T22:53:36.842290] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2440 tests [2025-10-16T22:53:36.842326] [INFO ] [CONFIGURE ] AR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:53:36.842359] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T22:53:36.988213] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:37.132330] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:37.273210] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:37.421734] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:37.560125] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:37.701323] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:37.854534] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:38.004300] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:38.150044] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:38.298277] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:38.298549] [INFO ] [CONFIGURE ] AR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T22:53:38.298602] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2439 tests [2025-10-16T22:53:38.298637] [INFO ] [CONFIGURE ] AR: Testing feature 28/29: add_volume_profile [2025-10-16T22:53:38.298716] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-10-16T22:53:38.445136] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:38.582702] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:38.721342] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:53:38.857927] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:39.026747] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:39.222579] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:39.367834] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:39.509432] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:39.649489] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:39.785052] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:39.785250] [INFO ] [CONFIGURE ] AR: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T22:53:39.785296] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2438 tests [2025-10-16T22:53:39.785332] [INFO ] [CONFIGURE ] AR: Testing feature 29/29: add_vwap [2025-10-16T22:53:39.785366] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-10-16T22:53:39.923803] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:53:40.062781] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:53:40.200490] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:53:40.339454] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:40.484241] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:40.622995] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:40.763586] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:53:40.908575] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:41.086640] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:41.243231] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:41.243442] [INFO ] [CONFIGURE ] AR: DISCARDED add_vwap (score: 50.00%) [2025-10-16T22:53:41.243521] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2437 tests [2025-10-16T22:53:41.243585] [INFO ] [CONFIGURE ] AR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:53:41.243619] [INFO ] [CONFIGURE ] AR: Best accuracy: 70.00% [2025-10-16T22:53:41.243682] [INFO ] [CONFIGURE ] AR: Best feature set (1 features): ['add_obv_interval'] [2025-10-16T22:53:41.243779] [INFO ] [CONFIGURE ] AR: Improvement over baseline: 10.00% [2025-10-16T22:53:41.243861] [INFO ] [CONFIGURE ] AR: Total time: 41.2 seconds [2025-10-16T22:53:41.243894] [INFO ] [CONFIGURE ] AR: Average time per feature: 1.4 seconds [2025-10-16T22:53:41.243924] [INFO ] [CONFIGURE ] AR: Average speed: 0.70 features/sec [2025-10-16T22:53:41.244590] [INFO ] [LOCAL ] Saved configuration for AR: 1 features, 70.00% accuracy -> ./output/feature-sets/AR.json [2025-10-16T22:53:41.244680] [INFO ] [CONFIGURE ] AR: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T22:53:41.244756] [INFO ] [sig ] [12/96] Successfully configured AR | 0.02 sym/s | Total: 8.9m | ETA: 1.0h [2025-10-16T22:53:41.244824] [INFO ] [sig ] [13/96] Configuring ARMK... [2025-10-16T22:53:41.244879] [INFO ] [CONFIGURE ] ARMK: Configurate test run. [2025-10-16T22:53:41.244914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-10-16T22:53:41.378629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARMK'. [2025-10-16T22:53:41.379118] [INFO ] [CONFIGURE ] ARMK: Testing with 29 available features [2025-10-16T22:53:41.379175] [INFO ] [CONFIGURE ] ARMK: Establishing baseline with no features... [2025-10-16T22:53:41.490311] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:41.612930] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:41.729158] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:41.861884] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:41.975984] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:42.088967] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:42.201478] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:42.321969] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:42.451334] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:42.575992] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:42.576184] [INFO ] [CONFIGURE ] ARMK: Baseline score (no features): 50.00% [2025-10-16T22:53:42.576231] [INFO ] [CONFIGURE ] ARMK: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:53:42.576266] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:53:42.706053] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:42.834075] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:42.959905] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:43.087704] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:43.217354] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:43.345263] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:43.474525] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:43.605271] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:43.744844] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:43.897907] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:43.898131] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:53:43.898216] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2436 tests [2025-10-16T22:53:43.898346] [INFO ] [CONFIGURE ] ARMK: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:53:43.898405] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:53:44.041963] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:44.179938] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:53:44.331321] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:44.482575] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:53:44.628784] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:44.779209] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:44.913680] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:45.047819] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:45.181399] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:45.316464] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:45.316678] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T22:53:45.316740] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2435 tests [2025-10-16T22:53:45.316778] [INFO ] [CONFIGURE ] ARMK: Testing feature 3/29: add_daily_returns [2025-10-16T22:53:45.316809] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_daily_returns'] [2025-10-16T22:53:45.430906] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:53:45.546757] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:45.668249] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:45.788493] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:45.907327] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:46.029860] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:46.151183] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:46.273347] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:46.400187] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:46.542612] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:46.542885] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T22:53:46.542946] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2434 tests [2025-10-16T22:53:46.542985] [INFO ] [CONFIGURE ] ARMK: Testing feature 4/29: add_ema [2025-10-16T22:53:46.543018] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_ema'] [2025-10-16T22:53:46.686368] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:46.832026] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:46.973559] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:47.114473] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:47.253182] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:47.394741] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:47.527122] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:47.679594] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:47.818518] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:47.960525] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:47.961707] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_ema (score: 30.00%) [2025-10-16T22:53:47.961771] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2433 tests [2025-10-16T22:53:47.961811] [INFO ] [CONFIGURE ] ARMK: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:53:47.961843] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:53:48.108805] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:48.250150] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:53:48.391425] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:48.542021] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:48.699998] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:48.855868] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:49.011999] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:49.155880] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:49.300675] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:49.454267] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:53:49.454475] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T22:53:49.454534] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2432 tests [2025-10-16T22:53:49.454571] [INFO ] [CONFIGURE ] ARMK: Testing feature 6/29: add_failed_moves [2025-10-16T22:53:49.454603] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_failed_moves'] [2025-10-16T22:53:49.580637] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:49.703578] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:49.831165] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:49.959307] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:50.080122] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:50.209594] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:50.333736] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:50.458848] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:50.590359] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:50.717738] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:50.717923] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:53:50.717968] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2431 tests [2025-10-16T22:53:50.718001] [INFO ] [CONFIGURE ] ARMK: Testing feature 7/29: add_lag_shelf [2025-10-16T22:53:50.718030] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_lag_shelf'] [2025-10-16T22:53:50.831849] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:50.949619] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:51.059934] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:51.172317] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:51.288578] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:51.405001] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:51.524457] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:51.647464] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:51.765193] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:51.884705] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:51.884895] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:53:51.884968] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2430 tests [2025-10-16T22:53:51.885008] [INFO ] [CONFIGURE ] ARMK: Testing feature 8/29: add_macd [2025-10-16T22:53:51.885040] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T22:53:52.040592] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:52.192606] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:52.341783] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:52.496209] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:52.651466] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:52.805795] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:52.958347] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:53.115044] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:53.272217] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:53.431842] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:53.432053] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_macd (score: 30.00%) [2025-10-16T22:53:53.432098] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2429 tests [2025-10-16T22:53:53.432136] [INFO ] [CONFIGURE ] ARMK: Testing feature 9/29: add_mfi [2025-10-16T22:53:53.432174] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_mfi'] [2025-10-16T22:53:53.561793] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:53:53.715542] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:53.863800] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:53.995438] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:54.126581] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:54.262318] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:54.394633] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:54.526222] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:53:54.665397] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:54.801149] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:54.801444] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_mfi (score: 40.00%) [2025-10-16T22:53:54.801512] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2428 tests [2025-10-16T22:53:54.801550] [INFO ] [CONFIGURE ] ARMK: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:53:54.801582] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:53:54.943754] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:55.090092] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:55.247421] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:55.396958] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:55.543746] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:55.689829] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:55.835159] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:55.978483] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:56.126879] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:56.269522] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:56.269732] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T22:53:56.269788] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2427 tests [2025-10-16T22:53:56.269823] [INFO ] [CONFIGURE ] ARMK: Testing feature 11/29: add_obv_daily [2025-10-16T22:53:56.269853] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_obv_daily'] [2025-10-16T22:53:56.386469] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:56.504626] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:56.623292] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:56.780671] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:56.912250] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:53:57.037500] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:57.159378] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:57.284198] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:57.408777] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:53:57.533549] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:57.533796] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T22:53:57.533849] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2426 tests [2025-10-16T22:53:57.533886] [INFO ] [CONFIGURE ] ARMK: Testing feature 12/29: add_obv_interval [2025-10-16T22:53:57.533915] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_obv_interval'] [2025-10-16T22:53:57.666983] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:53:57.786915] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:57.955015] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:58.077047] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:58.205826] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:58.334843] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:53:58.457803] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:53:58.578167] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:53:58.701200] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:53:58.822454] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:53:58.822599] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:53:58.822663] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2425 tests [2025-10-16T22:53:58.822723] [INFO ] [CONFIGURE ] ARMK: Testing feature 13/29: add_opening_strength [2025-10-16T22:53:58.822756] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T22:53:58.948559] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:53:59.080752] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:53:59.209043] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:53:59.335380] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:53:59.463066] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:53:59.594245] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:53:59.725535] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:53:59.876551] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:00.009045] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:00.143997] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:00.144172] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:54:00.144215] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2424 tests [2025-10-16T22:54:00.144247] [INFO ] [CONFIGURE ] ARMK: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:54:00.144276] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T22:54:00.272942] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:00.403776] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:00.537818] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:00.669938] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:00.802140] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:00.935484] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:01.072339] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:01.205103] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:01.345093] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:01.480543] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:01.480778] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-10-16T22:54:01.480830] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2423 tests [2025-10-16T22:54:01.480864] [INFO ] [CONFIGURE ] ARMK: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:54:01.480919] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T22:54:01.593518] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:01.707779] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:01.823801] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:01.945079] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:02.080880] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:54:02.214946] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:02.346005] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:02.481029] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:02.614761] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:02.746635] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:02.746888] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_morning_momentum (score: 10.00%) [2025-10-16T22:54:02.746937] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 1.5s/test | Remaining: 2422 tests [2025-10-16T22:54:02.746971] [INFO ] [CONFIGURE ] ARMK: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:54:02.747002] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T22:54:02.916335] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:03.054476] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:03.184843] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:03.306828] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:03.431724] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:03.558288] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:03.682496] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:03.807571] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:03.935210] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:04.065014] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:04.065226] [INFO ] [CONFIGURE ] ARMK: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-10-16T22:54:04.065273] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2421 tests [2025-10-16T22:54:04.065307] [INFO ] [CONFIGURE ] ARMK: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:54:04.065340] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-10-16T22:54:04.202149] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:04.393878] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:04.531071] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:04.669164] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:04.807726] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:04.949079] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:05.088632] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:05.229174] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:05.368898] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:05.510386] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:05.510579] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-10-16T22:54:05.510623] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2420 tests [2025-10-16T22:54:05.510702] [INFO ] [CONFIGURE ] ARMK: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:54:05.510747] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-10-16T22:54:05.640615] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:05.767189] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:05.958509] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:06.084287] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:06.210816] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:06.339238] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:06.468471] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:06.597454] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:06.727596] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:06.859303] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:06.859507] [INFO ] [CONFIGURE ] ARMK: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-10-16T22:54:06.859552] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2419 tests [2025-10-16T22:54:06.859589] [INFO ] [CONFIGURE ] ARMK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:54:06.859622] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-10-16T22:54:06.990481] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:07.124017] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:07.260143] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:07.409214] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:07.564370] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:07.724178] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:07.874617] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:08.011928] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:08.145262] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:08.278257] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:08.278427] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:54:08.278472] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2418 tests [2025-10-16T22:54:08.278508] [INFO ] [CONFIGURE ] ARMK: Testing feature 20/29: add_price_rejection [2025-10-16T22:54:08.278539] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-10-16T22:54:08.426041] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:08.595751] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:08.741816] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:08.885885] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:09.040404] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:09.183548] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:09.330574] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:09.478789] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:09.620464] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:09.758624] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:09.758807] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T22:54:09.758857] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2417 tests [2025-10-16T22:54:09.758894] [INFO ] [CONFIGURE ] ARMK: Testing feature 21/29: add_range_position [2025-10-16T22:54:09.758928] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_range_position'] [2025-10-16T22:54:09.904079] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:10.049879] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:10.193261] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:10.339000] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:10.481989] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:10.625623] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:10.773841] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:10.927780] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:11.079083] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:11.232411] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:11.232578] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_range_position (score: 30.00%) [2025-10-16T22:54:11.232623] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2416 tests [2025-10-16T22:54:11.232693] [INFO ] [CONFIGURE ] ARMK: Testing feature 22/29: add_realized_volatility [2025-10-16T22:54:11.232740] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-10-16T22:54:11.388894] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:11.544368] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:11.696530] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:11.856090] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:12.031334] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:54:12.195904] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:12.367989] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:12.600000] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:12.759342] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:12.917521] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:12.917748] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T22:54:12.917805] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2415 tests [2025-10-16T22:54:12.917839] [INFO ] [CONFIGURE ] ARMK: Testing feature 23/29: add_recent_range_context [2025-10-16T22:54:12.917869] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-10-16T22:54:13.049339] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:13.176237] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:13.307255] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:13.437769] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:13.570363] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:13.703131] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:13.841232] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:13.974449] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:14.105452] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:14.237165] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:14.237317] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_recent_range_context (score: 20.00%) [2025-10-16T22:54:14.237360] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2414 tests [2025-10-16T22:54:14.237395] [INFO ] [CONFIGURE ] ARMK: Testing feature 24/29: add_rsi [2025-10-16T22:54:14.237427] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-10-16T22:54:14.386697] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:14.534001] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:14.686506] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:14.838227] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:15.027417] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:54:15.187413] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:15.350165] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:15.516048] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:15.748129] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:15.991055] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:15.991355] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_rsi (score: 20.00%) [2025-10-16T22:54:15.991510] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2413 tests [2025-10-16T22:54:15.991573] [INFO ] [CONFIGURE ] ARMK: Testing feature 25/29: add_tick_distribution [2025-10-16T22:54:15.991624] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-10-16T22:54:16.152110] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:16.305074] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:16.458691] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:16.623377] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:16.778401] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:16.932580] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:17.093120] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:17.248375] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:17.404146] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:17.556788] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:17.556987] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_tick_distribution (score: 30.00%) [2025-10-16T22:54:17.557033] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2412 tests [2025-10-16T22:54:17.557068] [INFO ] [CONFIGURE ] ARMK: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:54:17.557101] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-10-16T22:54:17.711860] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:17.875090] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:18.064573] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:18.240044] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:18.401324] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:54:18.551104] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:18.695867] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:18.836045] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:54:18.979345] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:19.117086] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:19.117245] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T22:54:19.117288] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2411 tests [2025-10-16T22:54:19.117323] [INFO ] [CONFIGURE ] ARMK: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:54:19.117354] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-10-16T22:54:19.261087] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:19.401766] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:19.544736] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:19.683433] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:19.832563] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:19.999554] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:20.150918] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:20.299099] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:20.447940] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:20.597181] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:20.597377] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T22:54:20.597421] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2410 tests [2025-10-16T22:54:20.597456] [INFO ] [CONFIGURE ] ARMK: Testing feature 28/29: add_volume_profile [2025-10-16T22:54:20.597487] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-10-16T22:54:20.732065] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:20.866396] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:21.001071] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:21.136070] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:54:21.271349] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:21.407897] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:21.549722] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:21.689854] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:21.831239] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:21.969673] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:54:21.969892] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T22:54:21.969939] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2409 tests [2025-10-16T22:54:21.969973] [INFO ] [CONFIGURE ] ARMK: Testing feature 29/29: add_vwap [2025-10-16T22:54:21.970004] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_vwap'] [2025-10-16T22:54:22.103937] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:22.240511] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:54:22.376922] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:22.513887] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:54:22.651490] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:54:22.786719] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:22.922354] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:23.058866] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:54:23.195166] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:23.333443] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:23.333632] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_vwap (score: 10.00%) [2025-10-16T22:54:23.333714] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2408 tests [2025-10-16T22:54:23.333757] [INFO ] [CONFIGURE ] ARMK: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:54:23.333787] [INFO ] [CONFIGURE ] ARMK: Best accuracy: 70.00% [2025-10-16T22:54:23.333817] [INFO ] [CONFIGURE ] ARMK: Best feature set (2 features): ['add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-10-16T22:54:23.333845] [INFO ] [CONFIGURE ] ARMK: Improvement over baseline: 20.00% [2025-10-16T22:54:23.333870] [INFO ] [CONFIGURE ] ARMK: Total time: 40.8 seconds [2025-10-16T22:54:23.333923] [INFO ] [CONFIGURE ] ARMK: Average time per feature: 1.4 seconds [2025-10-16T22:54:23.333951] [INFO ] [CONFIGURE ] ARMK: Average speed: 0.71 features/sec [2025-10-16T22:54:23.334441] [INFO ] [LOCAL ] Saved configuration for ARMK: 2 features, 70.00% accuracy -> ./output/feature-sets/ARMK.json [2025-10-16T22:54:23.334507] [INFO ] [CONFIGURE ] ARMK: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T22:54:23.334578] [INFO ] [sig ] [13/96] Successfully configured ARMK | 0.02 sym/s | Total: 9.6m | ETA: 1.0h [2025-10-16T22:54:23.334660] [INFO ] [sig ] [14/96] Configuring ATI... [2025-10-16T22:54:23.334716] [INFO ] [CONFIGURE ] ATI: Configurate test run. [2025-10-16T22:54:23.334749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-10-16T22:54:23.348585] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATI'. [2025-10-16T22:54:23.349004] [INFO ] [CONFIGURE ] ATI: Testing with 29 available features [2025-10-16T22:54:23.349061] [INFO ] [CONFIGURE ] ATI: Establishing baseline with no features... [2025-10-16T22:54:23.454198] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:23.560949] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:23.665909] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:23.773092] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:23.887330] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:24.006216] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:24.140351] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:24.258758] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:24.371536] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:24.484987] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:24.485224] [INFO ] [CONFIGURE ] ATI: Baseline score (no features): 50.00% [2025-10-16T22:54:24.485281] [INFO ] [CONFIGURE ] ATI: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:54:24.485315] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:54:24.610421] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:24.732979] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:24.856476] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:24.987323] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:25.109147] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:25.232153] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:25.354785] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:25.481844] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:25.607335] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:54:25.732262] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:25.732442] [INFO ] [CONFIGURE ] ATI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T22:54:25.732484] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2407 tests [2025-10-16T22:54:25.732519] [INFO ] [CONFIGURE ] ATI: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:54:25.732590] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:54:25.864877] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:25.990679] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:26.116623] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:26.240990] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:26.368042] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:26.500502] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:26.632000] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:26.764113] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:26.900592] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:27.030945] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:27.031095] [INFO ] [CONFIGURE ] ATI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T22:54:27.031137] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2406 tests [2025-10-16T22:54:27.031175] [INFO ] [CONFIGURE ] ATI: Testing feature 3/29: add_daily_returns [2025-10-16T22:54:27.031203] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns'] [2025-10-16T22:54:27.148088] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:27.256322] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:27.365192] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:27.474311] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:27.582467] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:27.690915] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:27.800461] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:27.910555] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:28.027754] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:28.139955] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:28.140077] [INFO ] [CONFIGURE ] ATI: KEPT add_daily_returns (score: 60.00%) [2025-10-16T22:54:28.140120] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2405 tests [2025-10-16T22:54:28.140154] [INFO ] [CONFIGURE ] ATI: Testing feature 4/29: add_ema [2025-10-16T22:54:28.140184] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T22:54:28.274877] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:28.402241] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:28.531958] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:28.659048] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:28.785925] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:28.911180] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:29.044202] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:29.170446] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:29.297495] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:29.437491] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:29.437706] [INFO ] [CONFIGURE ] ATI: DISCARDED add_ema (score: 60.00%) [2025-10-16T22:54:29.437766] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2404 tests [2025-10-16T22:54:29.437805] [INFO ] [CONFIGURE ] ATI: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:54:29.437836] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:54:29.582733] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:29.721071] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:29.856190] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:29.992813] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:30.143768] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:30.286625] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:30.429203] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:30.585785] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:30.746624] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:30.907659] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:30.907911] [INFO ] [CONFIGURE ] ATI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:54:30.907960] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2403 tests [2025-10-16T22:54:30.907997] [INFO ] [CONFIGURE ] ATI: Testing feature 6/29: add_failed_moves [2025-10-16T22:54:30.908029] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-10-16T22:54:31.035726] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:31.157962] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:31.278284] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:31.401298] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:31.526127] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:31.650158] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:31.780241] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:31.918422] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:32.044222] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:32.167199] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:32.167397] [INFO ] [CONFIGURE ] ATI: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:54:32.167443] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2402 tests [2025-10-16T22:54:32.167477] [INFO ] [CONFIGURE ] ATI: Testing feature 7/29: add_lag_shelf [2025-10-16T22:54:32.167507] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-10-16T22:54:32.283455] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:32.400548] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:32.513369] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:32.624190] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:32.742555] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:32.853372] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:32.959214] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:33.066540] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:33.201487] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:33.311948] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:33.312112] [INFO ] [CONFIGURE ] ATI: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:54:33.312155] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2401 tests [2025-10-16T22:54:33.312190] [INFO ] [CONFIGURE ] ATI: Testing feature 8/29: add_macd [2025-10-16T22:54:33.312221] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T22:54:33.459940] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:33.610262] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:33.765675] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:33.959302] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:34.108625] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:34.262949] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:54:34.424674] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:54:34.578902] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:34.735494] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:34.896704] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:34.896889] [INFO ] [CONFIGURE ] ATI: DISCARDED add_macd (score: 50.00%) [2025-10-16T22:54:34.896934] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2400 tests [2025-10-16T22:54:34.896970] [INFO ] [CONFIGURE ] ATI: Testing feature 9/29: add_mfi [2025-10-16T22:54:34.897000] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-10-16T22:54:35.028776] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:35.158039] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:35.290467] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:35.428571] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:35.562288] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:35.699069] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:35.833255] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:35.962276] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:36.097203] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:36.264992] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:36.265177] [INFO ] [CONFIGURE ] ATI: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:54:36.265271] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2399 tests [2025-10-16T22:54:36.265314] [INFO ] [CONFIGURE ] ATI: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:54:36.265346] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:54:36.404849] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:36.545672] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:36.689964] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:36.832158] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:36.976726] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:37.132986] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:37.286902] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:37.437979] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:37.583368] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:37.730592] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:37.730803] [INFO ] [CONFIGURE ] ATI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T22:54:37.730875] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2398 tests [2025-10-16T22:54:37.730914] [INFO ] [CONFIGURE ] ATI: Testing feature 11/29: add_obv_daily [2025-10-16T22:54:37.730947] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-10-16T22:54:37.852758] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:37.977259] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:38.096767] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:38.214998] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:38.331621] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:38.454084] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:38.573456] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:38.697558] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:38.818107] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:38.945727] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:38.945921] [INFO ] [CONFIGURE ] ATI: KEPT add_obv_daily (score: 70.00%) [2025-10-16T22:54:38.945973] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2397 tests [2025-10-16T22:54:38.946010] [INFO ] [CONFIGURE ] ATI: Testing feature 12/29: add_obv_interval [2025-10-16T22:54:38.946045] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_obv_interval'] [2025-10-16T22:54:39.092332] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:39.219357] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:39.359581] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:39.499616] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:39.629090] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:39.760556] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:39.893082] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:40.024368] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:40.158002] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:40.296899] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:40.297106] [INFO ] [CONFIGURE ] ATI: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T22:54:40.297158] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2396 tests [2025-10-16T22:54:40.297194] [INFO ] [CONFIGURE ] ATI: Testing feature 13/29: add_opening_strength [2025-10-16T22:54:40.297227] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_opening_strength'] [2025-10-16T22:54:40.433217] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:40.569264] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:40.703017] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:54:40.843263] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:40.973442] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:41.107453] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:41.241397] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:41.382073] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:41.521615] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:41.666199] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:41.666388] [INFO ] [CONFIGURE ] ATI: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T22:54:41.666434] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2395 tests [2025-10-16T22:54:41.666472] [INFO ] [CONFIGURE ] ATI: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:54:41.666505] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-10-16T22:54:41.809974] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:41.959395] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:42.099544] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:42.242323] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:42.385332] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:42.525958] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:42.675070] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:42.818260] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:42.972793] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:43.123046] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:43.123233] [INFO ] [CONFIGURE ] ATI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:54:43.123280] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2394 tests [2025-10-16T22:54:43.123316] [INFO ] [CONFIGURE ] ATI: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:54:43.123403] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-10-16T22:54:43.255448] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:43.380755] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:43.510914] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:43.642283] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:43.770590] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:43.895702] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:44.020726] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:44.147564] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:44.280471] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:44.421543] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:44.421799] [INFO ] [CONFIGURE ] ATI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T22:54:44.421856] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2393 tests [2025-10-16T22:54:44.421892] [INFO ] [CONFIGURE ] ATI: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:54:44.421926] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-10-16T22:54:44.566266] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:44.710900] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:44.864157] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:45.005582] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:45.160151] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:45.314884] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:45.475573] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:45.646695] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:45.796864] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:45.953873] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:45.954185] [INFO ] [CONFIGURE ] ATI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:54:45.954299] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2392 tests [2025-10-16T22:54:45.954351] [INFO ] [CONFIGURE ] ATI: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:54:45.954421] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d'] [2025-10-16T22:54:46.120117] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:46.267201] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:46.416939] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:46.567833] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:46.712536] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:46.853353] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:46.996964] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:47.146733] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:47.288212] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:47.428432] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:47.428586] [INFO ] [CONFIGURE ] ATI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T22:54:47.428630] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2391 tests [2025-10-16T22:54:47.428702] [INFO ] [CONFIGURE ] ATI: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:54:47.428744] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-10-16T22:54:47.564965] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:47.709081] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:47.834138] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:47.957189] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:48.081974] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:48.212870] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:48.346066] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:48.500924] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:48.629016] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:48.759575] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:48.759755] [INFO ] [CONFIGURE ] ATI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:54:48.759807] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2390 tests [2025-10-16T22:54:48.759843] [INFO ] [CONFIGURE ] ATI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:54:48.759873] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-10-16T22:54:48.883547] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:49.004381] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:49.132448] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:49.256342] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:49.378513] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:49.500550] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:49.628182] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:49.751575] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:49.884615] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:50.012809] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:50.012985] [INFO ] [CONFIGURE ] ATI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T22:54:50.013042] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2389 tests [2025-10-16T22:54:50.013078] [INFO ] [CONFIGURE ] ATI: Testing feature 20/29: add_price_rejection [2025-10-16T22:54:50.013108] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_price_rejection'] [2025-10-16T22:54:50.144625] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:50.277339] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:50.411727] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:50.545039] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:50.679871] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:50.814362] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:50.948520] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:51.083146] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:51.219570] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:51.360027] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:51.360185] [INFO ] [CONFIGURE ] ATI: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:54:51.360229] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2388 tests [2025-10-16T22:54:51.360263] [INFO ] [CONFIGURE ] ATI: Testing feature 21/29: add_range_position [2025-10-16T22:54:51.360293] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_range_position'] [2025-10-16T22:54:51.533190] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:51.675529] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:54:51.817212] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:51.958525] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:52.106875] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:52.269843] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:52.430666] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:52.579385] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:52.730229] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:52.882668] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:52.882857] [INFO ] [CONFIGURE ] ATI: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:54:52.882902] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2387 tests [2025-10-16T22:54:52.882938] [INFO ] [CONFIGURE ] ATI: Testing feature 22/29: add_realized_volatility [2025-10-16T22:54:52.882968] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_realized_volatility'] [2025-10-16T22:54:53.041314] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:53.204150] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:53.362191] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:53.520668] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:53.683183] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:54:53.845353] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:54.013740] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:54.180072] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:54.353833] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:54.521226] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:54.521464] [INFO ] [CONFIGURE ] ATI: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T22:54:54.521563] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2386 tests [2025-10-16T22:54:54.521606] [INFO ] [CONFIGURE ] ATI: Testing feature 23/29: add_recent_range_context [2025-10-16T22:54:54.521638] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_recent_range_context'] [2025-10-16T22:54:54.659579] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:54.791271] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:54.927440] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T22:54:55.065231] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:55.200469] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:55.342895] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:55.479607] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:55.617531] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:55.756015] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:55.896297] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:55.896492] [INFO ] [CONFIGURE ] ATI: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T22:54:55.896536] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2385 tests [2025-10-16T22:54:55.896572] [INFO ] [CONFIGURE ] ATI: Testing feature 24/29: add_rsi [2025-10-16T22:54:55.896604] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-10-16T22:54:56.051859] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:56.210293] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:56.373008] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:56.528638] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:56.685728] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:56.845225] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:57.006496] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:57.168445] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:54:57.327976] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:57.486962] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:57.487128] [INFO ] [CONFIGURE ] ATI: DISCARDED add_rsi (score: 60.00%) [2025-10-16T22:54:57.487172] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2384 tests [2025-10-16T22:54:57.487227] [INFO ] [CONFIGURE ] ATI: Testing feature 25/29: add_tick_distribution [2025-10-16T22:54:57.487284] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_tick_distribution'] [2025-10-16T22:54:57.620339] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:54:57.747954] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:57.879249] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:58.016037] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:58.151414] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:58.286105] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:58.420373] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:58.554382] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:54:58.692770] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:54:58.832620] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:54:58.832841] [INFO ] [CONFIGURE ] ATI: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T22:54:58.832905] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2383 tests [2025-10-16T22:54:58.832944] [INFO ] [CONFIGURE ] ATI: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:54:58.832975] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-10-16T22:54:58.969774] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:54:59.105108] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:54:59.249228] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:54:59.387363] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:54:59.521267] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:54:59.658824] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:54:59.795758] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:54:59.930916] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:55:00.076055] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:00.218666] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:00.218831] [INFO ] [CONFIGURE ] ATI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T22:55:00.218876] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2382 tests [2025-10-16T22:55:00.218910] [INFO ] [CONFIGURE ] ATI: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:55:00.218941] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence'] [2025-10-16T22:55:00.362935] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:00.511902] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:55:00.665137] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:00.813802] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:00.977294] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:01.130192] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:55:01.279854] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:55:01.443389] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:55:01.600545] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:01.758856] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:01.759090] [INFO ] [CONFIGURE ] ATI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:55:01.759203] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2381 tests [2025-10-16T22:55:01.759269] [INFO ] [CONFIGURE ] ATI: Testing feature 28/29: add_volume_profile [2025-10-16T22:55:01.759312] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_profile'] [2025-10-16T22:55:01.936610] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:02.100528] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:55:02.241334] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:02.392170] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:02.537334] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:02.670675] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:02.813583] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:55:02.954199] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:55:03.092480] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:03.233194] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:03.233342] [INFO ] [CONFIGURE ] ATI: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:55:03.233386] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2380 tests [2025-10-16T22:55:03.233419] [INFO ] [CONFIGURE ] ATI: Testing feature 29/29: add_vwap [2025-10-16T22:55:03.233450] [INFO ] [CONFIGURE ] ATI: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_vwap'] [2025-10-16T22:55:03.367004] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:03.500476] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:55:03.668710] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:03.802864] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:03.939341] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:04.075982] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:55:04.213259] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:55:04.354120] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:04.490371] [DEBUG] [FORECASTER] ATI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:04.629464] [DEBUG] [FORECASTER] ATI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:04.629620] [INFO ] [CONFIGURE ] ATI: DISCARDED add_vwap (score: 60.00%) [2025-10-16T22:55:04.629695] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2379 tests [2025-10-16T22:55:04.629745] [INFO ] [CONFIGURE ] ATI: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:55:04.629775] [INFO ] [CONFIGURE ] ATI: Best accuracy: 70.00% [2025-10-16T22:55:04.629805] [INFO ] [CONFIGURE ] ATI: Best feature set (2 features): ['add_daily_returns', 'add_obv_daily'] [2025-10-16T22:55:04.629832] [INFO ] [CONFIGURE ] ATI: Improvement over baseline: 20.00% [2025-10-16T22:55:04.629857] [INFO ] [CONFIGURE ] ATI: Total time: 40.1 seconds [2025-10-16T22:55:04.629883] [INFO ] [CONFIGURE ] ATI: Average time per feature: 1.4 seconds [2025-10-16T22:55:04.629909] [INFO ] [CONFIGURE ] ATI: Average speed: 0.72 features/sec [2025-10-16T22:55:04.630423] [INFO ] [LOCAL ] Saved configuration for ATI: 2 features, 70.00% accuracy -> ./output/feature-sets/ATI.json [2025-10-16T22:55:04.630497] [INFO ] [CONFIGURE ] ATI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T22:55:04.630558] [INFO ] [sig ] [14/96] Successfully configured ATI | 0.02 sym/s | Total: 10.3m | ETA: 1.0h [2025-10-16T22:55:04.630601] [INFO ] [sig ] [15/96] Configuring ATMU... [2025-10-16T22:55:04.630677] [INFO ] [CONFIGURE ] ATMU: Configurate test run. [2025-10-16T22:55:04.630726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'. [2025-10-16T22:55:04.647923] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATMU'. [2025-10-16T22:55:04.648498] [INFO ] [CONFIGURE ] ATMU: Testing with 29 available features [2025-10-16T22:55:04.648558] [INFO ] [CONFIGURE ] ATMU: Establishing baseline with no features... [2025-10-16T22:55:04.764163] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:04.881922] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:05.003215] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:05.126222] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:05.250369] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:05.373807] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:05.515298] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:05.638789] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:05.763206] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:05.890786] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:05.891003] [INFO ] [CONFIGURE ] ATMU: Baseline score (no features): 40.00% [2025-10-16T22:55:05.891051] [INFO ] [CONFIGURE ] ATMU: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:55:05.891085] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:55:06.023175] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:06.151424] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:06.294738] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:06.441349] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:06.578831] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:06.722435] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:06.860249] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:06.994173] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:07.136210] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:07.273864] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:07.274026] [INFO ] [CONFIGURE ] ATMU: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T22:55:07.274071] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2378 tests [2025-10-16T22:55:07.274105] [INFO ] [CONFIGURE ] ATMU: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:55:07.274134] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:55:07.416073] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:07.553388] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:07.690813] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:07.832689] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:07.984744] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:08.137903] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:08.290581] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:55:08.444282] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:08.604765] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:08.755130] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:08.755347] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_cumulative_delta (score: 30.00%) [2025-10-16T22:55:08.755425] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2377 tests [2025-10-16T22:55:08.755475] [INFO ] [CONFIGURE ] ATMU: Testing feature 3/29: add_daily_returns [2025-10-16T22:55:08.755510] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T22:55:08.889191] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:09.018098] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:09.146949] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:09.279411] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:09.415225] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:09.556035] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:09.736042] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:09.889753] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:10.036435] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:10.169780] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:10.169940] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T22:55:10.170060] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2376 tests [2025-10-16T22:55:10.170101] [INFO ] [CONFIGURE ] ATMU: Testing feature 4/29: add_ema [2025-10-16T22:55:10.170133] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T22:55:10.310317] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:10.459752] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:10.619492] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:10.769572] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:10.914814] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:11.061325] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:11.205215] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:11.351921] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:11.500367] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:11.647477] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:11.647687] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_ema (score: 50.00%) [2025-10-16T22:55:11.647748] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2375 tests [2025-10-16T22:55:11.647786] [INFO ] [CONFIGURE ] ATMU: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:55:11.647817] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:55:11.796179] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:11.948491] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:12.101944] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:12.276435] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:12.432708] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:12.588786] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:12.776714] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:12.934226] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:13.096412] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:13.250395] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:13.250602] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-10-16T22:55:13.250670] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2374 tests [2025-10-16T22:55:13.250729] [INFO ] [CONFIGURE ] ATMU: Testing feature 6/29: add_failed_moves [2025-10-16T22:55:13.250762] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T22:55:13.379711] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:13.509077] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:13.643250] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:13.774636] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:13.907285] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:14.038930] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:14.171362] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:14.313608] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:14.451463] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:14.583416] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:14.583572] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T22:55:14.583615] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2373 tests [2025-10-16T22:55:14.583674] [INFO ] [CONFIGURE ] ATMU: Testing feature 7/29: add_lag_shelf [2025-10-16T22:55:14.583727] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T22:55:14.707556] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:14.826906] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:14.946619] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:15.084715] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:15.229076] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:15.366935] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:15.496718] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:15.624298] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:15.756309] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:15.882822] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:15.882979] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:55:15.883022] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2372 tests [2025-10-16T22:55:15.883057] [INFO ] [CONFIGURE ] ATMU: Testing feature 8/29: add_macd [2025-10-16T22:55:15.883088] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T22:55:16.043577] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:16.201911] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:16.370277] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:16.536547] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:16.697586] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:16.862817] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:17.024496] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:17.192999] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:17.355191] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:17.519805] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:17.520027] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_macd (score: 40.00%) [2025-10-16T22:55:17.520074] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2371 tests [2025-10-16T22:55:17.520110] [INFO ] [CONFIGURE ] ATMU: Testing feature 9/29: add_mfi [2025-10-16T22:55:17.520141] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T22:55:17.659408] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:17.796202] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:17.938269] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:18.077938] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:18.220543] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:18.362568] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:18.504587] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:18.658778] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:18.846315] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:18.985622] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:18.985837] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:55:18.985886] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2370 tests [2025-10-16T22:55:18.985923] [INFO ] [CONFIGURE ] ATMU: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:55:18.985976] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:55:19.137093] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:19.290205] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:19.454805] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:19.610855] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:19.760386] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:19.910100] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:20.080469] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:20.234479] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:20.391457] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:20.544942] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:20.545124] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T22:55:20.545169] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2369 tests [2025-10-16T22:55:20.545204] [INFO ] [CONFIGURE ] ATMU: Testing feature 11/29: add_obv_daily [2025-10-16T22:55:20.545236] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T22:55:20.669792] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:20.794178] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:20.922415] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:21.055250] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:21.192004] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:21.322963] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:21.453595] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:21.586361] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:55:21.718675] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:21.883255] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:21.883437] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T22:55:21.883493] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2368 tests [2025-10-16T22:55:21.883536] [INFO ] [CONFIGURE ] ATMU: Testing feature 12/29: add_obv_interval [2025-10-16T22:55:21.883573] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T22:55:22.016176] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:22.145250] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:22.273665] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:22.402104] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:22.532325] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:22.669883] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:22.802717] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:22.934832] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:23.065953] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:23.202406] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:23.202606] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:55:23.202676] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2367 tests [2025-10-16T22:55:23.202818] [INFO ] [CONFIGURE ] ATMU: Testing feature 13/29: add_opening_strength [2025-10-16T22:55:23.202866] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:55:23.338797] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:23.468466] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:23.603577] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:23.736293] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:23.922086] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:24.125107] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:24.324490] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:24.517977] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:24.676186] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:24.825991] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:24.826167] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:55:24.826213] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2366 tests [2025-10-16T22:55:24.826248] [INFO ] [CONFIGURE ] ATMU: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:55:24.826281] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T22:55:24.972594] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:25.114117] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:25.254936] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:25.394926] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:25.536216] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:25.683729] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:25.835450] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:25.986809] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:26.139718] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:26.299468] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:26.299680] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T22:55:26.299745] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2365 tests [2025-10-16T22:55:26.299785] [INFO ] [CONFIGURE ] ATMU: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:55:26.299842] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T22:55:26.432918] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:26.571087] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:26.711395] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:26.839622] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:26.978234] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:27.110387] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:27.242511] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:27.372731] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:27.503002] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:27.634168] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:27.634322] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:55:27.634367] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2364 tests [2025-10-16T22:55:27.634400] [INFO ] [CONFIGURE ] ATMU: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:55:27.634430] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T22:55:27.770008] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:27.902442] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:28.043919] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:28.179812] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:28.315223] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:28.451094] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:28.586892] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:28.726936] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:28.891133] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:29.048178] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:29.048448] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:55:29.048509] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2363 tests [2025-10-16T22:55:29.048549] [INFO ] [CONFIGURE ] ATMU: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:55:29.048583] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T22:55:29.207634] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:29.364066] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:29.519059] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:29.682338] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:29.859215] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:30.020177] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:30.185207] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:30.342135] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:30.494715] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:30.636188] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:30.636407] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T22:55:30.636458] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2362 tests [2025-10-16T22:55:30.636494] [INFO ] [CONFIGURE ] ATMU: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:55:30.636524] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T22:55:30.757799] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:30.881440] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:31.007564] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:31.131140] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:31.273421] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:31.394870] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:31.523790] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:31.646072] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:31.772119] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:31.895117] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:31.895265] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:55:31.895308] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2361 tests [2025-10-16T22:55:31.895358] [INFO ] [CONFIGURE ] ATMU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:55:31.895415] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T22:55:32.016466] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:32.139729] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:32.262231] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:32.386137] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:32.505750] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:32.625751] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:32.745558] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:32.872169] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:32.995726] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:33.128277] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:33.128439] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:55:33.128482] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2360 tests [2025-10-16T22:55:33.128517] [INFO ] [CONFIGURE ] ATMU: Testing feature 20/29: add_price_rejection [2025-10-16T22:55:33.128547] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T22:55:33.261493] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:33.395020] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:33.529680] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:33.672126] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:33.804997] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:33.939944] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:34.072273] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:34.205040] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:34.338984] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:34.478206] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:34.478367] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:55:34.478460] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2359 tests [2025-10-16T22:55:34.478502] [INFO ] [CONFIGURE ] ATMU: Testing feature 21/29: add_range_position [2025-10-16T22:55:34.478532] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T22:55:34.617906] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:34.764710] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:34.904837] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:35.046627] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:35.191278] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:35.352010] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:35.509818] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:35.671992] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:35.837228] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:35.999780] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:35.999959] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:55:36.000004] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2358 tests [2025-10-16T22:55:36.000037] [INFO ] [CONFIGURE ] ATMU: Testing feature 22/29: add_realized_volatility [2025-10-16T22:55:36.000067] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T22:55:36.159276] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:36.329266] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:36.507591] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:36.678827] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:36.841781] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:37.010941] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:55:37.177566] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:37.341869] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:37.504391] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:37.667946] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:37.668188] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T22:55:37.668252] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2357 tests [2025-10-16T22:55:37.668289] [INFO ] [CONFIGURE ] ATMU: Testing feature 23/29: add_recent_range_context [2025-10-16T22:55:37.668318] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T22:55:37.798196] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:37.929188] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:38.061634] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:38.191482] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:38.321332] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:38.458137] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:38.590575] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:38.722876] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:38.858918] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:38.994762] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:38.994935] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T22:55:38.994981] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2356 tests [2025-10-16T22:55:38.995016] [INFO ] [CONFIGURE ] ATMU: Testing feature 24/29: add_rsi [2025-10-16T22:55:38.995048] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T22:55:39.146002] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:39.299077] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:39.450891] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:39.604969] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:39.765283] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:39.923233] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:40.115331] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:40.273110] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:40.471024] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:40.631546] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:40.631742] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_rsi (score: 40.00%) [2025-10-16T22:55:40.631797] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2355 tests [2025-10-16T22:55:40.631834] [INFO ] [CONFIGURE ] ATMU: Testing feature 25/29: add_tick_distribution [2025-10-16T22:55:40.631866] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T22:55:40.762298] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:40.894292] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:41.025951] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:41.157781] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:41.294378] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:41.430417] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:41.565511] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:41.700862] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:41.837706] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:41.971049] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:41.971219] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T22:55:41.971262] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2354 tests [2025-10-16T22:55:41.971295] [INFO ] [CONFIGURE ] ATMU: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:55:41.971325] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T22:55:42.107828] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:42.241282] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:42.375162] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:42.514308] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:42.651803] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:42.785869] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:42.924501] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:43.061450] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:43.199359] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:43.341273] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:55:43.341420] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T22:55:43.341464] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2353 tests [2025-10-16T22:55:43.341497] [INFO ] [CONFIGURE ] ATMU: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:55:43.341527] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T22:55:43.483040] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:43.620811] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:43.764248] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:43.904076] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:44.050599] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:44.195587] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:44.336742] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:44.479637] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:44.630545] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:44.776201] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:44.776399] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:55:44.776494] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2352 tests [2025-10-16T22:55:44.776534] [INFO ] [CONFIGURE ] ATMU: Testing feature 28/29: add_volume_profile [2025-10-16T22:55:44.776565] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T22:55:44.910215] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:45.046617] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:45.183517] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:45.321740] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:55:45.465870] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:45.608404] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:55:45.750402] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:45.895341] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:46.038638] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:46.179950] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:46.180119] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T22:55:46.180162] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2351 tests [2025-10-16T22:55:46.180196] [INFO ] [CONFIGURE ] ATMU: Testing feature 29/29: add_vwap [2025-10-16T22:55:46.180226] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T22:55:46.324260] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:46.478106] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:46.621356] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:55:46.761616] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:55:46.900764] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:47.040865] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:47.184207] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:47.328567] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:55:47.478546] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:47.625189] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:55:47.625363] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_vwap (score: 50.00%) [2025-10-16T22:55:47.625408] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2350 tests [2025-10-16T22:55:47.625443] [INFO ] [CONFIGURE ] ATMU: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:55:47.625474] [INFO ] [CONFIGURE ] ATMU: Best accuracy: 60.00% [2025-10-16T22:55:47.625505] [INFO ] [CONFIGURE ] ATMU: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T22:55:47.625533] [INFO ] [CONFIGURE ] ATMU: Improvement over baseline: 20.00% [2025-10-16T22:55:47.625560] [INFO ] [CONFIGURE ] ATMU: Total time: 41.7 seconds [2025-10-16T22:55:47.625587] [INFO ] [CONFIGURE ] ATMU: Average time per feature: 1.4 seconds [2025-10-16T22:55:47.625614] [INFO ] [CONFIGURE ] ATMU: Average speed: 0.69 features/sec [2025-10-16T22:55:47.626226] [INFO ] [LOCAL ] Saved configuration for ATMU: 1 features, 60.00% accuracy -> ./output/feature-sets/ATMU.json [2025-10-16T22:55:47.626338] [INFO ] [CONFIGURE ] ATMU: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T22:55:47.626409] [INFO ] [sig ] [15/96] Successfully configured ATMU | 0.02 sym/s | Total: 11.0m | ETA: 59.2m [2025-10-16T22:55:47.626457] [INFO ] [sig ] [16/96] Configuring ATS... [2025-10-16T22:55:47.626512] [INFO ] [CONFIGURE ] ATS: Configurate test run. [2025-10-16T22:55:47.626546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'. [2025-10-16T22:55:47.641195] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATS'. [2025-10-16T22:55:47.641590] [INFO ] [CONFIGURE ] ATS: Testing with 29 available features [2025-10-16T22:55:47.641671] [INFO ] [CONFIGURE ] ATS: Establishing baseline with no features... [2025-10-16T22:55:47.756374] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:47.877255] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:47.991382] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:55:48.104998] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:48.215842] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:48.332974] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:48.448452] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:48.562470] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:55:48.700490] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:48.833999] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:55:48.834219] [INFO ] [CONFIGURE ] ATS: Baseline score (no features): 40.00% [2025-10-16T22:55:48.834306] [INFO ] [CONFIGURE ] ATS: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:55:48.834372] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:55:48.978691] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:49.122075] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:49.267142] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:55:49.407215] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:49.553813] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:49.678390] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:49.800975] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:49.932822] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:55:50.066798] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:55:50.195194] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:55:50.195356] [INFO ] [CONFIGURE ] ATS: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:55:50.195400] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2349 tests [2025-10-16T22:55:50.195433] [INFO ] [CONFIGURE ] ATS: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:55:50.195461] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:55:50.328370] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:50.464249] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:50.594560] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:55:50.725541] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:50.857544] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:50.991944] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:51.128914] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:51.271515] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:55:51.405855] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:51.538957] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:55:51.539155] [INFO ] [CONFIGURE ] ATS: KEPT add_cumulative_delta (score: 50.00%) [2025-10-16T22:55:51.539204] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2348 tests [2025-10-16T22:55:51.539237] [INFO ] [CONFIGURE ] ATS: Testing feature 3/29: add_daily_returns [2025-10-16T22:55:51.539268] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T22:55:51.675079] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:51.811367] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:51.953023] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:55:52.089993] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:52.231157] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:55:52.368830] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:52.537384] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:52.673615] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:55:52.816659] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:52.955719] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:55:52.955906] [INFO ] [CONFIGURE ] ATS: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T22:55:52.955952] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2347 tests [2025-10-16T22:55:52.955987] [INFO ] [CONFIGURE ] ATS: Testing feature 4/29: add_ema [2025-10-16T22:55:52.956020] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T22:55:53.108929] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:53.285417] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:53.464490] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:55:53.635107] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:53.784086] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:53.941280] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:54.094041] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:54.244229] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:55:54.397470] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:54.553464] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:55:54.553690] [INFO ] [CONFIGURE ] ATS: DISCARDED add_ema (score: 20.00%) [2025-10-16T22:55:54.553776] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2346 tests [2025-10-16T22:55:54.553814] [INFO ] [CONFIGURE ] ATS: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:55:54.553845] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:55:54.712449] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:55:54.867677] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:55.022945] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:55:55.180487] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:55:55.345724] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:55.506949] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:55.662796] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:55.817959] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:55:55.980721] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:56.136486] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:55:56.136631] [INFO ] [CONFIGURE ] ATS: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-10-16T22:55:56.136847] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2345 tests [2025-10-16T22:55:56.136889] [INFO ] [CONFIGURE ] ATS: Testing feature 6/29: add_failed_moves [2025-10-16T22:55:56.136920] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T22:55:56.264048] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:56.394799] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:56.526153] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:55:56.657334] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:56.789073] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:56.925166] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:57.059090] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:57.190118] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:55:57.321835] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:57.454139] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:55:57.454318] [INFO ] [CONFIGURE ] ATS: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:55:57.454367] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2344 tests [2025-10-16T22:55:57.454402] [INFO ] [CONFIGURE ] ATS: Testing feature 7/29: add_lag_shelf [2025-10-16T22:55:57.454432] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T22:55:57.574749] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:57.695241] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:55:57.817853] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:55:57.938907] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:58.061813] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:58.185894] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:58.310753] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:55:58.443550] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:55:58.612662] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:55:58.739802] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:55:58.739974] [INFO ] [CONFIGURE ] ATS: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:55:58.740018] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2343 tests [2025-10-16T22:55:58.740052] [INFO ] [CONFIGURE ] ATS: Testing feature 8/29: add_macd [2025-10-16T22:55:58.740082] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T22:55:58.903303] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:55:59.066750] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:55:59.239973] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:55:59.489285] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:55:59.658162] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:55:59.828157] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:55:59.995200] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:00.171756] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:00.344197] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:00.516188] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:00.516377] [INFO ] [CONFIGURE ] ATS: DISCARDED add_macd (score: 20.00%) [2025-10-16T22:56:00.516423] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2342 tests [2025-10-16T22:56:00.516459] [INFO ] [CONFIGURE ] ATS: Testing feature 9/29: add_mfi [2025-10-16T22:56:00.516490] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T22:56:00.668476] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:00.814667] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:00.956864] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:01.098810] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:01.243003] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:01.393264] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:01.544438] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:01.699105] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:01.870312] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:02.024237] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:02.024495] [INFO ] [CONFIGURE ] ATS: DISCARDED add_mfi (score: 30.00%) [2025-10-16T22:56:02.024547] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2341 tests [2025-10-16T22:56:02.024587] [INFO ] [CONFIGURE ] ATS: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:56:02.024621] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:56:02.202461] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:02.370537] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:02.540945] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:02.702048] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:02.865207] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:03.032374] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:03.209609] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:03.374500] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:03.553266] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:03.714983] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:03.715127] [INFO ] [CONFIGURE ] ATS: KEPT add_momentum_acceleration (score: 60.00%) [2025-10-16T22:56:03.715171] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2340 tests [2025-10-16T22:56:03.715206] [INFO ] [CONFIGURE ] ATS: Testing feature 11/29: add_obv_daily [2025-10-16T22:56:03.715237] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-10-16T22:56:03.880875] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:04.047364] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:04.213039] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:04.378910] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:04.545334] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:04.716128] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:04.902402] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:05.083837] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:05.264716] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:05.452459] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:05.452729] [INFO ] [CONFIGURE ] ATS: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:56:05.452794] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2339 tests [2025-10-16T22:56:05.452834] [INFO ] [CONFIGURE ] ATS: Testing feature 12/29: add_obv_interval [2025-10-16T22:56:05.452866] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-10-16T22:56:05.624308] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:05.796197] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:05.965319] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:06.144677] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:06.329363] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:56:06.509108] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:06.689080] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:06.857307] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:07.033406] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:07.210183] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:07.210381] [INFO ] [CONFIGURE ] ATS: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T22:56:07.210427] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2338 tests [2025-10-16T22:56:07.210464] [INFO ] [CONFIGURE ] ATS: Testing feature 13/29: add_opening_strength [2025-10-16T22:56:07.210498] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:56:07.380071] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:07.550043] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:07.722135] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:07.897096] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:08.074356] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:08.247035] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:08.423789] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:08.601661] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:08.775603] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:08.948598] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:08.948779] [INFO ] [CONFIGURE ] ATS: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:56:08.948829] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2337 tests [2025-10-16T22:56:08.948864] [INFO ] [CONFIGURE ] ATS: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:56:08.948895] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-10-16T22:56:09.126231] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:09.301738] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:09.482362] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:09.658673] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:09.836349] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:10.020873] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:10.229392] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:10.426811] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:10.630208] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:10.825778] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:10.825971] [INFO ] [CONFIGURE ] ATS: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T22:56:10.826016] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2336 tests [2025-10-16T22:56:10.826053] [INFO ] [CONFIGURE ] ATS: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:56:10.826087] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-10-16T22:56:11.002744] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:11.182081] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:11.359919] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:11.537035] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:11.716115] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:11.908930] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:12.097597] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:12.287786] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:12.465038] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:12.643728] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:12.643946] [INFO ] [CONFIGURE ] ATS: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-10-16T22:56:12.643992] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2335 tests [2025-10-16T22:56:12.644025] [INFO ] [CONFIGURE ] ATS: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:56:12.644056] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-10-16T22:56:12.823943] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:13.003427] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:13.181049] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:13.359317] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:13.543792] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:13.763091] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:13.943775] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:14.116519] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:14.292919] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:14.477390] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:56:14.477545] [INFO ] [CONFIGURE ] ATS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T22:56:14.477590] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2334 tests [2025-10-16T22:56:14.477626] [INFO ] [CONFIGURE ] ATS: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:56:14.477698] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-10-16T22:56:14.635660] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:14.800959] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:14.962943] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:15.129943] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:15.300331] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:56:15.468438] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:15.635454] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:15.802364] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:15.996103] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:16.213688] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:16.213953] [INFO ] [CONFIGURE ] ATS: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-10-16T22:56:16.214022] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2333 tests [2025-10-16T22:56:16.214078] [INFO ] [CONFIGURE ] ATS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:56:16.214130] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-10-16T22:56:16.446804] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:16.661358] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:16.883449] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:17.051072] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:17.220458] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:17.382994] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:17.546417] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:17.715048] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:17.885724] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:18.056545] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:18.056795] [INFO ] [CONFIGURE ] ATS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:56:18.056852] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2332 tests [2025-10-16T22:56:18.056891] [INFO ] [CONFIGURE ] ATS: Testing feature 20/29: add_price_rejection [2025-10-16T22:56:18.056924] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-10-16T22:56:18.244102] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:18.415271] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:18.587594] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:18.763378] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:18.942160] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:19.126668] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:19.309190] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:19.510077] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:19.691599] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:19.885600] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:19.885844] [INFO ] [CONFIGURE ] ATS: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:56:19.885934] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2331 tests [2025-10-16T22:56:19.885976] [INFO ] [CONFIGURE ] ATS: Testing feature 21/29: add_range_position [2025-10-16T22:56:19.886009] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position'] [2025-10-16T22:56:20.065874] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:20.249455] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:20.432791] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:20.621747] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:20.799932] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:20.984062] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:21.166994] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:21.351787] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:21.538342] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:21.723800] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:21.723955] [INFO ] [CONFIGURE ] ATS: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:56:21.723999] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2330 tests [2025-10-16T22:56:21.724033] [INFO ] [CONFIGURE ] ATS: Testing feature 22/29: add_realized_volatility [2025-10-16T22:56:21.724064] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-10-16T22:56:21.923589] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:22.123157] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:22.320257] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:22.533413] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:22.770905] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:22.974729] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:23.200565] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:23.402371] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:56:23.673919] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:23.877414] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:23.877581] [INFO ] [CONFIGURE ] ATS: DISCARDED add_realized_volatility (score: 20.00%) [2025-10-16T22:56:23.877624] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2329 tests [2025-10-16T22:56:23.877691] [INFO ] [CONFIGURE ] ATS: Testing feature 23/29: add_recent_range_context [2025-10-16T22:56:23.877737] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-10-16T22:56:24.046986] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:24.219724] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:24.394666] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:24.567050] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:24.738489] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:24.905311] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:25.078083] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:25.263664] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:25.441982] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:25.615778] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:25.615915] [INFO ] [CONFIGURE ] ATS: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T22:56:25.615958] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2328 tests [2025-10-16T22:56:25.615992] [INFO ] [CONFIGURE ] ATS: Testing feature 24/29: add_rsi [2025-10-16T22:56:25.616022] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-10-16T22:56:25.798722] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:25.982527] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:26.173793] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:26.359075] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:26.541514] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:26.732339] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:26.922343] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:27.112245] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:27.309769] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:27.500948] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:27.501117] [INFO ] [CONFIGURE ] ATS: DISCARDED add_rsi (score: 30.00%) [2025-10-16T22:56:27.501159] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2327 tests [2025-10-16T22:56:27.501193] [INFO ] [CONFIGURE ] ATS: Testing feature 25/29: add_tick_distribution [2025-10-16T22:56:27.501223] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-10-16T22:56:27.666484] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:27.829135] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:27.991108] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:28.157577] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:28.319167] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:56:28.486181] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:28.647697] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:28.810140] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:28.976990] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:29.161280] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:29.161558] [INFO ] [CONFIGURE ] ATS: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T22:56:29.161608] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2326 tests [2025-10-16T22:56:29.161665] [INFO ] [CONFIGURE ] ATS: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:56:29.161753] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-10-16T22:56:29.356278] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:29.545019] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:29.733534] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:29.930111] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:30.138313] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:30.335057] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:30.546835] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:30.749527] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:30.954720] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:31.146563] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:31.146861] [INFO ] [CONFIGURE ] ATS: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T22:56:31.146915] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2325 tests [2025-10-16T22:56:31.146952] [INFO ] [CONFIGURE ] ATS: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:56:31.146987] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-10-16T22:56:31.356416] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:31.565206] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:31.795589] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:31.999628] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:32.198870] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:56:32.398352] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:32.588861] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:32.785312] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:32.988479] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:33.222040] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T22:56:33.222279] [INFO ] [CONFIGURE ] ATS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:56:33.222329] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2324 tests [2025-10-16T22:56:33.222364] [INFO ] [CONFIGURE ] ATS: Testing feature 28/29: add_volume_profile [2025-10-16T22:56:33.222395] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-10-16T22:56:33.387108] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:33.551960] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:33.722825] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:33.902240] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:34.073102] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:34.241801] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:34.415411] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:34.588267] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:34.760519] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:34.962229] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:34.962416] [INFO ] [CONFIGURE ] ATS: DISCARDED add_volume_profile (score: 20.00%) [2025-10-16T22:56:34.962510] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2323 tests [2025-10-16T22:56:34.962554] [INFO ] [CONFIGURE ] ATS: Testing feature 29/29: add_vwap [2025-10-16T22:56:34.962588] [INFO ] [CONFIGURE ] ATS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_vwap'] [2025-10-16T22:56:35.134586] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:35.332631] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:35.535165] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:35.733786] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:35.914484] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:56:36.096848] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:36.268963] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:56:36.451512] [DEBUG] [FORECASTER] ATS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:36.660183] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:36.857227] [DEBUG] [FORECASTER] ATS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T22:56:36.857554] [INFO ] [CONFIGURE ] ATS: DISCARDED add_vwap (score: 10.00%) [2025-10-16T22:56:36.857611] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2322 tests [2025-10-16T22:56:36.857683] [INFO ] [CONFIGURE ] ATS: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:56:36.857736] [INFO ] [CONFIGURE ] ATS: Best accuracy: 70.00% [2025-10-16T22:56:36.857773] [INFO ] [CONFIGURE ] ATS: Best feature set (4 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-10-16T22:56:36.857805] [INFO ] [CONFIGURE ] ATS: Improvement over baseline: 30.00% [2025-10-16T22:56:36.857834] [INFO ] [CONFIGURE ] ATS: Total time: 48.0 seconds [2025-10-16T22:56:36.857864] [INFO ] [CONFIGURE ] ATS: Average time per feature: 1.7 seconds [2025-10-16T22:56:36.857893] [INFO ] [CONFIGURE ] ATS: Average speed: 0.60 features/sec [2025-10-16T22:56:36.858495] [INFO ] [LOCAL ] Saved configuration for ATS: 4 features, 70.00% accuracy -> ./output/feature-sets/ATS.json [2025-10-16T22:56:36.858563] [INFO ] [CONFIGURE ] ATS: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-10-16T22:56:36.858626] [INFO ] [sig ] [16/96] Successfully configured ATS | 0.02 sym/s | Total: 11.8m | ETA: 58.9m [2025-10-16T22:56:36.858701] [INFO ] [sig ] [17/96] Configuring AVB... [2025-10-16T22:56:36.858756] [INFO ] [CONFIGURE ] AVB: Configurate test run. [2025-10-16T22:56:36.858790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-10-16T22:56:36.874794] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVB'. [2025-10-16T22:56:36.875469] [INFO ] [CONFIGURE ] AVB: Testing with 29 available features [2025-10-16T22:56:36.875545] [INFO ] [CONFIGURE ] AVB: Establishing baseline with no features... [2025-10-16T22:56:36.996351] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:37.129353] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:37.260963] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:37.385095] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:37.504813] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:37.627332] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:37.754443] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:37.878539] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:56:38.001632] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:38.131001] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:38.131239] [INFO ] [CONFIGURE ] AVB: Baseline score (no features): 40.00% [2025-10-16T22:56:38.131296] [INFO ] [CONFIGURE ] AVB: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:56:38.131333] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:56:38.266105] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:38.404087] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:38.539421] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:38.674690] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:38.814747] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:38.953519] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:39.091175] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:39.239941] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:56:39.389135] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:39.533206] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:39.533452] [INFO ] [CONFIGURE ] AVB: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:56:39.533500] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2321 tests [2025-10-16T22:56:39.533574] [INFO ] [CONFIGURE ] AVB: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:56:39.533671] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:56:39.674887] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:39.820949] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:39.958435] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:40.104402] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:40.240165] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:40.377058] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:40.507378] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:40.634496] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:56:40.762105] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:40.890294] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:40.890508] [INFO ] [CONFIGURE ] AVB: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T22:56:40.890557] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2320 tests [2025-10-16T22:56:40.890593] [INFO ] [CONFIGURE ] AVB: Testing feature 3/29: add_daily_returns [2025-10-16T22:56:40.890623] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns'] [2025-10-16T22:56:41.014921] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:41.125302] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:41.235422] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:41.346274] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:41.457541] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:56:41.569342] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:41.686117] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:41.802114] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:41.918113] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:42.030831] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:42.030992] [INFO ] [CONFIGURE ] AVB: KEPT add_daily_returns (score: 70.00%) [2025-10-16T22:56:42.031034] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2319 tests [2025-10-16T22:56:42.031067] [INFO ] [CONFIGURE ] AVB: Testing feature 4/29: add_ema [2025-10-16T22:56:42.031097] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T22:56:42.157398] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:42.283411] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:42.413495] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:42.541268] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:42.678585] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:42.807244] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:42.936115] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:43.066600] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:56:43.202190] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:43.337113] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:43.337282] [INFO ] [CONFIGURE ] AVB: DISCARDED add_ema (score: 10.00%) [2025-10-16T22:56:43.337326] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2318 tests [2025-10-16T22:56:43.337359] [INFO ] [CONFIGURE ] AVB: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:56:43.337394] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:56:43.491170] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:43.629886] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:43.768933] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:43.904004] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:44.060052] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:44.198359] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:44.347893] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:44.493467] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:44.632274] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:44.774201] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:44.774426] [INFO ] [CONFIGURE ] AVB: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T22:56:44.774476] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2317 tests [2025-10-16T22:56:44.774519] [INFO ] [CONFIGURE ] AVB: Testing feature 6/29: add_failed_moves [2025-10-16T22:56:44.774559] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-10-16T22:56:44.898539] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:45.035998] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:45.154919] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:45.274286] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:45.394530] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:56:45.520092] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:45.649980] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:45.769728] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:45.902951] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:46.043306] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:46.043488] [INFO ] [CONFIGURE ] AVB: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T22:56:46.043534] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2316 tests [2025-10-16T22:56:46.043569] [INFO ] [CONFIGURE ] AVB: Testing feature 7/29: add_lag_shelf [2025-10-16T22:56:46.043600] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-10-16T22:56:46.169519] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:46.305548] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:46.431811] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:46.556878] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:46.683558] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:56:46.805521] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:46.932206] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:47.093196] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:47.222215] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:47.337406] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:47.337573] [INFO ] [CONFIGURE ] AVB: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T22:56:47.337618] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2315 tests [2025-10-16T22:56:47.337888] [INFO ] [CONFIGURE ] AVB: Testing feature 8/29: add_macd [2025-10-16T22:56:47.338274] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T22:56:47.509067] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:47.682257] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:47.850877] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:48.013265] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:48.189157] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:48.363623] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:48.539613] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:48.717262] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:48.899221] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:56:49.074978] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:49.075244] [INFO ] [CONFIGURE ] AVB: DISCARDED add_macd (score: 30.00%) [2025-10-16T22:56:49.075297] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2314 tests [2025-10-16T22:56:49.075334] [INFO ] [CONFIGURE ] AVB: Testing feature 9/29: add_mfi [2025-10-16T22:56:49.075368] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-10-16T22:56:49.219158] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:49.362490] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:49.503506] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:49.644338] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:49.788632] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:56:49.933594] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:50.085716] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:50.227809] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:50.371606] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:50.511704] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:50.511889] [INFO ] [CONFIGURE ] AVB: DISCARDED add_mfi (score: 60.00%) [2025-10-16T22:56:50.511933] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2313 tests [2025-10-16T22:56:50.511968] [INFO ] [CONFIGURE ] AVB: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:56:50.511998] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:56:50.656503] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:50.807246] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:56:50.945054] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:51.084323] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:51.224474] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:51.386316] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:51.545128] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:51.703872] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:51.875683] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:52.036878] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:52.037186] [INFO ] [CONFIGURE ] AVB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T22:56:52.037256] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2312 tests [2025-10-16T22:56:52.037323] [INFO ] [CONFIGURE ] AVB: Testing feature 11/29: add_obv_daily [2025-10-16T22:56:52.037363] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-10-16T22:56:52.172895] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:52.323221] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:52.491408] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:52.635434] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:56:52.765149] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:56:52.900008] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:53.044566] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:53.193999] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:53.331840] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:53.470963] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:53.471193] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T22:56:53.471241] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2311 tests [2025-10-16T22:56:53.471280] [INFO ] [CONFIGURE ] AVB: Testing feature 12/29: add_obv_interval [2025-10-16T22:56:53.471314] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-10-16T22:56:53.605374] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:53.733164] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:53.869344] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:54.003434] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:54.134573] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:54.271710] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:54.417283] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:54.558109] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:54.699181] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:54.838585] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:54.838869] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:56:54.838924] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2310 tests [2025-10-16T22:56:54.838964] [INFO ] [CONFIGURE ] AVB: Testing feature 13/29: add_opening_strength [2025-10-16T22:56:54.839001] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T22:56:54.971414] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:55.115853] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:55.272754] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:55.419304] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:55.561194] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:55.706060] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:55.848360] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:55.991530] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:56.140544] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:56.288287] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:56.288533] [INFO ] [CONFIGURE ] AVB: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T22:56:56.288583] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2309 tests [2025-10-16T22:56:56.288628] [INFO ] [CONFIGURE ] AVB: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:56:56.288724] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-10-16T22:56:56.437818] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:56:56.584164] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:56.733050] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:56.883818] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:57.030361] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:56:57.175197] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:57.317181] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:57.459731] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:57.636551] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:57.796663] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:57.796905] [INFO ] [CONFIGURE ] AVB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T22:56:57.797013] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2308 tests [2025-10-16T22:56:57.797076] [INFO ] [CONFIGURE ] AVB: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:56:57.797113] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-10-16T22:56:57.924787] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:58.052348] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:58.178631] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:56:58.298371] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:58.411582] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:58.526752] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:56:58.643104] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:56:58.760470] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:56:58.884761] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:56:59.004341] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:56:59.004535] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:56:59.004597] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2307 tests [2025-10-16T22:56:59.004635] [INFO ] [CONFIGURE ] AVB: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:56:59.004707] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-10-16T22:56:59.125245] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:56:59.244922] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:56:59.364975] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:56:59.495552] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:56:59.617614] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:56:59.739421] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:56:59.861393] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:56:59.982917] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:00.107594] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:00.242109] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:00.242287] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T22:57:00.242346] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2306 tests [2025-10-16T22:57:00.242382] [INFO ] [CONFIGURE ] AVB: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:57:00.242412] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-10-16T22:57:00.369122] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:00.510996] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:00.655930] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:00.785978] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T22:57:00.913433] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:01.039792] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:01.168210] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:57:01.297666] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:01.430816] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:01.559603] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:01.559788] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T22:57:01.559839] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2305 tests [2025-10-16T22:57:01.559875] [INFO ] [CONFIGURE ] AVB: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:57:01.559906] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-10-16T22:57:01.677673] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:01.804828] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:01.922239] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:02.044003] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:02.161877] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:02.280239] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:02.401563] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:02.532222] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:02.659677] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:02.788051] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:02.788262] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T22:57:02.788321] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2304 tests [2025-10-16T22:57:02.788359] [INFO ] [CONFIGURE ] AVB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:57:02.788393] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-10-16T22:57:02.907746] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:03.031632] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:03.153231] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:03.287860] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:03.412325] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:03.530875] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:03.648745] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:03.765573] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:03.883784] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:04.006632] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:04.006849] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T22:57:04.006908] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2303 tests [2025-10-16T22:57:04.006955] [INFO ] [CONFIGURE ] AVB: Testing feature 20/29: add_price_rejection [2025-10-16T22:57:04.007011] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-10-16T22:57:04.143531] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:57:04.270866] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T22:57:04.398334] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:04.526919] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:04.658102] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:57:04.790068] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:04.936857] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:05.090109] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:05.235346] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:05.368096] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:05.368288] [INFO ] [CONFIGURE ] AVB: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T22:57:05.368339] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2302 tests [2025-10-16T22:57:05.368396] [INFO ] [CONFIGURE ] AVB: Testing feature 21/29: add_range_position [2025-10-16T22:57:05.368430] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-10-16T22:57:05.501845] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:05.638689] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:05.789820] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:05.930064] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:06.064250] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:57:06.197165] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:06.329482] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:06.466037] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:06.603152] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:57:06.739699] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:06.739896] [INFO ] [CONFIGURE ] AVB: DISCARDED add_range_position (score: 40.00%) [2025-10-16T22:57:06.739944] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2301 tests [2025-10-16T22:57:06.739981] [INFO ] [CONFIGURE ] AVB: Testing feature 22/29: add_realized_volatility [2025-10-16T22:57:06.740011] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-10-16T22:57:06.884157] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:07.028755] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:07.180002] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:07.329458] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:07.476987] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:07.625705] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:07.777931] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:07.927002] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T22:57:08.084486] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:08.259557] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:08.259795] [INFO ] [CONFIGURE ] AVB: DISCARDED add_realized_volatility (score: 30.00%) [2025-10-16T22:57:08.259851] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2300 tests [2025-10-16T22:57:08.259890] [INFO ] [CONFIGURE ] AVB: Testing feature 23/29: add_recent_range_context [2025-10-16T22:57:08.259924] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-10-16T22:57:08.421985] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:57:08.601996] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:08.759458] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:08.918994] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:09.102982] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:09.256531] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:09.380862] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:09.510972] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:09.636387] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:57:09.764860] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:09.765018] [INFO ] [CONFIGURE ] AVB: DISCARDED add_recent_range_context (score: 30.00%) [2025-10-16T22:57:09.765064] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2299 tests [2025-10-16T22:57:09.765101] [INFO ] [CONFIGURE ] AVB: Testing feature 24/29: add_rsi [2025-10-16T22:57:09.765134] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-10-16T22:57:09.920491] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:57:10.061928] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:10.204392] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:10.346540] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:10.493516] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:57:10.639908] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:10.784234] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:57:10.927251] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:11.072831] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:11.221754] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:11.221912] [INFO ] [CONFIGURE ] AVB: DISCARDED add_rsi (score: 40.00%) [2025-10-16T22:57:11.221958] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2298 tests [2025-10-16T22:57:11.222002] [INFO ] [CONFIGURE ] AVB: Testing feature 25/29: add_tick_distribution [2025-10-16T22:57:11.222040] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-10-16T22:57:11.374297] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:11.496299] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:11.617360] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:11.742384] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:11.874822] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:57:11.998501] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:12.128962] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:12.273069] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:12.411264] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:12.544814] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:12.545151] [INFO ] [CONFIGURE ] AVB: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T22:57:12.545210] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2297 tests [2025-10-16T22:57:12.545251] [INFO ] [CONFIGURE ] AVB: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:57:12.545286] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-10-16T22:57:12.684659] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:57:12.824906] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:12.952041] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:13.093031] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:13.217988] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:13.343850] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:13.464866] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:13.592834] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:13.717164] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:57:13.845180] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:13.845351] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T22:57:13.845395] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2296 tests [2025-10-16T22:57:13.845429] [INFO ] [CONFIGURE ] AVB: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:57:13.845511] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-10-16T22:57:13.974838] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:57:14.102730] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:14.228166] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:14.373760] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:14.504923] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:14.637804] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:14.770591] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:57:14.903400] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:15.038265] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:15.171834] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:15.172015] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:57:15.172062] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2295 tests [2025-10-16T22:57:15.172129] [INFO ] [CONFIGURE ] AVB: Testing feature 28/29: add_volume_profile [2025-10-16T22:57:15.172186] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-10-16T22:57:15.294542] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:15.421345] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:15.541956] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:15.665343] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:15.787405] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:57:15.912471] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:16.034638] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:16.160472] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:16.291622] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:16.417214] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:16.417390] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:57:16.417451] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2294 tests [2025-10-16T22:57:16.417488] [INFO ] [CONFIGURE ] AVB: Testing feature 29/29: add_vwap [2025-10-16T22:57:16.417519] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-10-16T22:57:16.546396] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:57:16.672230] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:57:16.798730] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:16.923993] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:57:17.059458] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:57:17.183813] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:17.308835] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:57:17.459142] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T22:57:17.586811] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:17.709744] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:17.709888] [INFO ] [CONFIGURE ] AVB: DISCARDED add_vwap (score: 40.00%) [2025-10-16T22:57:17.709932] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2293 tests [2025-10-16T22:57:17.709967] [INFO ] [CONFIGURE ] AVB: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:57:17.709996] [INFO ] [CONFIGURE ] AVB: Best accuracy: 70.00% [2025-10-16T22:57:17.710025] [INFO ] [CONFIGURE ] AVB: Best feature set (1 features): ['add_daily_returns'] [2025-10-16T22:57:17.710053] [INFO ] [CONFIGURE ] AVB: Improvement over baseline: 30.00% [2025-10-16T22:57:17.710079] [INFO ] [CONFIGURE ] AVB: Total time: 39.6 seconds [2025-10-16T22:57:17.710110] [INFO ] [CONFIGURE ] AVB: Average time per feature: 1.4 seconds [2025-10-16T22:57:17.710144] [INFO ] [CONFIGURE ] AVB: Average speed: 0.73 features/sec [2025-10-16T22:57:17.710685] [INFO ] [LOCAL ] Saved configuration for AVB: 1 features, 70.00% accuracy -> ./output/feature-sets/AVB.json [2025-10-16T22:57:17.710751] [INFO ] [CONFIGURE ] AVB: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T22:57:17.710811] [INFO ] [sig ] [17/96] Successfully configured AVB | 0.02 sym/s | Total: 12.5m | ETA: 58.0m [2025-10-16T22:57:17.710853] [INFO ] [sig ] [18/96] Configuring AWF... [2025-10-16T22:57:17.710907] [INFO ] [CONFIGURE ] AWF: Configurate test run. [2025-10-16T22:57:17.710940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-10-16T22:57:17.724966] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWF'. [2025-10-16T22:57:17.725299] [INFO ] [CONFIGURE ] AWF: Testing with 29 available features [2025-10-16T22:57:17.725355] [INFO ] [CONFIGURE ] AWF: Establishing baseline with no features... [2025-10-16T22:57:17.828886] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:17.929762] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:18.033149] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:18.142557] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:57:18.247232] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:18.352499] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:18.465069] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:18.572179] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:18.684954] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:57:18.793035] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:18.793166] [INFO ] [CONFIGURE ] AWF: Baseline score (no features): 30.00% [2025-10-16T22:57:18.793209] [INFO ] [CONFIGURE ] AWF: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:57:18.793352] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:57:18.910007] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:19.026181] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:19.141900] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:19.264518] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:57:19.379666] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:19.496283] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:19.612865] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:19.731048] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:19.850176] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:19.971523] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:19.971815] [INFO ] [CONFIGURE ] AWF: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T22:57:19.971872] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2292 tests [2025-10-16T22:57:19.971911] [INFO ] [CONFIGURE ] AWF: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:57:19.971944] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:57:20.154752] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:57:20.307671] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:20.483762] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:20.637188] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:57:20.787565] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:57:20.938120] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:21.099239] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:21.241281] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:21.379711] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:21.519996] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:21.520217] [INFO ] [CONFIGURE ] AWF: DISCARDED add_cumulative_delta (score: 30.00%) [2025-10-16T22:57:21.520296] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2291 tests [2025-10-16T22:57:21.520358] [INFO ] [CONFIGURE ] AWF: Testing feature 3/29: add_daily_returns [2025-10-16T22:57:21.520421] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T22:57:21.641425] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:21.766804] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:21.901306] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:22.024506] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:22.146765] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:22.267780] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:22.388125] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:22.519251] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:22.644359] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:22.770389] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:22.770544] [INFO ] [CONFIGURE ] AWF: KEPT add_daily_returns (score: 60.00%) [2025-10-16T22:57:22.770586] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2290 tests [2025-10-16T22:57:22.770620] [INFO ] [CONFIGURE ] AWF: Testing feature 4/29: add_ema [2025-10-16T22:57:22.770678] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-10-16T22:57:22.909775] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:23.048949] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:23.190533] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:23.327492] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:23.475814] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:57:23.629738] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:23.798815] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:23.943991] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:24.093102] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:24.239919] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:24.240105] [INFO ] [CONFIGURE ] AWF: DISCARDED add_ema (score: 40.00%) [2025-10-16T22:57:24.240180] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2289 tests [2025-10-16T22:57:24.240221] [INFO ] [CONFIGURE ] AWF: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:57:24.240252] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:57:24.386445] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:24.532379] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:24.678114] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:24.828025] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:24.981622] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:25.137528] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:25.292665] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:25.444723] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:25.600788] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:25.750349] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:25.750535] [INFO ] [CONFIGURE ] AWF: KEPT add_exhaustion_signals (score: 70.00%) [2025-10-16T22:57:25.750623] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2288 tests [2025-10-16T22:57:25.750701] [INFO ] [CONFIGURE ] AWF: Testing feature 6/29: add_failed_moves [2025-10-16T22:57:25.750745] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T22:57:25.920920] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:26.073976] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:26.226194] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:26.378551] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:26.573412] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:26.729938] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:26.884303] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:27.043396] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:27.198381] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:27.353490] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:27.353676] [INFO ] [CONFIGURE ] AWF: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T22:57:27.353738] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2287 tests [2025-10-16T22:57:27.353775] [INFO ] [CONFIGURE ] AWF: Testing feature 7/29: add_lag_shelf [2025-10-16T22:57:27.353806] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T22:57:27.505127] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:27.655892] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:27.803033] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:27.951123] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:28.118341] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:28.287582] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:28.463057] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:28.627407] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:28.800179] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:28.965526] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:28.965823] [INFO ] [CONFIGURE ] AWF: KEPT add_lag_shelf (score: 80.00%) [2025-10-16T22:57:28.965880] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2286 tests [2025-10-16T22:57:28.965919] [INFO ] [CONFIGURE ] AWF: Testing feature 8/29: add_macd [2025-10-16T22:57:28.965953] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd'] [2025-10-16T22:57:29.157728] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:29.360354] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:29.562399] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:29.772242] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:29.966794] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:30.165084] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:30.352291] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:30.546970] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:30.730781] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:30.914726] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:30.914921] [INFO ] [CONFIGURE ] AWF: DISCARDED add_macd (score: 70.00%) [2025-10-16T22:57:30.914968] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2285 tests [2025-10-16T22:57:30.915001] [INFO ] [CONFIGURE ] AWF: Testing feature 9/29: add_mfi [2025-10-16T22:57:30.915032] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi'] [2025-10-16T22:57:31.084385] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:31.253199] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:31.419431] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:31.589711] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:31.754518] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:31.922883] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:32.106302] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:32.280304] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:32.453186] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:32.664494] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:32.664703] [INFO ] [CONFIGURE ] AWF: DISCARDED add_mfi (score: 70.00%) [2025-10-16T22:57:32.664763] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2284 tests [2025-10-16T22:57:32.664801] [INFO ] [CONFIGURE ] AWF: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:57:32.664832] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:57:32.841494] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:33.019745] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:33.200188] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:33.376082] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:33.554400] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:33.736754] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:33.922716] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:34.106285] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:34.287896] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:34.470058] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:34.470200] [INFO ] [CONFIGURE ] AWF: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T22:57:34.470243] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2283 tests [2025-10-16T22:57:34.470277] [INFO ] [CONFIGURE ] AWF: Testing feature 11/29: add_obv_daily [2025-10-16T22:57:34.470308] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily'] [2025-10-16T22:57:34.629449] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:34.787074] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:34.946804] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:57:35.106630] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:35.267887] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:35.425927] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:57:35.604250] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:35.766135] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:35.931268] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:36.100516] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:36.100694] [INFO ] [CONFIGURE ] AWF: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T22:57:36.100755] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2282 tests [2025-10-16T22:57:36.100791] [INFO ] [CONFIGURE ] AWF: Testing feature 12/29: add_obv_interval [2025-10-16T22:57:36.100823] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-10-16T22:57:36.262423] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:36.414494] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:36.568490] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:36.723413] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:36.881914] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:37.038470] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:37.196725] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:37.352793] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:37.509085] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:37.668015] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:37.668188] [INFO ] [CONFIGURE ] AWF: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T22:57:37.668253] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2281 tests [2025-10-16T22:57:37.668290] [INFO ] [CONFIGURE ] AWF: Testing feature 13/29: add_opening_strength [2025-10-16T22:57:37.668320] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_opening_strength'] [2025-10-16T22:57:37.829240] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:37.988949] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:38.150027] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:38.310561] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:38.471378] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:38.638561] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:38.801206] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:38.962103] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:57:39.126608] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:39.296039] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:39.296206] [INFO ] [CONFIGURE ] AWF: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T22:57:39.296267] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2280 tests [2025-10-16T22:57:39.296304] [INFO ] [CONFIGURE ] AWF: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:57:39.296334] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-10-16T22:57:39.464250] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:39.633449] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:39.801230] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:39.969586] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:40.139777] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:40.315777] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:40.485662] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:40.655403] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:40.826448] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:40.996735] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:40.996882] [INFO ] [CONFIGURE ] AWF: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T22:57:40.996926] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2279 tests [2025-10-16T22:57:40.996960] [INFO ] [CONFIGURE ] AWF: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:57:40.996991] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-10-16T22:57:41.149015] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:41.306000] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:41.457530] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:41.613535] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:41.769735] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:41.925735] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:42.077329] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:42.228888] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:42.382032] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:42.541262] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:42.541406] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T22:57:42.541448] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2278 tests [2025-10-16T22:57:42.541481] [INFO ] [CONFIGURE ] AWF: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:57:42.541511] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-10-16T22:57:42.711908] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:42.872854] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:43.038880] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:43.208622] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:57:43.381098] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:43.552209] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:43.715752] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:43.885060] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:44.071902] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:44.262924] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:44.263121] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T22:57:44.263168] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2277 tests [2025-10-16T22:57:44.263204] [INFO ] [CONFIGURE ] AWF: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:57:44.263234] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-10-16T22:57:44.458271] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:44.649786] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:44.844805] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:45.047094] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:45.246842] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:45.443869] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:45.639463] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:45.835429] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:57:46.012827] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:46.187403] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:46.187669] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T22:57:46.187731] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2276 tests [2025-10-16T22:57:46.187769] [INFO ] [CONFIGURE ] AWF: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:57:46.187800] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-10-16T22:57:46.346073] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:46.515505] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:46.676737] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:46.834934] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:46.995076] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:47.157733] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:47.327386] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:47.494371] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:47.659915] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:47.820938] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:47.821147] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-10-16T22:57:47.821194] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2275 tests [2025-10-16T22:57:47.821229] [INFO ] [CONFIGURE ] AWF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:57:47.821261] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-10-16T22:57:47.978932] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:48.133087] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:48.295399] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:48.452376] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:48.608344] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:48.761721] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:48.919791] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:49.079824] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:49.234892] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:49.396071] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:49.397034] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T22:57:49.397257] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2274 tests [2025-10-16T22:57:49.397300] [INFO ] [CONFIGURE ] AWF: Testing feature 20/29: add_price_rejection [2025-10-16T22:57:49.397333] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection'] [2025-10-16T22:57:49.562631] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:49.730842] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:49.901315] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:50.069384] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:50.238567] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:50.405375] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:50.576949] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:50.741343] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:50.905567] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:51.070373] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:51.070538] [INFO ] [CONFIGURE ] AWF: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T22:57:51.070582] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2273 tests [2025-10-16T22:57:51.070616] [INFO ] [CONFIGURE ] AWF: Testing feature 21/29: add_range_position [2025-10-16T22:57:51.070673] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position'] [2025-10-16T22:57:51.243118] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:51.416611] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:51.593228] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:51.765307] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:57:51.957608] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:52.136638] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:52.318626] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:52.498244] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:52.684275] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:52.865907] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:52.866081] [INFO ] [CONFIGURE ] AWF: DISCARDED add_range_position (score: 70.00%) [2025-10-16T22:57:52.866128] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2272 tests [2025-10-16T22:57:52.866162] [INFO ] [CONFIGURE ] AWF: Testing feature 22/29: add_realized_volatility [2025-10-16T22:57:52.866193] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility'] [2025-10-16T22:57:53.074499] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:53.275396] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:53.471395] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:53.686405] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:57:53.901201] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:54.094911] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:54.294042] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:54.496765] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:57:54.691523] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:54.916235] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:54.916434] [INFO ] [CONFIGURE ] AWF: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T22:57:54.916510] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2271 tests [2025-10-16T22:57:54.916552] [INFO ] [CONFIGURE ] AWF: Testing feature 23/29: add_recent_range_context [2025-10-16T22:57:54.916584] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context'] [2025-10-16T22:57:55.082943] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:55.255437] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:55.424445] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:55.594164] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:55.771137] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:55.940992] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:56.121120] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:56.299881] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:57:56.468004] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:56.640940] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:56.641159] [INFO ] [CONFIGURE ] AWF: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T22:57:56.641218] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2270 tests [2025-10-16T22:57:56.641255] [INFO ] [CONFIGURE ] AWF: Testing feature 24/29: add_rsi [2025-10-16T22:57:56.641287] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-10-16T22:57:56.819909] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:56.999106] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:57:57.174338] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:57.358530] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:57.542228] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:57.732889] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:57.934594] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:57:58.122993] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:57:58.308881] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:57:58.504435] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:57:58.504675] [INFO ] [CONFIGURE ] AWF: DISCARDED add_rsi (score: 50.00%) [2025-10-16T22:57:58.504740] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2269 tests [2025-10-16T22:57:58.504779] [INFO ] [CONFIGURE ] AWF: Testing feature 25/29: add_tick_distribution [2025-10-16T22:57:58.504811] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution'] [2025-10-16T22:57:58.669751] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:57:58.826297] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:57:58.980756] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:57:59.133962] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:57:59.309995] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:57:59.486062] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:57:59.647279] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:57:59.814384] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:57:59.976404] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:00.139604] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:00.139786] [INFO ] [CONFIGURE ] AWF: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T22:58:00.139837] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2268 tests [2025-10-16T22:58:00.139871] [INFO ] [CONFIGURE ] AWF: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:58:00.139901] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-10-16T22:58:00.309602] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:58:00.471325] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:58:00.641333] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:00.876234] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:01.083557] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:01.317367] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:01.573448] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:01.765213] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:01.941897] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:02.117429] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:02.117583] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T22:58:02.117626] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2267 tests [2025-10-16T22:58:02.117696] [INFO ] [CONFIGURE ] AWF: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:58:02.117740] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-10-16T22:58:02.288431] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:58:02.461960] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:58:02.634169] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:58:02.806401] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:02.979700] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:03.150310] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:03.334868] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:03.513256] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:03.685817] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:03.855591] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:03.855769] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T22:58:03.855820] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2266 tests [2025-10-16T22:58:03.855854] [INFO ] [CONFIGURE ] AWF: Testing feature 28/29: add_volume_profile [2025-10-16T22:58:03.855955] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile'] [2025-10-16T22:58:04.012032] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T22:58:04.168453] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:58:04.330431] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:58:04.494917] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:04.665356] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:04.834090] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:05.002428] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T22:58:05.170429] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:05.341842] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:05.508068] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:05.508280] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T22:58:05.508334] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2265 tests [2025-10-16T22:58:05.508370] [INFO ] [CONFIGURE ] AWF: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:58:05.508398] [INFO ] [CONFIGURE ] AWF: Best accuracy: 80.00% [2025-10-16T22:58:05.508429] [INFO ] [CONFIGURE ] AWF: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T22:58:05.508509] [INFO ] [CONFIGURE ] AWF: Improvement over baseline: 50.00% [2025-10-16T22:58:05.508546] [INFO ] [CONFIGURE ] AWF: Total time: 46.7 seconds [2025-10-16T22:58:05.508573] [INFO ] [CONFIGURE ] AWF: Average time per feature: 1.7 seconds [2025-10-16T22:58:05.508600] [INFO ] [CONFIGURE ] AWF: Average speed: 0.62 features/sec [2025-10-16T22:58:05.509190] [INFO ] [LOCAL ] Saved configuration for AWF: 5 features, 80.00% accuracy -> ./output/feature-sets/AWF.json [2025-10-16T22:58:05.509257] [INFO ] [CONFIGURE ] AWF: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-10-16T22:58:05.509320] [INFO ] [sig ] [18/96] Successfully configured AWF | 0.02 sym/s | Total: 13.3m | ETA: 57.5m [2025-10-16T22:58:05.509368] [INFO ] [sig ] [19/96] Configuring AWI... [2025-10-16T22:58:05.509422] [INFO ] [CONFIGURE ] AWI: Configurate test run. [2025-10-16T22:58:05.509454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-10-16T22:58:05.528353] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWI'. [2025-10-16T22:58:05.529060] [INFO ] [CONFIGURE ] AWI: Testing with 29 available features [2025-10-16T22:58:05.529122] [INFO ] [CONFIGURE ] AWI: Establishing baseline with no features... [2025-10-16T22:58:05.650889] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:58:05.766451] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:05.931581] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:06.049585] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:06.171237] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:06.293850] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:06.425171] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:06.563908] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:06.690526] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:06.809875] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:06.810041] [INFO ] [CONFIGURE ] AWI: Baseline score (no features): 30.00% [2025-10-16T22:58:06.810086] [INFO ] [CONFIGURE ] AWI: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:58:06.810118] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:58:06.934851] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:07.055111] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:07.178828] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:07.301522] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:07.429855] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:07.551250] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:07.674254] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:07.795986] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:07.923276] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:08.047297] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:08.047515] [INFO ] [CONFIGURE ] AWI: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T22:58:08.047578] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2264 tests [2025-10-16T22:58:08.047626] [INFO ] [CONFIGURE ] AWI: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:58:08.047735] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:58:08.204732] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:08.350843] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:08.505669] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:08.659520] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:08.795956] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:08.937609] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:09.080129] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:09.219599] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:09.372936] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:09.508671] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:09.508828] [INFO ] [CONFIGURE ] AWI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T22:58:09.508871] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2263 tests [2025-10-16T22:58:09.508904] [INFO ] [CONFIGURE ] AWI: Testing feature 3/29: add_daily_returns [2025-10-16T22:58:09.508934] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T22:58:09.628452] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:09.751565] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:09.872941] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:09.995175] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:10.118362] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:10.243266] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:10.367684] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:10.496953] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:10.623661] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:10.752564] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:10.752741] [INFO ] [CONFIGURE ] AWI: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T22:58:10.752795] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2262 tests [2025-10-16T22:58:10.752830] [INFO ] [CONFIGURE ] AWI: Testing feature 4/29: add_ema [2025-10-16T22:58:10.752860] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T22:58:10.884616] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:11.016467] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:11.151348] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:11.290338] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:11.424849] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:11.561855] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:11.697215] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:11.834985] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:12.013058] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:12.151589] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:12.151773] [INFO ] [CONFIGURE ] AWI: DISCARDED add_ema (score: 60.00%) [2025-10-16T22:58:12.151825] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2261 tests [2025-10-16T22:58:12.151860] [INFO ] [CONFIGURE ] AWI: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:58:12.151890] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:58:12.303906] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:12.445603] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:12.587840] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:12.730489] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:12.879420] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:13.022458] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:13.169577] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:13.317396] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:13.462737] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:13.607766] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:13.607941] [INFO ] [CONFIGURE ] AWI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T22:58:13.608008] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2260 tests [2025-10-16T22:58:13.608045] [INFO ] [CONFIGURE ] AWI: Testing feature 6/29: add_failed_moves [2025-10-16T22:58:13.608076] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T22:58:13.733307] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:13.855446] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:13.978290] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:14.101072] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:14.232833] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:14.374038] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:14.506206] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:14.636059] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:14.764360] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:14.892050] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:14.892182] [INFO ] [CONFIGURE ] AWI: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:58:14.892226] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2259 tests [2025-10-16T22:58:14.892259] [INFO ] [CONFIGURE ] AWI: Testing feature 7/29: add_lag_shelf [2025-10-16T22:58:14.892288] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T22:58:15.036909] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:15.153713] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:15.273320] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:15.389269] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:15.509356] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:15.627402] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:15.744476] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:15.862281] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:15.980161] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:16.102912] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:16.103114] [INFO ] [CONFIGURE ] AWI: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T22:58:16.103163] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2258 tests [2025-10-16T22:58:16.103198] [INFO ] [CONFIGURE ] AWI: Testing feature 8/29: add_macd [2025-10-16T22:58:16.103231] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T22:58:16.255523] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:16.405413] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:16.558827] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:16.709117] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:16.859226] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:17.009956] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:17.165760] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:17.328886] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:17.491499] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:17.650635] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:17.650856] [INFO ] [CONFIGURE ] AWI: DISCARDED add_macd (score: 40.00%) [2025-10-16T22:58:17.650903] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2257 tests [2025-10-16T22:58:17.650937] [INFO ] [CONFIGURE ] AWI: Testing feature 9/29: add_mfi [2025-10-16T22:58:17.651017] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T22:58:17.783022] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:17.921027] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:18.059182] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:18.205942] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:18.347023] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:18.497113] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:18.641393] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:18.783938] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:18.924765] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:19.071096] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:19.071282] [INFO ] [CONFIGURE ] AWI: DISCARDED add_mfi (score: 50.00%) [2025-10-16T22:58:19.071327] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2256 tests [2025-10-16T22:58:19.071361] [INFO ] [CONFIGURE ] AWI: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:58:19.071393] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:58:19.247136] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:19.396159] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T22:58:19.548539] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:19.702292] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:19.860941] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:20.012883] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:20.168674] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:20.323996] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:20.476418] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:20.630632] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:20.630836] [INFO ] [CONFIGURE ] AWI: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T22:58:20.630884] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2255 tests [2025-10-16T22:58:20.630918] [INFO ] [CONFIGURE ] AWI: Testing feature 11/29: add_obv_daily [2025-10-16T22:58:20.630948] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T22:58:20.756572] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:20.893099] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:21.025784] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:21.154953] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:21.281855] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:21.411198] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:21.537624] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:21.665265] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:21.795335] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:21.926833] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:21.927039] [INFO ] [CONFIGURE ] AWI: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T22:58:21.927087] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2254 tests [2025-10-16T22:58:21.927122] [INFO ] [CONFIGURE ] AWI: Testing feature 12/29: add_obv_interval [2025-10-16T22:58:21.927154] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T22:58:22.059405] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:58:22.192373] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:22.323209] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:22.455937] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:22.588619] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:22.730523] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:22.877406] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:23.035591] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:23.193022] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:23.340493] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:23.340689] [INFO ] [CONFIGURE ] AWI: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:58:23.340757] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2253 tests [2025-10-16T22:58:23.340795] [INFO ] [CONFIGURE ] AWI: Testing feature 13/29: add_opening_strength [2025-10-16T22:58:23.340829] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:58:23.478355] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:23.616290] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:23.751370] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:23.886116] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:24.027818] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:24.164941] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:24.305346] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:24.442667] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:24.582539] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:24.723544] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:24.723805] [INFO ] [CONFIGURE ] AWI: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T22:58:24.723856] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2252 tests [2025-10-16T22:58:24.723893] [INFO ] [CONFIGURE ] AWI: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:58:24.723925] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T22:58:24.866209] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:25.014224] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:25.165213] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:25.306858] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:25.448596] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:25.590356] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:25.732372] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:25.875147] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:26.017337] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:26.160221] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:26.160396] [INFO ] [CONFIGURE ] AWI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T22:58:26.160442] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2251 tests [2025-10-16T22:58:26.160476] [INFO ] [CONFIGURE ] AWI: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:58:26.160507] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T22:58:26.278718] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:26.397854] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:26.519196] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:26.642937] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:26.764535] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:26.884747] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:27.009040] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:27.137806] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:27.285564] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:27.407217] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:27.407367] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T22:58:27.407412] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2250 tests [2025-10-16T22:58:27.407446] [INFO ] [CONFIGURE ] AWI: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:58:27.407477] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T22:58:27.533291] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:27.666715] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:27.794860] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:27.927826] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:28.063168] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:28.200927] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:28.339049] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:28.475748] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:28.620864] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:28.760352] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:28.760545] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T22:58:28.760621] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2249 tests [2025-10-16T22:58:28.760711] [INFO ] [CONFIGURE ] AWI: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:58:28.760784] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T22:58:28.904357] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:29.044513] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:29.184367] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:29.316586] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:29.454843] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:29.595279] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:29.741384] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:29.884304] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:30.019989] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:30.158374] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:30.158541] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T22:58:30.158584] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2248 tests [2025-10-16T22:58:30.158618] [INFO ] [CONFIGURE ] AWI: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:58:30.158677] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T22:58:30.313889] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:30.441974] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:30.564907] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:30.693346] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:30.814723] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:30.940156] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:31.067354] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:31.198335] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:31.321678] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:31.446183] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:31.446329] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T22:58:31.446412] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2247 tests [2025-10-16T22:58:31.446466] [INFO ] [CONFIGURE ] AWI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:58:31.446499] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T22:58:31.565899] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:31.693589] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:31.816547] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:31.937209] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:32.058254] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:32.183032] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:32.306316] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:32.430218] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:32.555262] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:32.682332] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:32.682521] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T22:58:32.682578] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2246 tests [2025-10-16T22:58:32.682616] [INFO ] [CONFIGURE ] AWI: Testing feature 20/29: add_price_rejection [2025-10-16T22:58:32.682673] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T22:58:32.812977] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:32.951209] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:33.089704] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:33.221362] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:33.355868] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:33.488901] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:33.636860] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:33.783416] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:33.925850] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:34.065688] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:34.065883] [INFO ] [CONFIGURE ] AWI: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T22:58:34.065930] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2245 tests [2025-10-16T22:58:34.065964] [INFO ] [CONFIGURE ] AWI: Testing feature 21/29: add_range_position [2025-10-16T22:58:34.065995] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T22:58:34.217920] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:34.370773] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:34.527748] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:34.678465] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:34.826981] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:34.971950] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:35.108306] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:35.247528] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:35.384877] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:35.535186] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:35.535379] [INFO ] [CONFIGURE ] AWI: DISCARDED add_range_position (score: 60.00%) [2025-10-16T22:58:35.535425] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2244 tests [2025-10-16T22:58:35.535459] [INFO ] [CONFIGURE ] AWI: Testing feature 22/29: add_realized_volatility [2025-10-16T22:58:35.535489] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T22:58:35.689596] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:35.858566] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:36.039867] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:36.208500] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:36.397437] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:36.562035] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:36.714474] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:36.869186] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:37.027233] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:37.186173] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:37.186366] [INFO ] [CONFIGURE ] AWI: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T22:58:37.186412] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2243 tests [2025-10-16T22:58:37.186446] [INFO ] [CONFIGURE ] AWI: Testing feature 23/29: add_recent_range_context [2025-10-16T22:58:37.186478] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T22:58:37.316843] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:37.443219] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:37.571688] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:37.705523] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:37.841997] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:37.975148] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:38.109485] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:38.242472] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:38.377632] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:38.515668] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:38.515849] [INFO ] [CONFIGURE ] AWI: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T22:58:38.515894] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2242 tests [2025-10-16T22:58:38.515936] [INFO ] [CONFIGURE ] AWI: Testing feature 24/29: add_rsi [2025-10-16T22:58:38.515967] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T22:58:38.685128] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:38.868758] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:39.041038] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:39.190751] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:39.376610] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:39.534308] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:39.685491] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:39.836940] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:39.989662] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:40.154599] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:40.154804] [INFO ] [CONFIGURE ] AWI: KEPT add_rsi (score: 80.00%) [2025-10-16T22:58:40.154856] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2241 tests [2025-10-16T22:58:40.154891] [INFO ] [CONFIGURE ] AWI: Testing feature 25/29: add_tick_distribution [2025-10-16T22:58:40.154922] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-10-16T22:58:40.320620] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:40.487318] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:40.661593] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:40.825364] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:40.983142] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:41.144330] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:41.312352] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:41.473783] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:41.635517] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:41.801007] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:41.801186] [INFO ] [CONFIGURE ] AWI: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T22:58:41.801244] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2240 tests [2025-10-16T22:58:41.801280] [INFO ] [CONFIGURE ] AWI: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:58:41.801312] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-10-16T22:58:41.962082] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:42.123200] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:42.285567] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:42.468670] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:42.629374] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:42.787390] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:42.945361] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:43.102251] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:43.261463] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:43.424779] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:43.425003] [INFO ] [CONFIGURE ] AWI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T22:58:43.425055] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2239 tests [2025-10-16T22:58:43.425091] [INFO ] [CONFIGURE ] AWI: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:58:43.425124] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-10-16T22:58:43.587371] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:58:43.750433] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:43.912599] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:44.076104] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:58:44.241143] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:44.410688] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:44.582825] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:58:44.767688] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:44.961442] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:45.154540] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:45.154731] [INFO ] [CONFIGURE ] AWI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T22:58:45.154810] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2238 tests [2025-10-16T22:58:45.154876] [INFO ] [CONFIGURE ] AWI: Testing feature 28/29: add_volume_profile [2025-10-16T22:58:45.154917] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-10-16T22:58:45.334661] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:45.517307] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:45.677603] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:45.837239] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:46.032813] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:46.191534] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:46.352610] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:46.517613] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:46.683139] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:46.848918] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:46.849072] [INFO ] [CONFIGURE ] AWI: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T22:58:46.849115] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2237 tests [2025-10-16T22:58:46.849148] [INFO ] [CONFIGURE ] AWI: Testing feature 29/29: add_vwap [2025-10-16T22:58:46.849178] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap'] [2025-10-16T22:58:47.010318] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:47.168797] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:47.328987] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T22:58:47.485037] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:58:47.686370] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:47.845733] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:48.004638] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:58:48.162353] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:58:48.323898] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:48.513035] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:48.513178] [INFO ] [CONFIGURE ] AWI: DISCARDED add_vwap (score: 70.00%) [2025-10-16T22:58:48.513221] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2236 tests [2025-10-16T22:58:48.513255] [INFO ] [CONFIGURE ] AWI: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:58:48.513284] [INFO ] [CONFIGURE ] AWI: Best accuracy: 80.00% [2025-10-16T22:58:48.513313] [INFO ] [CONFIGURE ] AWI: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T22:58:48.513341] [INFO ] [CONFIGURE ] AWI: Improvement over baseline: 50.00% [2025-10-16T22:58:48.513367] [INFO ] [CONFIGURE ] AWI: Total time: 41.7 seconds [2025-10-16T22:58:48.513392] [INFO ] [CONFIGURE ] AWI: Average time per feature: 1.4 seconds [2025-10-16T22:58:48.513418] [INFO ] [CONFIGURE ] AWI: Average speed: 0.70 features/sec [2025-10-16T22:58:48.513867] [INFO ] [LOCAL ] Saved configuration for AWI: 3 features, 80.00% accuracy -> ./output/feature-sets/AWI.json [2025-10-16T22:58:48.513927] [INFO ] [CONFIGURE ] AWI: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T22:58:48.513986] [INFO ] [sig ] [19/96] Successfully configured AWI | 0.02 sym/s | Total: 14.0m | ETA: 56.7m [2025-10-16T22:58:48.514028] [INFO ] [sig ] [20/96] Configuring BANC... [2025-10-16T22:58:48.514082] [INFO ] [CONFIGURE ] BANC: Configurate test run. [2025-10-16T22:58:48.514114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-10-16T22:58:48.530836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BANC'. [2025-10-16T22:58:48.531333] [INFO ] [CONFIGURE ] BANC: Testing with 29 available features [2025-10-16T22:58:48.531390] [INFO ] [CONFIGURE ] BANC: Establishing baseline with no features... [2025-10-16T22:58:48.638331] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:48.741836] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:48.844888] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:48.956502] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:49.062908] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:49.168257] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:49.273512] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:49.378881] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:49.486729] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:49.595164] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:49.595349] [INFO ] [CONFIGURE ] BANC: Baseline score (no features): 40.00% [2025-10-16T22:58:49.595395] [INFO ] [CONFIGURE ] BANC: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:58:49.595429] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:58:49.711847] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:49.827796] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:49.945270] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:50.066129] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:50.180667] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:50.297118] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:50.414076] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:50.536214] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:50.658443] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:50.780120] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:50.780294] [INFO ] [CONFIGURE ] BANC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T22:58:50.780340] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2235 tests [2025-10-16T22:58:50.780374] [INFO ] [CONFIGURE ] BANC: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:58:50.780403] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta'] [2025-10-16T22:58:50.904176] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:51.036677] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:51.160796] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:51.291604] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:51.417755] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:51.546273] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:51.675009] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:51.798596] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:51.924112] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:52.049940] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:52.050098] [INFO ] [CONFIGURE ] BANC: KEPT add_cumulative_delta (score: 50.00%) [2025-10-16T22:58:52.050140] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2234 tests [2025-10-16T22:58:52.050173] [INFO ] [CONFIGURE ] BANC: Testing feature 3/29: add_daily_returns [2025-10-16T22:58:52.050204] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T22:58:52.174053] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:52.298789] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:52.423247] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:52.550475] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:52.677479] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:52.809474] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:52.942322] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:53.077533] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:53.212088] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:53.356184] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:53.356344] [INFO ] [CONFIGURE ] BANC: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T22:58:53.356405] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2233 tests [2025-10-16T22:58:53.356443] [INFO ] [CONFIGURE ] BANC: Testing feature 4/29: add_ema [2025-10-16T22:58:53.356473] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T22:58:53.494349] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:53.631734] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:53.774744] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:53.917492] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:54.059961] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:54.200769] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:54.342918] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:54.495418] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:54.642009] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:54.785381] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:54.785541] [INFO ] [CONFIGURE ] BANC: DISCARDED add_ema (score: 50.00%) [2025-10-16T22:58:54.785587] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2232 tests [2025-10-16T22:58:54.785624] [INFO ] [CONFIGURE ] BANC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:58:54.785694] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:58:54.930552] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:58:55.080436] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:55.231176] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:55.384214] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:55.538124] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:55.690980] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:55.857044] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:56.014871] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:56.170052] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:56.335845] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:58:56.336039] [INFO ] [CONFIGURE ] BANC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T22:58:56.336084] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2231 tests [2025-10-16T22:58:56.336119] [INFO ] [CONFIGURE ] BANC: Testing feature 6/29: add_failed_moves [2025-10-16T22:58:56.336148] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T22:58:56.467366] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:56.604242] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:56.737793] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:56.873227] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:57.010602] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:57.149284] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:58:57.285906] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:57.419804] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:57.598992] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:58:57.744580] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:57.744846] [INFO ] [CONFIGURE ] BANC: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:58:57.744903] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2230 tests [2025-10-16T22:58:57.744940] [INFO ] [CONFIGURE ] BANC: Testing feature 7/29: add_lag_shelf [2025-10-16T22:58:57.744971] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T22:58:57.867425] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:57.989492] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:58.113246] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:58.237883] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:58.362122] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:58:58.499623] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:58:58.625152] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:58:58.756220] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:58:58.882382] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:58:59.010601] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:58:59.010769] [INFO ] [CONFIGURE ] BANC: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:58:59.010820] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2229 tests [2025-10-16T22:58:59.010854] [INFO ] [CONFIGURE ] BANC: Testing feature 8/29: add_macd [2025-10-16T22:58:59.010884] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T22:58:59.168920] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:58:59.328856] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:58:59.488673] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:58:59.645749] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:58:59.805383] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:58:59.969950] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:00.134063] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:00.311593] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:00.475762] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:00.674619] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:00.674837] [INFO ] [CONFIGURE ] BANC: DISCARDED add_macd (score: 50.00%) [2025-10-16T22:59:00.674886] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2228 tests [2025-10-16T22:59:00.674923] [INFO ] [CONFIGURE ] BANC: Testing feature 9/29: add_mfi [2025-10-16T22:59:00.674955] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T22:59:00.815835] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:00.961920] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:01.133537] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:01.282074] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:01.436311] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:59:01.576697] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:01.734060] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:01.892379] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:02.041196] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:02.184547] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:02.184825] [INFO ] [CONFIGURE ] BANC: DISCARDED add_mfi (score: 50.00%) [2025-10-16T22:59:02.184880] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2227 tests [2025-10-16T22:59:02.184919] [INFO ] [CONFIGURE ] BANC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:59:02.184951] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:59:02.342985] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:02.496703] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:02.651943] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:02.805747] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:02.959384] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:59:03.111320] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:03.280549] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:03.442085] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:03.608192] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:03.776978] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:03.777157] [INFO ] [CONFIGURE ] BANC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T22:59:03.777200] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2226 tests [2025-10-16T22:59:03.777235] [INFO ] [CONFIGURE ] BANC: Testing feature 11/29: add_obv_daily [2025-10-16T22:59:03.777265] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T22:59:03.905991] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:04.039340] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:04.171306] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:04.310802] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:04.442243] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:59:04.575048] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:04.715258] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:04.849314] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:04.983733] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:05.119989] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:05.120183] [INFO ] [CONFIGURE ] BANC: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T22:59:05.120297] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2225 tests [2025-10-16T22:59:05.120341] [INFO ] [CONFIGURE ] BANC: Testing feature 12/29: add_obv_interval [2025-10-16T22:59:05.120375] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T22:59:05.247026] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:05.383711] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:05.534808] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:05.677186] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:05.806351] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T22:59:05.937011] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:06.066369] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:06.201251] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:06.333844] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:06.467358] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:06.467533] [INFO ] [CONFIGURE ] BANC: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:59:06.467581] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2224 tests [2025-10-16T22:59:06.467618] [INFO ] [CONFIGURE ] BANC: Testing feature 13/29: add_opening_strength [2025-10-16T22:59:06.467682] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:59:06.603975] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:06.741465] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:06.885783] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:07.040761] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:07.203449] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:07.371154] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T22:59:07.531574] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:07.688636] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:07.831560] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:07.973522] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:07.973734] [INFO ] [CONFIGURE ] BANC: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T22:59:07.973791] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2223 tests [2025-10-16T22:59:07.973828] [INFO ] [CONFIGURE ] BANC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:59:07.973859] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T22:59:08.117315] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:08.261715] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:08.404146] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:08.553270] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:08.702123] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:08.847748] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:08.988537] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:09.126731] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:09.267441] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:09.408765] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:09.408920] [INFO ] [CONFIGURE ] BANC: KEPT add_order_flow_imbalance (score: 60.00%) [2025-10-16T22:59:09.408964] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2222 tests [2025-10-16T22:59:09.408997] [INFO ] [CONFIGURE ] BANC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:59:09.409027] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-10-16T22:59:09.547057] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:09.731149] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:09.879566] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:10.064930] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:10.245984] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:10.459677] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:10.676590] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:10.854459] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:11.016930] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:11.193326] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:11.193566] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T22:59:11.193631] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2221 tests [2025-10-16T22:59:11.193718] [INFO ] [CONFIGURE ] BANC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:59:11.193775] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-10-16T22:59:11.367626] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:11.542520] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:11.705711] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:11.857290] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:12.010140] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:12.163338] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:12.330670] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:12.495769] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:12.663318] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:12.827510] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:12.827705] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T22:59:12.827765] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2220 tests [2025-10-16T22:59:12.827801] [INFO ] [CONFIGURE ] BANC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T22:59:12.827834] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-10-16T22:59:12.983361] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:13.137275] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:13.288667] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:13.441260] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:13.594115] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:13.752919] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:13.907374] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:14.062428] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:14.217543] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:14.374769] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:14.374948] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T22:59:14.374993] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2219 tests [2025-10-16T22:59:14.375029] [INFO ] [CONFIGURE ] BANC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T22:59:14.375062] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-10-16T22:59:14.521065] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:14.669717] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:14.831069] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:14.976915] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:15.120956] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:15.266992] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:15.417172] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:15.564117] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:15.710329] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:15.858882] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:15.859045] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T22:59:15.859110] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2218 tests [2025-10-16T22:59:15.859147] [INFO ] [CONFIGURE ] BANC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T22:59:15.859178] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-10-16T22:59:16.004019] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:16.147373] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:16.293556] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:16.438680] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:16.583851] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:16.736958] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:16.896097] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:17.051458] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:17.203464] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:17.352942] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:17.353153] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T22:59:17.353205] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2217 tests [2025-10-16T22:59:17.353239] [INFO ] [CONFIGURE ] BANC: Testing feature 20/29: add_price_rejection [2025-10-16T22:59:17.353268] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-10-16T22:59:17.508937] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:17.676106] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:17.848728] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:18.006437] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:18.178444] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:18.330347] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:18.482198] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:18.637018] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:18.824938] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:18.982410] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:18.982559] [INFO ] [CONFIGURE ] BANC: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T22:59:18.982603] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2216 tests [2025-10-16T22:59:18.982637] [INFO ] [CONFIGURE ] BANC: Testing feature 21/29: add_range_position [2025-10-16T22:59:18.982711] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position'] [2025-10-16T22:59:19.142399] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:19.318031] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:19.490475] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:19.668393] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:19.840992] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:20.012336] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:20.185926] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:20.358804] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:20.533075] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:20.706407] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:20.706558] [INFO ] [CONFIGURE ] BANC: DISCARDED add_range_position (score: 50.00%) [2025-10-16T22:59:20.706602] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2215 tests [2025-10-16T22:59:20.706635] [INFO ] [CONFIGURE ] BANC: Testing feature 22/29: add_realized_volatility [2025-10-16T22:59:20.706707] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-10-16T22:59:20.888887] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:21.070026] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:21.254823] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:21.442191] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:21.631743] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:21.823002] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:22.011355] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:22.199840] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:22.387895] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:22.577264] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:22.577425] [INFO ] [CONFIGURE ] BANC: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T22:59:22.577468] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2214 tests [2025-10-16T22:59:22.577502] [INFO ] [CONFIGURE ] BANC: Testing feature 23/29: add_recent_range_context [2025-10-16T22:59:22.577532] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-10-16T22:59:22.740419] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:22.901613] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:23.065221] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:23.226206] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:23.386420] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:23.563741] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:23.728064] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:23.896253] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:24.078568] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:24.244925] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:24.245101] [INFO ] [CONFIGURE ] BANC: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T22:59:24.245146] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2213 tests [2025-10-16T22:59:24.245230] [INFO ] [CONFIGURE ] BANC: Testing feature 24/29: add_rsi [2025-10-16T22:59:24.245284] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-10-16T22:59:24.439276] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:24.635596] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:24.841556] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:25.021207] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:25.201095] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:25.382021] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:25.565373] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:25.751160] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:25.938087] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:26.120207] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:26.120384] [INFO ] [CONFIGURE ] BANC: DISCARDED add_rsi (score: 60.00%) [2025-10-16T22:59:26.120429] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2212 tests [2025-10-16T22:59:26.120463] [INFO ] [CONFIGURE ] BANC: Testing feature 25/29: add_tick_distribution [2025-10-16T22:59:26.120494] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-10-16T22:59:26.277251] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:26.434770] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:26.592012] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:26.753337] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:26.912882] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:27.073011] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:27.234816] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:27.397584] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:27.566097] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:27.729495] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:27.729690] [INFO ] [CONFIGURE ] BANC: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T22:59:27.729753] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2211 tests [2025-10-16T22:59:27.729791] [INFO ] [CONFIGURE ] BANC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T22:59:27.729895] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-10-16T22:59:27.923444] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:28.086113] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:28.247669] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:28.411392] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:28.600909] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:28.765480] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:28.934800] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:29.100081] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:29.272930] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:29.450179] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:29.450342] [INFO ] [CONFIGURE ] BANC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T22:59:29.450413] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2210 tests [2025-10-16T22:59:29.450475] [INFO ] [CONFIGURE ] BANC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T22:59:29.450515] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-10-16T22:59:29.626001] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:29.791827] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:29.958672] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:30.130156] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:30.301158] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:30.473173] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:30.643137] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:30.818858] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:30.996235] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:31.174520] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:31.174767] [INFO ] [CONFIGURE ] BANC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T22:59:31.174833] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2209 tests [2025-10-16T22:59:31.174875] [INFO ] [CONFIGURE ] BANC: Testing feature 28/29: add_volume_profile [2025-10-16T22:59:31.174908] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-10-16T22:59:31.341109] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T22:59:31.507430] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:31.670502] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:31.835213] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:31.995049] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:32.151593] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:32.307024] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:32.463576] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:32.618036] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T22:59:32.774142] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:32.774299] [INFO ] [CONFIGURE ] BANC: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T22:59:32.774344] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2208 tests [2025-10-16T22:59:32.774437] [INFO ] [CONFIGURE ] BANC: Testing feature 29/29: add_vwap [2025-10-16T22:59:32.774492] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_vwap'] [2025-10-16T22:59:32.930350] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T22:59:33.089780] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T22:59:33.244898] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:33.400296] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T22:59:33.554957] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T22:59:33.714279] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T22:59:33.875259] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T22:59:34.044127] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:34.211831] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T22:59:34.385190] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T22:59:34.386079] [INFO ] [CONFIGURE ] BANC: DISCARDED add_vwap (score: 50.00%) [2025-10-16T22:59:34.386144] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2207 tests [2025-10-16T22:59:34.386184] [INFO ] [CONFIGURE ] BANC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T22:59:34.386217] [INFO ] [CONFIGURE ] BANC: Best accuracy: 60.00% [2025-10-16T22:59:34.386251] [INFO ] [CONFIGURE ] BANC: Best feature set (2 features): ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T22:59:34.386282] [INFO ] [CONFIGURE ] BANC: Improvement over baseline: 20.00% [2025-10-16T22:59:34.386311] [INFO ] [CONFIGURE ] BANC: Total time: 44.8 seconds [2025-10-16T22:59:34.386340] [INFO ] [CONFIGURE ] BANC: Average time per feature: 1.5 seconds [2025-10-16T22:59:34.386370] [INFO ] [CONFIGURE ] BANC: Average speed: 0.65 features/sec [2025-10-16T22:59:34.387464] [INFO ] [LOCAL ] Saved configuration for BANC: 2 features, 60.00% accuracy -> ./output/feature-sets/BANC.json [2025-10-16T22:59:34.387533] [INFO ] [CONFIGURE ] BANC: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-10-16T22:59:34.387595] [INFO ] [sig ] [20/96] Successfully configured BANC | 0.02 sym/s | Total: 14.7m | ETA: 56.0m [2025-10-16T22:59:34.387659] [INFO ] [sig ] [21/96] Configuring BBN... [2025-10-16T22:59:34.387715] [INFO ] [CONFIGURE ] BBN: Configurate test run. [2025-10-16T22:59:34.387846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-10-16T22:59:34.404480] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBN'. [2025-10-16T22:59:34.404881] [INFO ] [CONFIGURE ] BBN: Testing with 29 available features [2025-10-16T22:59:34.404940] [INFO ] [CONFIGURE ] BBN: Establishing baseline with no features... [2025-10-16T22:59:34.508758] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:34.610396] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:34.711896] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:34.814290] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:34.916738] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:35.020241] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:35.130508] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:35.238239] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:35.346380] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:35.456715] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:35.456847] [INFO ] [CONFIGURE ] BBN: Baseline score (no features): 30.00% [2025-10-16T22:59:35.456889] [INFO ] [CONFIGURE ] BBN: Testing feature 1/29: add_bollinger_bands [2025-10-16T22:59:35.456921] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands'] [2025-10-16T22:59:35.573302] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:35.691366] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:35.804662] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:35.919444] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:36.034698] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:36.152324] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:36.267945] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:36.383166] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:36.499231] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:36.615091] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:36.615244] [INFO ] [CONFIGURE ] BBN: KEPT add_bollinger_bands (score: 40.00%) [2025-10-16T22:59:36.615289] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2206 tests [2025-10-16T22:59:36.615325] [INFO ] [CONFIGURE ] BBN: Testing feature 2/29: add_cumulative_delta [2025-10-16T22:59:36.615357] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T22:59:36.759226] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:36.909579] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:37.057733] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:37.215517] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:37.370016] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:37.521207] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:37.671820] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:37.820939] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:37.967878] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:59:38.119877] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:38.120054] [INFO ] [CONFIGURE ] BBN: DISCARDED add_cumulative_delta (score: 30.00%) [2025-10-16T22:59:38.120098] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2205 tests [2025-10-16T22:59:38.120133] [INFO ] [CONFIGURE ] BBN: Testing feature 3/29: add_daily_returns [2025-10-16T22:59:38.120166] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T22:59:38.257405] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:38.389837] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:38.526398] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:38.656776] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:38.787211] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:59:38.920344] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:39.049822] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:39.180956] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:39.317233] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:59:39.449743] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:39.449902] [INFO ] [CONFIGURE ] BBN: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T22:59:39.449945] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2204 tests [2025-10-16T22:59:39.449978] [INFO ] [CONFIGURE ] BBN: Testing feature 4/29: add_ema [2025-10-16T22:59:39.450009] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T22:59:39.589861] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:39.737964] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:39.891484] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:40.059002] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:59:40.204180] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:40.359230] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:40.503802] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:40.645815] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:40.788614] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:40.939982] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:40.940191] [INFO ] [CONFIGURE ] BBN: KEPT add_ema (score: 50.00%) [2025-10-16T22:59:40.940280] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2203 tests [2025-10-16T22:59:40.940322] [INFO ] [CONFIGURE ] BBN: Testing feature 5/29: add_exhaustion_signals [2025-10-16T22:59:40.940354] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T22:59:41.110904] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:41.277492] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:41.446031] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:41.612561] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:41.777602] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:41.946433] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:42.112081] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:42.279259] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:42.447609] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:42.615849] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:42.616044] [INFO ] [CONFIGURE ] BBN: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-10-16T22:59:42.616144] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2202 tests [2025-10-16T22:59:42.616197] [INFO ] [CONFIGURE ] BBN: Testing feature 6/29: add_failed_moves [2025-10-16T22:59:42.616231] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-10-16T22:59:42.762911] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:42.906764] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:43.087228] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:43.233332] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:59:43.379774] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:43.533973] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:43.681929] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:43.831270] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:43.980092] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:44.140422] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:44.140585] [INFO ] [CONFIGURE ] BBN: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T22:59:44.140629] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2201 tests [2025-10-16T22:59:44.140700] [INFO ] [CONFIGURE ] BBN: Testing feature 7/29: add_lag_shelf [2025-10-16T22:59:44.140743] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-10-16T22:59:44.275316] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:44.411676] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:44.550639] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:44.688569] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:59:44.825747] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:44.974810] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:45.140560] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:45.287466] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:45.429920] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:45.577983] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:45.578189] [INFO ] [CONFIGURE ] BBN: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T22:59:45.578250] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2200 tests [2025-10-16T22:59:45.578287] [INFO ] [CONFIGURE ] BBN: Testing feature 8/29: add_macd [2025-10-16T22:59:45.578321] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-10-16T22:59:45.752753] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:45.945159] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:46.170907] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:46.370080] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:46.559726] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:46.760856] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:46.945605] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:47.124919] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:47.307067] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:47.490886] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:47.491123] [INFO ] [CONFIGURE ] BBN: DISCARDED add_macd (score: 30.00%) [2025-10-16T22:59:47.491170] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2199 tests [2025-10-16T22:59:47.491206] [INFO ] [CONFIGURE ] BBN: Testing feature 9/29: add_mfi [2025-10-16T22:59:47.491238] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-10-16T22:59:47.650178] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:47.806133] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:47.962131] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:48.125283] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:59:48.285014] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:48.445881] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:48.603187] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:48.764895] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:48.931219] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:49.095203] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:49.095378] [INFO ] [CONFIGURE ] BBN: DISCARDED add_mfi (score: 50.00%) [2025-10-16T22:59:49.095424] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2198 tests [2025-10-16T22:59:49.095459] [INFO ] [CONFIGURE ] BBN: Testing feature 10/29: add_momentum_acceleration [2025-10-16T22:59:49.095492] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T22:59:49.274791] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:49.438634] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:49.604757] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:49.779911] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:59:49.956504] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:50.121259] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:50.284601] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:50.455244] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:50.629214] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:50.801191] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:50.801364] [INFO ] [CONFIGURE ] BBN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T22:59:50.801410] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2197 tests [2025-10-16T22:59:50.801446] [INFO ] [CONFIGURE ] BBN: Testing feature 11/29: add_obv_daily [2025-10-16T22:59:50.801479] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-10-16T22:59:50.949409] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:51.103399] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:51.256010] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T22:59:51.406254] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:51.560300] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:51.712253] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:51.870061] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:52.020963] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T22:59:52.179018] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:52.337184] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:52.337355] [INFO ] [CONFIGURE ] BBN: DISCARDED add_obv_daily (score: 20.00%) [2025-10-16T22:59:52.337400] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2196 tests [2025-10-16T22:59:52.337434] [INFO ] [CONFIGURE ] BBN: Testing feature 12/29: add_obv_interval [2025-10-16T22:59:52.337464] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-10-16T22:59:52.484748] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:52.637757] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:52.785812] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:52.937403] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:53.091014] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:53.240670] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:53.394464] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:53.555729] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:53.730118] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:53.891519] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:53.891776] [INFO ] [CONFIGURE ] BBN: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T22:59:53.891855] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2195 tests [2025-10-16T22:59:53.891903] [INFO ] [CONFIGURE ] BBN: Testing feature 13/29: add_opening_strength [2025-10-16T22:59:53.891936] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T22:59:54.087350] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:54.271698] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:54.427079] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:54.583931] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:54.753934] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T22:59:54.909807] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:55.065704] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:55.223609] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:55.391056] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:59:55.548956] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:55.549121] [INFO ] [CONFIGURE ] BBN: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T22:59:55.549165] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2194 tests [2025-10-16T22:59:55.549200] [INFO ] [CONFIGURE ] BBN: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T22:59:55.549230] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-10-16T22:59:55.702434] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:55.858532] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:56.015781] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:56.173406] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:56.329880] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:56.488245] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:56.644483] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:56.803676] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:56.963985] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T22:59:57.130420] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:57.130592] [INFO ] [CONFIGURE ] BBN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T22:59:57.130635] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2193 tests [2025-10-16T22:59:57.130720] [INFO ] [CONFIGURE ] BBN: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T22:59:57.130759] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-10-16T22:59:57.270925] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:57.415568] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:57.557560] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:57.701733] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T22:59:57.843826] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:58.006191] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T22:59:58.148959] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T22:59:58.337448] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T22:59:58.482388] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T22:59:58.627932] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T22:59:58.628109] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-10-16T22:59:58.628183] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2192 tests [2025-10-16T22:59:58.628233] [INFO ] [CONFIGURE ] BBN: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T22:59:58.628265] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-10-16T22:59:58.786330] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T22:59:58.932043] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T22:59:59.077667] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T22:59:59.226630] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T22:59:59.379493] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T22:59:59.532467] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T22:59:59.692109] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T22:59:59.842897] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:00.000112] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:00.157161] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:00.157367] [INFO ] [CONFIGURE ] BBN: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:00:00.157428] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2191 tests [2025-10-16T23:00:00.157467] [INFO ] [CONFIGURE ] BBN: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:00:00.157500] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-10-16T23:00:00.336067] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:00.529677] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:00.706742] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:00:00.873034] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:01.042216] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:01.209224] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:01.443319] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:01.645061] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:01.842623] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:02.052825] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:02.053069] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:00:02.053123] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2190 tests [2025-10-16T23:00:02.053160] [INFO ] [CONFIGURE ] BBN: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:00:02.053192] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-10-16T23:00:02.253297] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:02.481281] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:02.708713] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:02.943601] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:03.115456] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:03.274119] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:03.451474] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:03.638111] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:03.802461] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:03.954959] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:03.955189] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:00:03.955241] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2189 tests [2025-10-16T23:00:03.955277] [INFO ] [CONFIGURE ] BBN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:00:03.955310] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-10-16T23:00:04.102628] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:04.248267] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:04.426393] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:04.572294] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:04.720029] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:04.869750] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:05.019911] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:05.167876] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:05.317634] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:05.467905] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:05.468059] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:00:05.468103] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2188 tests [2025-10-16T23:00:05.468154] [INFO ] [CONFIGURE ] BBN: Testing feature 20/29: add_price_rejection [2025-10-16T23:00:05.468213] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-10-16T23:00:05.625527] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:05.778974] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:05.934879] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:06.090720] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:06.248376] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:06.411271] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:06.569478] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:06.731636] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:06.891714] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:07.053075] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:07.053307] [INFO ] [CONFIGURE ] BBN: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:00:07.053360] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2187 tests [2025-10-16T23:00:07.053580] [INFO ] [CONFIGURE ] BBN: Testing feature 21/29: add_range_position [2025-10-16T23:00:07.053612] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_range_position'] [2025-10-16T23:00:07.218271] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:07.381278] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:07.542985] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:07.704809] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:07.866325] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:08.030012] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:00:08.194388] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:08.366246] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:08.536778] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:08.706226] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:08.706405] [INFO ] [CONFIGURE ] BBN: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:00:08.706451] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2186 tests [2025-10-16T23:00:08.706486] [INFO ] [CONFIGURE ] BBN: Testing feature 22/29: add_realized_volatility [2025-10-16T23:00:08.706517] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-10-16T23:00:08.895785] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:09.078434] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:09.265544] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:09.450009] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:09.635256] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:09.821568] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:10.009499] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:10.199534] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:10.384176] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:10.575302] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:10.575482] [INFO ] [CONFIGURE ] BBN: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:00:10.575526] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2185 tests [2025-10-16T23:00:10.575560] [INFO ] [CONFIGURE ] BBN: Testing feature 23/29: add_recent_range_context [2025-10-16T23:00:10.575592] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-10-16T23:00:10.740034] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:10.894684] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:11.054439] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:11.212326] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:11.369796] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:11.529249] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:11.688076] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:11.844461] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:12.000516] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:12.160325] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:12.160566] [INFO ] [CONFIGURE ] BBN: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:00:12.160684] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2184 tests [2025-10-16T23:00:12.160738] [INFO ] [CONFIGURE ] BBN: Testing feature 24/29: add_rsi [2025-10-16T23:00:12.160773] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_rsi'] [2025-10-16T23:00:12.311542] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:12.461544] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:12.612190] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:12.763588] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:12.921919] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:00:13.074921] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:13.233550] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:13.389091] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:13.567432] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:13.731124] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:13.731305] [INFO ] [CONFIGURE ] BBN: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:00:13.731350] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2183 tests [2025-10-16T23:00:13.731384] [INFO ] [CONFIGURE ] BBN: Testing feature 25/29: add_tick_distribution [2025-10-16T23:00:13.731415] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-10-16T23:00:13.881447] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:14.030094] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:14.180132] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:14.335999] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:14.494772] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:14.655767] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:14.895597] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:15.053782] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:15.212202] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:15.367805] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:15.367984] [INFO ] [CONFIGURE ] BBN: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:00:15.368031] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2182 tests [2025-10-16T23:00:15.368067] [INFO ] [CONFIGURE ] BBN: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:00:15.368100] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-10-16T23:00:15.528687] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:15.685029] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:15.838475] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:15.992864] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:16.146158] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:16.303588] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:16.455530] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:16.607019] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:16.759093] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:16.917030] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:16.917188] [INFO ] [CONFIGURE ] BBN: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:00:16.917231] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2181 tests [2025-10-16T23:00:16.917264] [INFO ] [CONFIGURE ] BBN: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:00:16.917294] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-10-16T23:00:17.075729] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:17.245344] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:17.412212] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:17.573230] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:17.737941] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:17.905017] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:18.066818] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:18.229717] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:18.391773] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:18.555972] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:18.556135] [INFO ] [CONFIGURE ] BBN: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:00:18.556180] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2180 tests [2025-10-16T23:00:18.556214] [INFO ] [CONFIGURE ] BBN: Testing feature 28/29: add_volume_profile [2025-10-16T23:00:18.556245] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-10-16T23:00:18.709090] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:18.861627] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:19.014974] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:00:19.180042] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:19.357772] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:00:19.520969] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:00:19.683017] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:19.842763] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:20.002418] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:20.159287] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:20.159474] [INFO ] [CONFIGURE ] BBN: DISCARDED add_volume_profile (score: 20.00%) [2025-10-16T23:00:20.159541] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2179 tests [2025-10-16T23:00:20.159578] [INFO ] [CONFIGURE ] BBN: Testing feature 29/29: add_vwap [2025-10-16T23:00:20.159610] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap', 'add_vwap'] [2025-10-16T23:00:20.312981] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:00:20.465321] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:20.618839] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:00:20.772627] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:00:20.932302] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:21.087912] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:00:21.242943] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:21.397099] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:21.554545] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:00:21.718077] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:21.718288] [INFO ] [CONFIGURE ] BBN: DISCARDED add_vwap (score: 20.00%) [2025-10-16T23:00:21.718338] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2178 tests [2025-10-16T23:00:21.718374] [INFO ] [CONFIGURE ] BBN: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:00:21.718403] [INFO ] [CONFIGURE ] BBN: Best accuracy: 60.00% [2025-10-16T23:00:21.718432] [INFO ] [CONFIGURE ] BBN: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-10-16T23:00:21.718460] [INFO ] [CONFIGURE ] BBN: Improvement over baseline: 30.00% [2025-10-16T23:00:21.718486] [INFO ] [CONFIGURE ] BBN: Total time: 46.3 seconds [2025-10-16T23:00:21.718511] [INFO ] [CONFIGURE ] BBN: Average time per feature: 1.6 seconds [2025-10-16T23:00:21.718537] [INFO ] [CONFIGURE ] BBN: Average speed: 0.63 features/sec [2025-10-16T23:00:21.718934] [INFO ] [LOCAL ] Saved configuration for BBN: 3 features, 60.00% accuracy -> ./output/feature-sets/BBN.json [2025-10-16T23:00:21.719000] [INFO ] [CONFIGURE ] BBN: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-10-16T23:00:21.719060] [INFO ] [sig ] [21/96] Successfully configured BBN | 0.02 sym/s | Total: 15.5m | ETA: 55.5m [2025-10-16T23:00:21.719104] [INFO ] [sig ] [22/96] Configuring BBUC... [2025-10-16T23:00:21.719157] [INFO ] [CONFIGURE ] BBUC: Configurate test run. [2025-10-16T23:00:21.719190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-10-16T23:00:21.734879] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBUC'. [2025-10-16T23:00:21.735434] [INFO ] [CONFIGURE ] BBUC: Testing with 29 available features [2025-10-16T23:00:21.735499] [INFO ] [CONFIGURE ] BBUC: Establishing baseline with no features... [2025-10-16T23:00:21.836777] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:21.938598] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:22.039737] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:22.141242] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:22.242336] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:00:22.344591] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:00:22.456542] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:22.597319] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:22.711193] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:22.823883] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:22.824048] [INFO ] [CONFIGURE ] BBUC: Baseline score (no features): 40.00% [2025-10-16T23:00:22.824096] [INFO ] [CONFIGURE ] BBUC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:00:22.824133] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:00:22.944167] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:23.062852] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:23.186178] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:23.305141] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:23.420000] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:23.540398] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:23.659544] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:23.776390] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:23.894317] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:24.015034] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:24.015237] [INFO ] [CONFIGURE ] BBUC: KEPT add_bollinger_bands (score: 80.00%) [2025-10-16T23:00:24.015285] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2177 tests [2025-10-16T23:00:24.015320] [INFO ] [CONFIGURE ] BBUC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:00:24.015351] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:00:24.155041] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:24.293244] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:24.431110] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:24.567193] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:24.708825] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:24.850180] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:24.986442] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:25.121525] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:25.254935] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:25.390156] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:25.390311] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:00:25.390354] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2176 tests [2025-10-16T23:00:25.390388] [INFO ] [CONFIGURE ] BBUC: Testing feature 3/29: add_daily_returns [2025-10-16T23:00:25.390418] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:00:25.505784] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:25.642674] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:25.760466] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:25.880331] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:25.999224] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:26.117451] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:26.235869] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:26.355862] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:26.478323] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:26.603436] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:26.603621] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:00:26.603699] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2175 tests [2025-10-16T23:00:26.603746] [INFO ] [CONFIGURE ] BBUC: Testing feature 4/29: add_ema [2025-10-16T23:00:26.603780] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:00:26.739748] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:26.872523] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:27.003913] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:27.137881] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:27.275304] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:27.415183] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:27.556084] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:27.692013] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:27.828102] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:27.966854] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:27.967059] [INFO ] [CONFIGURE ] BBUC: KEPT add_ema (score: 90.00%) [2025-10-16T23:00:27.967106] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2174 tests [2025-10-16T23:00:27.967141] [INFO ] [CONFIGURE ] BBUC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:00:27.967172] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:00:28.132673] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:28.291910] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:28.454140] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:28.614584] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:28.778793] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:28.950326] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:29.114005] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:29.269938] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:29.431787] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:00:29.593769] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:29.593954] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:00:29.594000] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2173 tests [2025-10-16T23:00:29.594035] [INFO ] [CONFIGURE ] BBUC: Testing feature 6/29: add_failed_moves [2025-10-16T23:00:29.594067] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-10-16T23:00:29.734395] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:29.870444] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:30.008436] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:30.148553] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:30.289550] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:30.433337] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:30.572487] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:30.718732] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:30.868542] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:31.015225] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:31.015386] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_failed_moves (score: 90.00%) [2025-10-16T23:00:31.015432] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2172 tests [2025-10-16T23:00:31.015469] [INFO ] [CONFIGURE ] BBUC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:00:31.015502] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-10-16T23:00:31.148544] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:31.282128] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:31.416169] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:31.550472] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:31.709100] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:31.844025] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:31.979585] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:32.114820] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:32.254931] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:32.392668] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:32.392846] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_lag_shelf (score: 90.00%) [2025-10-16T23:00:32.392912] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2171 tests [2025-10-16T23:00:32.392953] [INFO ] [CONFIGURE ] BBUC: Testing feature 8/29: add_macd [2025-10-16T23:00:32.392989] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-10-16T23:00:32.565449] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:32.737850] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:32.916605] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:33.106279] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:33.302241] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:33.481365] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:33.658744] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:33.836378] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:34.013608] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:34.188799] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:34.188973] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:00:34.189017] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2170 tests [2025-10-16T23:00:34.189052] [INFO ] [CONFIGURE ] BBUC: Testing feature 9/29: add_mfi [2025-10-16T23:00:34.189082] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-10-16T23:00:34.337574] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:34.487227] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:34.636436] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:34.786446] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:34.934879] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:35.084630] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:35.234751] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:35.394348] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:35.567557] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:35.728584] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:35.728796] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:00:35.728860] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2169 tests [2025-10-16T23:00:35.728902] [INFO ] [CONFIGURE ] BBUC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:00:35.728937] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:00:35.895260] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:36.068698] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:36.241752] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:36.413673] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:36.587715] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:00:36.765622] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:36.944989] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:37.125277] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:37.300529] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:00:37.474859] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:37.475074] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:00:37.475161] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2168 tests [2025-10-16T23:00:37.475227] [INFO ] [CONFIGURE ] BBUC: Testing feature 11/29: add_obv_daily [2025-10-16T23:00:37.475262] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-10-16T23:00:37.627282] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:37.782579] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:37.964733] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:38.127526] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:38.283455] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:38.437082] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:00:38.591151] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:00:38.747969] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:39.123571] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:39.285132] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:39.285424] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_obv_daily (score: 90.00%) [2025-10-16T23:00:39.285490] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2167 tests [2025-10-16T23:00:39.285531] [INFO ] [CONFIGURE ] BBUC: Testing feature 12/29: add_obv_interval [2025-10-16T23:00:39.285568] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-10-16T23:00:39.437525] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:39.593121] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:39.754768] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:39.916170] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:40.078954] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:40.227738] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:40.372486] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:40.518871] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:40.665103] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:40.808260] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:40.808422] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:00:40.808466] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2166 tests [2025-10-16T23:00:40.808500] [INFO ] [CONFIGURE ] BBUC: Testing feature 13/29: add_opening_strength [2025-10-16T23:00:40.808531] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:00:40.957764] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:41.112292] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:41.266856] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:41.420275] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:41.571712] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:41.732729] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:41.886714] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:42.037776] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:42.198757] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:42.357204] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:42.357368] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:00:42.357413] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2165 tests [2025-10-16T23:00:42.357449] [INFO ] [CONFIGURE ] BBUC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:00:42.357480] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-10-16T23:00:42.517182] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:42.672031] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:42.835380] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:42.990272] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:43.149322] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:43.309145] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:43.474003] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:43.634259] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:43.825478] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:43.984590] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:43.984809] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:00:43.984860] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2164 tests [2025-10-16T23:00:43.984896] [INFO ] [CONFIGURE ] BBUC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:00:43.984927] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-10-16T23:00:44.130970] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:44.269123] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:44.413734] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:44.556555] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:44.698372] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:44.844100] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:44.991537] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:45.150485] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:45.291731] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:00:45.435286] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:45.435480] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:00:45.435525] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2163 tests [2025-10-16T23:00:45.435558] [INFO ] [CONFIGURE ] BBUC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:00:45.435634] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-10-16T23:00:45.578426] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:45.724942] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:45.865602] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:46.006874] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:46.152532] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:46.293906] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:46.435924] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:46.584715] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:46.744933] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:46.913340] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:46.913519] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:00:46.913593] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2162 tests [2025-10-16T23:00:46.913711] [INFO ] [CONFIGURE ] BBUC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:00:46.913755] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-10-16T23:00:47.067282] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:47.214979] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:47.365202] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:47.519914] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:47.669153] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:47.819075] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:47.967528] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:48.129011] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:48.281554] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:48.441137] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:48.441323] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:00:48.441369] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2161 tests [2025-10-16T23:00:48.441404] [INFO ] [CONFIGURE ] BBUC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:00:48.441436] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-10-16T23:00:48.585636] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:48.730724] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:00:48.889310] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:49.027502] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:49.174746] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:49.316166] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:49.458466] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:49.596842] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:49.740379] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:49.908866] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:49.909013] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:00:49.909057] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2160 tests [2025-10-16T23:00:49.909090] [INFO ] [CONFIGURE ] BBUC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:00:49.909122] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-10-16T23:00:50.041072] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:50.177674] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:50.313223] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:50.448131] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:50.583089] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:50.726249] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:50.873342] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:51.013864] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:51.155524] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:51.291887] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:00:51.292042] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:00:51.292086] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2159 tests [2025-10-16T23:00:51.292121] [INFO ] [CONFIGURE ] BBUC: Testing feature 20/29: add_price_rejection [2025-10-16T23:00:51.292153] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-10-16T23:00:51.436383] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:51.588414] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:51.732539] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:00:51.884497] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:52.036333] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:52.192830] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:52.343911] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:52.493957] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:52.644842] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:52.798859] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:52.799019] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_price_rejection (score: 90.00%) [2025-10-16T23:00:52.799063] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2158 tests [2025-10-16T23:00:52.799098] [INFO ] [CONFIGURE ] BBUC: Testing feature 21/29: add_range_position [2025-10-16T23:00:52.799133] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-10-16T23:00:52.973107] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:53.127289] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:53.283403] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:53.438109] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:53.595546] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:53.755037] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:53.916378] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:54.076124] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:54.245007] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:54.409854] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:54.410040] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_range_position (score: 80.00%) [2025-10-16T23:00:54.410087] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2157 tests [2025-10-16T23:00:54.410125] [INFO ] [CONFIGURE ] BBUC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:00:54.410161] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-10-16T23:00:54.609582] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:54.858691] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:55.108479] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:55.340906] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:55.544576] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:55.725974] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:55.896895] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:56.073694] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:56.256515] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:56.441190] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:56.441376] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:00:56.441422] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2156 tests [2025-10-16T23:00:56.441458] [INFO ] [CONFIGURE ] BBUC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:00:56.441490] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-10-16T23:00:56.594044] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:56.744451] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:56.895056] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:57.060042] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:57.217173] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:57.375548] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:57.522808] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:57.673908] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:00:57.830662] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:57.982480] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:57.982686] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:00:57.982749] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2155 tests [2025-10-16T23:00:57.982787] [INFO ] [CONFIGURE ] BBUC: Testing feature 24/29: add_rsi [2025-10-16T23:00:57.982820] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:00:58.139247] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:58.307096] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:00:58.480735] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:00:58.636862] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:00:58.786161] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:00:59.017082] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:00:59.164810] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:00:59.313688] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:00:59.466494] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:00:59.614949] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:00:59.615103] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:00:59.615147] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2154 tests [2025-10-16T23:00:59.615184] [INFO ] [CONFIGURE ] BBUC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:00:59.615217] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-10-16T23:00:59.754137] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:00:59.892753] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:00.037979] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:00.185451] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:00.331452] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:00.471805] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:01:00.630158] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:00.784148] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:01:00.931168] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:01.072728] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:01.072890] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:01:01.072934] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2153 tests [2025-10-16T23:01:01.072968] [INFO ] [CONFIGURE ] BBUC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:01:01.072998] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-10-16T23:01:01.214547] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:01.360940] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:01.503507] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:01.646904] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:01.790954] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:01.939482] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:01:02.086873] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:02.244301] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:01:02.393438] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:02.550523] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:02.550725] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:01:02.550782] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2152 tests [2025-10-16T23:01:02.550820] [INFO ] [CONFIGURE ] BBUC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:01:02.550852] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-10-16T23:01:02.708014] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:02.877467] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:03.041082] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:03.198815] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:03.365987] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:03.533809] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:01:03.709150] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:03.869343] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:01:04.030009] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:04.199589] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:04.199799] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:01:04.199863] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2151 tests [2025-10-16T23:01:04.199917] [INFO ] [CONFIGURE ] BBUC: Testing feature 28/29: add_volume_profile [2025-10-16T23:01:04.199976] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-10-16T23:01:04.344515] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:04.490255] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:04.634032] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:04.778568] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:04.952813] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:05.116295] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:01:05.260824] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:05.403853] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:01:05.550945] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:05.698561] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:05.698803] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_volume_profile (score: 90.00%) [2025-10-16T23:01:05.698863] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2150 tests [2025-10-16T23:01:05.698901] [INFO ] [CONFIGURE ] BBUC: Testing feature 29/29: add_vwap [2025-10-16T23:01:05.698932] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-10-16T23:01:05.843933] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:05.990800] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:06.144421] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:06.292458] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:06.441479] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:06.594604] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:06.764394] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:06.919449] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:01:07.079545] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:01:07.240190] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:07.240386] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:01:07.240457] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2149 tests [2025-10-16T23:01:07.240524] [INFO ] [CONFIGURE ] BBUC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:01:07.240558] [INFO ] [CONFIGURE ] BBUC: Best accuracy: 90.00% [2025-10-16T23:01:07.240590] [INFO ] [CONFIGURE ] BBUC: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:01:07.240617] [INFO ] [CONFIGURE ] BBUC: Improvement over baseline: 50.00% [2025-10-16T23:01:07.240667] [INFO ] [CONFIGURE ] BBUC: Total time: 44.4 seconds [2025-10-16T23:01:07.240719] [INFO ] [CONFIGURE ] BBUC: Average time per feature: 1.5 seconds [2025-10-16T23:01:07.240751] [INFO ] [CONFIGURE ] BBUC: Average speed: 0.65 features/sec [2025-10-16T23:01:07.241174] [INFO ] [LOCAL ] Saved configuration for BBUC: 2 features, 90.00% accuracy -> ./output/feature-sets/BBUC.json [2025-10-16T23:01:07.241247] [INFO ] [CONFIGURE ] BBUC: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-10-16T23:01:07.241325] [INFO ] [sig ] [22/96] Successfully configured BBUC | 0.02 sym/s | Total: 16.3m | ETA: 54.8m [2025-10-16T23:01:07.241398] [INFO ] [sig ] [23/96] Configuring BBW... [2025-10-16T23:01:07.241453] [INFO ] [CONFIGURE ] BBW: Configurate test run. [2025-10-16T23:01:07.241486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-10-16T23:01:07.258125] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBW'. [2025-10-16T23:01:07.258630] [INFO ] [CONFIGURE ] BBW: Testing with 29 available features [2025-10-16T23:01:07.258711] [INFO ] [CONFIGURE ] BBW: Establishing baseline with no features... [2025-10-16T23:01:07.369752] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:07.480515] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:07.594241] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:07.707567] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:07.821516] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:07.933934] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:08.056229] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:08.169414] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:08.282378] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:08.395977] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:08.396139] [INFO ] [CONFIGURE ] BBW: Baseline score (no features): 60.00% [2025-10-16T23:01:08.396183] [INFO ] [CONFIGURE ] BBW: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:01:08.396216] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:01:08.519174] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:08.647309] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:08.772973] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:08.894815] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:09.020505] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:09.143331] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:09.258125] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:09.374603] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:09.497071] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:09.616737] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:09.616909] [INFO ] [CONFIGURE ] BBW: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:01:09.616952] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2148 tests [2025-10-16T23:01:09.616987] [INFO ] [CONFIGURE ] BBW: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:01:09.617018] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:01:09.739170] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:09.861624] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:09.982022] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:10.102606] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:10.233902] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:10.363850] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:10.487442] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:10.610829] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:10.740551] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:01:10.871987] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:10.872146] [INFO ] [CONFIGURE ] BBW: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:01:10.872189] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2147 tests [2025-10-16T23:01:10.872222] [INFO ] [CONFIGURE ] BBW: Testing feature 3/29: add_daily_returns [2025-10-16T23:01:10.872251] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_daily_returns'] [2025-10-16T23:01:11.002611] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:11.139708] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:11.251997] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:11.362152] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:11.474047] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:11.592484] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:11.703301] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:11.817670] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:11.929477] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:12.040719] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:12.040881] [INFO ] [CONFIGURE ] BBW: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:01:12.040925] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2146 tests [2025-10-16T23:01:12.040958] [INFO ] [CONFIGURE ] BBW: Testing feature 4/29: add_ema [2025-10-16T23:01:12.040989] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_ema'] [2025-10-16T23:01:12.167468] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:12.295456] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:12.429222] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:12.562311] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:12.694219] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:12.827159] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:12.966294] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:13.101315] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:13.228485] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:13.354923] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:13.355101] [INFO ] [CONFIGURE ] BBW: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:01:13.355145] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2145 tests [2025-10-16T23:01:13.355179] [INFO ] [CONFIGURE ] BBW: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:01:13.355211] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:01:13.485359] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:13.617260] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:13.753925] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:13.887116] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:14.018404] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:14.179193] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:14.310717] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:14.446636] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:14.586092] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:14.725618] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:14.725838] [INFO ] [CONFIGURE ] BBW: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:01:14.725897] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2144 tests [2025-10-16T23:01:14.725933] [INFO ] [CONFIGURE ] BBW: Testing feature 6/29: add_failed_moves [2025-10-16T23:01:14.725963] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_failed_moves'] [2025-10-16T23:01:14.835378] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:14.946341] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:15.060352] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:15.173205] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:15.286261] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:15.399325] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:15.538561] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:15.672355] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:15.818071] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:15.957275] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:15.957447] [INFO ] [CONFIGURE ] BBW: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:01:15.957543] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2143 tests [2025-10-16T23:01:15.957589] [INFO ] [CONFIGURE ] BBW: Testing feature 7/29: add_lag_shelf [2025-10-16T23:01:15.957622] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_lag_shelf'] [2025-10-16T23:01:16.083929] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:16.200448] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:16.312190] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:16.413317] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:16.517124] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:16.622029] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:16.727675] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:16.835380] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:16.941214] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:17.052951] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:17.053145] [INFO ] [CONFIGURE ] BBW: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:01:17.053212] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2142 tests [2025-10-16T23:01:17.053250] [INFO ] [CONFIGURE ] BBW: Testing feature 8/29: add_macd [2025-10-16T23:01:17.053284] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:01:17.208100] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:17.351885] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:17.505898] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:17.676493] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:01:17.830058] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:17.976511] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:18.126322] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:18.279444] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:18.458542] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:18.635622] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:18.635872] [INFO ] [CONFIGURE ] BBW: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:01:18.635939] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2141 tests [2025-10-16T23:01:18.636011] [INFO ] [CONFIGURE ] BBW: Testing feature 9/29: add_mfi [2025-10-16T23:01:18.636057] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi'] [2025-10-16T23:01:18.776763] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:18.902158] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:19.028621] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:19.156493] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:19.285709] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:19.411461] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:19.539889] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:19.667308] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:19.800378] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:19.931153] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:19.931338] [INFO ] [CONFIGURE ] BBW: KEPT add_mfi (score: 70.00%) [2025-10-16T23:01:19.931383] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2140 tests [2025-10-16T23:01:19.931420] [INFO ] [CONFIGURE ] BBW: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:01:19.931453] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:01:20.087385] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:20.238320] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:20.389169] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:20.549058] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:01:20.699528] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:20.849162] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:21.009571] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:21.169237] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:21.323148] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:21.486088] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:21.486277] [INFO ] [CONFIGURE ] BBW: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:01:21.486355] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2139 tests [2025-10-16T23:01:21.486420] [INFO ] [CONFIGURE ] BBW: Testing feature 11/29: add_obv_daily [2025-10-16T23:01:21.486490] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-10-16T23:01:21.619338] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:21.751991] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:21.890146] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:22.028832] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:22.169379] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:22.310804] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:22.456160] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:22.597623] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:22.736037] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:22.874302] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:22.874501] [INFO ] [CONFIGURE ] BBW: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:01:22.874546] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2138 tests [2025-10-16T23:01:22.874581] [INFO ] [CONFIGURE ] BBW: Testing feature 12/29: add_obv_interval [2025-10-16T23:01:22.874612] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-10-16T23:01:23.003408] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:01:23.127639] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:23.251020] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:23.374269] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:23.559428] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:23.705111] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:23.836021] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:23.965812] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:24.096222] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:24.232874] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:24.233052] [INFO ] [CONFIGURE ] BBW: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:01:24.233095] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2137 tests [2025-10-16T23:01:24.233130] [INFO ] [CONFIGURE ] BBW: Testing feature 13/29: add_opening_strength [2025-10-16T23:01:24.233163] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:01:24.372228] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:01:24.514124] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:24.664411] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:24.824898] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:01:24.967469] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:25.111428] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:25.250363] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:25.389932] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:25.530781] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:25.671842] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:25.672010] [INFO ] [CONFIGURE ] BBW: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:01:25.672053] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2136 tests [2025-10-16T23:01:25.672087] [INFO ] [CONFIGURE ] BBW: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:01:25.672118] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-10-16T23:01:25.812416] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:25.955317] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:26.093402] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:26.231615] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:26.373780] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:26.514246] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:26.686018] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:26.831238] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:26.978228] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:27.124405] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:27.124564] [INFO ] [CONFIGURE ] BBW: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:01:27.124610] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2135 tests [2025-10-16T23:01:27.124663] [INFO ] [CONFIGURE ] BBW: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:01:27.124720] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-10-16T23:01:27.251483] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:27.379006] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:27.504042] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:27.630499] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:27.753452] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:27.877623] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:28.000880] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:28.130147] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:28.254450] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:28.378803] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:28.378973] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:01:28.379016] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2134 tests [2025-10-16T23:01:28.379049] [INFO ] [CONFIGURE ] BBW: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:01:28.379079] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-10-16T23:01:28.507980] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:28.637479] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:28.767235] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:28.897567] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:29.033503] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:29.165423] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:29.297840] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:29.431555] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:29.564885] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:29.699787] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:29.699954] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:01:29.699997] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2133 tests [2025-10-16T23:01:29.700032] [INFO ] [CONFIGURE ] BBW: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:01:29.700062] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-10-16T23:01:29.831758] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:29.964683] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:30.097402] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:30.244580] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:30.398844] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:30.543958] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:30.678043] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:30.811363] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:30.944758] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:31.079466] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:31.079603] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:01:31.079670] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2132 tests [2025-10-16T23:01:31.079727] [INFO ] [CONFIGURE ] BBW: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:01:31.079760] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-10-16T23:01:31.199846] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:31.325007] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:31.445810] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:31.567032] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:31.692902] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:31.814561] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:31.938215] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:32.061639] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:32.184739] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:32.310458] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:32.310603] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:01:32.310669] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2131 tests [2025-10-16T23:01:32.310778] [INFO ] [CONFIGURE ] BBW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:01:32.310831] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-10-16T23:01:32.432536] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:32.552589] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:32.674707] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:32.797412] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:32.930169] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:33.053372] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:33.177553] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:33.301371] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:33.426336] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:33.552750] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:33.552883] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:01:33.552925] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2130 tests [2025-10-16T23:01:33.552958] [INFO ] [CONFIGURE ] BBW: Testing feature 20/29: add_price_rejection [2025-10-16T23:01:33.553037] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-10-16T23:01:33.684016] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:33.822203] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:33.966544] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:34.102975] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:34.243795] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:34.380883] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:34.518920] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:34.653442] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:34.790130] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:34.925067] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:34.925213] [INFO ] [CONFIGURE ] BBW: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:01:34.925256] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2129 tests [2025-10-16T23:01:34.925291] [INFO ] [CONFIGURE ] BBW: Testing feature 21/29: add_range_position [2025-10-16T23:01:34.925320] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_range_position'] [2025-10-16T23:01:35.064525] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:35.202902] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:35.346080] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:35.487428] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:35.643351] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:35.786326] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:35.939002] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:36.107511] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:36.278871] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:36.429956] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:36.430106] [INFO ] [CONFIGURE ] BBW: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:01:36.430149] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2128 tests [2025-10-16T23:01:36.430185] [INFO ] [CONFIGURE ] BBW: Testing feature 22/29: add_realized_volatility [2025-10-16T23:01:36.430215] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-10-16T23:01:36.581330] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:36.731400] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:36.888258] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:37.041215] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:37.207226] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:37.371226] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:37.536750] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:37.694392] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:37.851389] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:38.010123] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:38.010275] [INFO ] [CONFIGURE ] BBW: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:01:38.010318] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2127 tests [2025-10-16T23:01:38.010353] [INFO ] [CONFIGURE ] BBW: Testing feature 23/29: add_recent_range_context [2025-10-16T23:01:38.010382] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-10-16T23:01:38.140161] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:38.276843] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:38.408230] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:38.542698] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:38.706042] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:38.837015] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:38.970400] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:39.103241] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:39.244061] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:39.403278] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:39.403486] [INFO ] [CONFIGURE ] BBW: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:01:39.403535] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2126 tests [2025-10-16T23:01:39.403570] [INFO ] [CONFIGURE ] BBW: Testing feature 24/29: add_rsi [2025-10-16T23:01:39.403601] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-10-16T23:01:39.553294] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:39.703501] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:39.850620] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:39.999759] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:40.170602] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:40.328486] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:40.486721] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:01:40.636943] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:40.789552] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:40.950377] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:40.950530] [INFO ] [CONFIGURE ] BBW: DISCARDED add_rsi (score: 30.00%) [2025-10-16T23:01:40.950619] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2125 tests [2025-10-16T23:01:40.950697] [INFO ] [CONFIGURE ] BBW: Testing feature 25/29: add_tick_distribution [2025-10-16T23:01:40.950742] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-10-16T23:01:41.079050] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:41.252992] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:41.383345] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:41.510493] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:41.639145] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:41.775940] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:41.912762] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:42.050051] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:42.188878] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:42.318972] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:42.319165] [INFO ] [CONFIGURE ] BBW: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:01:42.319216] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2124 tests [2025-10-16T23:01:42.319252] [INFO ] [CONFIGURE ] BBW: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:01:42.319282] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-10-16T23:01:42.446030] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:01:42.579804] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:01:42.715899] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:42.850466] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:01:42.984772] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:43.116826] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:43.246521] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:43.375807] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:43.508298] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:43.643540] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:43.643752] [INFO ] [CONFIGURE ] BBW: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:01:43.643808] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2123 tests [2025-10-16T23:01:43.643845] [INFO ] [CONFIGURE ] BBW: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:01:43.643878] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-10-16T23:01:43.780915] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:01:43.924555] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:44.065979] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:44.202714] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:44.342407] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:44.482711] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:01:44.628097] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:44.796463] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:44.938285] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:45.091291] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:45.091471] [INFO ] [CONFIGURE ] BBW: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:01:45.091516] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2122 tests [2025-10-16T23:01:45.091551] [INFO ] [CONFIGURE ] BBW: Testing feature 28/29: add_volume_profile [2025-10-16T23:01:45.091581] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-10-16T23:01:45.228052] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:01:45.364768] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:45.500414] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:45.635047] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:45.772192] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:01:45.907170] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:46.043859] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:46.177449] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:46.310671] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:46.451210] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:01:46.451393] [INFO ] [CONFIGURE ] BBW: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:01:46.451445] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2121 tests [2025-10-16T23:01:46.451495] [INFO ] [CONFIGURE ] BBW: Testing feature 29/29: add_vwap [2025-10-16T23:01:46.451552] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_mfi', 'add_vwap'] [2025-10-16T23:01:46.589838] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:01:46.744841] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:46.887938] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:01:47.036081] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:01:47.234891] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:01:47.424472] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:01:47.647570] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:01:47.869100] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:48.041309] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:01:48.211814] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:01:48.212000] [INFO ] [CONFIGURE ] BBW: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:01:48.212046] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2120 tests [2025-10-16T23:01:48.212085] [INFO ] [CONFIGURE ] BBW: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:01:48.212116] [INFO ] [CONFIGURE ] BBW: Best accuracy: 70.00% [2025-10-16T23:01:48.212147] [INFO ] [CONFIGURE ] BBW: Best feature set (1 features): ['add_mfi'] [2025-10-16T23:01:48.212176] [INFO ] [CONFIGURE ] BBW: Improvement over baseline: 10.00% [2025-10-16T23:01:48.212205] [INFO ] [CONFIGURE ] BBW: Total time: 39.8 seconds [2025-10-16T23:01:48.212233] [INFO ] [CONFIGURE ] BBW: Average time per feature: 1.4 seconds [2025-10-16T23:01:48.212262] [INFO ] [CONFIGURE ] BBW: Average speed: 0.73 features/sec [2025-10-16T23:01:48.212788] [INFO ] [LOCAL ] Saved configuration for BBW: 1 features, 70.00% accuracy -> ./output/feature-sets/BBW.json [2025-10-16T23:01:48.212850] [INFO ] [CONFIGURE ] BBW: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:01:48.212913] [INFO ] [sig ] [23/96] Successfully configured BBW | 0.02 sym/s | Total: 17.0m | ETA: 53.9m [2025-10-16T23:01:48.212949] [INFO ] [sig ] [24/96] Configuring BDC... [2025-10-16T23:01:48.212981] [INFO ] [CONFIGURE ] BDC: Configurate test run. [2025-10-16T23:01:48.213013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-10-16T23:01:48.227532] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BDC'. [2025-10-16T23:01:48.228095] [INFO ] [CONFIGURE ] BDC: Testing with 29 available features [2025-10-16T23:01:48.228193] [INFO ] [CONFIGURE ] BDC: Establishing baseline with no features... [2025-10-16T23:01:48.356568] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:48.482720] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:48.606953] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:48.714963] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:48.820203] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:01:48.935001] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:49.040368] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:49.146673] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:01:49.259846] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:49.383817] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:49.383973] [INFO ] [CONFIGURE ] BDC: Baseline score (no features): 40.00% [2025-10-16T23:01:49.384016] [INFO ] [CONFIGURE ] BDC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:01:49.384050] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:01:49.521340] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:49.647005] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:49.762593] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:49.878979] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:49.993720] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:50.109388] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:50.223675] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:50.344659] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:50.458827] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:50.585053] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:50.585203] [INFO ] [CONFIGURE ] BDC: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T23:01:50.585246] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2119 tests [2025-10-16T23:01:50.585279] [INFO ] [CONFIGURE ] BDC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:01:50.585308] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:01:50.724666] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:50.885191] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:51.016986] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:51.149078] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:51.286856] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:51.419779] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:51.551382] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:51.684822] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:51.819523] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:51.957990] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:51.958294] [INFO ] [CONFIGURE ] BDC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:01:51.958352] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2118 tests [2025-10-16T23:01:51.958389] [INFO ] [CONFIGURE ] BDC: Testing feature 3/29: add_daily_returns [2025-10-16T23:01:51.958420] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:01:52.079257] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:52.194571] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:52.309809] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:52.429013] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:52.549044] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:52.666959] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:52.793784] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:52.925923] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:53.046587] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:53.171574] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:53.171830] [INFO ] [CONFIGURE ] BDC: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:01:53.171886] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2117 tests [2025-10-16T23:01:53.171922] [INFO ] [CONFIGURE ] BDC: Testing feature 4/29: add_ema [2025-10-16T23:01:53.171952] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:01:53.301874] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:53.432837] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:53.567097] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:53.698577] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:53.831067] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:01:53.965734] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:54.100842] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:54.236509] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:54.385313] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:54.546774] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:54.546979] [INFO ] [CONFIGURE ] BDC: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:01:54.547063] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2116 tests [2025-10-16T23:01:54.547144] [INFO ] [CONFIGURE ] BDC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:01:54.547208] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:01:54.710368] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:01:54.859506] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:55.010855] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:55.160071] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:55.305339] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:55.446968] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:55.592626] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:55.739750] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:55.899341] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:56.051236] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:56.051446] [INFO ] [CONFIGURE ] BDC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:01:56.051493] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2115 tests [2025-10-16T23:01:56.051529] [INFO ] [CONFIGURE ] BDC: Testing feature 6/29: add_failed_moves [2025-10-16T23:01:56.051561] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:01:56.183334] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:56.312156] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:56.441037] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:56.576298] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:56.718622] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:56.870173] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:57.001931] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:57.127872] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:57.250972] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:57.374709] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:57.374822] [INFO ] [CONFIGURE ] BDC: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:01:57.374865] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2114 tests [2025-10-16T23:01:57.374898] [INFO ] [CONFIGURE ] BDC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:01:57.374926] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:01:57.487006] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:57.598118] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:57.716104] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:57.832775] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:57.948005] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:58.061842] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:58.176237] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:58.290918] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:58.406885] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:01:58.533082] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:01:58.533201] [INFO ] [CONFIGURE ] BDC: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:01:58.533269] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2113 tests [2025-10-16T23:01:58.533308] [INFO ] [CONFIGURE ] BDC: Testing feature 8/29: add_macd [2025-10-16T23:01:58.533339] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:01:58.682289] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:01:58.850513] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:01:59.000322] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:01:59.148944] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:01:59.303701] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:01:59.464778] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:01:59.616253] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:01:59.770084] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:01:59.957733] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:00.112546] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:02:00.112711] [INFO ] [CONFIGURE ] BDC: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:02:00.112776] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2112 tests [2025-10-16T23:02:00.112814] [INFO ] [CONFIGURE ] BDC: Testing feature 9/29: add_mfi [2025-10-16T23:02:00.112864] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:02:00.237577] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:00.363486] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:00.491131] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:00.622608] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:00.749888] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:00.879106] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:01.006679] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:01.136347] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:01.273892] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:01.409203] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:01.409387] [INFO ] [CONFIGURE ] BDC: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:02:01.409431] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2111 tests [2025-10-16T23:02:01.409465] [INFO ] [CONFIGURE ] BDC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:02:01.409496] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:02:01.560427] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:01.705944] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:01.858313] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:02.036766] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:02.213970] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:02.389423] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:02.564352] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:02.727438] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:02.879743] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:03.034934] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:03.035132] [INFO ] [CONFIGURE ] BDC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:02:03.035179] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2110 tests [2025-10-16T23:02:03.035215] [INFO ] [CONFIGURE ] BDC: Testing feature 11/29: add_obv_daily [2025-10-16T23:02:03.035247] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:02:03.159599] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:02:03.292585] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:03.434349] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:03.577255] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:03.715581] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:03.842288] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:03.970436] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:04.098246] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:04.225459] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:04.357117] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:04.357280] [INFO ] [CONFIGURE ] BDC: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:02:04.357325] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2109 tests [2025-10-16T23:02:04.357361] [INFO ] [CONFIGURE ] BDC: Testing feature 12/29: add_obv_interval [2025-10-16T23:02:04.357394] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:02:04.485086] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:04.604842] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:04.738099] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:04.872306] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:05.006762] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:05.135109] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:05.257315] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:05.380431] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:05.514243] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:05.652606] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:05.652806] [INFO ] [CONFIGURE ] BDC: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:02:05.652855] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2108 tests [2025-10-16T23:02:05.652891] [INFO ] [CONFIGURE ] BDC: Testing feature 13/29: add_opening_strength [2025-10-16T23:02:05.652922] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:02:05.781575] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:05.908100] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:06.040703] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:06.175205] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:06.314213] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:06.443715] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:06.573603] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:06.704153] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:06.841636] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:06.972480] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:06.972626] [INFO ] [CONFIGURE ] BDC: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:02:06.972704] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2107 tests [2025-10-16T23:02:06.972750] [INFO ] [CONFIGURE ] BDC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:02:06.972781] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:02:07.104620] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:02:07.238963] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:07.368373] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:07.503305] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:07.634585] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:07.765162] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:07.896694] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:08.029659] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:08.166027] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:08.298776] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:08.298913] [INFO ] [CONFIGURE ] BDC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:02:08.298961] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2106 tests [2025-10-16T23:02:08.298995] [INFO ] [CONFIGURE ] BDC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:02:08.299024] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:02:08.417530] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:08.534388] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:08.651634] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:08.769404] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:08.896279] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:09.055495] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:09.178240] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:09.301052] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:09.425191] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:09.557602] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:09.557882] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:02:09.557938] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2105 tests [2025-10-16T23:02:09.557975] [INFO ] [CONFIGURE ] BDC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:02:09.558005] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:02:09.684774] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:09.809840] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:09.952068] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:10.085310] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:10.214939] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:10.342373] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:10.471859] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:10.599362] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:10.730599] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:10.857469] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:10.857695] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:02:10.857755] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2104 tests [2025-10-16T23:02:10.857792] [INFO ] [CONFIGURE ] BDC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:02:10.857823] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:02:10.984045] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:11.110364] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:11.240504] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:11.373066] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:11.507795] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:11.638606] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:11.769445] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:11.928398] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:12.097394] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:12.230858] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:12.231032] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:02:12.231075] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2103 tests [2025-10-16T23:02:12.231109] [INFO ] [CONFIGURE ] BDC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:02:12.231139] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:02:12.348474] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:12.466074] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:12.583577] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:12.701167] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:12.821273] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:12.944758] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:13.062123] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:13.180726] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:13.303516] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:13.430478] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:13.430715] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:02:13.430774] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2102 tests [2025-10-16T23:02:13.430812] [INFO ] [CONFIGURE ] BDC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:02:13.430845] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:02:13.555395] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:13.677517] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:13.800634] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:13.930071] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:14.050178] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:14.172055] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:14.293704] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:14.416180] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:14.544590] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:14.668448] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:14.668665] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:02:14.668728] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2101 tests [2025-10-16T23:02:14.668765] [INFO ] [CONFIGURE ] BDC: Testing feature 20/29: add_price_rejection [2025-10-16T23:02:14.668795] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:02:14.796671] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:14.921499] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:15.045432] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:15.171468] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:15.295795] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:15.422845] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:15.552908] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:15.683278] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:15.815498] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:15.950414] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:15.950565] [INFO ] [CONFIGURE ] BDC: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:02:15.950607] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2100 tests [2025-10-16T23:02:15.950660] [INFO ] [CONFIGURE ] BDC: Testing feature 21/29: add_range_position [2025-10-16T23:02:15.950717] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:02:16.084968] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:16.218854] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:16.360154] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:16.496276] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:16.632288] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:16.768924] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:16.915712] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:17.057456] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:17.197368] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:17.338354] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:17.338536] [INFO ] [CONFIGURE ] BDC: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:02:17.338580] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2099 tests [2025-10-16T23:02:17.338616] [INFO ] [CONFIGURE ] BDC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:02:17.338699] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:02:17.488615] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:17.638841] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:17.789744] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:17.946067] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:18.098711] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:18.250345] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:18.407876] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:18.567454] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:18.722609] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:18.877115] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:18.877262] [INFO ] [CONFIGURE ] BDC: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:02:18.877327] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2098 tests [2025-10-16T23:02:18.877387] [INFO ] [CONFIGURE ] BDC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:02:18.877422] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:02:19.001487] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:19.123636] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:19.246405] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:19.375461] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:19.506942] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:19.637047] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:19.775073] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:19.900565] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:20.025108] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:20.152985] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:20.153130] [INFO ] [CONFIGURE ] BDC: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:02:20.153174] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2097 tests [2025-10-16T23:02:20.153209] [INFO ] [CONFIGURE ] BDC: Testing feature 24/29: add_rsi [2025-10-16T23:02:20.153241] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:02:20.293126] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:02:20.434537] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:20.579975] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:20.722482] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:20.868132] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:21.012329] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:21.169459] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:21.318389] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:21.466325] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:21.615888] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:21.616057] [INFO ] [CONFIGURE ] BDC: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:02:21.616100] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2096 tests [2025-10-16T23:02:21.616135] [INFO ] [CONFIGURE ] BDC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:02:21.616167] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:02:21.741337] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:21.866959] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:21.989588] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:22.112577] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:22.236342] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:22.358846] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:22.483703] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:22.607926] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:22.743612] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:22.878489] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:22.878681] [INFO ] [CONFIGURE ] BDC: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:02:22.878741] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2095 tests [2025-10-16T23:02:22.878779] [INFO ] [CONFIGURE ] BDC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:02:22.878809] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:02:23.008840] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:23.141426] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:23.272081] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:23.397767] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:23.519146] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:23.644194] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:23.767339] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:23.893023] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:24.018199] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:24.158736] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:24.158932] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:02:24.158978] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2094 tests [2025-10-16T23:02:24.159011] [INFO ] [CONFIGURE ] BDC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:02:24.159041] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:02:24.321024] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:24.450380] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:24.579558] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:24.709128] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:24.839867] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:24.974883] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:25.109272] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:25.240432] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:02:25.372135] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:25.504181] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:25.504357] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:02:25.504400] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2093 tests [2025-10-16T23:02:25.504435] [INFO ] [CONFIGURE ] BDC: Testing feature 28/29: add_volume_profile [2025-10-16T23:02:25.504510] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T23:02:25.624347] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:02:25.745390] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:25.863024] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:25.979111] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:26.096761] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:26.212144] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:26.334516] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:26.458386] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:26.588093] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:26.711506] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:26.711678] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:02:26.711740] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2092 tests [2025-10-16T23:02:26.711777] [INFO ] [CONFIGURE ] BDC: Testing feature 29/29: add_vwap [2025-10-16T23:02:26.711808] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T23:02:26.833614] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:02:26.964819] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:27.111874] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:27.257948] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:02:27.385977] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:27.515345] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:27.648910] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:27.788073] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:02:27.927471] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:28.064442] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:02:28.064608] [INFO ] [CONFIGURE ] BDC: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:02:28.064677] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2091 tests [2025-10-16T23:02:28.064732] [INFO ] [CONFIGURE ] BDC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:02:28.064763] [INFO ] [CONFIGURE ] BDC: Best accuracy: 60.00% [2025-10-16T23:02:28.064792] [INFO ] [CONFIGURE ] BDC: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T23:02:28.064819] [INFO ] [CONFIGURE ] BDC: Improvement over baseline: 20.00% [2025-10-16T23:02:28.064844] [INFO ] [CONFIGURE ] BDC: Total time: 38.7 seconds [2025-10-16T23:02:28.064870] [INFO ] [CONFIGURE ] BDC: Average time per feature: 1.3 seconds [2025-10-16T23:02:28.064895] [INFO ] [CONFIGURE ] BDC: Average speed: 0.75 features/sec [2025-10-16T23:02:28.065417] [INFO ] [LOCAL ] Saved configuration for BDC: 1 features, 60.00% accuracy -> ./output/feature-sets/BDC.json [2025-10-16T23:02:28.065482] [INFO ] [CONFIGURE ] BDC: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T23:02:28.065542] [INFO ] [sig ] [24/96] Successfully configured BDC | 0.02 sym/s | Total: 17.6m | ETA: 52.9m [2025-10-16T23:02:28.065584] [INFO ] [sig ] [25/96] Configuring BEKE... [2025-10-16T23:02:28.065665] [INFO ] [CONFIGURE ] BEKE: Configurate test run. [2025-10-16T23:02:28.065719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-10-16T23:02:28.079975] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEKE'. [2025-10-16T23:02:28.080332] [INFO ] [CONFIGURE ] BEKE: Testing with 29 available features [2025-10-16T23:02:28.080393] [INFO ] [CONFIGURE ] BEKE: Establishing baseline with no features... [2025-10-16T23:02:28.181278] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:02:28.282947] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:28.383156] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:28.484586] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:28.586796] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:28.689921] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:28.792587] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:28.897119] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:29.001964] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:29.110609] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:29.110896] [INFO ] [CONFIGURE ] BEKE: Baseline score (no features): 60.00% [2025-10-16T23:02:29.110955] [INFO ] [CONFIGURE ] BEKE: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:02:29.110988] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:02:29.226429] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:29.344498] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:29.460438] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:29.576113] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:29.691350] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:29.807906] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:29.923823] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:30.044325] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:30.161364] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:30.278777] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:30.278933] [INFO ] [CONFIGURE ] BEKE: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:02:30.278976] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2090 tests [2025-10-16T23:02:30.279008] [INFO ] [CONFIGURE ] BEKE: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:02:30.279115] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:02:30.413758] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:30.554028] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:30.686786] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:30.819764] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:30.952850] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:31.088882] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:31.222799] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:31.361295] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:31.502196] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:31.640824] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:31.640997] [INFO ] [CONFIGURE ] BEKE: KEPT add_cumulative_delta (score: 80.00%) [2025-10-16T23:02:31.641040] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2089 tests [2025-10-16T23:02:31.641073] [INFO ] [CONFIGURE ] BEKE: Testing feature 3/29: add_daily_returns [2025-10-16T23:02:31.641103] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:02:31.778730] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:31.917625] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:32.063530] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:32.202372] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:32.341154] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:32.483154] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:32.623661] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:32.766538] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:32.910639] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:33.058072] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:33.058276] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:02:33.058327] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2088 tests [2025-10-16T23:02:33.058363] [INFO ] [CONFIGURE ] BEKE: Testing feature 4/29: add_ema [2025-10-16T23:02:33.058394] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T23:02:33.212021] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:33.371555] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:33.525950] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:33.680396] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:33.833928] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:33.993470] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:34.147845] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:34.307667] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:34.468098] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:34.626293] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:34.626479] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:02:34.626523] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2087 tests [2025-10-16T23:02:34.626560] [INFO ] [CONFIGURE ] BEKE: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:02:34.626593] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:02:34.787379] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:34.945291] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:35.103242] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:35.262234] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:35.420153] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:35.589264] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:35.747611] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:35.911999] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:36.071866] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:36.234606] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:36.234801] [INFO ] [CONFIGURE ] BEKE: KEPT add_exhaustion_signals (score: 90.00%) [2025-10-16T23:02:36.234852] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2086 tests [2025-10-16T23:02:36.234886] [INFO ] [CONFIGURE ] BEKE: Testing feature 6/29: add_failed_moves [2025-10-16T23:02:36.234916] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:02:36.401552] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:36.566989] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:36.731770] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:36.898363] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:37.070465] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:37.245459] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:37.418470] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:37.590969] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:37.769858] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:37.944181] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:37.944347] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_failed_moves (score: 90.00%) [2025-10-16T23:02:37.944389] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2085 tests [2025-10-16T23:02:37.944423] [INFO ] [CONFIGURE ] BEKE: Testing feature 7/29: add_lag_shelf [2025-10-16T23:02:37.944493] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:02:38.118941] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:38.295052] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:38.476201] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:38.673387] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:38.875239] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:39.076406] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:39.275990] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:39.502532] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:39.685011] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:39.860902] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:39.861105] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:02:39.861187] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2084 tests [2025-10-16T23:02:39.861228] [INFO ] [CONFIGURE ] BEKE: Testing feature 8/29: add_macd [2025-10-16T23:02:39.861259] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:02:40.045378] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:02:40.232327] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:40.432228] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:40.619870] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:40.807898] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:40.995416] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:41.184396] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:41.372947] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:41.566543] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:41.760201] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:41.760440] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:02:41.760503] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2083 tests [2025-10-16T23:02:41.760543] [INFO ] [CONFIGURE ] BEKE: Testing feature 9/29: add_mfi [2025-10-16T23:02:41.760576] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:02:41.969509] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:42.149864] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:42.327132] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:42.539220] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:42.725723] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:42.903313] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:43.087569] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:43.274591] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:43.463967] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:43.655627] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:43.655837] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:02:43.655882] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2082 tests [2025-10-16T23:02:43.655917] [INFO ] [CONFIGURE ] BEKE: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:02:43.655949] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:02:43.855213] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:44.061741] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:44.261345] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:44.465271] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:44.668840] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:44.887269] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:45.127341] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:45.377313] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:45.618817] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:45.831493] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:45.831699] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T23:02:45.831759] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2081 tests [2025-10-16T23:02:45.831799] [INFO ] [CONFIGURE ] BEKE: Testing feature 11/29: add_obv_daily [2025-10-16T23:02:45.831832] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:02:46.010930] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:02:46.189509] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:46.371809] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:46.556786] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:46.743419] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:46.924453] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:47.104894] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:47.280576] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:47.458788] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:02:47.639156] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:47.639354] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:02:47.639398] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2080 tests [2025-10-16T23:02:47.639434] [INFO ] [CONFIGURE ] BEKE: Testing feature 12/29: add_obv_interval [2025-10-16T23:02:47.639464] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:02:47.825110] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:47.998822] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:48.179077] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:48.360412] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:48.537263] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:48.722208] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:48.902862] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:49.090949] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:49.267954] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:49.452798] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:49.452980] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:02:49.453027] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2079 tests [2025-10-16T23:02:49.453062] [INFO ] [CONFIGURE ] BEKE: Testing feature 13/29: add_opening_strength [2025-10-16T23:02:49.453093] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:02:49.635794] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:49.821863] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:50.005094] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:50.208919] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:50.394613] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:50.595456] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:50.803983] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:51.006438] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:51.223149] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:51.434055] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:51.434244] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:02:51.434290] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2078 tests [2025-10-16T23:02:51.434329] [INFO ] [CONFIGURE ] BEKE: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:02:51.434363] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:02:51.649138] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:51.840551] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:52.021421] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:52.208101] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:52.421954] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:52.610613] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:02:52.812302] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:02:53.007276] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:53.195469] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:02:53.388329] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:53.388489] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:02:53.388532] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2077 tests [2025-10-16T23:02:53.388566] [INFO ] [CONFIGURE ] BEKE: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:02:53.388597] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:02:53.583341] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:53.771192] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:53.947797] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:54.118498] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:02:54.287376] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:54.458793] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:54.660830] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:54.839067] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:55.015098] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:55.249697] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:55.249945] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-10-16T23:02:55.250010] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2076 tests [2025-10-16T23:02:55.250062] [INFO ] [CONFIGURE ] BEKE: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:02:55.250168] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:02:55.513080] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:02:55.752522] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:02:55.983503] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:56.203477] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:56.390999] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:02:56.584997] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:56.765955] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:56.961144] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:57.145438] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:57.331597] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:02:57.331794] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:02:57.331845] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2075 tests [2025-10-16T23:02:57.331881] [INFO ] [CONFIGURE ] BEKE: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:02:57.331912] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:02:57.512621] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:57.746814] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:57.930446] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:02:58.109560] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:02:58.289938] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:02:58.471524] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:02:58.655975] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:02:58.842634] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:02:59.033098] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:02:59.220667] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:02:59.220843] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:02:59.220889] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2074 tests [2025-10-16T23:02:59.220926] [INFO ] [CONFIGURE ] BEKE: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:02:59.220958] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:02:59.397243] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:02:59.574429] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:02:59.748332] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:02:59.923455] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:00.097470] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:00.279275] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:00.462242] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:00.652298] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:00.855570] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:01.052467] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:03:01.052705] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:03:01.052766] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2073 tests [2025-10-16T23:03:01.052803] [INFO ] [CONFIGURE ] BEKE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:03:01.052872] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:03:01.225191] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:01.399207] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:01.572256] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:01.749634] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:01.925296] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:02.097034] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:02.262159] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:02.429763] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:02.608611] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:02.782859] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:02.783049] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:03:02.783108] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2072 tests [2025-10-16T23:03:02.783146] [INFO ] [CONFIGURE ] BEKE: Testing feature 20/29: add_price_rejection [2025-10-16T23:03:02.783211] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:03:02.960840] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:03.144456] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:03.320563] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:03.496161] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:03.676266] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:03.859960] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:04.042581] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:04.236058] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:04.424379] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:04.614186] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:04.614363] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_price_rejection (score: 90.00%) [2025-10-16T23:03:04.614406] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2071 tests [2025-10-16T23:03:04.614443] [INFO ] [CONFIGURE ] BEKE: Testing feature 21/29: add_range_position [2025-10-16T23:03:04.614474] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:03:04.807932] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:05.003952] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:05.214777] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:05.413119] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:03:05.606422] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:05.805264] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:06.043460] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:06.251741] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:06.452314] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:06.658589] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:06.658801] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:03:06.658853] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2070 tests [2025-10-16T23:03:06.658889] [INFO ] [CONFIGURE ] BEKE: Testing feature 22/29: add_realized_volatility [2025-10-16T23:03:06.658920] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:03:06.870805] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:07.104516] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:07.303425] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:07.509527] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:07.713873] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:07.921973] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:08.132715] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:08.331548] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:08.530754] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:08.737767] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:08.737912] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:03:08.737956] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2069 tests [2025-10-16T23:03:08.737990] [INFO ] [CONFIGURE ] BEKE: Testing feature 23/29: add_recent_range_context [2025-10-16T23:03:08.738021] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:03:08.914218] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:09.092567] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:09.273169] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:09.454040] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:09.634073] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:09.847832] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:10.031142] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:10.212794] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:10.394869] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:10.584228] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:10.584395] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:03:10.584439] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2068 tests [2025-10-16T23:03:10.584475] [INFO ] [CONFIGURE ] BEKE: Testing feature 24/29: add_rsi [2025-10-16T23:03:10.584528] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:03:10.785252] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:10.989263] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:11.194570] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:11.404396] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:03:11.615627] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:03:11.834106] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:03:12.034307] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:12.234511] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:12.436322] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:12.636717] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:03:12.636903] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:03:12.636966] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2067 tests [2025-10-16T23:03:12.637003] [INFO ] [CONFIGURE ] BEKE: Testing feature 25/29: add_tick_distribution [2025-10-16T23:03:12.637033] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:03:12.813088] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:12.990458] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:13.164639] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:13.340364] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:13.514794] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:13.694676] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:13.871202] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:14.051186] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:14.237009] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:14.415099] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:14.415270] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:03:14.415313] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2066 tests [2025-10-16T23:03:14.415348] [INFO ] [CONFIGURE ] BEKE: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:03:14.415380] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:03:14.595481] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:14.768811] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:14.970744] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:03:15.158859] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:03:15.334222] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:03:15.514475] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:03:15.687096] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:15.866532] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:16.043166] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:16.225217] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:03:16.225399] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T23:03:16.225442] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2065 tests [2025-10-16T23:03:16.225476] [INFO ] [CONFIGURE ] BEKE: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:03:16.225507] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:03:16.406546] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:16.594341] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:16.772933] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:03:16.953715] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:03:17.137563] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:17.315988] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:17.498747] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:17.686591] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:17.875568] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:18.071430] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:03:18.071591] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:03:18.071635] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2064 tests [2025-10-16T23:03:18.071711] [INFO ] [CONFIGURE ] BEKE: Testing feature 28/29: add_volume_profile [2025-10-16T23:03:18.071750] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:03:18.248830] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:18.428057] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:18.601024] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:03:18.778858] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:03:18.966608] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:03:19.141215] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:03:19.309468] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:19.485058] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:03:19.660636] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:19.839268] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:03:19.839428] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:03:19.839473] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2063 tests [2025-10-16T23:03:19.839531] [INFO ] [CONFIGURE ] BEKE: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:03:19.839563] [INFO ] [CONFIGURE ] BEKE: Best accuracy: 90.00% [2025-10-16T23:03:19.839594] [INFO ] [CONFIGURE ] BEKE: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:03:19.839626] [INFO ] [CONFIGURE ] BEKE: Improvement over baseline: 30.00% [2025-10-16T23:03:19.839691] [INFO ] [CONFIGURE ] BEKE: Total time: 50.7 seconds [2025-10-16T23:03:19.839733] [INFO ] [CONFIGURE ] BEKE: Average time per feature: 1.8 seconds [2025-10-16T23:03:19.839763] [INFO ] [CONFIGURE ] BEKE: Average speed: 0.57 features/sec [2025-10-16T23:03:19.840209] [INFO ] [LOCAL ] Saved configuration for BEKE: 4 features, 90.00% accuracy -> ./output/feature-sets/BEKE.json [2025-10-16T23:03:19.840275] [INFO ] [CONFIGURE ] BEKE: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-10-16T23:03:19.840345] [INFO ] [sig ] [25/96] Successfully configured BEKE | 0.02 sym/s | Total: 18.5m | ETA: 52.6m [2025-10-16T23:03:19.840409] [INFO ] [sig ] [26/96] Configuring BEPH... [2025-10-16T23:03:19.840464] [INFO ] [CONFIGURE ] BEPH: Configurate test run. [2025-10-16T23:03:19.840497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-10-16T23:03:19.855616] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPH'. [2025-10-16T23:03:19.856014] [INFO ] [CONFIGURE ] BEPH: Testing with 29 available features [2025-10-16T23:03:19.856104] [INFO ] [CONFIGURE ] BEPH: Establishing baseline with no features... [2025-10-16T23:03:19.955281] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:20.059210] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:20.166511] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:20.278167] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:03:20.377410] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:20.476630] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:20.576408] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:03:20.677063] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:20.777486] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:20.879474] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:20.879603] [INFO ] [CONFIGURE ] BEPH: Baseline score (no features): 50.00% [2025-10-16T23:03:20.879675] [INFO ] [CONFIGURE ] BEPH: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:03:20.879727] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:03:20.989886] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:21.102243] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:21.220039] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:21.335291] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:21.450530] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:21.566613] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:21.688704] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:03:21.807219] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:21.973420] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:22.092068] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:22.092228] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:03:22.092271] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2062 tests [2025-10-16T23:03:22.092304] [INFO ] [CONFIGURE ] BEPH: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:03:22.092334] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:03:22.212949] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:22.333380] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:03:22.454481] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:22.578040] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:03:22.699137] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:22.831945] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:22.967463] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:03:23.114827] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:23.257328] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:23.402886] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:23.403065] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:03:23.403149] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2061 tests [2025-10-16T23:03:23.403224] [INFO ] [CONFIGURE ] BEPH: Testing feature 3/29: add_daily_returns [2025-10-16T23:03:23.403274] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_daily_returns'] [2025-10-16T23:03:23.522619] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:23.629781] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:23.740079] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:23.852833] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:23.959912] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:24.066454] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:24.173731] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:03:24.280101] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:24.388519] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:24.496393] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:24.496547] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:03:24.496589] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2060 tests [2025-10-16T23:03:24.496624] [INFO ] [CONFIGURE ] BEPH: Testing feature 4/29: add_ema [2025-10-16T23:03:24.496689] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_ema'] [2025-10-16T23:03:24.614703] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:24.733217] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:24.853171] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:25.006172] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:25.141880] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:25.263533] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:25.385082] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:03:25.508559] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:25.634089] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:25.762754] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:25.762923] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:03:25.762967] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2059 tests [2025-10-16T23:03:25.763082] [INFO ] [CONFIGURE ] BEPH: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:03:25.763121] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:03:25.892531] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:26.020838] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:26.149797] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:26.276127] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:26.403672] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:26.535861] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:26.663484] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:26.793530] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:26.926982] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:27.062007] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:27.062197] [INFO ] [CONFIGURE ] BEPH: KEPT add_exhaustion_signals (score: 60.00%) [2025-10-16T23:03:27.062243] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2058 tests [2025-10-16T23:03:27.062276] [INFO ] [CONFIGURE ] BEPH: Testing feature 6/29: add_failed_moves [2025-10-16T23:03:27.062308] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:03:27.199232] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:27.337486] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:27.472911] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:27.609976] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:27.757764] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:27.913040] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:28.067953] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:28.207836] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:28.349555] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:28.487879] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:28.488037] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:03:28.488102] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2057 tests [2025-10-16T23:03:28.488161] [INFO ] [CONFIGURE ] BEPH: Testing feature 7/29: add_lag_shelf [2025-10-16T23:03:28.488215] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:03:28.620149] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:28.746717] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:28.874005] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:29.004379] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:29.141831] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:03:29.276270] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:29.410121] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:29.551962] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:29.687530] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:29.823939] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:29.824100] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:03:29.824145] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2056 tests [2025-10-16T23:03:29.824179] [INFO ] [CONFIGURE ] BEPH: Testing feature 8/29: add_macd [2025-10-16T23:03:29.824212] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:03:29.979793] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:30.132018] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:03:30.287122] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:30.438972] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:03:30.595541] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:30.759849] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:30.915370] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:03:31.098004] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:31.257789] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:31.420827] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:31.421046] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:03:31.421094] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2055 tests [2025-10-16T23:03:31.421128] [INFO ] [CONFIGURE ] BEPH: Testing feature 9/29: add_mfi [2025-10-16T23:03:31.421158] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:03:31.570941] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:31.719263] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:31.889177] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:32.038425] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:32.189346] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:32.337266] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:32.486100] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:32.632484] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:32.778424] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:32.929211] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:32.929390] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:03:32.929434] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2054 tests [2025-10-16T23:03:32.929467] [INFO ] [CONFIGURE ] BEPH: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:03:32.929498] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:03:33.086206] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:33.242782] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:33.400280] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:33.564517] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:33.738634] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:33.896758] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:34.125025] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:34.323272] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:34.494300] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:34.668469] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:34.668636] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:03:34.668718] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2053 tests [2025-10-16T23:03:34.668758] [INFO ] [CONFIGURE ] BEPH: Testing feature 11/29: add_obv_daily [2025-10-16T23:03:34.668788] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:03:34.810111] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:34.950132] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:03:35.091274] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:35.232756] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:35.379406] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:03:35.523126] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:35.668214] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:35.817226] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:35.964138] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:36.111976] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:36.112136] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:03:36.112180] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2052 tests [2025-10-16T23:03:36.112215] [INFO ] [CONFIGURE ] BEPH: Testing feature 12/29: add_obv_interval [2025-10-16T23:03:36.112269] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:03:36.253723] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:36.395739] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:36.539985] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:36.689488] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:36.834319] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:36.983071] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:37.165778] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:37.310968] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:37.459468] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:37.611120] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:37.611313] [INFO ] [CONFIGURE ] BEPH: KEPT add_obv_interval (score: 70.00%) [2025-10-16T23:03:37.611358] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2051 tests [2025-10-16T23:03:37.611394] [INFO ] [CONFIGURE ] BEPH: Testing feature 13/29: add_opening_strength [2025-10-16T23:03:37.611427] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:03:37.775949] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:37.934917] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:03:38.113082] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:38.291490] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:03:38.452824] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:03:38.619402] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:38.801099] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:38.988466] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:39.157185] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:39.325635] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:39.325855] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:03:39.325903] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2050 tests [2025-10-16T23:03:39.325939] [INFO ] [CONFIGURE ] BEPH: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:03:39.325973] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T23:03:39.498070] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:39.660627] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:39.823262] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:39.985762] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:40.182112] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:40.346490] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:40.511063] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:40.677865] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:40.842923] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:41.009830] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:41.009989] [INFO ] [CONFIGURE ] BEPH: KEPT add_order_flow_imbalance (score: 80.00%) [2025-10-16T23:03:41.010075] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2049 tests [2025-10-16T23:03:41.010114] [INFO ] [CONFIGURE ] BEPH: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:03:41.010145] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-10-16T23:03:41.177082] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:41.342790] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:41.508552] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:41.674244] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:03:41.841425] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:42.010413] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:42.181710] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:42.348914] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:42.518006] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:42.688860] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:42.689001] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:03:42.689063] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2048 tests [2025-10-16T23:03:42.689099] [INFO ] [CONFIGURE ] BEPH: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:03:42.689129] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-10-16T23:03:42.861825] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:43.051060] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:03:43.258916] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:43.448624] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:43.637300] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:43.827225] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:44.014254] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:44.207156] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:44.409407] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:44.604180] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:44.604414] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:03:44.604460] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2047 tests [2025-10-16T23:03:44.604493] [INFO ] [CONFIGURE ] BEPH: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:03:44.604555] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-10-16T23:03:44.792202] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:44.988979] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:45.179107] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:45.372313] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:03:45.564969] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:45.755836] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:45.952491] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:46.144804] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:46.334416] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:46.534304] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:46.534549] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:03:46.534610] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2046 tests [2025-10-16T23:03:46.534671] [INFO ] [CONFIGURE ] BEPH: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:03:46.534726] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-10-16T23:03:46.712297] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:46.896425] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:47.084440] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:47.266395] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:47.444709] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:47.651291] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:47.872550] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:48.071170] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:48.306379] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:48.517592] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:48.517816] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:03:48.517877] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2045 tests [2025-10-16T23:03:48.517923] [INFO ] [CONFIGURE ] BEPH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:03:48.517967] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-10-16T23:03:48.692149] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:48.870476] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:49.033257] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:49.197414] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:49.354914] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:49.512610] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:49.669208] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:49.834808] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:50.006165] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:50.163990] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:50.164147] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:03:50.164191] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2044 tests [2025-10-16T23:03:50.164226] [INFO ] [CONFIGURE ] BEPH: Testing feature 20/29: add_price_rejection [2025-10-16T23:03:50.164256] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-10-16T23:03:50.326751] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:50.494882] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:50.660731] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:50.836039] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:51.001491] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:51.166152] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:51.336194] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:51.503299] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:51.671543] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:51.841215] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:51.841357] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:03:51.841401] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2043 tests [2025-10-16T23:03:51.841437] [INFO ] [CONFIGURE ] BEPH: Testing feature 21/29: add_range_position [2025-10-16T23:03:51.841470] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_range_position'] [2025-10-16T23:03:52.018403] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:52.194053] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:52.366476] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:03:52.566702] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:52.745306] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:52.929490] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:53.122252] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:53.331482] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:53.518457] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:53.706636] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:53.706850] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:03:53.706896] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2042 tests [2025-10-16T23:03:53.706952] [INFO ] [CONFIGURE ] BEPH: Testing feature 22/29: add_realized_volatility [2025-10-16T23:03:53.706985] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-10-16T23:03:53.905495] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:03:54.094661] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:03:54.284853] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:54.517885] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:54.755084] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:55.001794] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:55.237298] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:55.448261] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:55.688859] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:55.897978] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:55.898187] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:03:55.898249] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2041 tests [2025-10-16T23:03:55.898287] [INFO ] [CONFIGURE ] BEPH: Testing feature 23/29: add_recent_range_context [2025-10-16T23:03:55.898320] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-10-16T23:03:56.071038] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:56.246370] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:56.441261] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:56.625093] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:56.800960] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:56.984592] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:57.170624] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:57.354947] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:57.544401] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:03:57.733067] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:03:57.733303] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:03:57.733356] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2040 tests [2025-10-16T23:03:57.733391] [INFO ] [CONFIGURE ] BEPH: Testing feature 24/29: add_rsi [2025-10-16T23:03:57.733422] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-10-16T23:03:57.924578] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:03:58.114566] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:03:58.304448] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:03:58.495085] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:03:58.688757] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:03:58.881551] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:03:59.073965] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:03:59.269954] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:03:59.466859] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:03:59.670433] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:03:59.670594] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:03:59.670661] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2039 tests [2025-10-16T23:03:59.670721] [INFO ] [CONFIGURE ] BEPH: Testing feature 25/29: add_tick_distribution [2025-10-16T23:03:59.670755] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-10-16T23:03:59.845571] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:04:00.020423] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:00.196160] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:00.376967] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:04:00.548225] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:00.725490] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:00.903068] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:04:01.083559] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:01.260835] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:04:01.439599] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:01.439780] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:04:01.439831] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2038 tests [2025-10-16T23:04:01.439867] [INFO ] [CONFIGURE ] BEPH: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:04:01.439899] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-10-16T23:04:01.611846] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:04:01.823831] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:02.004287] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:02.185716] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:02.364747] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:02.543612] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:02.722152] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:04:02.905147] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:03.088080] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:03.270793] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:03.270959] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:04:03.271026] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2037 tests [2025-10-16T23:04:03.271062] [INFO ] [CONFIGURE ] BEPH: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:04:03.271096] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-10-16T23:04:03.459205] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:04:03.647571] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:03.832570] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:04:04.024246] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:04.213248] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:04.400868] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:04.587858] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:04:04.773020] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:04.961001] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:04:05.148908] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:05.149054] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:04:05.149099] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2036 tests [2025-10-16T23:04:05.149132] [INFO ] [CONFIGURE ] BEPH: Testing feature 28/29: add_volume_profile [2025-10-16T23:04:05.149163] [INFO ] [CONFIGURE ] BEPH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-10-16T23:04:05.343807] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:04:05.520328] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:05.692913] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:05.868130] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:06.042043] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:06.215282] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:06.420438] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:04:06.631354] [DEBUG] [FORECASTER] BEPH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:06.837997] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:04:07.039042] [DEBUG] [FORECASTER] BEPH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:07.039231] [INFO ] [CONFIGURE ] BEPH: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:04:07.039300] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2035 tests [2025-10-16T23:04:07.039363] [INFO ] [CONFIGURE ] BEPH: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:04:07.039430] [INFO ] [CONFIGURE ] BEPH: Best accuracy: 80.00% [2025-10-16T23:04:07.039478] [INFO ] [CONFIGURE ] BEPH: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T23:04:07.039509] [INFO ] [CONFIGURE ] BEPH: Improvement over baseline: 30.00% [2025-10-16T23:04:07.039536] [INFO ] [CONFIGURE ] BEPH: Total time: 46.2 seconds [2025-10-16T23:04:07.039571] [INFO ] [CONFIGURE ] BEPH: Average time per feature: 1.6 seconds [2025-10-16T23:04:07.039671] [INFO ] [CONFIGURE ] BEPH: Average speed: 0.63 features/sec [2025-10-16T23:04:07.040264] [INFO ] [LOCAL ] Saved configuration for BEPH: 4 features, 80.00% accuracy -> ./output/feature-sets/BEPH.json [2025-10-16T23:04:07.040325] [INFO ] [CONFIGURE ] BEPH: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-10-16T23:04:07.040409] [INFO ] [sig ] [26/96] Successfully configured BEPH | 0.02 sym/s | Total: 19.3m | ETA: 51.9m [2025-10-16T23:04:07.040467] [INFO ] [sig ] [27/96] Configuring BFAM... [2025-10-16T23:04:07.040500] [INFO ] [CONFIGURE ] BFAM: Configurate test run. [2025-10-16T23:04:07.040529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-10-16T23:04:07.056292] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFAM'. [2025-10-16T23:04:07.056727] [INFO ] [CONFIGURE ] BFAM: Testing with 29 available features [2025-10-16T23:04:07.056786] [INFO ] [CONFIGURE ] BFAM: Establishing baseline with no features... [2025-10-16T23:04:07.187271] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:07.321256] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:07.449972] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:07.583225] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:07.700521] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:07.842587] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:07.956877] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:08.072974] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:08.199472] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:08.315402] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:08.315557] [INFO ] [CONFIGURE ] BFAM: Baseline score (no features): 50.00% [2025-10-16T23:04:08.315600] [INFO ] [CONFIGURE ] BFAM: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:04:08.315632] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:04:08.435971] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:08.559393] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:08.686723] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:08.814199] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:04:08.959305] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:09.094923] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:09.223301] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:09.350136] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:09.476800] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:09.606136] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:09.606298] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:04:09.606341] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2034 tests [2025-10-16T23:04:09.606374] [INFO ] [CONFIGURE ] BFAM: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:04:09.606404] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:04:09.741028] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:09.868279] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:09.997593] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:10.141181] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:04:10.270769] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:10.399170] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:10.527980] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:10.660167] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:10.791987] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:10.927349] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:10.927466] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:04:10.927508] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2033 tests [2025-10-16T23:04:10.927541] [INFO ] [CONFIGURE ] BFAM: Testing feature 3/29: add_daily_returns [2025-10-16T23:04:10.927571] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_daily_returns'] [2025-10-16T23:04:11.039167] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:11.151828] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:11.269254] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:11.383617] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:11.500512] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:11.614583] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:11.728618] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:11.845146] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:11.963007] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:12.081118] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:12.081316] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:04:12.081381] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2032 tests [2025-10-16T23:04:12.081434] [INFO ] [CONFIGURE ] BFAM: Testing feature 4/29: add_ema [2025-10-16T23:04:12.081482] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_ema'] [2025-10-16T23:04:12.226884] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:12.354333] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:12.484292] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:12.614523] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:12.755699] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:12.905164] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:04:13.057873] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:13.210904] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:13.367931] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:13.500955] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:13.501126] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:04:13.501170] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2031 tests [2025-10-16T23:04:13.501204] [INFO ] [CONFIGURE ] BFAM: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:04:13.501234] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:04:13.636055] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:13.785567] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:13.940466] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:14.076373] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:04:14.215632] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:14.356551] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:14.499136] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:14.642318] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:14.785283] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:14.928123] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:14.928299] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:04:14.928348] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2030 tests [2025-10-16T23:04:14.928381] [INFO ] [CONFIGURE ] BFAM: Testing feature 6/29: add_failed_moves [2025-10-16T23:04:14.928410] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_failed_moves'] [2025-10-16T23:04:15.043462] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:15.158615] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:15.279346] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:15.399552] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:15.522343] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:15.644141] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:15.769620] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:15.897404] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:16.019784] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:16.151752] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:16.151933] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:04:16.151977] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2029 tests [2025-10-16T23:04:16.152009] [INFO ] [CONFIGURE ] BFAM: Testing feature 7/29: add_lag_shelf [2025-10-16T23:04:16.152039] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_lag_shelf'] [2025-10-16T23:04:16.260343] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:16.372453] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:16.479480] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:16.587751] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:16.694296] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:16.803296] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:16.947591] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:17.065059] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:17.175365] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:17.293751] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:17.293959] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:04:17.294022] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2028 tests [2025-10-16T23:04:17.294061] [INFO ] [CONFIGURE ] BFAM: Testing feature 8/29: add_macd [2025-10-16T23:04:17.294093] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:04:17.436182] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:17.574115] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:17.711065] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:17.845141] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:17.979385] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:18.114519] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:18.270216] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:18.417485] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:18.580518] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:18.733721] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:18.733931] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:04:18.734021] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2027 tests [2025-10-16T23:04:18.734062] [INFO ] [CONFIGURE ] BFAM: Testing feature 9/29: add_mfi [2025-10-16T23:04:18.734092] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_mfi'] [2025-10-16T23:04:18.857996] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:18.975672] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:19.088544] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:19.203467] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:19.321905] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:19.438988] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:19.577950] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:19.696604] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:19.821213] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:19.942556] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:19.942755] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:04:19.942817] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2026 tests [2025-10-16T23:04:19.942874] [INFO ] [CONFIGURE ] BFAM: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:04:19.942906] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:04:20.073234] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:20.201778] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:20.330967] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:20.460429] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:20.591927] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:20.721126] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:20.852367] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:20.990204] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:21.133682] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:21.269752] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:21.269910] [INFO ] [CONFIGURE ] BFAM: KEPT add_momentum_acceleration (score: 80.00%) [2025-10-16T23:04:21.269953] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2025 tests [2025-10-16T23:04:21.269986] [INFO ] [CONFIGURE ] BFAM: Testing feature 11/29: add_obv_daily [2025-10-16T23:04:21.270017] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-10-16T23:04:21.419083] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:21.561010] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:21.704599] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:21.850108] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:21.996034] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:22.144286] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:22.288727] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:22.436801] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:22.588966] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:22.741401] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:22.741575] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:04:22.741624] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2024 tests [2025-10-16T23:04:22.741698] [INFO ] [CONFIGURE ] BFAM: Testing feature 12/29: add_obv_interval [2025-10-16T23:04:22.741747] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-10-16T23:04:22.887306] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:23.059514] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:23.212595] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:23.382462] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:23.535122] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:23.681362] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:23.827828] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:23.975015] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:24.124131] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:24.272718] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:24.272881] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:04:24.272927] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2023 tests [2025-10-16T23:04:24.272961] [INFO ] [CONFIGURE ] BFAM: Testing feature 13/29: add_opening_strength [2025-10-16T23:04:24.272991] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:04:24.426547] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:24.585078] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:24.740181] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:24.895936] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:25.054379] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:25.214564] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:25.372617] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:25.532133] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:25.697185] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:25.862864] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:25.863037] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:04:25.863088] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2022 tests [2025-10-16T23:04:25.863123] [INFO ] [CONFIGURE ] BFAM: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:04:25.863154] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-10-16T23:04:26.017755] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:26.178438] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:26.331333] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:26.483088] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:26.642081] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:26.813730] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:26.977060] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:27.135789] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:27.294858] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:27.459005] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:27.459159] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:04:27.459206] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2021 tests [2025-10-16T23:04:27.459241] [INFO ] [CONFIGURE ] BFAM: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:04:27.459332] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-10-16T23:04:27.604165] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:27.751612] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:27.902501] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:28.050809] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:28.200942] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:28.353804] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:28.504496] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:28.655495] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:28.808115] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:28.972210] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:28.972408] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:04:28.972453] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2020 tests [2025-10-16T23:04:28.972488] [INFO ] [CONFIGURE ] BFAM: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:04:28.972518] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-10-16T23:04:29.127239] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:29.280094] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:29.439468] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:29.596797] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:29.757811] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:29.915330] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:30.073905] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:30.230748] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:30.389168] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:30.555357] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:30.555547] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:04:30.555620] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2019 tests [2025-10-16T23:04:30.555703] [INFO ] [CONFIGURE ] BFAM: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:04:30.555748] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-10-16T23:04:30.711057] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:30.862799] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:31.016871] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:31.163582] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:31.312390] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:31.484293] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:31.656859] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:31.837731] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:32.016080] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:32.202941] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:32.203188] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:04:32.203262] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2018 tests [2025-10-16T23:04:32.203304] [INFO ] [CONFIGURE ] BFAM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:04:32.203345] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-10-16T23:04:32.373270] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:32.537707] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:32.706949] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:32.876075] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:33.047951] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:33.197138] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:33.352163] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:33.520422] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:33.693695] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:33.869387] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:33.869603] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:04:33.869674] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2017 tests [2025-10-16T23:04:33.869734] [INFO ] [CONFIGURE ] BFAM: Testing feature 20/29: add_price_rejection [2025-10-16T23:04:33.869771] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-10-16T23:04:34.024387] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:34.178308] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:34.335053] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:34.486125] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:34.639370] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:34.796321] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:34.950916] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:35.106308] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:35.262996] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:35.419852] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:35.419979] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:04:35.420022] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2016 tests [2025-10-16T23:04:35.420055] [INFO ] [CONFIGURE ] BFAM: Testing feature 21/29: add_range_position [2025-10-16T23:04:35.420084] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-10-16T23:04:35.587628] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:35.744802] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:35.904714] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:36.064216] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:36.224968] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:36.399400] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:36.559880] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:36.727832] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:36.892533] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:37.057942] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:37.058074] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:04:37.058117] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2015 tests [2025-10-16T23:04:37.058180] [INFO ] [CONFIGURE ] BFAM: Testing feature 22/29: add_realized_volatility [2025-10-16T23:04:37.058224] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-10-16T23:04:37.233123] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:37.409308] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:37.583670] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:37.762115] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:37.948592] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:38.128535] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:38.307472] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:38.486506] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:38.666799] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:38.849078] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:38.849211] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:04:38.849254] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2014 tests [2025-10-16T23:04:38.849288] [INFO ] [CONFIGURE ] BFAM: Testing feature 23/29: add_recent_range_context [2025-10-16T23:04:38.849317] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-10-16T23:04:39.000494] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:39.147527] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:39.291519] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:39.433160] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:39.571756] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:39.716414] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:39.859057] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:40.009144] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:40.198349] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:40.391107] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:04:40.391350] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:04:40.391402] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2013 tests [2025-10-16T23:04:40.391445] [INFO ] [CONFIGURE ] BFAM: Testing feature 24/29: add_rsi [2025-10-16T23:04:40.391482] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-10-16T23:04:40.626478] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:40.831067] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:41.019855] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:41.203440] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:41.368933] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:41.528556] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:41.692943] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:41.865425] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:42.040895] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:42.217224] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:42.217410] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:04:42.217455] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2012 tests [2025-10-16T23:04:42.217491] [INFO ] [CONFIGURE ] BFAM: Testing feature 25/29: add_tick_distribution [2025-10-16T23:04:42.217524] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-10-16T23:04:42.366578] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:42.514731] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:42.665322] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:42.822635] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:42.976527] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:43.125717] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:43.282428] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:43.436279] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:43.589054] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:43.748067] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:43.748269] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:04:43.748326] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2011 tests [2025-10-16T23:04:43.748370] [INFO ] [CONFIGURE ] BFAM: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:04:43.748401] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-10-16T23:04:43.898262] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:44.048350] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:44.202115] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:44.353859] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:04:44.516730] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:44.674701] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:44.833958] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:44.994563] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:45.160043] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:45.322784] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:45.323034] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:04:45.323098] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2010 tests [2025-10-16T23:04:45.323138] [INFO ] [CONFIGURE ] BFAM: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:04:45.323170] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-10-16T23:04:45.487934] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:45.663308] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:45.837846] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:46.009455] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:46.179042] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:46.350478] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:46.520156] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:46.686295] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:46.847321] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:47.012110] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:47.012293] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:04:47.012338] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2009 tests [2025-10-16T23:04:47.012384] [INFO ] [CONFIGURE ] BFAM: Testing feature 28/29: add_volume_profile [2025-10-16T23:04:47.012441] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-10-16T23:04:47.162538] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:47.322944] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:47.472191] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:47.640946] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:47.811702] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:47.964509] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:48.115631] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:48.267014] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:48.457332] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:48.612058] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:48.612211] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:04:48.612254] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2008 tests [2025-10-16T23:04:48.612289] [INFO ] [CONFIGURE ] BFAM: Testing feature 29/29: add_vwap [2025-10-16T23:04:48.612320] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-10-16T23:04:48.762362] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:48.909836] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:49.056861] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:04:49.204667] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:04:49.353376] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:49.501961] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:04:49.651803] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:49.798971] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:49.954980] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:50.111364] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:04:50.111528] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:04:50.111571] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2007 tests [2025-10-16T23:04:50.111606] [INFO ] [CONFIGURE ] BFAM: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:04:50.111636] [INFO ] [CONFIGURE ] BFAM: Best accuracy: 80.00% [2025-10-16T23:04:50.111710] [INFO ] [CONFIGURE ] BFAM: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:04:50.111752] [INFO ] [CONFIGURE ] BFAM: Improvement over baseline: 30.00% [2025-10-16T23:04:50.111780] [INFO ] [CONFIGURE ] BFAM: Total time: 41.8 seconds [2025-10-16T23:04:50.111807] [INFO ] [CONFIGURE ] BFAM: Average time per feature: 1.5 seconds [2025-10-16T23:04:50.111835] [INFO ] [CONFIGURE ] BFAM: Average speed: 0.69 features/sec [2025-10-16T23:04:50.112322] [INFO ] [LOCAL ] Saved configuration for BFAM: 2 features, 80.00% accuracy -> ./output/feature-sets/BFAM.json [2025-10-16T23:04:50.112389] [INFO ] [CONFIGURE ] BFAM: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T23:04:50.112449] [INFO ] [sig ] [27/96] Successfully configured BFAM | 0.02 sym/s | Total: 20.0m | ETA: 51.1m [2025-10-16T23:04:50.112494] [INFO ] [sig ] [28/96] Configuring BNH... [2025-10-16T23:04:50.112548] [INFO ] [CONFIGURE ] BNH: Configurate test run. [2025-10-16T23:04:50.112580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-10-16T23:04:50.129367] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNH'. [2025-10-16T23:04:50.129735] [INFO ] [CONFIGURE ] BNH: Testing with 29 available features [2025-10-16T23:04:50.129790] [INFO ] [CONFIGURE ] BNH: Establishing baseline with no features... [2025-10-16T23:04:50.232058] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:50.333590] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:50.435375] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:04:50.541150] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:50.647214] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:50.766666] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:50.868887] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:50.972266] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:51.077484] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:51.184152] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:04:51.184301] [INFO ] [CONFIGURE ] BNH: Baseline score (no features): 60.00% [2025-10-16T23:04:51.184344] [INFO ] [CONFIGURE ] BNH: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:04:51.184376] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:04:51.298051] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:51.417956] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:51.536803] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:51.650982] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:51.765061] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:51.880448] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:52.000553] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:52.126202] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:52.242823] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:52.360176] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:04:52.360332] [INFO ] [CONFIGURE ] BNH: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:04:52.360375] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2006 tests [2025-10-16T23:04:52.360409] [INFO ] [CONFIGURE ] BNH: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:04:52.360440] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:04:52.479580] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:52.599739] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:52.720338] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:04:52.845841] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:52.972413] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:53.094074] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:53.217629] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:53.349076] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:04:53.473739] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:04:53.597416] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:04:53.597569] [INFO ] [CONFIGURE ] BNH: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:04:53.597612] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2005 tests [2025-10-16T23:04:53.597692] [INFO ] [CONFIGURE ] BNH: Testing feature 3/29: add_daily_returns [2025-10-16T23:04:53.597747] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_daily_returns'] [2025-10-16T23:04:53.711417] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:53.826535] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:04:53.931258] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:54.037689] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:54.143455] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:54.251533] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:54.365913] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:54.475306] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:54.586763] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:54.697351] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:04:54.697502] [INFO ] [CONFIGURE ] BNH: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:04:54.697587] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2004 tests [2025-10-16T23:04:54.697626] [INFO ] [CONFIGURE ] BNH: Testing feature 4/29: add_ema [2025-10-16T23:04:54.697691] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_ema'] [2025-10-16T23:04:54.817069] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:54.936071] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:55.058924] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:55.175462] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:55.292560] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:55.410727] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:55.531802] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:55.658247] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:55.783628] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:55.905013] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:04:55.905200] [INFO ] [CONFIGURE ] BNH: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:04:55.905296] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2003 tests [2025-10-16T23:04:55.905352] [INFO ] [CONFIGURE ] BNH: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:04:55.905387] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:04:56.031204] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:56.164081] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:56.296901] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:04:56.454871] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:56.586455] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:04:56.717015] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:56.849353] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:04:56.997400] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:57.143332] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:04:57.279251] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:04:57.279417] [INFO ] [CONFIGURE ] BNH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:04:57.279461] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2002 tests [2025-10-16T23:04:57.279495] [INFO ] [CONFIGURE ] BNH: Testing feature 6/29: add_failed_moves [2025-10-16T23:04:57.279526] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_failed_moves'] [2025-10-16T23:04:57.395630] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:57.512609] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:57.627780] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:04:57.749480] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:57.862045] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:57.975716] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:58.088149] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:58.203230] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:58.323072] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:58.437621] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:04:58.437806] [INFO ] [CONFIGURE ] BNH: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:04:58.437855] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2001 tests [2025-10-16T23:04:58.437890] [INFO ] [CONFIGURE ] BNH: Testing feature 7/29: add_lag_shelf [2025-10-16T23:04:58.437920] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_lag_shelf'] [2025-10-16T23:04:58.553592] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:04:58.658080] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:04:58.772763] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:04:58.878740] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:04:58.985247] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:04:59.087627] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:04:59.192234] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:04:59.298398] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:04:59.404198] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:04:59.510448] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:04:59.510594] [INFO ] [CONFIGURE ] BNH: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:04:59.510638] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2000 tests [2025-10-16T23:04:59.510723] [INFO ] [CONFIGURE ] BNH: Testing feature 8/29: add_macd [2025-10-16T23:04:59.510759] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:04:59.657483] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:04:59.795736] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:04:59.935637] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:00.076006] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:00.219675] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:00.369911] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:00.515521] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:00.660336] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:00.807307] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:00.966152] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:00.966372] [INFO ] [CONFIGURE ] BNH: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:05:00.966424] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 1999 tests [2025-10-16T23:05:00.966460] [INFO ] [CONFIGURE ] BNH: Testing feature 9/29: add_mfi [2025-10-16T23:05:00.966491] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_mfi'] [2025-10-16T23:05:01.086447] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:01.207595] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:01.328431] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:05:01.454247] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:01.583553] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:01.706232] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:01.827465] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:01.980537] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:02.132557] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:02.276481] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:02.276767] [INFO ] [CONFIGURE ] BNH: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:05:02.276825] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 1998 tests [2025-10-16T23:05:02.276864] [INFO ] [CONFIGURE ] BNH: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:05:02.276895] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:05:02.423388] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:02.571809] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:02.716218] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:02.864495] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:03.010625] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:03.157333] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:03.305040] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:03.450173] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:05:03.599296] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:03.755359] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:03.755535] [INFO ] [CONFIGURE ] BNH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:05:03.755631] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 1997 tests [2025-10-16T23:05:03.755721] [INFO ] [CONFIGURE ] BNH: Testing feature 11/29: add_obv_daily [2025-10-16T23:05:03.755763] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily'] [2025-10-16T23:05:03.867119] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:03.986973] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:04.112148] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:04.237954] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:04.358309] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:04.500254] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:04.624872] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:04.751128] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:04.880955] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:05.003887] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:05.004074] [INFO ] [CONFIGURE ] BNH: KEPT add_obv_daily (score: 70.00%) [2025-10-16T23:05:05.004119] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 1996 tests [2025-10-16T23:05:05.004154] [INFO ] [CONFIGURE ] BNH: Testing feature 12/29: add_obv_interval [2025-10-16T23:05:05.004186] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-10-16T23:05:05.134061] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:05.261003] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:05.402214] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:05.560770] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:05:05.683193] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:05.798543] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:05.908560] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:06.023802] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:06.134622] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:06.265059] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:06.265265] [INFO ] [CONFIGURE ] BNH: DISCARDED add_obv_interval (score: 20.00%) [2025-10-16T23:05:06.265316] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 1995 tests [2025-10-16T23:05:06.265352] [INFO ] [CONFIGURE ] BNH: Testing feature 13/29: add_opening_strength [2025-10-16T23:05:06.265384] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:05:06.395419] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:06.529211] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:05:06.667050] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:06.809181] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:06.971326] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:07.104529] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:07.239877] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:07.379460] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:07.515479] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:07.652809] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:07.652969] [INFO ] [CONFIGURE ] BNH: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:05:07.653012] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 1994 tests [2025-10-16T23:05:07.653046] [INFO ] [CONFIGURE ] BNH: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:05:07.653076] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-10-16T23:05:07.787472] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:07.923488] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:05:08.061662] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:05:08.199742] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:08.333329] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:08.469697] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:08.601098] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:08.735803] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:08.869997] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:09.007506] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:09.007691] [INFO ] [CONFIGURE ] BNH: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-10-16T23:05:09.007750] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 1993 tests [2025-10-16T23:05:09.007788] [INFO ] [CONFIGURE ] BNH: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:05:09.007818] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-10-16T23:05:09.128346] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:09.247375] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:09.367356] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:05:09.489098] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:09.612475] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:09.727519] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:09.844516] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:09.966714] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:10.088666] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:10.216783] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:10.216987] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:05:10.217040] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 1992 tests [2025-10-16T23:05:10.217078] [INFO ] [CONFIGURE ] BNH: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:05:10.217111] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-10-16T23:05:10.344263] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:10.467766] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:10.599709] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:10.739276] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:10.887094] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:11.009396] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:11.129424] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:11.258103] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:11.396407] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:11.534975] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:11.535150] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:05:11.535245] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 1991 tests [2025-10-16T23:05:11.535289] [INFO ] [CONFIGURE ] BNH: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:05:11.535320] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-10-16T23:05:11.675763] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:11.804818] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:11.932327] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:12.055196] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:12.183200] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:12.308385] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:12.437563] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:12.566891] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:12.697143] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:12.827196] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:12.827435] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:05:12.827486] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 1990 tests [2025-10-16T23:05:12.827524] [INFO ] [CONFIGURE ] BNH: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:05:12.827557] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-10-16T23:05:12.944382] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:13.062768] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:13.180791] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:13.298757] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:05:13.413141] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:13.528587] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:13.645348] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:13.766499] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:13.883234] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:14.017674] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:14.017847] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-10-16T23:05:14.017890] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 1989 tests [2025-10-16T23:05:14.017924] [INFO ] [CONFIGURE ] BNH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:05:14.017953] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-10-16T23:05:14.130390] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:14.242106] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:14.359334] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:14.477576] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:14.621013] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:14.736172] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:14.856374] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:14.975742] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:15.094484] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:15.209598] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:15.209807] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:05:15.209857] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 1988 tests [2025-10-16T23:05:15.209892] [INFO ] [CONFIGURE ] BNH: Testing feature 20/29: add_price_rejection [2025-10-16T23:05:15.209923] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-10-16T23:05:15.333210] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:15.456151] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:15.583242] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:15.706489] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:05:15.851414] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:15.997093] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:16.142566] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:16.287709] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:16.419847] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:16.554125] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:16.554309] [INFO ] [CONFIGURE ] BNH: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:05:16.554355] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 1987 tests [2025-10-16T23:05:16.554391] [INFO ] [CONFIGURE ] BNH: Testing feature 21/29: add_range_position [2025-10-16T23:05:16.554422] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-10-16T23:05:16.697010] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:16.833796] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:16.981325] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:17.118066] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:05:17.256660] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:17.414250] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:17.571702] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:17.739342] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:17.907872] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:18.067072] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:18.067262] [INFO ] [CONFIGURE ] BNH: DISCARDED add_range_position (score: 30.00%) [2025-10-16T23:05:18.067308] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 1986 tests [2025-10-16T23:05:18.067344] [INFO ] [CONFIGURE ] BNH: Testing feature 22/29: add_realized_volatility [2025-10-16T23:05:18.067376] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-10-16T23:05:18.236825] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:18.382544] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:05:18.532967] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:18.684115] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:18.834808] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:18.979284] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:19.126224] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:19.272714] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:19.425751] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:19.597472] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:19.597706] [INFO ] [CONFIGURE ] BNH: DISCARDED add_realized_volatility (score: 30.00%) [2025-10-16T23:05:19.597778] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 1985 tests [2025-10-16T23:05:19.597839] [INFO ] [CONFIGURE ] BNH: Testing feature 23/29: add_recent_range_context [2025-10-16T23:05:19.597911] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-10-16T23:05:19.737397] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:19.876085] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:20.014261] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:20.152679] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:20.289704] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:20.425536] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:20.548235] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:20.698665] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:20.820887] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:20.946126] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:20.946306] [INFO ] [CONFIGURE ] BNH: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:05:20.946393] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1984 tests [2025-10-16T23:05:20.946447] [INFO ] [CONFIGURE ] BNH: Testing feature 24/29: add_rsi [2025-10-16T23:05:20.946481] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-10-16T23:05:21.083611] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:21.230312] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:05:21.375558] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:21.518987] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:21.665974] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:21.817207] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:21.966918] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:22.119770] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:22.268810] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:22.432252] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:22.432424] [INFO ] [CONFIGURE ] BNH: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:05:22.432469] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1983 tests [2025-10-16T23:05:22.432503] [INFO ] [CONFIGURE ] BNH: Testing feature 25/29: add_tick_distribution [2025-10-16T23:05:22.432535] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-10-16T23:05:22.573126] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:22.695037] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:22.816094] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:05:22.935228] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:23.054843] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:23.174251] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:23.294515] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:23.415928] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:05:23.545523] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:23.674090] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:23.674237] [INFO ] [CONFIGURE ] BNH: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:05:23.674281] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1982 tests [2025-10-16T23:05:23.674317] [INFO ] [CONFIGURE ] BNH: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:05:23.674348] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-10-16T23:05:23.793386] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:23.918235] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:05:24.051167] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:24.181755] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:05:24.307721] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:24.439322] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:05:24.569828] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:24.696202] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:24.823582] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:24.959183] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:24.959358] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:05:24.959403] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1981 tests [2025-10-16T23:05:24.959438] [INFO ] [CONFIGURE ] BNH: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:05:24.959469] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-10-16T23:05:25.097818] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:25.233115] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:25.368392] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:25.506085] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:25.639329] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:25.780969] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:25.932123] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:26.070440] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:26.211620] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:26.357765] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:26.357952] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:05:26.357997] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1980 tests [2025-10-16T23:05:26.358032] [INFO ] [CONFIGURE ] BNH: Testing feature 28/29: add_volume_profile [2025-10-16T23:05:26.358063] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-10-16T23:05:26.489530] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:26.619853] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:26.774598] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:05:26.897067] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:05:27.018821] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:27.144130] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:27.267630] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:05:27.392968] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:27.520098] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:27.648081] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:27.648361] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_profile (score: 20.00%) [2025-10-16T23:05:27.648415] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1979 tests [2025-10-16T23:05:27.648451] [INFO ] [CONFIGURE ] BNH: Testing feature 29/29: add_vwap [2025-10-16T23:05:27.648482] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-10-16T23:05:27.771509] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:05:27.894139] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:05:28.024917] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:05:28.155566] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:05:28.284934] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:05:28.418187] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:05:28.547940] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:05:28.679916] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:05:28.812313] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:28.942626] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:28.942842] [INFO ] [CONFIGURE ] BNH: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:05:28.942892] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1978 tests [2025-10-16T23:05:28.942927] [INFO ] [CONFIGURE ] BNH: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:05:28.942957] [INFO ] [CONFIGURE ] BNH: Best accuracy: 70.00% [2025-10-16T23:05:28.942986] [INFO ] [CONFIGURE ] BNH: Best feature set (1 features): ['add_obv_daily'] [2025-10-16T23:05:28.943013] [INFO ] [CONFIGURE ] BNH: Improvement over baseline: 10.00% [2025-10-16T23:05:28.943038] [INFO ] [CONFIGURE ] BNH: Total time: 37.8 seconds [2025-10-16T23:05:28.943064] [INFO ] [CONFIGURE ] BNH: Average time per feature: 1.3 seconds [2025-10-16T23:05:28.943090] [INFO ] [CONFIGURE ] BNH: Average speed: 0.77 features/sec [2025-10-16T23:05:28.943734] [INFO ] [LOCAL ] Saved configuration for BNH: 1 features, 70.00% accuracy -> ./output/feature-sets/BNH.json [2025-10-16T23:05:28.943800] [INFO ] [CONFIGURE ] BNH: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:05:28.943859] [INFO ] [sig ] [28/96] Successfully configured BNH | 0.02 sym/s | Total: 20.7m | ETA: 50.2m [2025-10-16T23:05:28.943901] [INFO ] [sig ] [29/96] Configuring BORR... [2025-10-16T23:05:28.943955] [INFO ] [CONFIGURE ] BORR: Configurate test run. [2025-10-16T23:05:28.943988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'. [2025-10-16T23:05:28.958014] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BORR'. [2025-10-16T23:05:28.958403] [INFO ] [CONFIGURE ] BORR: Testing with 29 available features [2025-10-16T23:05:28.958459] [INFO ] [CONFIGURE ] BORR: Establishing baseline with no features... [2025-10-16T23:05:29.061256] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:29.164471] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:29.265916] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:29.368246] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:29.470825] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:29.573509] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:29.685891] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:29.790263] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:29.895815] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:30.002570] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:30.002805] [INFO ] [CONFIGURE ] BORR: Baseline score (no features): 60.00% [2025-10-16T23:05:30.002868] [INFO ] [CONFIGURE ] BORR: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:05:30.002903] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:05:30.117735] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:30.234103] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:30.355934] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:30.476480] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:30.596017] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:30.712415] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:30.829199] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:30.951764] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:31.070959] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:31.191842] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:31.192016] [INFO ] [CONFIGURE ] BORR: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:05:31.192095] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1977 tests [2025-10-16T23:05:31.192135] [INFO ] [CONFIGURE ] BORR: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:05:31.192166] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:05:31.347284] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:31.499346] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:31.634783] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:31.770368] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:31.907095] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:32.042269] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:32.187906] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:32.329177] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:32.485178] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:32.632706] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:32.632943] [INFO ] [CONFIGURE ] BORR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:05:32.633015] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1976 tests [2025-10-16T23:05:32.633065] [INFO ] [CONFIGURE ] BORR: Testing feature 3/29: add_daily_returns [2025-10-16T23:05:32.633102] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:05:32.860036] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:33.047449] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:33.229217] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:33.405555] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:33.543668] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:33.681638] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:05:33.810478] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:05:33.934907] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:34.060556] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:34.188804] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:34.188962] [INFO ] [CONFIGURE ] BORR: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:05:34.189007] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1975 tests [2025-10-16T23:05:34.189041] [INFO ] [CONFIGURE ] BORR: Testing feature 4/29: add_ema [2025-10-16T23:05:34.189073] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:05:34.328586] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:34.461595] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:34.591944] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:34.723962] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:34.865367] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:35.009972] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:35.161881] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:35.295154] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:35.438494] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:35.587719] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:35.587909] [INFO ] [CONFIGURE ] BORR: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:05:35.587983] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1974 tests [2025-10-16T23:05:35.588057] [INFO ] [CONFIGURE ] BORR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:05:35.588121] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:05:35.735446] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:35.895163] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:36.047045] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:36.196757] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:36.356252] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:36.498073] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:36.641878] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:36.786303] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:36.929812] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:37.078203] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:37.078413] [INFO ] [CONFIGURE ] BORR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:05:37.078458] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1973 tests [2025-10-16T23:05:37.078493] [INFO ] [CONFIGURE ] BORR: Testing feature 6/29: add_failed_moves [2025-10-16T23:05:37.078544] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:05:37.203217] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:37.326912] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:37.451053] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:37.576997] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:37.703903] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:37.830490] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:37.958723] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:38.093445] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:38.225937] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:38.369179] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:38.369336] [INFO ] [CONFIGURE ] BORR: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:05:38.369381] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1972 tests [2025-10-16T23:05:38.369415] [INFO ] [CONFIGURE ] BORR: Testing feature 7/29: add_lag_shelf [2025-10-16T23:05:38.369447] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:05:38.483396] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:38.601232] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:38.728816] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:38.844837] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:38.962156] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:39.083351] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:39.210670] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:39.321130] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:39.433351] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:39.561914] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:39.562077] [INFO ] [CONFIGURE ] BORR: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:05:39.562120] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1971 tests [2025-10-16T23:05:39.562156] [INFO ] [CONFIGURE ] BORR: Testing feature 8/29: add_macd [2025-10-16T23:05:39.562189] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:05:39.714311] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:39.872316] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:40.025949] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:40.186190] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:40.346426] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:40.502881] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:40.659602] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:40.821706] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:40.992125] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:41.155140] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:41.155316] [INFO ] [CONFIGURE ] BORR: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:05:41.155359] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1970 tests [2025-10-16T23:05:41.155393] [INFO ] [CONFIGURE ] BORR: Testing feature 9/29: add_mfi [2025-10-16T23:05:41.155423] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:05:41.295300] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:41.437313] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:05:41.573731] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:41.717323] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:41.860074] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:41.998378] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:42.128252] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:42.260389] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:42.400895] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:42.535710] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:42.535889] [INFO ] [CONFIGURE ] BORR: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:05:42.535932] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1969 tests [2025-10-16T23:05:42.535967] [INFO ] [CONFIGURE ] BORR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:05:42.536000] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:05:42.685199] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:42.836448] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:05:42.992033] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:43.142333] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:43.293945] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:43.447265] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:43.613385] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:43.768461] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:43.922936] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:44.084092] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:44.084270] [INFO ] [CONFIGURE ] BORR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:05:44.084315] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1968 tests [2025-10-16T23:05:44.084350] [INFO ] [CONFIGURE ] BORR: Testing feature 11/29: add_obv_daily [2025-10-16T23:05:44.084380] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:05:44.210818] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:44.350848] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:44.493088] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:44.635461] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:44.780376] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:44.968922] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:45.115233] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:05:45.268798] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:45.415013] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:45.556282] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:45.556437] [INFO ] [CONFIGURE ] BORR: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:05:45.556481] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1967 tests [2025-10-16T23:05:45.556515] [INFO ] [CONFIGURE ] BORR: Testing feature 12/29: add_obv_interval [2025-10-16T23:05:45.556545] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:05:45.678173] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:45.820581] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:45.969989] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:46.115962] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:46.255343] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:46.390902] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:46.532986] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:46.683728] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:46.828534] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:46.967095] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:46.967255] [INFO ] [CONFIGURE ] BORR: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:05:46.967297] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1966 tests [2025-10-16T23:05:46.967331] [INFO ] [CONFIGURE ] BORR: Testing feature 13/29: add_opening_strength [2025-10-16T23:05:46.967362] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:05:47.096896] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:47.230325] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:47.377442] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:47.514767] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:47.649195] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:47.780031] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:05:47.913173] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:05:48.042816] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:05:48.184476] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:48.331734] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:48.331908] [INFO ] [CONFIGURE ] BORR: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:05:48.331953] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1965 tests [2025-10-16T23:05:48.331989] [INFO ] [CONFIGURE ] BORR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:05:48.332022] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:05:48.485765] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:48.618714] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:48.757281] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:48.896708] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:49.034153] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:49.178260] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:49.316410] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:49.457036] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:49.596977] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:49.743494] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:49.743724] [INFO ] [CONFIGURE ] BORR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:05:49.743786] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1964 tests [2025-10-16T23:05:49.743824] [INFO ] [CONFIGURE ] BORR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:05:49.743856] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:05:49.873936] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:49.998299] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:50.134550] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:50.268338] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:50.405890] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:50.544251] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:50.667158] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:50.795932] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:50.922844] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:51.045115] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:51.045276] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:05:51.045319] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1963 tests [2025-10-16T23:05:51.045353] [INFO ] [CONFIGURE ] BORR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:05:51.045384] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:05:51.171953] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:51.294056] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:51.417850] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:51.543978] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:51.668430] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:51.791789] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:51.917041] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:05:52.045619] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:52.179374] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:52.307771] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:52.307931] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:05:52.307976] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1962 tests [2025-10-16T23:05:52.308013] [INFO ] [CONFIGURE ] BORR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:05:52.308046] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:05:52.442103] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:52.581677] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:52.719005] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:52.856973] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:53.009024] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:53.140815] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:53.281123] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:53.419193] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:53.559669] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:53.692548] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:05:53.692747] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:05:53.692802] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1961 tests [2025-10-16T23:05:53.692838] [INFO ] [CONFIGURE ] BORR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:05:53.692868] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:05:53.807404] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:53.924128] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:05:54.070590] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:54.185430] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:54.302774] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:54.426282] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:54.547515] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:54.668808] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:54.780739] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:54.895291] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:54.895456] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:05:54.895523] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1960 tests [2025-10-16T23:05:54.895560] [INFO ] [CONFIGURE ] BORR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:05:54.895592] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:05:55.012357] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:55.125929] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:55.242848] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:55.356327] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:55.472509] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:55.598989] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:55.724175] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:55.852578] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:55.980712] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:56.103120] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:56.103273] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:05:56.103365] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1959 tests [2025-10-16T23:05:56.103406] [INFO ] [CONFIGURE ] BORR: Testing feature 20/29: add_price_rejection [2025-10-16T23:05:56.103437] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:05:56.236623] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:56.363484] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:05:56.489247] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:05:56.616371] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:56.751814] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:56.877977] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:57.007889] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:57.137261] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:05:57.278984] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:05:57.419717] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:57.419892] [INFO ] [CONFIGURE ] BORR: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:05:57.419937] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1958 tests [2025-10-16T23:05:57.419970] [INFO ] [CONFIGURE ] BORR: Testing feature 21/29: add_range_position [2025-10-16T23:05:57.420000] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:05:57.561253] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:57.710592] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:57.852084] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:57.995308] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:05:58.135193] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:58.276602] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:05:58.418503] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:05:58.567757] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:05:58.716239] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:05:58.855467] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:05:58.855665] [INFO ] [CONFIGURE ] BORR: KEPT add_range_position (score: 90.00%) [2025-10-16T23:05:58.855727] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1957 tests [2025-10-16T23:05:58.855765] [INFO ] [CONFIGURE ] BORR: Testing feature 22/29: add_realized_volatility [2025-10-16T23:05:58.855796] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_realized_volatility'] [2025-10-16T23:05:59.031324] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:05:59.204500] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:05:59.380043] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:05:59.552625] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:05:59.726911] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:05:59.901756] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:00.076240] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:00.249610] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:00.423192] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:00.600628] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:00.600817] [INFO ] [CONFIGURE ] BORR: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:06:00.600863] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1956 tests [2025-10-16T23:06:00.600897] [INFO ] [CONFIGURE ] BORR: Testing feature 23/29: add_recent_range_context [2025-10-16T23:06:00.600927] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_recent_range_context'] [2025-10-16T23:06:00.746821] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:00.891589] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:01.036282] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:01.186740] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:06:01.332203] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:01.476444] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:01.646011] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:01.812287] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:01.978629] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:02.139862] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:06:02.140073] [INFO ] [CONFIGURE ] BORR: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:06:02.140121] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1955 tests [2025-10-16T23:06:02.140160] [INFO ] [CONFIGURE ] BORR: Testing feature 24/29: add_rsi [2025-10-16T23:06:02.140215] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_ema', 'add_rsi'] [2025-10-16T23:06:02.315728] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:02.487177] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:02.667565] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:02.841711] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:06:03.015173] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:03.189174] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:03.356606] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:03.524021] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:06:03.693169] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:03.859933] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:03.860105] [INFO ] [CONFIGURE ] BORR: DISCARDED add_rsi (score: 80.00%) [2025-10-16T23:06:03.860148] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1954 tests [2025-10-16T23:06:03.860207] [INFO ] [CONFIGURE ] BORR: Testing feature 25/29: add_tick_distribution [2025-10-16T23:06:03.860266] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_tick_distribution'] [2025-10-16T23:06:04.006898] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:04.157193] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:04.301455] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:04.449529] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:06:04.593809] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:04.737675] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:04.881705] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:05.027229] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:05.180138] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:05.326773] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:05.326933] [INFO ] [CONFIGURE ] BORR: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:06:05.326977] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1953 tests [2025-10-16T23:06:05.327011] [INFO ] [CONFIGURE ] BORR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:06:05.327040] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-10-16T23:06:05.477793] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:05.625855] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:05.777942] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:05.925822] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:06:06.073714] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:06.223302] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:06.371734] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:06.525109] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:06.688684] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:06.847336] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:06.847513] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:06:06.847574] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1952 tests [2025-10-16T23:06:06.847612] [INFO ] [CONFIGURE ] BORR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:06:06.847661] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence'] [2025-10-16T23:06:07.005330] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:07.164822] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:07.319252] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:07.475096] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:06:07.634052] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:07.799326] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:07.982179] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:08.144437] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:08.304438] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:08.468345] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:08.468551] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:06:08.468596] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1951 tests [2025-10-16T23:06:08.468633] [INFO ] [CONFIGURE ] BORR: Testing feature 28/29: add_volume_profile [2025-10-16T23:06:08.468705] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_profile'] [2025-10-16T23:06:08.619497] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:08.775260] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:08.927381] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:09.089775] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:06:09.253148] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:09.409556] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:09.570296] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:09.731504] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:09.905695] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:10.080825] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:10.081014] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:06:10.081088] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1950 tests [2025-10-16T23:06:10.081148] [INFO ] [CONFIGURE ] BORR: Testing feature 29/29: add_vwap [2025-10-16T23:06:10.081183] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_vwap'] [2025-10-16T23:06:10.261476] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:10.445391] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:10.626361] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:10.803374] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:06:10.965742] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:11.128822] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:11.291388] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:11.455535] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:11.628941] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:11.790897] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:06:11.791077] [INFO ] [CONFIGURE ] BORR: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:06:11.791123] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1949 tests [2025-10-16T23:06:11.791159] [INFO ] [CONFIGURE ] BORR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:06:11.791188] [INFO ] [CONFIGURE ] BORR: Best accuracy: 90.00% [2025-10-16T23:06:11.791217] [INFO ] [CONFIGURE ] BORR: Best feature set (2 features): ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:06:11.791245] [INFO ] [CONFIGURE ] BORR: Improvement over baseline: 30.00% [2025-10-16T23:06:11.791271] [INFO ] [CONFIGURE ] BORR: Total time: 41.8 seconds [2025-10-16T23:06:11.791297] [INFO ] [CONFIGURE ] BORR: Average time per feature: 1.4 seconds [2025-10-16T23:06:11.791324] [INFO ] [CONFIGURE ] BORR: Average speed: 0.69 features/sec [2025-10-16T23:06:11.791715] [INFO ] [LOCAL ] Saved configuration for BORR: 2 features, 90.00% accuracy -> ./output/feature-sets/BORR.json [2025-10-16T23:06:11.791784] [INFO ] [CONFIGURE ] BORR: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-10-16T23:06:11.791846] [INFO ] [sig ] [29/96] Successfully configured BORR | 0.02 sym/s | Total: 21.4m | ETA: 49.4m [2025-10-16T23:06:11.791892] [INFO ] [sig ] [30/96] Configuring BP... [2025-10-16T23:06:11.791946] [INFO ] [CONFIGURE ] BP: Configurate test run. [2025-10-16T23:06:11.791982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-10-16T23:06:11.806590] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BP'. [2025-10-16T23:06:11.806982] [INFO ] [CONFIGURE ] BP: Testing with 29 available features [2025-10-16T23:06:11.807038] [INFO ] [CONFIGURE ] BP: Establishing baseline with no features... [2025-10-16T23:06:11.919972] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:12.029355] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:12.144181] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:12.262827] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:12.383403] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:12.497850] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:12.610851] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:06:12.722136] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:12.830174] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:12.942963] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:06:12.943118] [INFO ] [CONFIGURE ] BP: Baseline score (no features): 40.00% [2025-10-16T23:06:12.943164] [INFO ] [CONFIGURE ] BP: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:06:12.943200] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:06:13.062061] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:13.177709] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:13.282805] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:13.386899] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:13.499020] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:13.612517] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:13.730933] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:06:13.846243] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:13.968785] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:14.086045] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:06:14.086197] [INFO ] [CONFIGURE ] BP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:06:14.086238] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1948 tests [2025-10-16T23:06:14.086272] [INFO ] [CONFIGURE ] BP: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:06:14.086302] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:06:14.200626] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:14.315270] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:14.441175] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:14.574514] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:14.694304] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:14.813512] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:14.933201] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:15.051750] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:15.170761] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:15.292819] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:15.292963] [INFO ] [CONFIGURE ] BP: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:06:15.293005] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1947 tests [2025-10-16T23:06:15.293038] [INFO ] [CONFIGURE ] BP: Testing feature 3/29: add_daily_returns [2025-10-16T23:06:15.293070] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:06:15.418371] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:15.539419] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:15.661241] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:15.783000] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:15.906005] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:16.029554] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:16.157477] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:16.282065] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:16.406739] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:16.562355] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:16.562510] [INFO ] [CONFIGURE ] BP: KEPT add_daily_returns (score: 70.00%) [2025-10-16T23:06:16.562555] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1946 tests [2025-10-16T23:06:16.562589] [INFO ] [CONFIGURE ] BP: Testing feature 4/29: add_ema [2025-10-16T23:06:16.562620] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-10-16T23:06:16.708509] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:16.855487] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:17.005804] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:17.154025] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:17.300872] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:17.447806] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:17.591230] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:17.744827] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:17.890199] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:18.044136] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:18.044324] [INFO ] [CONFIGURE ] BP: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:06:18.044407] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1945 tests [2025-10-16T23:06:18.044451] [INFO ] [CONFIGURE ] BP: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:06:18.044486] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:06:18.207872] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:18.371832] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:18.531072] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:18.698030] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:18.859546] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:19.018226] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:19.175358] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:19.336883] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:19.498063] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:19.656951] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:19.657151] [INFO ] [CONFIGURE ] BP: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-10-16T23:06:19.657214] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1944 tests [2025-10-16T23:06:19.657254] [INFO ] [CONFIGURE ] BP: Testing feature 6/29: add_failed_moves [2025-10-16T23:06:19.657287] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-10-16T23:06:19.797269] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:19.930986] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:20.065677] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:20.207987] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:20.348332] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:20.484013] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:20.619284] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:20.754625] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:20.893862] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:21.034214] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:21.034382] [INFO ] [CONFIGURE ] BP: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:06:21.034425] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1943 tests [2025-10-16T23:06:21.034460] [INFO ] [CONFIGURE ] BP: Testing feature 7/29: add_lag_shelf [2025-10-16T23:06:21.034492] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:06:21.158294] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:21.312809] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:21.436034] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:21.561566] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:21.687046] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:21.813009] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:21.945946] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:22.077582] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:22.209946] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:22.341844] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:22.342007] [INFO ] [CONFIGURE ] BP: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:06:22.342050] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1942 tests [2025-10-16T23:06:22.342085] [INFO ] [CONFIGURE ] BP: Testing feature 8/29: add_macd [2025-10-16T23:06:22.342117] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:06:22.501322] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:22.661769] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:22.822623] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:22.983225] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:23.145242] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:23.307791] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:23.476852] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:23.641923] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:23.807449] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:23.979310] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:23.979507] [INFO ] [CONFIGURE ] BP: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:06:23.979552] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1941 tests [2025-10-16T23:06:23.979587] [INFO ] [CONFIGURE ] BP: Testing feature 9/29: add_mfi [2025-10-16T23:06:23.979618] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-10-16T23:06:24.120760] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:24.267180] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:24.422070] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:24.576522] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:24.731317] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:24.886556] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:25.037548] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:25.190617] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:25.343209] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:25.494205] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:25.494397] [INFO ] [CONFIGURE ] BP: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:06:25.494441] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1940 tests [2025-10-16T23:06:25.494478] [INFO ] [CONFIGURE ] BP: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:06:25.494510] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:06:25.652981] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:25.820948] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:25.978773] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:26.144372] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:26.328606] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:26.511876] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:26.685785] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:26.856923] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:27.031880] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:27.195052] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:27.195232] [INFO ] [CONFIGURE ] BP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:06:27.195280] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1939 tests [2025-10-16T23:06:27.195320] [INFO ] [CONFIGURE ] BP: Testing feature 11/29: add_obv_daily [2025-10-16T23:06:27.195352] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-10-16T23:06:27.333918] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:27.471434] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:27.609257] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:27.747527] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:27.886118] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:28.025174] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:28.166711] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:28.313753] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:28.456136] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:28.599789] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:28.599946] [INFO ] [CONFIGURE ] BP: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:06:28.599991] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1938 tests [2025-10-16T23:06:28.600028] [INFO ] [CONFIGURE ] BP: Testing feature 12/29: add_obv_interval [2025-10-16T23:06:28.600058] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-10-16T23:06:28.734919] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:28.901344] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:29.037610] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:29.174393] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:29.308872] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:29.444061] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:29.586139] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:29.723587] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:29.860145] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:30.004567] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:30.004766] [INFO ] [CONFIGURE ] BP: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:06:30.004818] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1937 tests [2025-10-16T23:06:30.004854] [INFO ] [CONFIGURE ] BP: Testing feature 13/29: add_opening_strength [2025-10-16T23:06:30.004886] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:06:30.142688] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:30.280003] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:30.443618] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:30.588673] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:30.733668] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:30.872176] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:31.018507] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:31.168984] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:31.317836] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:31.472603] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:31.472805] [INFO ] [CONFIGURE ] BP: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:06:31.472878] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1936 tests [2025-10-16T23:06:31.472916] [INFO ] [CONFIGURE ] BP: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:06:31.472947] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-10-16T23:06:31.623377] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:31.786426] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:31.967940] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:32.143083] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:32.303383] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:06:32.458099] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:32.606597] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:32.759763] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:32.913368] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:33.067560] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:06:33.067736] [INFO ] [CONFIGURE ] BP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:06:33.067789] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1935 tests [2025-10-16T23:06:33.067824] [INFO ] [CONFIGURE ] BP: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:06:33.067853] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-10-16T23:06:33.210301] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:33.339901] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:33.472383] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:33.604934] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:33.745664] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:33.878128] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:34.020341] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:34.155253] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:34.293445] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:34.431584] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:34.431782] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:06:34.431833] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1934 tests [2025-10-16T23:06:34.431868] [INFO ] [CONFIGURE ] BP: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:06:34.431900] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-10-16T23:06:34.568408] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:34.705882] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:34.848920] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:34.992320] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:35.132632] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:35.274441] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:35.420039] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:35.569393] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:35.713144] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:35.857922] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:35.858068] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:06:35.858110] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1933 tests [2025-10-16T23:06:35.858197] [INFO ] [CONFIGURE ] BP: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:06:35.858252] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-10-16T23:06:36.004952] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:36.154316] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:36.304487] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:36.490612] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:36.644730] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:36.806268] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:36.969722] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:37.129059] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:37.282343] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:37.433590] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:37.433780] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:06:37.433829] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1932 tests [2025-10-16T23:06:37.433919] [INFO ] [CONFIGURE ] BP: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:06:37.433958] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-10-16T23:06:37.570591] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:37.707331] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:37.843220] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:37.988792] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:38.130864] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:38.283943] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:38.495018] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:38.676982] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:38.816683] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:38.958210] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:38.958441] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:06:38.958491] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1931 tests [2025-10-16T23:06:38.958526] [INFO ] [CONFIGURE ] BP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:06:38.958606] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-10-16T23:06:39.094187] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:39.233509] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:39.371810] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:39.544500] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:39.685136] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:39.820881] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:39.956894] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:40.095464] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:40.235401] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:40.368202] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:40.368363] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:06:40.368408] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1930 tests [2025-10-16T23:06:40.368442] [INFO ] [CONFIGURE ] BP: Testing feature 20/29: add_price_rejection [2025-10-16T23:06:40.368473] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-10-16T23:06:40.523320] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:40.684385] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:40.859990] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:41.071854] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:41.259018] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:41.440960] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:41.585606] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:41.736248] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:41.893397] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:42.040078] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:42.040234] [INFO ] [CONFIGURE ] BP: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:06:42.040287] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1929 tests [2025-10-16T23:06:42.040332] [INFO ] [CONFIGURE ] BP: Testing feature 21/29: add_range_position [2025-10-16T23:06:42.040372] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-10-16T23:06:42.194440] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:42.349936] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:42.503037] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:42.652826] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:42.809717] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:42.960365] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:43.113772] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:43.268091] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:43.426406] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:43.572927] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:43.573051] [INFO ] [CONFIGURE ] BP: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:06:43.573094] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1928 tests [2025-10-16T23:06:43.573128] [INFO ] [CONFIGURE ] BP: Testing feature 22/29: add_realized_volatility [2025-10-16T23:06:43.573156] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-10-16T23:06:43.733917] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:43.895240] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:44.053559] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:44.217572] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:44.377093] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:44.536093] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:44.699370] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:44.858594] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:45.022056] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:45.191462] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:45.191623] [INFO ] [CONFIGURE ] BP: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:06:45.191700] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1927 tests [2025-10-16T23:06:45.191769] [INFO ] [CONFIGURE ] BP: Testing feature 23/29: add_recent_range_context [2025-10-16T23:06:45.191825] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-10-16T23:06:45.327527] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:45.465739] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:45.610213] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:45.752183] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:45.891058] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:46.032931] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:46.177070] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:46.316384] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:46.461964] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:46.605839] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:46.605989] [INFO ] [CONFIGURE ] BP: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:06:46.606032] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1926 tests [2025-10-16T23:06:46.606066] [INFO ] [CONFIGURE ] BP: Testing feature 24/29: add_rsi [2025-10-16T23:06:46.606097] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-10-16T23:06:46.759785] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:46.914106] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:47.070519] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:47.225959] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:47.395751] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:47.550531] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:47.708172] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:47.863548] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:48.019986] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:48.178061] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:48.178246] [INFO ] [CONFIGURE ] BP: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:06:48.178301] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1925 tests [2025-10-16T23:06:48.178337] [INFO ] [CONFIGURE ] BP: Testing feature 25/29: add_tick_distribution [2025-10-16T23:06:48.178368] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-10-16T23:06:48.314349] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:48.448066] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:48.612196] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:48.746287] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:48.881262] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:49.023464] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:06:49.175504] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:49.321047] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:49.459273] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:49.599385] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:49.599590] [INFO ] [CONFIGURE ] BP: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:06:49.599675] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1924 tests [2025-10-16T23:06:49.599731] [INFO ] [CONFIGURE ] BP: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:06:49.599769] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-10-16T23:06:49.740153] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:49.877600] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:50.019984] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:50.157490] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:50.298617] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:50.444434] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:50.594496] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:50.736172] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:50.886255] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:51.029216] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:51.029402] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:06:51.029444] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1923 tests [2025-10-16T23:06:51.029478] [INFO ] [CONFIGURE ] BP: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:06:51.029511] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-10-16T23:06:51.173970] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:51.320129] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:51.470064] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:51.653111] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:51.802858] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:51.959752] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:52.115440] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:52.271625] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:52.425614] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:52.574016] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:52.574178] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:06:52.574221] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1922 tests [2025-10-16T23:06:52.574255] [INFO ] [CONFIGURE ] BP: Testing feature 28/29: add_volume_profile [2025-10-16T23:06:52.574284] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-10-16T23:06:52.710970] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:06:52.850430] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:53.004499] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:53.149751] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:53.293319] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:53.441182] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:53.584718] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:06:53.729745] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:53.874086] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:54.021796] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:54.021996] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:06:54.022042] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1921 tests [2025-10-16T23:06:54.022077] [INFO ] [CONFIGURE ] BP: Testing feature 29/29: add_vwap [2025-10-16T23:06:54.022108] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-10-16T23:06:54.165744] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:54.326114] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:54.470678] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:06:54.618022] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:54.763346] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:06:54.907149] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:55.058438] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:06:55.205272] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:06:55.353585] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:55.511996] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:55.512165] [INFO ] [CONFIGURE ] BP: KEPT add_vwap (score: 80.00%) [2025-10-16T23:06:55.512214] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1920 tests [2025-10-16T23:06:55.512252] [INFO ] [CONFIGURE ] BP: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:06:55.512284] [INFO ] [CONFIGURE ] BP: Best accuracy: 80.00% [2025-10-16T23:06:55.512317] [INFO ] [CONFIGURE ] BP: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-10-16T23:06:55.512347] [INFO ] [CONFIGURE ] BP: Improvement over baseline: 40.00% [2025-10-16T23:06:55.512376] [INFO ] [CONFIGURE ] BP: Total time: 42.6 seconds [2025-10-16T23:06:55.512404] [INFO ] [CONFIGURE ] BP: Average time per feature: 1.5 seconds [2025-10-16T23:06:55.512433] [INFO ] [CONFIGURE ] BP: Average speed: 0.68 features/sec [2025-10-16T23:06:55.513077] [INFO ] [LOCAL ] Saved configuration for BP: 3 features, 80.00% accuracy -> ./output/feature-sets/BP.json [2025-10-16T23:06:55.513134] [INFO ] [CONFIGURE ] BP: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:06:55.513174] [INFO ] [sig ] [30/96] Successfully configured BP | 0.02 sym/s | Total: 22.1m | ETA: 48.6m [2025-10-16T23:06:55.513208] [INFO ] [sig ] [31/96] Configuring BSAC... [2025-10-16T23:06:55.513237] [INFO ] [CONFIGURE ] BSAC: Configurate test run. [2025-10-16T23:06:55.513269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-10-16T23:06:55.527004] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSAC'. [2025-10-16T23:06:55.527412] [INFO ] [CONFIGURE ] BSAC: Testing with 29 available features [2025-10-16T23:06:55.527471] [INFO ] [CONFIGURE ] BSAC: Establishing baseline with no features... [2025-10-16T23:06:55.647542] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:55.771817] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:06:55.898973] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:56.019743] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:06:56.141286] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:06:56.271150] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:56.407812] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:56.535226] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:56.655709] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:56.766225] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:56.766375] [INFO ] [CONFIGURE ] BSAC: Baseline score (no features): 80.00% [2025-10-16T23:06:56.766448] [INFO ] [CONFIGURE ] BSAC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:06:56.766487] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:06:56.885328] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:57.012926] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:06:57.141173] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:57.264292] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:57.389832] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:06:57.514506] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:57.637591] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:06:57.767344] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:57.891114] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:06:58.023684] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:58.023848] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:06:58.023893] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1919 tests [2025-10-16T23:06:58.023929] [INFO ] [CONFIGURE ] BSAC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:06:58.023960] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:06:58.153662] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:58.282191] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:06:58.426144] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:58.576975] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:58.723285] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:06:58.853933] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:06:58.983116] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:06:59.115918] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:06:59.246581] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:06:59.389327] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:06:59.389512] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:06:59.389556] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1918 tests [2025-10-16T23:06:59.389590] [INFO ] [CONFIGURE ] BSAC: Testing feature 3/29: add_daily_returns [2025-10-16T23:06:59.389621] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_daily_returns'] [2025-10-16T23:06:59.501670] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:06:59.614612] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:06:59.730946] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:06:59.851029] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:06:59.967548] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:00.082004] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:00.201857] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:00.317033] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:00.437179] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:00.553137] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:00.553294] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:07:00.553337] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1917 tests [2025-10-16T23:07:00.553370] [INFO ] [CONFIGURE ] BSAC: Testing feature 4/29: add_ema [2025-10-16T23:07:00.553399] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_ema'] [2025-10-16T23:07:00.680042] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:00.805275] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:00.931375] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:01.062902] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:01.195827] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:01.339847] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:01.482856] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:01.624103] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:01.789700] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:01.933912] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:01.934114] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:07:01.934162] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1916 tests [2025-10-16T23:07:01.934196] [INFO ] [CONFIGURE ] BSAC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:07:01.934226] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:07:02.074280] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:07:02.214429] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:02.354774] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:07:02.508206] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:02.655761] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:02.796727] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:02.938984] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:03.080846] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:03.222237] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:03.361465] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:03.361625] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:07:03.361714] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1915 tests [2025-10-16T23:07:03.361759] [INFO ] [CONFIGURE ] BSAC: Testing feature 6/29: add_failed_moves [2025-10-16T23:07:03.361790] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_failed_moves'] [2025-10-16T23:07:03.475816] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:03.593480] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:03.720265] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:03.848268] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:03.970008] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:04.092445] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:04.214923] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:04.335862] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:04.462178] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:04.584144] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:04.584336] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:07:04.584388] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1914 tests [2025-10-16T23:07:04.584424] [INFO ] [CONFIGURE ] BSAC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:07:04.584456] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_lag_shelf'] [2025-10-16T23:07:04.696518] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:04.811086] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:04.922304] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:05.034324] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:05.155470] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:05.269934] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:05.383902] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:05.501991] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:05.621441] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:05.738198] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:05.738482] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:07:05.738531] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1913 tests [2025-10-16T23:07:05.738566] [INFO ] [CONFIGURE ] BSAC: Testing feature 8/29: add_macd [2025-10-16T23:07:05.738597] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:07:05.896418] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:07:06.048261] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:06.198205] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:07:06.348565] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:06.506590] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:06.675432] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:06.855264] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:07.009117] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:07.164027] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:07.315591] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:07.315784] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:07:07.315835] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1912 tests [2025-10-16T23:07:07.315939] [INFO ] [CONFIGURE ] BSAC: Testing feature 9/29: add_mfi [2025-10-16T23:07:07.316000] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_mfi'] [2025-10-16T23:07:07.433131] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:07.550660] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:07.675084] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:07.799359] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:07.930417] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:08.054553] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:08.186537] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:08.311567] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:08.439620] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:08.581184] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:08.581557] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:07:08.581631] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1911 tests [2025-10-16T23:07:08.581724] [INFO ] [CONFIGURE ] BSAC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:07:08.581777] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:07:08.749805] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:08.891235] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:09.035879] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:09.190784] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:09.346491] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:09.484414] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:09.624361] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:09.763809] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:09.902634] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:10.055093] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:10.055296] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:07:10.055344] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1910 tests [2025-10-16T23:07:10.055382] [INFO ] [CONFIGURE ] BSAC: Testing feature 11/29: add_obv_daily [2025-10-16T23:07:10.055415] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_obv_daily'] [2025-10-16T23:07:10.183708] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:07:10.304407] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:10.423083] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:10.541284] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:10.660908] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:10.783000] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:10.902561] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:11.020865] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:11.138774] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:11.259118] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:11.259280] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:07:11.259323] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1909 tests [2025-10-16T23:07:11.259356] [INFO ] [CONFIGURE ] BSAC: Testing feature 12/29: add_obv_interval [2025-10-16T23:07:11.259385] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_obv_interval'] [2025-10-16T23:07:11.380557] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:11.493601] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:11.608874] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:11.725875] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:11.842977] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:11.961033] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:12.079320] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:12.201843] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:12.320455] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:12.455477] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:12.455692] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:07:12.455753] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1908 tests [2025-10-16T23:07:12.455792] [INFO ] [CONFIGURE ] BSAC: Testing feature 13/29: add_opening_strength [2025-10-16T23:07:12.455825] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:07:12.589837] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:12.715404] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:12.873207] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:13.021402] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:13.151267] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:13.279838] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:13.410838] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:13.543956] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:13.677855] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:13.812908] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:13.813066] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:07:13.813109] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1907 tests [2025-10-16T23:07:13.813143] [INFO ] [CONFIGURE ] BSAC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:07:13.813174] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:07:13.942377] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:14.072823] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:14.203752] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:14.338525] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:14.466440] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:14.601369] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:14.733667] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:14.863883] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:14.993446] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:15.127534] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:15.127744] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:07:15.127802] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1906 tests [2025-10-16T23:07:15.127837] [INFO ] [CONFIGURE ] BSAC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:07:15.127867] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:07:15.235398] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:15.344998] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:15.456335] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:15.569828] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:15.684322] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:15.797386] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:15.917844] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:16.031831] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:16.155176] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:16.272621] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:16.272910] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:07:16.272969] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1905 tests [2025-10-16T23:07:16.273004] [INFO ] [CONFIGURE ] BSAC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:07:16.273034] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:07:16.395852] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:16.516935] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:16.637334] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:07:16.758289] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:16.878931] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:17.005936] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:17.127483] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:17.249736] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:17.371765] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:17.496590] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:07:17.496819] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:07:17.496870] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1904 tests [2025-10-16T23:07:17.496904] [INFO ] [CONFIGURE ] BSAC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:07:17.496935] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:07:17.622167] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:17.751793] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:17.879163] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:18.028415] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:18.156472] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:18.287342] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:18.412686] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:18.540448] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:18.666477] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:18.796843] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:18.796998] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:07:18.797040] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1903 tests [2025-10-16T23:07:18.797073] [INFO ] [CONFIGURE ] BSAC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:07:18.797102] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:07:18.936798] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:19.050989] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:19.162826] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:19.272956] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:19.392237] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:19.507014] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:19.622891] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:19.739171] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:19.854466] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:19.968184] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:19.968329] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:07:19.968372] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1902 tests [2025-10-16T23:07:19.968404] [INFO ] [CONFIGURE ] BSAC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:07:19.968433] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:07:20.077116] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:20.192129] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:20.302926] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:20.417253] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:20.528628] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:20.640278] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:20.752538] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:20.868889] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:20.988713] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:21.102900] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:21.103032] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:07:21.103074] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1901 tests [2025-10-16T23:07:21.103106] [INFO ] [CONFIGURE ] BSAC: Testing feature 20/29: add_price_rejection [2025-10-16T23:07:21.103136] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_price_rejection'] [2025-10-16T23:07:21.220811] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:21.338416] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:21.456719] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:21.575632] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:21.699224] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:21.822191] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:21.976200] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:22.099206] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:22.226517] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:22.352930] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:22.353066] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:07:22.353108] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1900 tests [2025-10-16T23:07:22.353141] [INFO ] [CONFIGURE ] BSAC: Testing feature 21/29: add_range_position [2025-10-16T23:07:22.353240] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_range_position'] [2025-10-16T23:07:22.481322] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:22.615051] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:22.743247] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:22.877832] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:23.018011] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:23.155320] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:23.288475] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:23.422233] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:23.561763] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:23.699197] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:23.699385] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:07:23.699429] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1899 tests [2025-10-16T23:07:23.699463] [INFO ] [CONFIGURE ] BSAC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:07:23.699546] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_realized_volatility'] [2025-10-16T23:07:23.849379] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:24.008977] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:24.168960] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:24.319262] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:24.471492] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:24.619978] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:24.770136] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:24.919221] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:25.070191] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:25.226456] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:25.226691] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:07:25.226754] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1898 tests [2025-10-16T23:07:25.226792] [INFO ] [CONFIGURE ] BSAC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:07:25.226823] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_recent_range_context'] [2025-10-16T23:07:25.348566] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:25.478415] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:25.605579] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:25.729376] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:25.853819] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:25.977971] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:26.102881] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:26.228890] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:26.355624] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:26.486940] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:26.487099] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:07:26.487143] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1897 tests [2025-10-16T23:07:26.487179] [INFO ] [CONFIGURE ] BSAC: Testing feature 24/29: add_rsi [2025-10-16T23:07:26.487212] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:07:26.627727] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:26.769522] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:26.913183] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:27.059202] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:27.203467] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:27.351216] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:27.496777] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:27.646513] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:27.789617] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:27.943840] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:27.944031] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:07:27.944079] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1896 tests [2025-10-16T23:07:27.944113] [INFO ] [CONFIGURE ] BSAC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:07:27.944145] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_tick_distribution'] [2025-10-16T23:07:28.072996] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:28.201225] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:28.328811] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:28.451063] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:28.573081] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:28.693592] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:28.814211] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:28.935700] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:29.058421] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:29.187890] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:29.188107] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:07:29.188269] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1895 tests [2025-10-16T23:07:29.188314] [INFO ] [CONFIGURE ] BSAC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:07:29.188347] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:07:29.314488] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:29.436419] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:29.559486] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:29.691216] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:29.824996] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:29.954071] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:30.079788] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:30.209547] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:30.336228] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:30.461796] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:30.461946] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:07:30.461988] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1894 tests [2025-10-16T23:07:30.462021] [INFO ] [CONFIGURE ] BSAC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:07:30.462050] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:07:30.594597] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:30.723502] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:30.852587] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:30.984801] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:07:31.115939] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:31.245607] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:31.374859] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:31.505509] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:31.640474] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:31.772093] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:31.772257] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:07:31.772301] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1893 tests [2025-10-16T23:07:31.772335] [INFO ] [CONFIGURE ] BSAC: Testing feature 28/29: add_volume_profile [2025-10-16T23:07:31.772364] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_volume_profile'] [2025-10-16T23:07:31.890502] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:32.010342] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:32.132712] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:07:32.252895] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:32.381199] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:32.501619] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:32.622468] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:32.744855] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:32.862529] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:33.003245] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:33.003436] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:07:33.003480] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1892 tests [2025-10-16T23:07:33.003516] [INFO ] [CONFIGURE ] BSAC: Testing feature 29/29: add_vwap [2025-10-16T23:07:33.003549] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_vwap'] [2025-10-16T23:07:33.156212] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:33.309931] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:33.480381] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:07:33.659770] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:07:33.818692] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:07:33.971707] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:34.146619] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:34.284523] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:07:34.413711] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:34.546731] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:07:34.546901] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:07:34.546947] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1891 tests [2025-10-16T23:07:34.547023] [INFO ] [CONFIGURE ] BSAC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:07:34.547093] [INFO ] [CONFIGURE ] BSAC: Best accuracy: 80.00% [2025-10-16T23:07:34.547156] [INFO ] [CONFIGURE ] BSAC: Best feature set (0 features): [] [2025-10-16T23:07:34.547211] [INFO ] [CONFIGURE ] BSAC: Improvement over baseline: 0.00% [2025-10-16T23:07:34.547272] [INFO ] [CONFIGURE ] BSAC: Total time: 37.8 seconds [2025-10-16T23:07:34.547308] [INFO ] [CONFIGURE ] BSAC: Average time per feature: 1.3 seconds [2025-10-16T23:07:34.547337] [INFO ] [CONFIGURE ] BSAC: Average speed: 0.77 features/sec [2025-10-16T23:07:34.547960] [INFO ] [LOCAL ] Saved configuration for BSAC: 0 features, 80.00% accuracy -> ./output/feature-sets/BSAC.json [2025-10-16T23:07:34.548030] [INFO ] [CONFIGURE ] BSAC: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-10-16T23:07:34.548101] [INFO ] [sig ] [31/96] Successfully configured BSAC | 0.02 sym/s | Total: 22.8m | ETA: 47.7m [2025-10-16T23:07:34.548188] [INFO ] [sig ] [32/96] Configuring BSM... [2025-10-16T23:07:34.548235] [INFO ] [CONFIGURE ] BSM: Configurate test run. [2025-10-16T23:07:34.548268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-10-16T23:07:34.562323] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSM'. [2025-10-16T23:07:34.562673] [INFO ] [CONFIGURE ] BSM: Testing with 29 available features [2025-10-16T23:07:34.562729] [INFO ] [CONFIGURE ] BSM: Establishing baseline with no features... [2025-10-16T23:07:34.670358] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:34.778269] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:34.884922] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:34.992555] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:35.100849] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:35.208274] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:35.316375] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:35.423599] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:35.533363] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:35.642915] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:35.643059] [INFO ] [CONFIGURE ] BSM: Baseline score (no features): 50.00% [2025-10-16T23:07:35.643101] [INFO ] [CONFIGURE ] BSM: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:07:35.643134] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:07:35.761284] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:07:35.881750] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:07:36.004553] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:07:36.123159] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:07:36.243860] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:36.368876] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:36.490052] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:36.612771] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:36.741560] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:36.871431] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:36.871660] [INFO ] [CONFIGURE ] BSM: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:07:36.871737] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1890 tests [2025-10-16T23:07:36.871778] [INFO ] [CONFIGURE ] BSM: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:07:36.871809] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:07:37.008939] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:37.170755] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:37.297335] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:37.422785] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:37.554307] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:37.681277] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:37.812794] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:07:37.939240] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:38.067246] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:38.201284] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:38.201445] [INFO ] [CONFIGURE ] BSM: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:07:38.201487] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1889 tests [2025-10-16T23:07:38.201520] [INFO ] [CONFIGURE ] BSM: Testing feature 3/29: add_daily_returns [2025-10-16T23:07:38.201550] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:07:38.349400] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:38.480558] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:38.618534] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:38.762465] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:38.892239] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:39.023354] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:39.154612] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:39.291077] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:39.425583] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:39.559068] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:39.559211] [INFO ] [CONFIGURE ] BSM: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:07:39.559254] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1888 tests [2025-10-16T23:07:39.559288] [INFO ] [CONFIGURE ] BSM: Testing feature 4/29: add_ema [2025-10-16T23:07:39.559319] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:07:39.705075] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:39.848435] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:40.000066] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:40.176087] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:07:40.323234] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:40.479451] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:40.630628] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:40.782231] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:40.939816] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:41.094097] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:41.094273] [INFO ] [CONFIGURE ] BSM: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:07:41.094390] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1887 tests [2025-10-16T23:07:41.094433] [INFO ] [CONFIGURE ] BSM: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:07:41.094466] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:07:41.250206] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:41.405401] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:41.560786] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:07:41.733059] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:41.895168] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:42.053200] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:42.215030] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:42.377346] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:42.537107] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:42.707978] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:42.708176] [INFO ] [CONFIGURE ] BSM: KEPT add_exhaustion_signals (score: 80.00%) [2025-10-16T23:07:42.708236] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1886 tests [2025-10-16T23:07:42.708273] [INFO ] [CONFIGURE ] BSM: Testing feature 6/29: add_failed_moves [2025-10-16T23:07:42.708305] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:07:42.875936] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:43.036056] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:43.207832] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:07:43.372611] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:43.542916] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:43.707740] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:43.871933] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:44.037536] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:44.206188] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:44.383480] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:44.383687] [INFO ] [CONFIGURE ] BSM: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:07:44.383749] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1885 tests [2025-10-16T23:07:44.383787] [INFO ] [CONFIGURE ] BSM: Testing feature 7/29: add_lag_shelf [2025-10-16T23:07:44.383818] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:07:44.545664] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:44.702514] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:44.876562] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:45.038622] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:07:45.190174] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:45.341945] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:45.501770] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:45.659356] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:45.822109] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:45.986132] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:45.986306] [INFO ] [CONFIGURE ] BSM: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:07:45.986349] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1884 tests [2025-10-16T23:07:45.986383] [INFO ] [CONFIGURE ] BSM: Testing feature 8/29: add_macd [2025-10-16T23:07:45.986415] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:07:46.160316] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:46.358028] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:46.542260] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:46.719693] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:46.895823] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:47.069563] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:47.244824] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:47.422327] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:47.597058] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:47.777356] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:47.777557] [INFO ] [CONFIGURE ] BSM: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:07:47.777599] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1883 tests [2025-10-16T23:07:47.777635] [INFO ] [CONFIGURE ] BSM: Testing feature 9/29: add_mfi [2025-10-16T23:07:47.777712] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:07:47.946861] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:48.117276] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:48.285926] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:07:48.457097] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:48.627727] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:48.811223] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:48.990380] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:49.163083] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:49.357160] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:49.533016] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:49.533198] [INFO ] [CONFIGURE ] BSM: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:07:49.533243] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1882 tests [2025-10-16T23:07:49.533278] [INFO ] [CONFIGURE ] BSM: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:07:49.533309] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:07:49.722770] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:49.908817] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:50.100883] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:50.295676] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:50.488483] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:50.675851] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:50.867424] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:51.061683] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:51.262416] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:51.459253] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:51.459417] [INFO ] [CONFIGURE ] BSM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:07:51.459459] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1881 tests [2025-10-16T23:07:51.459493] [INFO ] [CONFIGURE ] BSM: Testing feature 11/29: add_obv_daily [2025-10-16T23:07:51.459524] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:07:51.628415] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:07:51.794741] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:51.968245] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:52.147808] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:52.336982] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:52.505562] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:52.673765] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:52.842105] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:53.019425] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:53.193011] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:53.193258] [INFO ] [CONFIGURE ] BSM: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:07:53.193313] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1880 tests [2025-10-16T23:07:53.193370] [INFO ] [CONFIGURE ] BSM: Testing feature 12/29: add_obv_interval [2025-10-16T23:07:53.193403] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:07:53.354920] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:53.515930] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:53.670859] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:53.847442] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:07:54.019195] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:54.182772] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:54.341423] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:54.501269] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:54.656943] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:54.834559] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:54.834750] [INFO ] [CONFIGURE ] BSM: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:07:54.834804] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1879 tests [2025-10-16T23:07:54.834842] [INFO ] [CONFIGURE ] BSM: Testing feature 13/29: add_opening_strength [2025-10-16T23:07:54.834873] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:07:55.000257] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:55.167957] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:55.335623] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:55.502596] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:55.681826] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:07:55.846789] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:56.014822] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:56.183188] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:56.352179] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:07:56.523437] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:56.523694] [INFO ] [CONFIGURE ] BSM: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:07:56.523756] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1878 tests [2025-10-16T23:07:56.523795] [INFO ] [CONFIGURE ] BSM: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:07:56.523826] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:07:56.688736] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:56.853111] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:57.024674] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:57.213427] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:07:57.385046] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:57.556033] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:57.728323] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:57.901598] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:58.079569] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:58.257319] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:07:58.257494] [INFO ] [CONFIGURE ] BSM: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:07:58.257538] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1877 tests [2025-10-16T23:07:58.257573] [INFO ] [CONFIGURE ] BSM: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:07:58.257604] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:07:58.420624] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:07:58.575790] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:07:58.740752] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:07:58.898088] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:07:59.052986] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:07:59.211391] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:07:59.375720] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:07:59.540491] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:07:59.705245] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:07:59.868966] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:07:59.869193] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:07:59.869254] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1876 tests [2025-10-16T23:07:59.869311] [INFO ] [CONFIGURE ] BSM: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:07:59.869366] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:08:00.034236] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:00.199913] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:00.367335] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:00.533847] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:00.700210] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:00.868039] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:01.048048] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:01.221542] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:01.399247] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:01.577939] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:01.578166] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:08:01.578228] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1875 tests [2025-10-16T23:08:01.578318] [INFO ] [CONFIGURE ] BSM: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:08:01.578371] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:08:01.790469] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:01.958406] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:02.151442] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:02.338693] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:02.533470] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:02.721473] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:02.891315] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:03.058568] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:03.226279] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:03.397436] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:03.397625] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:08:03.397703] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1874 tests [2025-10-16T23:08:03.397748] [INFO ] [CONFIGURE ] BSM: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:08:03.397780] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:08:03.554282] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:03.709362] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:03.875069] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:04.038687] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:04.202959] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:04.361507] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:04.521612] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:04.683394] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:04.841869] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:05.004606] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:05.004801] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:08:05.004851] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1873 tests [2025-10-16T23:08:05.004889] [INFO ] [CONFIGURE ] BSM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:08:05.004922] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:08:05.161795] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:05.314921] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:05.472258] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:05.633043] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:05.795447] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:05.966974] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:06.134300] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:06.298680] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:06.457374] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:06.623106] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:06.623288] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:08:06.623333] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1872 tests [2025-10-16T23:08:06.623368] [INFO ] [CONFIGURE ] BSM: Testing feature 20/29: add_price_rejection [2025-10-16T23:08:06.623400] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:08:06.796026] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:08:06.971535] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:07.136143] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:07.299490] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:07.463581] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:07.637772] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:07.835339] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:08.000991] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:08.168800] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:08.336826] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:08.336991] [INFO ] [CONFIGURE ] BSM: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:08:08.337033] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1871 tests [2025-10-16T23:08:08.337067] [INFO ] [CONFIGURE ] BSM: Testing feature 21/29: add_range_position [2025-10-16T23:08:08.337097] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:08:08.507098] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:08.679720] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:08.854904] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:09.034359] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:09.208416] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:09.382853] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:09.561688] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:09.736461] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:08:09.916152] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:08:10.095905] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:10.096088] [INFO ] [CONFIGURE ] BSM: DISCARDED add_range_position (score: 80.00%) [2025-10-16T23:08:10.096132] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1870 tests [2025-10-16T23:08:10.096167] [INFO ] [CONFIGURE ] BSM: Testing feature 22/29: add_realized_volatility [2025-10-16T23:08:10.096198] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:08:10.287771] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:10.475836] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:10.663404] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:10.882031] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:08:11.069830] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:11.259790] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:11.457192] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:11.652817] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:11.851597] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:12.053925] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:12.054316] [INFO ] [CONFIGURE ] BSM: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:08:12.054375] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1869 tests [2025-10-16T23:08:12.054413] [INFO ] [CONFIGURE ] BSM: Testing feature 23/29: add_recent_range_context [2025-10-16T23:08:12.054445] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:08:12.229583] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:12.393168] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:12.560226] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:12.724113] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:12.893101] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:13.053548] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:13.229817] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:13.396455] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:13.562963] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:13.732875] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:13.733138] [INFO ] [CONFIGURE ] BSM: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:08:13.733219] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1868 tests [2025-10-16T23:08:13.733285] [INFO ] [CONFIGURE ] BSM: Testing feature 24/29: add_rsi [2025-10-16T23:08:13.733328] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:08:13.945221] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:14.119973] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:14.302269] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:14.483886] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:14.661373] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:14.846193] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:15.023635] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:15.201755] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:15.382779] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:15.569566] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:08:15.569734] [INFO ] [CONFIGURE ] BSM: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:08:15.569791] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1867 tests [2025-10-16T23:08:15.569828] [INFO ] [CONFIGURE ] BSM: Testing feature 25/29: add_tick_distribution [2025-10-16T23:08:15.569862] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:08:15.726478] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:08:15.881541] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:16.040464] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:16.201700] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:16.367986] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:16.533048] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:16.700315] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:16.883817] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:17.079341] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:17.261395] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:17.261583] [INFO ] [CONFIGURE ] BSM: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:08:17.261627] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1866 tests [2025-10-16T23:08:17.261698] [INFO ] [CONFIGURE ] BSM: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:08:17.261743] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:08:17.429609] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:17.592224] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:17.753319] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:17.919880] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:18.092307] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:18.273283] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:18.452289] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:18.622069] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:18.784141] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:18.948820] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:18.948983] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:08:18.949026] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1865 tests [2025-10-16T23:08:18.949061] [INFO ] [CONFIGURE ] BSM: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:08:18.949092] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:08:19.117041] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:19.285391] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:19.459426] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:19.641623] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:08:19.817558] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:20.005725] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:20.174114] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:20.341583] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:20.516619] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:20.691298] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:20.691459] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:08:20.691504] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1864 tests [2025-10-16T23:08:20.691537] [INFO ] [CONFIGURE ] BSM: Testing feature 28/29: add_volume_profile [2025-10-16T23:08:20.691567] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:08:20.851299] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:21.019398] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:21.180445] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:21.341880] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:08:21.504166] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:08:21.665629] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:08:21.835484] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:08:22.003144] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:08:22.174431] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:08:22.347110] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:08:22.347274] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:08:22.347317] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1863 tests [2025-10-16T23:08:22.347374] [INFO ] [CONFIGURE ] BSM: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:08:22.347429] [INFO ] [CONFIGURE ] BSM: Best accuracy: 80.00% [2025-10-16T23:08:22.347464] [INFO ] [CONFIGURE ] BSM: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:08:22.347494] [INFO ] [CONFIGURE ] BSM: Improvement over baseline: 30.00% [2025-10-16T23:08:22.347522] [INFO ] [CONFIGURE ] BSM: Total time: 46.7 seconds [2025-10-16T23:08:22.347549] [INFO ] [CONFIGURE ] BSM: Average time per feature: 1.7 seconds [2025-10-16T23:08:22.347577] [INFO ] [CONFIGURE ] BSM: Average speed: 0.62 features/sec [2025-10-16T23:08:22.348210] [INFO ] [LOCAL ] Saved configuration for BSM: 3 features, 80.00% accuracy -> ./output/feature-sets/BSM.json [2025-10-16T23:08:22.348277] [INFO ] [CONFIGURE ] BSM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:08:22.348337] [INFO ] [sig ] [32/96] Successfully configured BSM | 0.02 sym/s | Total: 23.5m | ETA: 47.1m [2025-10-16T23:08:22.348380] [INFO ] [sig ] [33/96] Configuring BTU... [2025-10-16T23:08:22.348411] [INFO ] [CONFIGURE ] BTU: Configurate test run. [2025-10-16T23:08:22.348439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-10-16T23:08:22.364142] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTU'. [2025-10-16T23:08:22.364868] [INFO ] [CONFIGURE ] BTU: Testing with 29 available features [2025-10-16T23:08:22.364927] [INFO ] [CONFIGURE ] BTU: Establishing baseline with no features... [2025-10-16T23:08:22.489182] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:22.613358] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:22.734949] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:22.853496] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:23.009070] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:23.136833] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:23.262732] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:23.403296] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:23.542239] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:23.669698] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:23.669974] [INFO ] [CONFIGURE ] BTU: Baseline score (no features): 80.00% [2025-10-16T23:08:23.670041] [INFO ] [CONFIGURE ] BTU: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:08:23.670079] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:08:23.805712] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:23.943467] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:24.078855] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:24.219746] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:24.354132] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:24.488260] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:24.629761] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:24.759439] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:24.897024] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:25.040182] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:25.040427] [INFO ] [CONFIGURE ] BTU: DISCARDED add_bollinger_bands (score: 80.00%) [2025-10-16T23:08:25.040503] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1862 tests [2025-10-16T23:08:25.040544] [INFO ] [CONFIGURE ] BTU: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:08:25.040575] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:08:25.181772] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:25.318926] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:25.463158] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:25.598465] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:25.732622] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:25.875788] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:26.065102] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:26.332875] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:26.499593] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:26.653905] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:26.654114] [INFO ] [CONFIGURE ] BTU: DISCARDED add_cumulative_delta (score: 80.00%) [2025-10-16T23:08:26.654185] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1861 tests [2025-10-16T23:08:26.654244] [INFO ] [CONFIGURE ] BTU: Testing feature 3/29: add_daily_returns [2025-10-16T23:08:26.654299] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_daily_returns'] [2025-10-16T23:08:26.779906] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:26.911703] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.024330] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.136072] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.249536] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.360437] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:27.471295] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.587266] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.722190] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:27.838496] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:27.838709] [INFO ] [CONFIGURE ] BTU: DISCARDED add_daily_returns (score: 80.00%) [2025-10-16T23:08:27.838767] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1860 tests [2025-10-16T23:08:27.838805] [INFO ] [CONFIGURE ] BTU: Testing feature 4/29: add_ema [2025-10-16T23:08:27.838840] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_ema'] [2025-10-16T23:08:27.961737] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:28.082590] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:28.213211] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:28.336064] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:28.463208] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:28.594516] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:28.745532] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:28.902570] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.034339] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:29.160341] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.160516] [INFO ] [CONFIGURE ] BTU: DISCARDED add_ema (score: 80.00%) [2025-10-16T23:08:29.160565] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1859 tests [2025-10-16T23:08:29.160603] [INFO ] [CONFIGURE ] BTU: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:08:29.160638] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:08:29.290426] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.424495] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.556569] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.688015] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.822345] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:29.953799] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:30.091983] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:30.225303] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:30.357625] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:30.490616] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:30.490805] [INFO ] [CONFIGURE ] BTU: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-10-16T23:08:30.490858] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1858 tests [2025-10-16T23:08:30.490893] [INFO ] [CONFIGURE ] BTU: Testing feature 6/29: add_failed_moves [2025-10-16T23:08:30.490923] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_failed_moves'] [2025-10-16T23:08:30.607390] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:30.733564] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:30.853771] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:30.966860] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.076768] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.187906] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:31.303600] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.421119] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.531999] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:31.644196] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.644328] [INFO ] [CONFIGURE ] BTU: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:08:31.644371] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1857 tests [2025-10-16T23:08:31.644403] [INFO ] [CONFIGURE ] BTU: Testing feature 7/29: add_lag_shelf [2025-10-16T23:08:31.644432] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_lag_shelf'] [2025-10-16T23:08:31.745271] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.848432] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:31.954563] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.056789] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.159826] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.264039] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:32.367617] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.472407] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.582077] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:32.686709] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.686831] [INFO ] [CONFIGURE ] BTU: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:08:32.686883] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1856 tests [2025-10-16T23:08:32.686923] [INFO ] [CONFIGURE ] BTU: Testing feature 8/29: add_macd [2025-10-16T23:08:32.686960] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:08:32.829070] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:32.972685] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:33.118858] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:33.291612] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:33.449871] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:33.594865] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:33.764598] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:33.914475] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:34.065151] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:08:34.211309] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:08:34.211466] [INFO ] [CONFIGURE ] BTU: DISCARDED add_macd (score: 80.00%) [2025-10-16T23:08:34.211511] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1855 tests [2025-10-16T23:08:34.211545] [INFO ] [CONFIGURE ] BTU: Testing feature 9/29: add_mfi [2025-10-16T23:08:34.211576] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_mfi'] [2025-10-16T23:08:34.336313] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:34.457512] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:34.578255] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:34.696674] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:34.817160] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:34.941219] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:35.062935] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:35.185069] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:35.305879] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:35.429392] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:35.429595] [INFO ] [CONFIGURE ] BTU: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:08:35.429666] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1854 tests [2025-10-16T23:08:35.429724] [INFO ] [CONFIGURE ] BTU: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:08:35.429758] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:08:35.564758] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:35.698339] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:35.836254] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:35.975868] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:36.115202] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:36.252715] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:36.394890] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:36.530838] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:36.668021] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:36.810244] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:36.810397] [INFO ] [CONFIGURE ] BTU: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:08:36.810442] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1853 tests [2025-10-16T23:08:36.810478] [INFO ] [CONFIGURE ] BTU: Testing feature 11/29: add_obv_daily [2025-10-16T23:08:36.810510] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_obv_daily'] [2025-10-16T23:08:36.919964] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.031128] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.143481] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.254605] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.366540] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.484314] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:37.603361] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.726812] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.846438] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:37.967911] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:37.968053] [INFO ] [CONFIGURE ] BTU: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:08:37.968096] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1852 tests [2025-10-16T23:08:37.968142] [INFO ] [CONFIGURE ] BTU: Testing feature 12/29: add_obv_interval [2025-10-16T23:08:37.968200] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_obv_interval'] [2025-10-16T23:08:38.104040] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:38.230253] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:38.356052] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:38.480990] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:38.609011] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:38.725557] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:38.835951] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:38.948432] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:39.062942] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:39.177912] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:39.178098] [INFO ] [CONFIGURE ] BTU: DISCARDED add_obv_interval (score: 80.00%) [2025-10-16T23:08:39.178185] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1851 tests [2025-10-16T23:08:39.178238] [INFO ] [CONFIGURE ] BTU: Testing feature 13/29: add_opening_strength [2025-10-16T23:08:39.178313] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:08:39.299721] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:39.422071] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:39.539508] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:39.658223] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:08:39.778303] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:39.900461] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:40.020770] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:40.142232] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:08:40.263482] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:40.385558] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:40.385723] [INFO ] [CONFIGURE ] BTU: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:08:40.385779] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1850 tests [2025-10-16T23:08:40.385814] [INFO ] [CONFIGURE ] BTU: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:08:40.385843] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:08:40.510216] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:40.632496] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:40.755531] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:40.885917] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:41.020552] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:41.142742] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:41.268858] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:41.393518] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:41.517613] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:08:41.644362] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:41.644499] [INFO ] [CONFIGURE ] BTU: KEPT add_order_flow_imbalance (score: 90.00%) [2025-10-16T23:08:41.644543] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1849 tests [2025-10-16T23:08:41.644576] [INFO ] [CONFIGURE ] BTU: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:08:41.644607] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-10-16T23:08:41.773275] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:41.897501] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:42.027735] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:42.155166] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:42.281797] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:42.410297] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:42.538466] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:08:42.667053] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:42.799231] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:42.929622] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:42.929831] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:08:42.929881] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1848 tests [2025-10-16T23:08:42.929916] [INFO ] [CONFIGURE ] BTU: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:08:42.929947] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-10-16T23:08:43.067630] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:43.204442] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:43.340319] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:43.473755] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:43.614116] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:43.749549] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:43.887562] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:44.027741] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:44.165734] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:44.328632] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:44.328872] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:08:44.328932] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1847 tests [2025-10-16T23:08:44.329000] [INFO ] [CONFIGURE ] BTU: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:08:44.329066] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-10-16T23:08:44.476378] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:44.618171] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:44.758448] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:44.902335] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:45.047836] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:45.192431] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:45.339205] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:45.482218] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:45.627573] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:45.777729] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:45.777907] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:08:45.777952] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1846 tests [2025-10-16T23:08:45.777987] [INFO ] [CONFIGURE ] BTU: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:08:45.778019] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-10-16T23:08:45.907578] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.042918] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.175378] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.306255] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.437417] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.573080] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:46.706117] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.842346] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:46.976817] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:08:47.119683] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:47.119890] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:08:47.119958] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1845 tests [2025-10-16T23:08:47.120011] [INFO ] [CONFIGURE ] BTU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:08:47.120053] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-10-16T23:08:47.287840] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:47.426231] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:47.558938] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:47.697471] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:47.836125] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:47.972290] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:48.105725] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:48.244160] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:48.384073] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:08:48.519424] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:48.519564] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:08:48.519608] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1844 tests [2025-10-16T23:08:48.519660] [INFO ] [CONFIGURE ] BTU: Testing feature 20/29: add_price_rejection [2025-10-16T23:08:48.519716] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-10-16T23:08:48.659020] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:48.797148] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:48.938395] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:49.078545] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:49.219593] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:49.361662] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:49.502290] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:49.645208] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:49.789425] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:49.933741] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:49.933937] [INFO ] [CONFIGURE ] BTU: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:08:49.933983] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1843 tests [2025-10-16T23:08:49.934017] [INFO ] [CONFIGURE ] BTU: Testing feature 21/29: add_range_position [2025-10-16T23:08:49.934048] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_range_position'] [2025-10-16T23:08:50.083293] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:08:50.246018] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:50.396258] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:50.544048] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:50.694143] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:50.847289] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:51.004294] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:08:51.167841] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:51.329249] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:51.486236] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:51.486400] [INFO ] [CONFIGURE ] BTU: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:08:51.486449] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1842 tests [2025-10-16T23:08:51.486483] [INFO ] [CONFIGURE ] BTU: Testing feature 22/29: add_realized_volatility [2025-10-16T23:08:51.486512] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility'] [2025-10-16T23:08:51.657165] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:51.842791] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:52.013865] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:52.181738] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:52.350628] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:52.529232] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:52.752214] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:52.920560] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:53.097112] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:08:53.286954] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:53.287149] [INFO ] [CONFIGURE ] BTU: DISCARDED add_realized_volatility (score: 90.00%) [2025-10-16T23:08:53.287195] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1841 tests [2025-10-16T23:08:53.287230] [INFO ] [CONFIGURE ] BTU: Testing feature 23/29: add_recent_range_context [2025-10-16T23:08:53.287262] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context'] [2025-10-16T23:08:53.437542] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:53.587779] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:53.740525] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:53.889513] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:54.046982] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:54.188875] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:54.329629] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:54.470008] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:54.613418] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:54.756382] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:54.756548] [INFO ] [CONFIGURE ] BTU: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:08:54.756593] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1840 tests [2025-10-16T23:08:54.756627] [INFO ] [CONFIGURE ] BTU: Testing feature 24/29: add_rsi [2025-10-16T23:08:54.756694] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-10-16T23:08:54.913472] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:55.074587] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:55.234809] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:55.396919] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:55.560095] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:55.721529] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:55.880340] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:56.043873] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:56.210912] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:56.385798] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:56.385971] [INFO ] [CONFIGURE ] BTU: DISCARDED add_rsi (score: 80.00%) [2025-10-16T23:08:56.386014] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1839 tests [2025-10-16T23:08:56.386048] [INFO ] [CONFIGURE ] BTU: Testing feature 25/29: add_tick_distribution [2025-10-16T23:08:56.386079] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution'] [2025-10-16T23:08:56.521096] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:56.657291] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:56.794008] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:08:56.930024] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:57.066192] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:57.201768] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:57.337865] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:57.481268] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:57.621107] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:08:57.760242] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:57.760395] [INFO ] [CONFIGURE ] BTU: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:08:57.760476] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1838 tests [2025-10-16T23:08:57.760520] [INFO ] [CONFIGURE ] BTU: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:08:57.760589] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-10-16T23:08:57.899330] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:58.041212] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:58.179765] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:58.320553] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:58.468340] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:08:58.624105] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:08:58.770466] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:08:58.915900] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:08:59.063748] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:08:59.218578] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:08:59.218778] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:08:59.218841] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1837 tests [2025-10-16T23:08:59.218878] [INFO ] [CONFIGURE ] BTU: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:08:59.218911] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-10-16T23:08:59.363323] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:08:59.529171] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:08:59.686343] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:08:59.838887] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:08:59.993940] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:00.155729] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:09:00.313011] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:09:00.460746] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:00.609960] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:09:00.764344] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:09:00.764510] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-10-16T23:09:00.764555] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1836 tests [2025-10-16T23:09:00.764665] [INFO ] [CONFIGURE ] BTU: Testing feature 28/29: add_volume_profile [2025-10-16T23:09:00.764724] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile'] [2025-10-16T23:09:00.905462] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:09:01.054332] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:01.198810] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:09:01.338681] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:01.484225] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:01.626271] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:09:01.771216] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:09:01.915369] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:02.059150] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:09:02.215268] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:09:02.215473] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:09:02.215533] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1835 tests [2025-10-16T23:09:02.215573] [INFO ] [CONFIGURE ] BTU: Testing feature 29/29: add_vwap [2025-10-16T23:09:02.215607] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance', 'add_vwap'] [2025-10-16T23:09:02.359162] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:09:02.551364] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:02.701556] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:09:02.848920] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:02.995544] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:03.142899] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:09:03.291888] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:09:03.448337] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:03.597895] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:09:03.744637] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:09:03.744871] [INFO ] [CONFIGURE ] BTU: DISCARDED add_vwap (score: 90.00%) [2025-10-16T23:09:03.744919] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1834 tests [2025-10-16T23:09:03.744957] [INFO ] [CONFIGURE ] BTU: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:09:03.744989] [INFO ] [CONFIGURE ] BTU: Best accuracy: 90.00% [2025-10-16T23:09:03.745020] [INFO ] [CONFIGURE ] BTU: Best feature set (1 features): ['add_order_flow_imbalance'] [2025-10-16T23:09:03.745050] [INFO ] [CONFIGURE ] BTU: Improvement over baseline: 10.00% [2025-10-16T23:09:03.745079] [INFO ] [CONFIGURE ] BTU: Total time: 40.1 seconds [2025-10-16T23:09:03.745107] [INFO ] [CONFIGURE ] BTU: Average time per feature: 1.4 seconds [2025-10-16T23:09:03.745137] [INFO ] [CONFIGURE ] BTU: Average speed: 0.72 features/sec [2025-10-16T23:09:03.745715] [INFO ] [LOCAL ] Saved configuration for BTU: 1 features, 90.00% accuracy -> ./output/feature-sets/BTU.json [2025-10-16T23:09:03.745784] [INFO ] [CONFIGURE ] BTU: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-10-16T23:09:03.745845] [INFO ] [sig ] [33/96] Successfully configured BTU | 0.02 sym/s | Total: 24.2m | ETA: 46.3m [2025-10-16T23:09:03.745883] [INFO ] [sig ] [34/96] Configuring BUXX... [2025-10-16T23:09:03.745913] [INFO ] [CONFIGURE ] BUXX: Configurate test run. [2025-10-16T23:09:03.745943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-10-16T23:09:03.761572] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'BUXX'. [2025-10-16T23:09:03.762034] [INFO ] [CONFIGURE ] BUXX: Testing with 29 available features [2025-10-16T23:09:03.762090] [INFO ] [CONFIGURE ] BUXX: Establishing baseline with no features... [2025-10-16T23:09:03.865606] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:03.966971] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:04.070355] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:04.175069] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:09:04.281263] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:09:04.395236] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:04.502093] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:04.612798] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:04.720019] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:04.828350] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:04.828523] [INFO ] [CONFIGURE ] BUXX: Baseline score (no features): 40.00% [2025-10-16T23:09:04.828568] [INFO ] [CONFIGURE ] BUXX: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:09:04.828601] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:09:04.944530] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:05.061034] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:05.179546] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:05.298296] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:05.416273] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:09:05.554032] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:05.671727] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:05.796453] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:05.916035] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:06.038328] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:06.038520] [INFO ] [CONFIGURE ] BUXX: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T23:09:06.038570] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1833 tests [2025-10-16T23:09:06.038699] [INFO ] [CONFIGURE ] BUXX: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:09:06.038746] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:09:06.172359] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:06.303879] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:06.439040] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:06.576444] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:06.713526] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:09:06.857689] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:06.997927] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:07.143331] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:07.286337] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:07.432576] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:07.432772] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:09:07.432823] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1832 tests [2025-10-16T23:09:07.432879] [INFO ] [CONFIGURE ] BUXX: Testing feature 3/29: add_daily_returns [2025-10-16T23:09:07.432912] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:09:07.550398] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:07.669046] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:07.786594] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:07.904258] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:08.026097] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:08.145044] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:08.269043] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:08.389477] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:08.513593] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:08.638885] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:08.639049] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:09:08.639093] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1831 tests [2025-10-16T23:09:08.639127] [INFO ] [CONFIGURE ] BUXX: Testing feature 4/29: add_ema [2025-10-16T23:09:08.639158] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:09:08.769451] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:08.900550] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:09.037899] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:09.170852] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:09.303402] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:09.443721] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:09.578937] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:09.716515] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:09.857167] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:10.008992] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:10.009190] [INFO ] [CONFIGURE ] BUXX: KEPT add_ema (score: 60.00%) [2025-10-16T23:09:10.009239] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1830 tests [2025-10-16T23:09:10.009275] [INFO ] [CONFIGURE ] BUXX: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:09:10.009306] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:09:10.168919] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:10.335533] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:10.503093] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:10.683849] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:10.849801] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:11.011594] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:11.167932] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:11.325111] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:11.488535] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:11.676098] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:11.676251] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:09:11.676295] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1829 tests [2025-10-16T23:09:11.676329] [INFO ] [CONFIGURE ] BUXX: Testing feature 6/29: add_failed_moves [2025-10-16T23:09:11.676360] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-10-16T23:09:11.805597] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:11.943330] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:12.080464] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:12.223251] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:12.361527] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:12.501314] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:12.645426] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:12.793240] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:12.942969] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:13.095573] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:13.095781] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:09:13.095833] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1828 tests [2025-10-16T23:09:13.095868] [INFO ] [CONFIGURE ] BUXX: Testing feature 7/29: add_lag_shelf [2025-10-16T23:09:13.095899] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-10-16T23:09:13.230182] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:13.365124] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:13.499709] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:13.629858] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:13.760930] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:13.895372] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:14.030905] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:14.166280] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:14.316595] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:09:14.453666] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:14.453830] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_lag_shelf (score: 40.00%) [2025-10-16T23:09:14.453875] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1827 tests [2025-10-16T23:09:14.453909] [INFO ] [CONFIGURE ] BUXX: Testing feature 8/29: add_macd [2025-10-16T23:09:14.453940] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-10-16T23:09:14.622788] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:14.790892] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:14.966186] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:15.131323] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:15.298721] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:15.475726] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:15.651479] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:15.822231] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:15.994017] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:16.166892] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:16.167068] [INFO ] [CONFIGURE ] BUXX: KEPT add_macd (score: 70.00%) [2025-10-16T23:09:16.167112] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1826 tests [2025-10-16T23:09:16.167148] [INFO ] [CONFIGURE ] BUXX: Testing feature 9/29: add_mfi [2025-10-16T23:09:16.167180] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:09:16.362839] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:16.549941] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:16.744003] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:16.927658] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:17.116727] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:17.307718] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:17.494809] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:17.681606] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:17.884427] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:18.134222] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:18.134496] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:09:18.134561] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1825 tests [2025-10-16T23:09:18.134615] [INFO ] [CONFIGURE ] BUXX: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:09:18.134705] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:09:18.419944] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:18.693891] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:18.945932] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:19.166343] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:19.379057] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:19.587532] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:19.792429] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:19.991114] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:20.196195] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:20.402834] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:20.403010] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T23:09:20.403054] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1824 tests [2025-10-16T23:09:20.403089] [INFO ] [CONFIGURE ] BUXX: Testing feature 11/29: add_obv_daily [2025-10-16T23:09:20.403120] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:09:20.575574] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:20.779196] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:20.958557] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:21.146372] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:21.322254] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:21.499990] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:21.676223] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:21.860528] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:22.051233] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:22.231342] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:22.231590] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:09:22.231664] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1823 tests [2025-10-16T23:09:22.231723] [INFO ] [CONFIGURE ] BUXX: Testing feature 12/29: add_obv_interval [2025-10-16T23:09:22.231758] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:09:22.412889] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:22.595183] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:22.776023] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:22.951841] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:23.134976] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:23.312309] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:23.503116] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:23.695948] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:23.883341] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:24.066953] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:24.067136] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:09:24.067179] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1822 tests [2025-10-16T23:09:24.067214] [INFO ] [CONFIGURE ] BUXX: Testing feature 13/29: add_opening_strength [2025-10-16T23:09:24.067247] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:09:24.257161] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:24.448520] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:24.634817] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:24.822715] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:25.014789] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:25.201289] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:25.408204] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:25.595418] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:25.780787] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:25.968380] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:25.968544] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:09:25.968588] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1821 tests [2025-10-16T23:09:25.968623] [INFO ] [CONFIGURE ] BUXX: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:09:25.968695] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:09:26.152115] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:26.349904] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:26.533584] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:26.720935] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:26.913297] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:09:27.104905] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:27.295022] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:27.479734] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:27.675941] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:27.870246] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:27.870417] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:09:27.870462] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1820 tests [2025-10-16T23:09:27.870496] [INFO ] [CONFIGURE ] BUXX: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:09:27.870528] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:09:28.037575] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:28.204541] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:28.371946] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:28.555623] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:28.748252] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:28.923330] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:29.100335] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:29.276267] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:29.454257] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:29.646862] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:29.647026] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:09:29.647070] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1819 tests [2025-10-16T23:09:29.647103] [INFO ] [CONFIGURE ] BUXX: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:09:29.647133] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-10-16T23:09:29.854673] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:30.047724] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:30.232249] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:30.421271] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:30.616368] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:30.797638] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:31.010863] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:31.201829] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:31.390984] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:31.582863] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:31.583069] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:09:31.583114] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1818 tests [2025-10-16T23:09:31.583149] [INFO ] [CONFIGURE ] BUXX: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:09:31.583180] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T23:09:31.763745] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:31.943870] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:32.125852] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:32.308503] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:32.491405] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:32.675979] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:32.893038] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:33.077691] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:33.263937] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:33.453709] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:33.454123] [INFO ] [CONFIGURE ] BUXX: KEPT add_pbf_return_2d (score: 80.00%) [2025-10-16T23:09:33.454195] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1817 tests [2025-10-16T23:09:33.454239] [INFO ] [CONFIGURE ] BUXX: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:09:33.454271] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-10-16T23:09:33.641524] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:33.831981] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:34.019379] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:34.210221] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:34.401127] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:34.585124] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:34.769157] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:34.960348] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:35.145628] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:35.331186] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:35.331375] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:09:35.331420] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1816 tests [2025-10-16T23:09:35.331455] [INFO ] [CONFIGURE ] BUXX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:09:35.331486] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-10-16T23:09:35.510986] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:35.690288] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:35.872775] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:36.072094] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:36.265054] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:36.454909] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:36.645798] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:36.831000] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:37.022078] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:37.208345] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:37.208533] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:09:37.208578] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1815 tests [2025-10-16T23:09:37.208612] [INFO ] [CONFIGURE ] BUXX: Testing feature 20/29: add_price_rejection [2025-10-16T23:09:37.208663] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_price_rejection'] [2025-10-16T23:09:37.396740] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:37.584572] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:37.776131] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:37.969132] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:38.172394] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:38.366084] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:38.560183] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:38.751229] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:38.980041] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:09:39.176488] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:39.176680] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:09:39.176743] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1814 tests [2025-10-16T23:09:39.176891] [INFO ] [CONFIGURE ] BUXX: Testing feature 21/29: add_range_position [2025-10-16T23:09:39.176964] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_range_position'] [2025-10-16T23:09:39.373514] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:39.571219] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:39.765951] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:39.960349] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:40.153569] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:40.353483] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:40.582255] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:40.800416] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:41.008943] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:09:41.222017] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:41.222204] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:09:41.222250] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1813 tests [2025-10-16T23:09:41.222285] [INFO ] [CONFIGURE ] BUXX: Testing feature 22/29: add_realized_volatility [2025-10-16T23:09:41.222317] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-10-16T23:09:41.441771] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:41.655557] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:41.888944] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:42.115333] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:42.342939] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:42.571438] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:42.799838] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:43.035401] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:43.260950] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:43.499605] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:43.499806] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:09:43.499880] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1812 tests [2025-10-16T23:09:43.499929] [INFO ] [CONFIGURE ] BUXX: Testing feature 23/29: add_recent_range_context [2025-10-16T23:09:43.499985] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-10-16T23:09:43.695215] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:43.890883] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:44.092604] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:44.294009] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:44.498987] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:44.699853] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:44.899891] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:45.102947] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:45.309622] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:45.512198] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:45.512402] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:09:45.512447] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1811 tests [2025-10-16T23:09:45.512483] [INFO ] [CONFIGURE ] BUXX: Testing feature 24/29: add_rsi [2025-10-16T23:09:45.512516] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_rsi'] [2025-10-16T23:09:45.709023] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:45.907362] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:46.104248] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:46.314020] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:46.509691] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:46.706487] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:46.906202] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:47.102826] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:47.304899] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:47.505907] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:47.506088] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:09:47.506134] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1810 tests [2025-10-16T23:09:47.506169] [INFO ] [CONFIGURE ] BUXX: Testing feature 25/29: add_tick_distribution [2025-10-16T23:09:47.506201] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-10-16T23:09:47.697265] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:47.891919] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:48.090460] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:09:48.292160] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:48.488940] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:48.686810] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:48.896206] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:49.103854] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:49.302294] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:49.508048] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:49.508233] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:09:49.508287] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1809 tests [2025-10-16T23:09:49.508322] [INFO ] [CONFIGURE ] BUXX: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:09:49.508352] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-10-16T23:09:49.701267] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:49.891985] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:50.100609] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:50.296396] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:50.489231] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:50.688279] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:50.886409] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:51.132609] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:09:51.331948] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:51.532380] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:51.532560] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:09:51.532604] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1808 tests [2025-10-16T23:09:51.532638] [INFO ] [CONFIGURE ] BUXX: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:09:51.532718] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-10-16T23:09:51.743073] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:51.958484] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:52.165401] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:52.370823] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:52.578496] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:52.790288] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:53.006955] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:53.216002] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:53.424390] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:53.650705] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:53.650891] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:09:53.650944] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1807 tests [2025-10-16T23:09:53.650982] [INFO ] [CONFIGURE ] BUXX: Testing feature 28/29: add_volume_profile [2025-10-16T23:09:53.651019] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_profile'] [2025-10-16T23:09:53.861409] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:09:54.077673] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:09:54.289430] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:54.500057] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:09:54.739152] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:09:54.975070] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:09:55.181388] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:09:55.384370] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:55.590058] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:55.799613] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:55.799811] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:09:55.799866] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1806 tests [2025-10-16T23:09:55.799902] [INFO ] [CONFIGURE ] BUXX: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:09:55.799931] [INFO ] [CONFIGURE ] BUXX: Best accuracy: 80.00% [2025-10-16T23:09:55.799961] [INFO ] [CONFIGURE ] BUXX: Best feature set (5 features): ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T23:09:55.799988] [INFO ] [CONFIGURE ] BUXX: Improvement over baseline: 40.00% [2025-10-16T23:09:55.800014] [INFO ] [CONFIGURE ] BUXX: Total time: 51.0 seconds [2025-10-16T23:09:55.800039] [INFO ] [CONFIGURE ] BUXX: Average time per feature: 1.8 seconds [2025-10-16T23:09:55.800065] [INFO ] [CONFIGURE ] BUXX: Average speed: 0.57 features/sec [2025-10-16T23:09:55.800624] [INFO ] [LOCAL ] Saved configuration for BUXX: 5 features, 80.00% accuracy -> ./output/feature-sets/BUXX.json [2025-10-16T23:09:55.800714] [INFO ] [CONFIGURE ] BUXX: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-10-16T23:09:55.800775] [INFO ] [sig ] [34/96] Successfully configured BUXX | 0.02 sym/s | Total: 25.1m | ETA: 45.8m [2025-10-16T23:09:55.800809] [INFO ] [sig ] [35/96] Configuring BV... [2025-10-16T23:09:55.800838] [INFO ] [CONFIGURE ] BV: Configurate test run. [2025-10-16T23:09:55.800867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-10-16T23:09:55.816523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BV'. [2025-10-16T23:09:55.816964] [INFO ] [CONFIGURE ] BV: Testing with 29 available features [2025-10-16T23:09:55.817028] [INFO ] [CONFIGURE ] BV: Establishing baseline with no features... [2025-10-16T23:09:55.930771] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:09:56.046314] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:09:56.160152] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:56.273839] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:09:56.392765] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:09:56.506766] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:09:56.624376] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:09:56.740752] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:56.859307] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:56.983011] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:09:56.983193] [INFO ] [CONFIGURE ] BV: Baseline score (no features): 50.00% [2025-10-16T23:09:56.983247] [INFO ] [CONFIGURE ] BV: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:09:56.983282] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:09:57.114152] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:09:57.253470] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:09:57.379211] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:57.521996] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:09:57.648066] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:09:57.774063] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:09:57.903216] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:09:58.034222] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:58.178118] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:58.310531] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:58.310750] [INFO ] [CONFIGURE ] BV: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T23:09:58.310806] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1805 tests [2025-10-16T23:09:58.310842] [INFO ] [CONFIGURE ] BV: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:09:58.310872] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:09:58.449117] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:09:58.582041] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:09:58.720133] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:09:58.861277] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:09:58.991258] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:09:59.122855] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:09:59.258961] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:09:59.391949] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:09:59.529312] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:09:59.662883] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:09:59.663164] [INFO ] [CONFIGURE ] BV: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:09:59.663219] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1804 tests [2025-10-16T23:09:59.663254] [INFO ] [CONFIGURE ] BV: Testing feature 3/29: add_daily_returns [2025-10-16T23:09:59.663285] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:09:59.802511] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:09:59.938279] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:00.074847] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:10:00.209795] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:10:00.342517] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:00.474577] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:00.614025] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:00.748030] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:00.883402] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:01.029425] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:01.029596] [INFO ] [CONFIGURE ] BV: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:10:01.029664] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1803 tests [2025-10-16T23:10:01.029725] [INFO ] [CONFIGURE ] BV: Testing feature 4/29: add_ema [2025-10-16T23:10:01.029761] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:10:01.180253] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:01.334220] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:01.481119] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:10:01.626817] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:10:01.777389] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:01.936308] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:02.123705] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:02.297756] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:02.459239] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:02.636366] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:02.636597] [INFO ] [CONFIGURE ] BV: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:10:02.636673] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1802 tests [2025-10-16T23:10:02.636736] [INFO ] [CONFIGURE ] BV: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:10:02.636776] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:10:02.808104] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:02.980763] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:03.145286] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:03.303383] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:03.463353] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:03.631260] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:03.789092] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:03.949294] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:04.106691] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:04.276344] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:04.276534] [INFO ] [CONFIGURE ] BV: KEPT add_exhaustion_signals (score: 80.00%) [2025-10-16T23:10:04.276578] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1801 tests [2025-10-16T23:10:04.276612] [INFO ] [CONFIGURE ] BV: Testing feature 6/29: add_failed_moves [2025-10-16T23:10:04.276661] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:10:04.457299] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:04.634627] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:04.796977] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:04.957728] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:05.127755] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:05.291752] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:05.451813] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:05.611180] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:05.770967] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:05.931566] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:05.931773] [INFO ] [CONFIGURE ] BV: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:10:05.931825] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1800 tests [2025-10-16T23:10:05.931862] [INFO ] [CONFIGURE ] BV: Testing feature 7/29: add_lag_shelf [2025-10-16T23:10:05.931892] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:10:06.086445] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:06.241915] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:06.403402] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:06.560046] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:06.714364] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:06.870617] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:07.058105] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:07.219196] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:07.385135] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:07.545519] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:07.545690] [INFO ] [CONFIGURE ] BV: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:10:07.545748] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1799 tests [2025-10-16T23:10:07.545786] [INFO ] [CONFIGURE ] BV: Testing feature 8/29: add_macd [2025-10-16T23:10:07.545816] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:10:07.715067] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:07.885483] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:08.056515] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:08.227310] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:08.399211] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:08.575792] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:08.749063] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:08.923162] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:09.097251] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:09.279321] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:09.279502] [INFO ] [CONFIGURE ] BV: DISCARDED add_macd (score: 80.00%) [2025-10-16T23:10:09.279553] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1798 tests [2025-10-16T23:10:09.279587] [INFO ] [CONFIGURE ] BV: Testing feature 9/29: add_mfi [2025-10-16T23:10:09.279616] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:10:09.443071] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:09.608622] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:09.773299] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:09.934331] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:10.104543] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:10.276318] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:10.461977] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:10.656670] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:10.834882] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:11.017730] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:11.017903] [INFO ] [CONFIGURE ] BV: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:10:11.017946] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1797 tests [2025-10-16T23:10:11.017981] [INFO ] [CONFIGURE ] BV: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:10:11.018012] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:10:11.202044] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:11.397681] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:11.607924] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:11.792822] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:11.980397] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:12.164208] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:12.347624] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:12.544975] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:12.734423] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:12.916159] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:12.916321] [INFO ] [CONFIGURE ] BV: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:10:12.916364] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1796 tests [2025-10-16T23:10:12.916397] [INFO ] [CONFIGURE ] BV: Testing feature 11/29: add_obv_daily [2025-10-16T23:10:12.916428] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:10:13.071386] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:13.237920] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:13.397565] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:10:13.559131] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:13.721830] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:13.884198] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:14.049285] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:14.209365] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:14.372567] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:14.543546] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:14.543752] [INFO ] [CONFIGURE ] BV: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:10:14.543805] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1795 tests [2025-10-16T23:10:14.543839] [INFO ] [CONFIGURE ] BV: Testing feature 12/29: add_obv_interval [2025-10-16T23:10:14.543869] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:10:14.701776] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:14.863369] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:15.043889] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:15.208410] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:15.366398] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:15.524207] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:15.690278] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:15.847500] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:16.005026] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:16.166115] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:16.166267] [INFO ] [CONFIGURE ] BV: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:10:16.166313] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1794 tests [2025-10-16T23:10:16.166347] [INFO ] [CONFIGURE ] BV: Testing feature 13/29: add_opening_strength [2025-10-16T23:10:16.166377] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:10:16.336574] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:16.506485] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:16.675367] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:16.844236] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:17.013062] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:17.185947] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:17.355360] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:17.529891] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:17.712736] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:17.899568] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:17.899802] [INFO ] [CONFIGURE ] BV: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:10:17.899857] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1793 tests [2025-10-16T23:10:17.899893] [INFO ] [CONFIGURE ] BV: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:10:17.899926] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:10:18.083045] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:18.258613] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:18.438610] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:18.615094] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:18.790097] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:18.962326] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:19.134550] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:19.314167] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:19.498066] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:19.683825] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:19.684013] [INFO ] [CONFIGURE ] BV: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:10:19.684056] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1792 tests [2025-10-16T23:10:19.684167] [INFO ] [CONFIGURE ] BV: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:10:19.684208] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:10:19.852121] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:20.015066] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:20.172080] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:20.330841] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:20.489769] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:20.659816] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:20.812063] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:20.963639] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:21.119241] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:21.272907] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:21.273084] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:10:21.273129] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1791 tests [2025-10-16T23:10:21.273163] [INFO ] [CONFIGURE ] BV: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:10:21.273194] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:10:21.427869] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:21.584487] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:21.743232] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:21.902942] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:22.067847] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:22.242570] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:22.402545] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:22.566842] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:22.734315] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:22.897246] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:22.897416] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:10:22.897462] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1790 tests [2025-10-16T23:10:22.897498] [INFO ] [CONFIGURE ] BV: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:10:22.897528] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:10:23.061400] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:23.226461] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:23.388434] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:23.554986] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:23.752739] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:23.935362] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:24.097444] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:24.267066] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:24.444209] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:24.635939] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:24.636135] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:10:24.636194] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1789 tests [2025-10-16T23:10:24.636237] [INFO ] [CONFIGURE ] BV: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:10:24.636276] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:10:24.825218] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:24.986360] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:25.138393] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:25.292016] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:25.446751] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:25.604314] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:25.771854] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:25.964956] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:26.227904] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:26.453405] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:26.453594] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:10:26.453706] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1788 tests [2025-10-16T23:10:26.453774] [INFO ] [CONFIGURE ] BV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:10:26.453833] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:10:26.649794] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:26.851629] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:27.023564] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:27.178803] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:27.351017] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:27.507898] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:27.683938] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:27.874502] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:28.026217] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:28.178339] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:28.178484] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:10:28.178568] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1787 tests [2025-10-16T23:10:28.178609] [INFO ] [CONFIGURE ] BV: Testing feature 20/29: add_price_rejection [2025-10-16T23:10:28.178670] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:10:28.337031] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:28.499889] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:28.657071] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:28.820348] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:28.979562] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:29.141137] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:29.303526] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:29.484982] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:29.662900] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:29.827635] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:29.827857] [INFO ] [CONFIGURE ] BV: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:10:29.827921] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1786 tests [2025-10-16T23:10:29.827958] [INFO ] [CONFIGURE ] BV: Testing feature 21/29: add_range_position [2025-10-16T23:10:29.827990] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:10:30.042710] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:30.240416] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:30.437999] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:30.651179] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:30.854508] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:31.026363] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:31.205070] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:31.381343] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:31.558063] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:31.794690] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:31.794891] [INFO ] [CONFIGURE ] BV: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:10:31.794939] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1785 tests [2025-10-16T23:10:31.794976] [INFO ] [CONFIGURE ] BV: Testing feature 22/29: add_realized_volatility [2025-10-16T23:10:31.795011] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:10:31.981241] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:32.163570] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:32.357351] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:32.558990] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:32.758377] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:32.944893] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:33.168785] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:33.361743] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:33.548607] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:33.733691] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:33.733848] [INFO ] [CONFIGURE ] BV: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:10:33.733892] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1784 tests [2025-10-16T23:10:33.733926] [INFO ] [CONFIGURE ] BV: Testing feature 23/29: add_recent_range_context [2025-10-16T23:10:33.733958] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:10:33.931313] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:34.094187] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:34.255528] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:34.422568] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:34.587662] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:34.752079] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:34.919419] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:35.094107] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:35.267043] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:35.437838] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:35.438012] [INFO ] [CONFIGURE ] BV: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:10:35.438058] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1783 tests [2025-10-16T23:10:35.438092] [INFO ] [CONFIGURE ] BV: Testing feature 24/29: add_rsi [2025-10-16T23:10:35.438211] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:10:35.627274] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:35.806293] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:35.988579] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:36.171849] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:36.359139] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:10:36.547093] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:36.725805] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:36.913506] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:37.097386] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:37.305442] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:37.305639] [INFO ] [CONFIGURE ] BV: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:10:37.305724] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1782 tests [2025-10-16T23:10:37.305761] [INFO ] [CONFIGURE ] BV: Testing feature 25/29: add_tick_distribution [2025-10-16T23:10:37.305792] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:10:37.468445] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:37.624359] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:37.779729] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:37.935916] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:38.091950] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:38.249610] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:38.406534] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:38.568987] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:38.736801] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:38.902369] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:38.902538] [INFO ] [CONFIGURE ] BV: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:10:38.902583] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1781 tests [2025-10-16T23:10:38.902620] [INFO ] [CONFIGURE ] BV: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:10:38.902680] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:10:39.059422] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:39.217830] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:39.384185] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:39.543791] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:39.704517] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:39.862069] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:40.019606] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:40.185716] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:40.347765] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:40.508859] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:40.509029] [INFO ] [CONFIGURE ] BV: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:10:40.509072] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1780 tests [2025-10-16T23:10:40.509107] [INFO ] [CONFIGURE ] BV: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:10:40.509139] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:10:40.675963] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:40.848166] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:41.019227] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:41.191229] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:41.365567] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:41.540346] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:41.715209] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:10:41.890389] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:42.069938] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:42.247469] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:42.247666] [INFO ] [CONFIGURE ] BV: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:10:42.247729] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1779 tests [2025-10-16T23:10:42.247768] [INFO ] [CONFIGURE ] BV: Testing feature 28/29: add_volume_profile [2025-10-16T23:10:42.247802] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:10:42.409375] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:42.572755] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:10:42.735440] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:42.899799] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:43.061838] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:43.260003] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:43.423066] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:10:43.598986] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:10:43.764302] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:43.933936] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:43.934097] [INFO ] [CONFIGURE ] BV: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:10:43.934141] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1778 tests [2025-10-16T23:10:43.934176] [INFO ] [CONFIGURE ] BV: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:10:43.934210] [INFO ] [CONFIGURE ] BV: Best accuracy: 80.00% [2025-10-16T23:10:43.934262] [INFO ] [CONFIGURE ] BV: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:10:43.934292] [INFO ] [CONFIGURE ] BV: Improvement over baseline: 30.00% [2025-10-16T23:10:43.934319] [INFO ] [CONFIGURE ] BV: Total time: 47.0 seconds [2025-10-16T23:10:43.934394] [INFO ] [CONFIGURE ] BV: Average time per feature: 1.7 seconds [2025-10-16T23:10:43.934432] [INFO ] [CONFIGURE ] BV: Average speed: 0.62 features/sec [2025-10-16T23:10:43.934980] [INFO ] [LOCAL ] Saved configuration for BV: 3 features, 80.00% accuracy -> ./output/feature-sets/BV.json [2025-10-16T23:10:43.935046] [INFO ] [CONFIGURE ] BV: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:10:43.935115] [INFO ] [sig ] [35/96] Successfully configured BV | 0.02 sym/s | Total: 25.9m | ETA: 45.2m [2025-10-16T23:10:43.935171] [INFO ] [sig ] [36/96] Configuring CABO... [2025-10-16T23:10:43.935203] [INFO ] [CONFIGURE ] CABO: Configurate test run. [2025-10-16T23:10:43.935232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-10-16T23:10:43.949525] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CABO'. [2025-10-16T23:10:43.949877] [INFO ] [CONFIGURE ] CABO: Testing with 29 available features [2025-10-16T23:10:43.949933] [INFO ] [CONFIGURE ] CABO: Establishing baseline with no features... [2025-10-16T23:10:44.059798] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:44.170832] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:44.279802] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:44.388312] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:44.496333] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:44.625619] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:44.736529] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:44.848370] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:44.959264] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:45.070007] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:45.070151] [INFO ] [CONFIGURE ] CABO: Baseline score (no features): 70.00% [2025-10-16T23:10:45.070193] [INFO ] [CONFIGURE ] CABO: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:10:45.070225] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:10:45.190375] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:45.312417] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:45.433281] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:45.555021] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:45.678350] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:10:45.805336] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:45.929590] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:46.060268] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:10:46.191146] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:46.316270] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:46.316459] [INFO ] [CONFIGURE ] CABO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:10:46.316503] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1777 tests [2025-10-16T23:10:46.316536] [INFO ] [CONFIGURE ] CABO: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:10:46.316565] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:10:46.441492] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:46.567578] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:10:46.691346] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:46.815187] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:10:46.940560] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:47.062773] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:47.185049] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:47.313122] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:47.448359] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:47.577780] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:10:47.577942] [INFO ] [CONFIGURE ] CABO: DISCARDED add_cumulative_delta (score: 70.00%) [2025-10-16T23:10:47.577985] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1776 tests [2025-10-16T23:10:47.578017] [INFO ] [CONFIGURE ] CABO: Testing feature 3/29: add_daily_returns [2025-10-16T23:10:47.578047] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_daily_returns'] [2025-10-16T23:10:47.690349] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:47.804039] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:10:47.917438] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:48.033411] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:10:48.147134] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:48.258358] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:48.368634] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:48.479141] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:10:48.590607] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:48.703800] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:48.703950] [INFO ] [CONFIGURE ] CABO: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:10:48.703993] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1775 tests [2025-10-16T23:10:48.704028] [INFO ] [CONFIGURE ] CABO: Testing feature 4/29: add_ema [2025-10-16T23:10:48.704058] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_ema'] [2025-10-16T23:10:48.823355] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:48.944751] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:49.088417] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:49.212350] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:49.335897] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:49.458391] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:49.581010] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:10:49.703282] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:10:49.830639] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:49.957487] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:49.957697] [INFO ] [CONFIGURE ] CABO: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:10:49.957759] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1774 tests [2025-10-16T23:10:49.957797] [INFO ] [CONFIGURE ] CABO: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:10:49.957828] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:10:50.085124] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:50.216025] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:10:50.348890] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:50.478282] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:50.608834] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:50.737507] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:50.867378] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:10:50.997233] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:10:51.128864] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:51.265558] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:51.265750] [INFO ] [CONFIGURE ] CABO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:10:51.265804] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1773 tests [2025-10-16T23:10:51.265839] [INFO ] [CONFIGURE ] CABO: Testing feature 6/29: add_failed_moves [2025-10-16T23:10:51.265868] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_failed_moves'] [2025-10-16T23:10:51.375345] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:51.486042] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:51.599465] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:51.710012] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:51.822555] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:51.940513] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:52.075306] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:52.190389] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:52.305143] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:52.426762] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:52.426932] [INFO ] [CONFIGURE ] CABO: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:10:52.426975] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1772 tests [2025-10-16T23:10:52.427008] [INFO ] [CONFIGURE ] CABO: Testing feature 7/29: add_lag_shelf [2025-10-16T23:10:52.427038] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_lag_shelf'] [2025-10-16T23:10:52.528232] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:52.629197] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:52.731630] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:52.834372] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:52.937359] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:53.053888] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:53.160240] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:53.265218] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:53.369592] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:53.474161] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:53.474307] [INFO ] [CONFIGURE ] CABO: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:10:53.474349] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1771 tests [2025-10-16T23:10:53.474383] [INFO ] [CONFIGURE ] CABO: Testing feature 8/29: add_macd [2025-10-16T23:10:53.474413] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:10:53.612631] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:10:53.752369] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:53.895455] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:54.043771] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:10:54.188417] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:54.332405] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:54.475137] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:54.617728] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:54.768067] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:54.912018] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:54.912187] [INFO ] [CONFIGURE ] CABO: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:10:54.912233] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1770 tests [2025-10-16T23:10:54.912267] [INFO ] [CONFIGURE ] CABO: Testing feature 9/29: add_mfi [2025-10-16T23:10:54.912297] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_mfi'] [2025-10-16T23:10:55.029587] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:55.147578] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:55.265877] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:55.384214] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:55.502434] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:55.623048] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:55.741724] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:55.864166] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:55.984277] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:56.103829] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:56.103992] [INFO ] [CONFIGURE ] CABO: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:10:56.104037] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1769 tests [2025-10-16T23:10:56.104070] [INFO ] [CONFIGURE ] CABO: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:10:56.104100] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:10:56.241075] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:56.379609] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:10:56.518466] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:56.657480] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:56.798289] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:56.942548] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:57.085586] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:10:57.229321] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:57.372899] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:57.516058] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:57.516244] [INFO ] [CONFIGURE ] CABO: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T23:10:57.516291] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1768 tests [2025-10-16T23:10:57.516326] [INFO ] [CONFIGURE ] CABO: Testing feature 11/29: add_obv_daily [2025-10-16T23:10:57.516356] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_obv_daily'] [2025-10-16T23:10:57.630756] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:57.746177] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:10:57.862550] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:57.979531] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:58.100911] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:58.221043] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:58.347196] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:58.467667] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:58.587084] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:10:58.707993] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:58.708167] [INFO ] [CONFIGURE ] CABO: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:10:58.708229] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1767 tests [2025-10-16T23:10:58.708265] [INFO ] [CONFIGURE ] CABO: Testing feature 12/29: add_obv_interval [2025-10-16T23:10:58.708295] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_obv_interval'] [2025-10-16T23:10:58.826199] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:10:58.944837] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:10:59.061181] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:10:59.186143] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:10:59.312685] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:10:59.439600] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:10:59.560121] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:10:59.676513] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:10:59.802273] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:10:59.922191] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:10:59.922353] [INFO ] [CONFIGURE ] CABO: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:10:59.922437] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1766 tests [2025-10-16T23:10:59.922476] [INFO ] [CONFIGURE ] CABO: Testing feature 13/29: add_opening_strength [2025-10-16T23:10:59.922506] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:11:00.046628] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:00.171154] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:00.300498] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:11:00.430189] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:11:00.555331] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:00.681299] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:00.809024] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:00.937446] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:01.070259] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:01.201022] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:01.201216] [INFO ] [CONFIGURE ] CABO: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:11:01.201278] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1765 tests [2025-10-16T23:11:01.201314] [INFO ] [CONFIGURE ] CABO: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:11:01.201344] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:11:01.332271] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:01.500206] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:01.634199] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:01.772859] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:01.913922] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:02.052436] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:02.192459] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:02.336768] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:02.493077] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:02.640461] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:02.640665] [INFO ] [CONFIGURE ] CABO: KEPT add_order_flow_imbalance (score: 80.00%) [2025-10-16T23:11:02.640728] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1764 tests [2025-10-16T23:11:02.640813] [INFO ] [CONFIGURE ] CABO: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:11:02.640865] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-10-16T23:11:02.774817] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:02.908424] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:03.041984] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:03.177812] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:03.315907] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:03.458099] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:03.596764] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:03.746525] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:03.901834] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:04.056930] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:04.057093] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:11:04.057143] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1763 tests [2025-10-16T23:11:04.057178] [INFO ] [CONFIGURE ] CABO: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:11:04.057209] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-10-16T23:11:04.215785] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:04.373975] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:04.548426] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:11:04.692767] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:04.840993] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:04.987013] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:05.132516] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:05.278612] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:05.421343] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:11:05.566953] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:05.567092] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:11:05.567136] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1762 tests [2025-10-16T23:11:05.567169] [INFO ] [CONFIGURE ] CABO: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:11:05.567199] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-10-16T23:11:05.714334] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:05.866520] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:06.018955] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:06.163822] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:06.312172] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:06.457298] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:06.605785] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:06.754790] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:06.905887] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:11:07.061349] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:07.061548] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:11:07.061594] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1761 tests [2025-10-16T23:11:07.061629] [INFO ] [CONFIGURE ] CABO: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:11:07.061701] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-10-16T23:11:07.204069] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:07.338298] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:07.469362] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:07.608554] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:07.746358] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:07.881985] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:08.018526] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:08.156585] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:08.295289] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:08.434444] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:08.434608] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:11:08.434756] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1760 tests [2025-10-16T23:11:08.434801] [INFO ] [CONFIGURE ] CABO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:11:08.434836] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-10-16T23:11:08.569931] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:08.707718] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:08.836635] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:08.968489] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:09.095453] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:09.246282] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:09.384824] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:09.519530] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:09.654733] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:09.783785] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:09.783945] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:11:09.783990] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1759 tests [2025-10-16T23:11:09.784024] [INFO ] [CONFIGURE ] CABO: Testing feature 20/29: add_price_rejection [2025-10-16T23:11:09.784056] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-10-16T23:11:09.918418] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:10.057133] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:10.193163] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:10.330125] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:10.472118] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:10.617438] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:10.760798] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:10.899138] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:11.037727] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:11.177371] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:11.177531] [INFO ] [CONFIGURE ] CABO: KEPT add_price_rejection (score: 90.00%) [2025-10-16T23:11:11.177584] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1758 tests [2025-10-16T23:11:11.177624] [INFO ] [CONFIGURE ] CABO: Testing feature 21/29: add_range_position [2025-10-16T23:11:11.177703] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_range_position'] [2025-10-16T23:11:11.337364] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:11.496481] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:11.669308] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:11.834034] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:11.995297] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:12.159912] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:12.329322] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:12.492026] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:12.660853] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:11:12.821370] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:12.821532] [INFO ] [CONFIGURE ] CABO: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:11:12.821576] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1757 tests [2025-10-16T23:11:12.821609] [INFO ] [CONFIGURE ] CABO: Testing feature 22/29: add_realized_volatility [2025-10-16T23:11:12.821664] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_realized_volatility'] [2025-10-16T23:11:13.001676] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:13.181311] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:13.354962] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:13.527560] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:13.701873] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:13.884143] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:14.065601] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:14.271848] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:14.450171] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:14.629833] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:14.630011] [INFO ] [CONFIGURE ] CABO: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:11:14.630055] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1756 tests [2025-10-16T23:11:14.630090] [INFO ] [CONFIGURE ] CABO: Testing feature 23/29: add_recent_range_context [2025-10-16T23:11:14.630120] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_recent_range_context'] [2025-10-16T23:11:14.778907] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:14.932000] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:15.081705] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:15.227954] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:15.386520] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:15.537216] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:15.700174] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:15.850421] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:16.005255] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:16.160878] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:16.161033] [INFO ] [CONFIGURE ] CABO: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:11:16.161079] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1755 tests [2025-10-16T23:11:16.161116] [INFO ] [CONFIGURE ] CABO: Testing feature 24/29: add_rsi [2025-10-16T23:11:16.161150] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-10-16T23:11:16.335873] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:16.512180] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:16.702174] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:16.870323] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:17.045369] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:17.212549] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:17.378567] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:17.545548] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:17.717153] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:11:17.907683] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:17.907864] [INFO ] [CONFIGURE ] CABO: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:11:17.907908] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1754 tests [2025-10-16T23:11:17.907942] [INFO ] [CONFIGURE ] CABO: Testing feature 25/29: add_tick_distribution [2025-10-16T23:11:17.907974] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_tick_distribution'] [2025-10-16T23:11:18.057070] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:18.215726] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:18.393020] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:18.585681] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:18.806534] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:19.032457] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:19.230608] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:19.388690] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:19.542116] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:19.716479] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:19.716690] [INFO ] [CONFIGURE ] CABO: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:11:19.716752] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1753 tests [2025-10-16T23:11:19.716792] [INFO ] [CONFIGURE ] CABO: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:11:19.716825] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-10-16T23:11:19.870545] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:20.025944] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:20.179585] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:20.332220] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:20.482377] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:20.630364] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:20.778742] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:20.928045] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:11:21.081417] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:21.238278] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:21.238449] [INFO ] [CONFIGURE ] CABO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:11:21.238495] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1752 tests [2025-10-16T23:11:21.238531] [INFO ] [CONFIGURE ] CABO: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:11:21.238563] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_price_divergence'] [2025-10-16T23:11:21.395765] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:21.554857] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:21.713438] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:21.885376] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:22.057026] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:22.218812] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:22.379158] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:22.537993] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:11:22.722456] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:11:22.894454] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:22.894631] [INFO ] [CONFIGURE ] CABO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:11:22.894713] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1751 tests [2025-10-16T23:11:22.894755] [INFO ] [CONFIGURE ] CABO: Testing feature 28/29: add_volume_profile [2025-10-16T23:11:22.894787] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_profile'] [2025-10-16T23:11:23.068539] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:11:23.240288] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:23.388477] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:23.534635] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:23.697916] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:23.849051] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:23.998197] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:24.150026] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:24.302476] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:24.459243] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:24.459394] [INFO ] [CONFIGURE ] CABO: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:11:24.459438] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1750 tests [2025-10-16T23:11:24.459471] [INFO ] [CONFIGURE ] CABO: Testing feature 29/29: add_vwap [2025-10-16T23:11:24.459502] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_vwap'] [2025-10-16T23:11:24.607840] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:24.756480] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:24.905872] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:25.065567] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:11:25.226284] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:11:25.389175] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:11:25.548999] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:25.730520] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:11:25.891868] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:11:26.060200] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:26.060391] [INFO ] [CONFIGURE ] CABO: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:11:26.060437] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1749 tests [2025-10-16T23:11:26.060502] [INFO ] [CONFIGURE ] CABO: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:11:26.060558] [INFO ] [CONFIGURE ] CABO: Best accuracy: 90.00% [2025-10-16T23:11:26.060594] [INFO ] [CONFIGURE ] CABO: Best feature set (2 features): ['add_order_flow_imbalance', 'add_price_rejection'] [2025-10-16T23:11:26.060625] [INFO ] [CONFIGURE ] CABO: Improvement over baseline: 20.00% [2025-10-16T23:11:26.060726] [INFO ] [CONFIGURE ] CABO: Total time: 41.0 seconds [2025-10-16T23:11:26.060778] [INFO ] [CONFIGURE ] CABO: Average time per feature: 1.4 seconds [2025-10-16T23:11:26.060809] [INFO ] [CONFIGURE ] CABO: Average speed: 0.71 features/sec [2025-10-16T23:11:26.061356] [INFO ] [LOCAL ] Saved configuration for CABO: 2 features, 90.00% accuracy -> ./output/feature-sets/CABO.json [2025-10-16T23:11:26.061425] [INFO ] [CONFIGURE ] CABO: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-10-16T23:11:26.061488] [INFO ] [sig ] [36/96] Successfully configured CABO | 0.02 sym/s | Total: 26.6m | ETA: 44.3m [2025-10-16T23:11:26.061526] [INFO ] [sig ] [37/96] Configuring CAL... [2025-10-16T23:11:26.061557] [INFO ] [CONFIGURE ] CAL: Configurate test run. [2025-10-16T23:11:26.061589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-10-16T23:11:26.077152] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAL'. [2025-10-16T23:11:26.077694] [INFO ] [CONFIGURE ] CAL: Testing with 29 available features [2025-10-16T23:11:26.077760] [INFO ] [CONFIGURE ] CAL: Establishing baseline with no features... [2025-10-16T23:11:26.188242] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:26.295255] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:26.398763] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:26.504475] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:11:26.610379] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:26.722440] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:26.824966] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:26.934754] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:11:27.042921] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:27.151274] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:27.151412] [INFO ] [CONFIGURE ] CAL: Baseline score (no features): 50.00% [2025-10-16T23:11:27.151456] [INFO ] [CONFIGURE ] CAL: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:11:27.151488] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:11:27.268744] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:27.385595] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:27.505146] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:27.621521] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:11:27.740232] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:27.866863] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:27.985330] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:28.106433] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:11:28.226361] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:28.347177] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:28.347330] [INFO ] [CONFIGURE ] CAL: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T23:11:28.347373] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1748 tests [2025-10-16T23:11:28.347427] [INFO ] [CONFIGURE ] CAL: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:11:28.347459] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:11:28.480618] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:28.621021] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:28.759137] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:28.891525] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:11:29.023855] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:29.163189] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:29.311146] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:29.449424] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:11:29.589848] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:29.731574] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:29.731746] [INFO ] [CONFIGURE ] CAL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:11:29.731800] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1747 tests [2025-10-16T23:11:29.731835] [INFO ] [CONFIGURE ] CAL: Testing feature 3/29: add_daily_returns [2025-10-16T23:11:29.731864] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:11:29.862034] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:29.988296] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:30.105064] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:30.228978] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:11:30.349309] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:30.471423] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:30.589246] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:30.708508] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:30.830591] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:30.949967] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:30.950115] [INFO ] [CONFIGURE ] CAL: KEPT add_daily_returns (score: 70.00%) [2025-10-16T23:11:30.950161] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1746 tests [2025-10-16T23:11:30.950196] [INFO ] [CONFIGURE ] CAL: Testing feature 4/29: add_ema [2025-10-16T23:11:30.950228] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-10-16T23:11:31.091177] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:31.234357] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:31.379454] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:31.525386] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:11:31.673536] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:31.847184] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:31.996417] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:32.142814] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:32.294357] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:32.447944] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:32.448169] [INFO ] [CONFIGURE ] CAL: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:11:32.448234] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1745 tests [2025-10-16T23:11:32.448272] [INFO ] [CONFIGURE ] CAL: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:11:32.448304] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:11:32.594569] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:32.742171] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:32.888925] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:33.036203] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:33.188501] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:33.335991] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:33.484890] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:33.634204] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:33.782931] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:33.943667] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:33.943829] [INFO ] [CONFIGURE ] CAL: KEPT add_exhaustion_signals (score: 80.00%) [2025-10-16T23:11:33.943877] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1744 tests [2025-10-16T23:11:33.943914] [INFO ] [CONFIGURE ] CAL: Testing feature 6/29: add_failed_moves [2025-10-16T23:11:33.943948] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:11:34.096693] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:34.248495] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:34.414535] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:34.573847] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:34.729599] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:34.895974] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:35.052633] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:35.216120] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:35.378771] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:35.538780] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:35.538948] [INFO ] [CONFIGURE ] CAL: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:11:35.538994] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1743 tests [2025-10-16T23:11:35.539031] [INFO ] [CONFIGURE ] CAL: Testing feature 7/29: add_lag_shelf [2025-10-16T23:11:35.539064] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:11:35.691637] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:35.846211] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:36.005834] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:11:36.165201] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:36.318961] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:36.476971] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:36.636160] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:36.801728] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:36.976366] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:37.137946] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:37.138142] [INFO ] [CONFIGURE ] CAL: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:11:37.138488] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1742 tests [2025-10-16T23:11:37.138613] [INFO ] [CONFIGURE ] CAL: Testing feature 8/29: add_macd [2025-10-16T23:11:37.138772] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:11:37.321068] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:37.490937] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:11:37.660832] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:37.831789] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:38.003320] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:38.176556] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:38.345919] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:38.521122] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:38.707791] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:38.892926] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:38.893108] [INFO ] [CONFIGURE ] CAL: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:11:38.893153] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1741 tests [2025-10-16T23:11:38.893186] [INFO ] [CONFIGURE ] CAL: Testing feature 9/29: add_mfi [2025-10-16T23:11:38.893217] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:11:39.051812] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:39.211895] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:39.374606] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:39.540232] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:39.708937] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:39.878629] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:40.051788] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:40.222158] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:40.392332] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:40.564339] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:40.564516] [INFO ] [CONFIGURE ] CAL: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:11:40.564561] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1740 tests [2025-10-16T23:11:40.564595] [INFO ] [CONFIGURE ] CAL: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:11:40.564626] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:11:40.752207] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:40.965310] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:41.147275] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:11:41.333331] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:11:41.538379] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:41.725268] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:41.913097] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:42.116087] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:42.295434] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:42.491041] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:42.491232] [INFO ] [CONFIGURE ] CAL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:11:42.491321] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1739 tests [2025-10-16T23:11:42.491362] [INFO ] [CONFIGURE ] CAL: Testing feature 11/29: add_obv_daily [2025-10-16T23:11:42.491396] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:11:42.656813] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:42.817941] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:42.977149] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:11:43.142429] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:43.305286] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:43.475410] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:43.636857] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:43.799509] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:43.998969] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:44.167845] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:44.168044] [INFO ] [CONFIGURE ] CAL: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:11:44.168163] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1738 tests [2025-10-16T23:11:44.168218] [INFO ] [CONFIGURE ] CAL: Testing feature 12/29: add_obv_interval [2025-10-16T23:11:44.168252] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:11:44.329607] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:44.489364] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:44.646617] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:44.803365] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:44.962092] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:45.120512] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:45.289763] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:45.448205] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:11:45.610983] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:45.780485] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:45.780709] [INFO ] [CONFIGURE ] CAL: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:11:45.780767] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1737 tests [2025-10-16T23:11:45.780804] [INFO ] [CONFIGURE ] CAL: Testing feature 13/29: add_opening_strength [2025-10-16T23:11:45.780836] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-10-16T23:11:45.940061] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:46.099182] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:46.259704] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:11:46.419768] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:46.583555] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:46.751691] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:46.909737] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:47.068873] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:47.227281] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:47.385940] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:47.386110] [INFO ] [CONFIGURE ] CAL: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:11:47.386152] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1736 tests [2025-10-16T23:11:47.386186] [INFO ] [CONFIGURE ] CAL: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:11:47.386216] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:11:47.550448] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:47.723435] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:47.899281] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:48.071444] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:48.241938] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:48.415855] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:48.587983] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:48.763870] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:11:48.939150] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:49.121026] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:49.121198] [INFO ] [CONFIGURE ] CAL: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:11:49.121241] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1735 tests [2025-10-16T23:11:49.121274] [INFO ] [CONFIGURE ] CAL: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:11:49.121304] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:11:49.285565] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:49.440034] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:49.588060] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:49.739199] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:49.889888] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:50.055932] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:50.208573] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:50.363785] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:50.520887] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:50.686590] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:50.686788] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:11:50.686839] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1734 tests [2025-10-16T23:11:50.686875] [INFO ] [CONFIGURE ] CAL: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:11:50.686916] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:11:50.849273] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:51.032536] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:51.194016] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:51.357766] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:51.529456] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:51.694901] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:51.858596] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:52.027140] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:52.192956] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:52.358860] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:52.359027] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:11:52.359072] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1733 tests [2025-10-16T23:11:52.359107] [INFO ] [CONFIGURE ] CAL: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:11:52.359139] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:11:52.526200] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:52.690482] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:52.855910] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:53.033427] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:53.194664] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:53.360323] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:53.533803] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:53.707197] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:53.881795] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:54.052769] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:54.052954] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:11:54.052998] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1732 tests [2025-10-16T23:11:54.053033] [INFO ] [CONFIGURE ] CAL: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:11:54.053064] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:11:54.206756] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:54.364225] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:54.527179] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:54.685985] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:54.844834] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:55.001522] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:55.159228] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:11:55.320079] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:55.492200] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:55.657340] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:11:55.657515] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:11:55.657561] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1731 tests [2025-10-16T23:11:55.657597] [INFO ] [CONFIGURE ] CAL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:11:55.657630] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:11:55.813516] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:55.966697] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:56.127064] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:56.286814] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:56.441000] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:56.594180] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:56.749875] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:56.905509] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:57.073463] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:57.239826] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:57.240004] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:11:57.240048] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1730 tests [2025-10-16T23:11:57.240083] [INFO ] [CONFIGURE ] CAL: Testing feature 20/29: add_price_rejection [2025-10-16T23:11:57.240114] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:11:57.413760] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:57.588829] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:57.758997] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:57.931125] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:58.102449] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:58.270105] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:11:58.443581] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:11:58.609661] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:11:58.777638] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:11:58.943181] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:11:58.943345] [INFO ] [CONFIGURE ] CAL: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:11:58.943389] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1729 tests [2025-10-16T23:11:58.943422] [INFO ] [CONFIGURE ] CAL: Testing feature 21/29: add_range_position [2025-10-16T23:11:58.943453] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:11:59.111205] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:11:59.303361] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:11:59.477292] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:11:59.648901] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:11:59.816150] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:11:59.986606] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:00.170232] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:00.349148] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:12:00.531085] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:00.718445] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:12:00.718634] [INFO ] [CONFIGURE ] CAL: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:12:00.718717] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1728 tests [2025-10-16T23:12:00.718756] [INFO ] [CONFIGURE ] CAL: Testing feature 22/29: add_realized_volatility [2025-10-16T23:12:00.718788] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:12:00.908234] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:01.100058] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:01.291553] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:01.485638] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:12:01.676283] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:01.875290] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:02.064535] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:02.258863] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:12:02.458308] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:02.661419] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:02.661637] [INFO ] [CONFIGURE ] CAL: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:12:02.661722] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1727 tests [2025-10-16T23:12:02.661762] [INFO ] [CONFIGURE ] CAL: Testing feature 23/29: add_recent_range_context [2025-10-16T23:12:02.661794] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:12:02.838460] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:03.004041] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:03.167597] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:03.335055] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:12:03.505951] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:03.669817] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:03.834271] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:04.002735] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:04.171404] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:04.339170] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:04.339304] [INFO ] [CONFIGURE ] CAL: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:12:04.339348] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1726 tests [2025-10-16T23:12:04.339383] [INFO ] [CONFIGURE ] CAL: Testing feature 24/29: add_rsi [2025-10-16T23:12:04.339415] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:12:04.517457] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:04.697673] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:04.880795] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:05.068377] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:12:05.259995] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:05.445250] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:05.634551] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:05.838890] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:06.032498] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:06.228068] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:06.228311] [INFO ] [CONFIGURE ] CAL: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:12:06.228362] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1725 tests [2025-10-16T23:12:06.228397] [INFO ] [CONFIGURE ] CAL: Testing feature 25/29: add_tick_distribution [2025-10-16T23:12:06.228427] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:12:06.392720] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:06.553258] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:06.717991] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:06.883329] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:12:07.047424] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:07.214622] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:07.377680] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:07.551765] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:07.731071] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:07.914222] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:07.914388] [INFO ] [CONFIGURE ] CAL: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:12:07.914430] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1724 tests [2025-10-16T23:12:07.914516] [INFO ] [CONFIGURE ] CAL: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:12:07.914557] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:12:08.083009] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:08.249952] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:08.453134] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:08.624237] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:12:08.789626] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:08.958667] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:09.128354] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:09.303277] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:09.477088] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:09.658928] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:12:09.659179] [INFO ] [CONFIGURE ] CAL: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:12:09.659231] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1723 tests [2025-10-16T23:12:09.659267] [INFO ] [CONFIGURE ] CAL: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:12:09.659300] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:12:09.835483] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:10.008279] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:10.182110] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:10.359895] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:12:10.544372] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:10.715994] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:10.942823] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:11.193985] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:11.438820] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:11.634374] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:11.634606] [INFO ] [CONFIGURE ] CAL: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:12:11.634687] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1722 tests [2025-10-16T23:12:11.634740] [INFO ] [CONFIGURE ] CAL: Testing feature 28/29: add_volume_profile [2025-10-16T23:12:11.634775] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:12:11.807666] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:11.983435] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:12.156052] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:12.319947] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:12:12.484448] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:12.649475] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:12.806927] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:12.973860] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:13.139374] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:13.309636] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:12:13.309865] [INFO ] [CONFIGURE ] CAL: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:12:13.309913] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1721 tests [2025-10-16T23:12:13.309948] [INFO ] [CONFIGURE ] CAL: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:12:13.309977] [INFO ] [CONFIGURE ] CAL: Best accuracy: 80.00% [2025-10-16T23:12:13.310007] [INFO ] [CONFIGURE ] CAL: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:12:13.310034] [INFO ] [CONFIGURE ] CAL: Improvement over baseline: 30.00% [2025-10-16T23:12:13.310061] [INFO ] [CONFIGURE ] CAL: Total time: 46.2 seconds [2025-10-16T23:12:13.310086] [INFO ] [CONFIGURE ] CAL: Average time per feature: 1.6 seconds [2025-10-16T23:12:13.310112] [INFO ] [CONFIGURE ] CAL: Average speed: 0.63 features/sec [2025-10-16T23:12:13.310695] [INFO ] [LOCAL ] Saved configuration for CAL: 4 features, 80.00% accuracy -> ./output/feature-sets/CAL.json [2025-10-16T23:12:13.310763] [INFO ] [CONFIGURE ] CAL: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-10-16T23:12:13.310822] [INFO ] [sig ] [37/96] Successfully configured CAL | 0.02 sym/s | Total: 27.4m | ETA: 43.7m [2025-10-16T23:12:13.310857] [INFO ] [sig ] [38/96] Configuring CBT... [2025-10-16T23:12:13.310896] [INFO ] [CONFIGURE ] CBT: Configurate test run. [2025-10-16T23:12:13.310928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'. [2025-10-16T23:12:13.326209] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBT'. [2025-10-16T23:12:13.326693] [INFO ] [CONFIGURE ] CBT: Testing with 29 available features [2025-10-16T23:12:13.326750] [INFO ] [CONFIGURE ] CBT: Establishing baseline with no features... [2025-10-16T23:12:13.433252] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:13.540547] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:13.644056] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:13.748775] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:13.857566] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:13.965052] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:14.084559] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:14.197289] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:14.323775] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:14.433992] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:14.434138] [INFO ] [CONFIGURE ] CBT: Baseline score (no features): 70.00% [2025-10-16T23:12:14.434182] [INFO ] [CONFIGURE ] CBT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:12:14.434214] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:12:14.553347] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:14.674152] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:14.794612] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:14.918279] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:15.041456] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:15.162984] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:15.283878] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:15.403786] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:15.524071] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:15.649416] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:15.649574] [INFO ] [CONFIGURE ] CBT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:12:15.649616] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1720 tests [2025-10-16T23:12:15.649679] [INFO ] [CONFIGURE ] CBT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:12:15.649730] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:12:15.773854] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:15.899337] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:16.028882] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:16.157846] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:16.287918] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:12:16.413979] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:16.543018] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:16.668539] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:16.795867] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:16.923287] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:16.923468] [INFO ] [CONFIGURE ] CBT: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:12:16.923514] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1719 tests [2025-10-16T23:12:16.923550] [INFO ] [CONFIGURE ] CBT: Testing feature 3/29: add_daily_returns [2025-10-16T23:12:16.923583] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns'] [2025-10-16T23:12:17.044783] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:17.159610] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:17.279861] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:17.405413] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:17.527662] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:17.631861] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:17.736864] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:17.854856] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:17.969132] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:18.077049] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:18.077173] [INFO ] [CONFIGURE ] CBT: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:12:18.077215] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1718 tests [2025-10-16T23:12:18.077248] [INFO ] [CONFIGURE ] CBT: Testing feature 4/29: add_ema [2025-10-16T23:12:18.077277] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_ema'] [2025-10-16T23:12:18.193882] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:18.314474] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:18.432514] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:18.551125] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:18.673236] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:18.792105] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:18.912119] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:19.035794] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:19.156596] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:19.274781] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:19.274922] [INFO ] [CONFIGURE ] CBT: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:12:19.274967] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1717 tests [2025-10-16T23:12:19.275001] [INFO ] [CONFIGURE ] CBT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:12:19.275030] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:12:19.396776] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:19.520471] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:19.645115] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:19.774349] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:19.899173] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:20.025404] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:20.152010] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:20.281292] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:20.415434] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:20.562673] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:20.562816] [INFO ] [CONFIGURE ] CBT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:12:20.562859] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1716 tests [2025-10-16T23:12:20.562892] [INFO ] [CONFIGURE ] CBT: Testing feature 6/29: add_failed_moves [2025-10-16T23:12:20.562921] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_failed_moves'] [2025-10-16T23:12:20.669741] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:20.776087] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:20.889403] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:21.002868] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:21.124604] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:21.239696] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:21.355745] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:21.471616] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:21.588820] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:21.707964] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:21.708074] [INFO ] [CONFIGURE ] CBT: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:12:21.708116] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1715 tests [2025-10-16T23:12:21.708179] [INFO ] [CONFIGURE ] CBT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:12:21.708223] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_lag_shelf'] [2025-10-16T23:12:21.817299] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:21.916715] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:22.017026] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:22.117196] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:22.217927] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:22.319263] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:22.419802] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:22.523543] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:22.624803] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:22.727450] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:22.727568] [INFO ] [CONFIGURE ] CBT: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:12:22.727609] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1714 tests [2025-10-16T23:12:22.727662] [INFO ] [CONFIGURE ] CBT: Testing feature 8/29: add_macd [2025-10-16T23:12:22.727718] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:12:22.865931] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:23.001580] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:23.137478] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:23.278593] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:23.417012] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:23.587251] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:23.728052] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:23.871774] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:24.014987] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:24.157477] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:24.157614] [INFO ] [CONFIGURE ] CBT: DISCARDED add_macd (score: 30.00%) [2025-10-16T23:12:24.157689] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1713 tests [2025-10-16T23:12:24.157736] [INFO ] [CONFIGURE ] CBT: Testing feature 9/29: add_mfi [2025-10-16T23:12:24.157768] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_mfi'] [2025-10-16T23:12:24.272534] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:24.386521] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:24.500400] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:24.617978] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:24.732630] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:24.847821] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:24.964636] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:25.082921] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:25.201048] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:25.324286] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:25.324438] [INFO ] [CONFIGURE ] CBT: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:12:25.324481] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1712 tests [2025-10-16T23:12:25.324513] [INFO ] [CONFIGURE ] CBT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:12:25.324543] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:12:25.453295] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:25.581838] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:25.711343] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:25.842585] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:25.978052] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:26.111895] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:26.246502] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:26.382481] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:26.524215] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:26.673590] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:26.673793] [INFO ] [CONFIGURE ] CBT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:12:26.673866] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1711 tests [2025-10-16T23:12:26.673905] [INFO ] [CONFIGURE ] CBT: Testing feature 11/29: add_obv_daily [2025-10-16T23:12:26.673935] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_obv_daily'] [2025-10-16T23:12:26.806965] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:26.921747] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:27.036818] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:27.152977] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:27.270841] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:27.391379] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:27.509251] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:27.628321] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:27.748915] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:27.865726] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:27.865884] [INFO ] [CONFIGURE ] CBT: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:12:27.865927] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1710 tests [2025-10-16T23:12:27.865960] [INFO ] [CONFIGURE ] CBT: Testing feature 12/29: add_obv_interval [2025-10-16T23:12:27.865988] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_obv_interval'] [2025-10-16T23:12:27.984153] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:28.103857] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:28.222039] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:28.338385] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:28.456821] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:28.575770] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:28.708146] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:28.832584] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:28.952850] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:29.077139] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:29.077305] [INFO ] [CONFIGURE ] CBT: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:12:29.077348] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1709 tests [2025-10-16T23:12:29.077381] [INFO ] [CONFIGURE ] CBT: Testing feature 13/29: add_opening_strength [2025-10-16T23:12:29.077459] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:12:29.201902] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:29.329663] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:29.456920] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:29.584420] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:29.709414] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:29.837241] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:29.965275] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:30.091398] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:30.221496] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:30.346604] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:30.346793] [INFO ] [CONFIGURE ] CBT: DISCARDED add_opening_strength (score: 20.00%) [2025-10-16T23:12:30.346843] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1708 tests [2025-10-16T23:12:30.346877] [INFO ] [CONFIGURE ] CBT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:12:30.346907] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:12:30.473272] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:30.598785] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:30.723930] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:30.856480] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:30.986253] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:31.114109] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:31.252546] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:31.386223] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:31.521244] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:31.658854] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:31.659024] [INFO ] [CONFIGURE ] CBT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:12:31.659071] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1707 tests [2025-10-16T23:12:31.659105] [INFO ] [CONFIGURE ] CBT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:12:31.659134] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:12:31.769633] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:31.882062] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:31.995516] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:32.109224] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:32.222473] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:32.338414] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:32.452848] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:32.563357] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:32.697293] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:32.821103] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:32.821274] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:12:32.821319] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1706 tests [2025-10-16T23:12:32.821353] [INFO ] [CONFIGURE ] CBT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:12:32.821408] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:12:32.962979] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:33.104850] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:33.247406] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:33.385846] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:33.526003] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:33.663810] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:33.786335] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:33.905897] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:34.036513] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:34.177483] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:34.177702] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:12:34.177767] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1705 tests [2025-10-16T23:12:34.177807] [INFO ] [CONFIGURE ] CBT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:12:34.177841] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:12:34.319227] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:34.471890] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:34.612759] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:34.754286] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:34.893933] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:35.045560] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:35.193380] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:35.320892] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:35.452816] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:35.579621] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:35.579770] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:12:35.579820] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1704 tests [2025-10-16T23:12:35.579855] [INFO ] [CONFIGURE ] CBT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:12:35.579887] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:12:35.725258] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:35.841507] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:35.954551] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:36.066696] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:36.178924] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:36.293168] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:36.410721] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:36.529822] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:36.644111] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:36.759119] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:36.759259] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:12:36.759301] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1703 tests [2025-10-16T23:12:36.759334] [INFO ] [CONFIGURE ] CBT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:12:36.759363] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:12:36.867720] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:36.979114] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:37.100748] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:37.221132] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:37.337367] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:37.461718] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:37.580256] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:37.697576] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:37.816285] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:37.935177] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:37.935368] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:12:37.935425] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1702 tests [2025-10-16T23:12:37.935460] [INFO ] [CONFIGURE ] CBT: Testing feature 20/29: add_price_rejection [2025-10-16T23:12:37.935489] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_price_rejection'] [2025-10-16T23:12:38.062022] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:38.183434] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:38.305474] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:38.428734] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:38.552545] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:38.684257] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:38.820116] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:38.948162] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:39.073358] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:39.198830] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:39.198969] [INFO ] [CONFIGURE ] CBT: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:12:39.199050] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1701 tests [2025-10-16T23:12:39.199103] [INFO ] [CONFIGURE ] CBT: Testing feature 21/29: add_range_position [2025-10-16T23:12:39.199134] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_range_position'] [2025-10-16T23:12:39.322030] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:39.445525] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:39.568544] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:39.694095] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:39.825143] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:39.958250] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:40.089219] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:40.236851] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:40.369379] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:40.502606] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:40.502791] [INFO ] [CONFIGURE ] CBT: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:12:40.502843] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1700 tests [2025-10-16T23:12:40.502878] [INFO ] [CONFIGURE ] CBT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:12:40.502908] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_realized_volatility'] [2025-10-16T23:12:40.646726] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:40.793600] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:40.935963] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:41.084731] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:41.228390] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:41.376690] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:41.526430] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:41.677467] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:41.822857] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:41.969308] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:41.969477] [INFO ] [CONFIGURE ] CBT: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:12:41.969522] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1699 tests [2025-10-16T23:12:41.969556] [INFO ] [CONFIGURE ] CBT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:12:41.969586] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_recent_range_context'] [2025-10-16T23:12:42.083615] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:42.198771] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:42.312938] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:42.426599] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:42.541809] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:42.662104] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:42.779404] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:42.896741] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:43.014380] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:43.128499] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:43.128636] [INFO ] [CONFIGURE ] CBT: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:12:43.128717] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1698 tests [2025-10-16T23:12:43.128757] [INFO ] [CONFIGURE ] CBT: Testing feature 24/29: add_rsi [2025-10-16T23:12:43.128790] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:12:43.256855] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:43.386814] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:43.517298] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:43.650600] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:43.785745] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:43.923166] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:44.058808] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:44.192928] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:44.328086] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:44.472953] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:44.473130] [INFO ] [CONFIGURE ] CBT: DISCARDED add_rsi (score: 30.00%) [2025-10-16T23:12:44.473176] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1697 tests [2025-10-16T23:12:44.473211] [INFO ] [CONFIGURE ] CBT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:12:44.473242] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_tick_distribution'] [2025-10-16T23:12:44.587112] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:44.708878] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:44.823525] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:44.941981] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:45.065979] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:45.184855] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:45.301297] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:45.417352] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:45.533371] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:45.655778] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:45.655999] [INFO ] [CONFIGURE ] CBT: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:12:45.656050] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1696 tests [2025-10-16T23:12:45.656085] [INFO ] [CONFIGURE ] CBT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:12:45.656115] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:12:45.775918] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:45.895781] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:46.015315] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:46.140792] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:46.261475] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:46.383507] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:46.511625] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:46.638117] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:46.763384] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:46.891261] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:46.891448] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:12:46.891495] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1695 tests [2025-10-16T23:12:46.891530] [INFO ] [CONFIGURE ] CBT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:12:46.891561] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:12:47.022597] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:47.150496] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:47.280341] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:12:47.416292] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:47.550358] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:47.691799] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:47.850815] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:47.984110] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:48.118921] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:48.259811] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:48.260013] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:12:48.260060] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1694 tests [2025-10-16T23:12:48.260094] [INFO ] [CONFIGURE ] CBT: Testing feature 28/29: add_volume_profile [2025-10-16T23:12:48.260125] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_volume_profile'] [2025-10-16T23:12:48.383022] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:48.505568] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:48.626470] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:48.747511] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:48.871420] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:48.992092] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:12:49.117300] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:49.244409] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:12:49.369034] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:49.492828] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:12:49.493024] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:12:49.493069] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1693 tests [2025-10-16T23:12:49.493103] [INFO ] [CONFIGURE ] CBT: Testing feature 29/29: add_vwap [2025-10-16T23:12:49.493134] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap'] [2025-10-16T23:12:49.614457] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:49.735962] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:49.863320] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:12:49.988317] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:50.113172] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:12:50.237728] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:50.362511] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:50.488804] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:12:50.613258] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:50.772173] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:12:50.772381] [INFO ] [CONFIGURE ] CBT: DISCARDED add_vwap (score: 10.00%) [2025-10-16T23:12:50.772446] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1692 tests [2025-10-16T23:12:50.772495] [INFO ] [CONFIGURE ] CBT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:12:50.772532] [INFO ] [CONFIGURE ] CBT: Best accuracy: 70.00% [2025-10-16T23:12:50.772586] [INFO ] [CONFIGURE ] CBT: Best feature set (0 features): [] [2025-10-16T23:12:50.772665] [INFO ] [CONFIGURE ] CBT: Improvement over baseline: 0.00% [2025-10-16T23:12:50.772727] [INFO ] [CONFIGURE ] CBT: Total time: 36.3 seconds [2025-10-16T23:12:50.772830] [INFO ] [CONFIGURE ] CBT: Average time per feature: 1.3 seconds [2025-10-16T23:12:50.772883] [INFO ] [CONFIGURE ] CBT: Average speed: 0.80 features/sec [2025-10-16T23:12:50.773581] [INFO ] [LOCAL ] Saved configuration for CBT: 0 features, 70.00% accuracy -> ./output/feature-sets/CBT.json [2025-10-16T23:12:50.773677] [INFO ] [CONFIGURE ] CBT: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-10-16T23:12:50.773748] [INFO ] [sig ] [38/96] Successfully configured CBT | 0.02 sym/s | Total: 28.0m | ETA: 42.8m [2025-10-16T23:12:50.773789] [INFO ] [sig ] [39/96] Configuring CBZ... [2025-10-16T23:12:50.773826] [INFO ] [CONFIGURE ] CBZ: Configurate test run. [2025-10-16T23:12:50.773863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-10-16T23:12:50.789569] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBZ'. [2025-10-16T23:12:50.790088] [INFO ] [CONFIGURE ] CBZ: Testing with 29 available features [2025-10-16T23:12:50.790154] [INFO ] [CONFIGURE ] CBZ: Establishing baseline with no features... [2025-10-16T23:12:50.898987] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:51.009501] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:51.113672] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:51.218468] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:51.324415] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:12:51.436384] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:51.548484] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:51.661525] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:12:51.775472] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:51.891011] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:51.891200] [INFO ] [CONFIGURE ] CBZ: Baseline score (no features): 50.00% [2025-10-16T23:12:51.891246] [INFO ] [CONFIGURE ] CBZ: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:12:51.891280] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:12:52.012418] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:52.133199] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:52.259772] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:52.383040] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:52.507801] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:12:52.630017] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:52.748776] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:52.871820] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:52.992840] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:53.113912] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:53.114072] [INFO ] [CONFIGURE ] CBZ: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:12:53.114115] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1691 tests [2025-10-16T23:12:53.114147] [INFO ] [CONFIGURE ] CBZ: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:12:53.114177] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:12:53.248538] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:53.382767] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:53.517731] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:53.654834] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:12:53.797247] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:12:53.935497] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:54.073861] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:54.214140] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:54.356610] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:54.494017] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:54.494168] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:12:54.494211] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1690 tests [2025-10-16T23:12:54.494245] [INFO ] [CONFIGURE ] CBZ: Testing feature 3/29: add_daily_returns [2025-10-16T23:12:54.494274] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:12:54.612187] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:54.732947] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:54.851983] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:54.971790] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:55.093153] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:12:55.217189] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:55.341124] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:55.468393] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:55.592801] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:55.720048] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:55.720229] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:12:55.720287] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1689 tests [2025-10-16T23:12:55.720323] [INFO ] [CONFIGURE ] CBZ: Testing feature 4/29: add_ema [2025-10-16T23:12:55.720355] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:12:55.852270] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:55.992174] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:56.136581] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:56.278028] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:56.415277] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:12:56.549544] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:56.685220] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:56.821818] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:12:56.960810] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:12:57.102885] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:57.103063] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:12:57.103108] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1688 tests [2025-10-16T23:12:57.103143] [INFO ] [CONFIGURE ] CBZ: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:12:57.103174] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:12:57.245294] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:12:57.385994] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:12:57.530195] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:57.672563] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:57.814534] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:12:57.963223] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:58.112467] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:12:58.262899] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:58.418851] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:58.576855] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:58.577024] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:12:58.577067] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1687 tests [2025-10-16T23:12:58.577101] [INFO ] [CONFIGURE ] CBZ: Testing feature 6/29: add_failed_moves [2025-10-16T23:12:58.577132] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:12:58.708266] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:12:58.845285] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:12:58.977289] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:12:59.110765] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:12:59.240247] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:12:59.374619] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:12:59.510039] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:12:59.644633] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:12:59.782012] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:12:59.947305] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:12:59.947468] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:12:59.947512] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1686 tests [2025-10-16T23:12:59.947545] [INFO ] [CONFIGURE ] CBZ: Testing feature 7/29: add_lag_shelf [2025-10-16T23:12:59.947576] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:13:00.068427] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:00.193626] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:00.315850] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:00.441000] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:00.569929] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:00.694333] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:13:00.820353] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:00.946188] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:01.076942] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:01.206032] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:01.206195] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:13:01.206237] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1685 tests [2025-10-16T23:13:01.206271] [INFO ] [CONFIGURE ] CBZ: Testing feature 8/29: add_macd [2025-10-16T23:13:01.206301] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:13:01.365814] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:01.527360] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:01.697231] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:01.894446] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:02.085191] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:02.273871] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:02.454372] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:02.625028] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:02.788769] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:02.955724] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:02.955895] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_macd (score: 30.00%) [2025-10-16T23:13:02.955941] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1684 tests [2025-10-16T23:13:02.955974] [INFO ] [CONFIGURE ] CBZ: Testing feature 9/29: add_mfi [2025-10-16T23:13:02.956003] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:13:03.088293] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:03.235033] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:03.413133] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:03.606066] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:03.810422] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:03.980575] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:04.134922] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:04.280332] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:04.417353] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:04.551317] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:04.551497] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:13:04.551583] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1683 tests [2025-10-16T23:13:04.551623] [INFO ] [CONFIGURE ] CBZ: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:13:04.551687] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:13:04.697582] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:04.846136] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:04.993975] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:05.143620] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:05.297523] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:05.446834] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:05.599043] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:05.753066] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:05.908343] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:06.063770] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:06.063932] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:13:06.063981] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1682 tests [2025-10-16T23:13:06.064018] [INFO ] [CONFIGURE ] CBZ: Testing feature 11/29: add_obv_daily [2025-10-16T23:13:06.064072] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:13:06.188317] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:06.313745] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:06.439557] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:06.568796] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:06.709864] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:06.837454] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:06.965849] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:07.095358] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:07.227586] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:07.359038] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:07.359201] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:13:07.359247] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1681 tests [2025-10-16T23:13:07.359282] [INFO ] [CONFIGURE ] CBZ: Testing feature 12/29: add_obv_interval [2025-10-16T23:13:07.359317] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:13:07.487298] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:07.613800] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:07.740535] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:07.868125] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:07.995578] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:08.122328] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:13:08.251001] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:08.377780] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:13:08.504435] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:08.631489] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:08.631694] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:13:08.631754] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1680 tests [2025-10-16T23:13:08.631792] [INFO ] [CONFIGURE ] CBZ: Testing feature 13/29: add_opening_strength [2025-10-16T23:13:08.631824] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:13:08.761919] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:08.900719] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:09.073433] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:09.206240] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:09.344192] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:09.477570] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:09.614155] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:09.749553] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:13:09.891096] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:10.033664] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:10.033835] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:13:10.033879] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1679 tests [2025-10-16T23:13:10.033914] [INFO ] [CONFIGURE ] CBZ: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:13:10.033995] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:13:10.173945] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:10.311424] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:10.448419] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:10.586315] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:10.725829] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:10.871091] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:11.013816] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:11.155591] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:11.303567] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:11.448995] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:11.449172] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:13:11.449219] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1678 tests [2025-10-16T23:13:11.449252] [INFO ] [CONFIGURE ] CBZ: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:13:11.449283] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:13:11.571881] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:11.705434] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:11.829015] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:11.948107] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:12.096593] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:12.220480] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:12.342396] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:12.464187] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:12.588813] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:12.712336] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:12.712532] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:13:12.712578] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1677 tests [2025-10-16T23:13:12.712611] [INFO ] [CONFIGURE ] CBZ: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:13:12.712663] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:13:12.841275] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:12.971918] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:13.100701] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:13.228735] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:13.371585] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:13.511079] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:13:13.641786] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:13.794597] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:13:13.930323] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:14.072777] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:14.072943] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:13:14.072987] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1676 tests [2025-10-16T23:13:14.073022] [INFO ] [CONFIGURE ] CBZ: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:13:14.073053] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:13:14.206630] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:14.344326] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:14.482782] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:14.615951] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:14.749464] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:14.885017] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:15.019594] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:15.153913] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:13:15.287954] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:15.425362] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:15.425512] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:13:15.425561] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1675 tests [2025-10-16T23:13:15.425594] [INFO ] [CONFIGURE ] CBZ: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:13:15.425624] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:13:15.544486] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:15.671045] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:15.791812] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:15.913700] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:16.035508] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:16.164020] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:16.290698] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:16.416550] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:16.557467] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:16.682533] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:16.682765] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:13:16.682828] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1674 tests [2025-10-16T23:13:16.682868] [INFO ] [CONFIGURE ] CBZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:13:16.682900] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:13:16.806928] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:16.929295] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:17.064155] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:17.188240] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:17.312171] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:17.439007] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:17.571493] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:17.696514] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:17.831069] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:17.957891] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:17.958052] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:13:17.958094] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1673 tests [2025-10-16T23:13:17.958151] [INFO ] [CONFIGURE ] CBZ: Testing feature 20/29: add_price_rejection [2025-10-16T23:13:17.958207] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:13:18.099368] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:18.228577] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:18.356249] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:18.487373] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:18.618382] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:18.746352] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:18.883990] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:19.013007] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:19.141087] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:19.270942] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:19.271093] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:13:19.271138] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1672 tests [2025-10-16T23:13:19.271171] [INFO ] [CONFIGURE ] CBZ: Testing feature 21/29: add_range_position [2025-10-16T23:13:19.271201] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:13:19.406009] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:19.543094] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:19.683733] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:19.823904] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:19.968033] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:20.111828] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:20.256409] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:20.401029] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:20.548318] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:20.689700] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:20.689846] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:13:20.689890] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1671 tests [2025-10-16T23:13:20.689923] [INFO ] [CONFIGURE ] CBZ: Testing feature 22/29: add_realized_volatility [2025-10-16T23:13:20.689952] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:13:20.841232] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:20.993086] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:21.159958] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:21.312680] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:21.465053] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:21.618238] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:21.776349] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:21.931206] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:22.094278] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:22.248532] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:22.248702] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:13:22.248784] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1670 tests [2025-10-16T23:13:22.248822] [INFO ] [CONFIGURE ] CBZ: Testing feature 23/29: add_recent_range_context [2025-10-16T23:13:22.248853] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:13:22.370966] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:22.494219] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:22.618396] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:22.743973] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:22.872494] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:22.997561] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:23.127481] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:23.253824] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:23.381778] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:23.509398] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:23.509538] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:13:23.509582] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1669 tests [2025-10-16T23:13:23.509678] [INFO ] [CONFIGURE ] CBZ: Testing feature 24/29: add_rsi [2025-10-16T23:13:23.509730] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:13:23.652573] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:23.802833] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:23.974069] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:24.141952] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:24.292090] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:24.443078] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:24.585638] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:24.732566] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:24.902608] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:25.056522] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:25.056792] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:13:25.056850] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1668 tests [2025-10-16T23:13:25.056965] [INFO ] [CONFIGURE ] CBZ: Testing feature 25/29: add_tick_distribution [2025-10-16T23:13:25.057017] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:13:25.182745] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:25.314961] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:25.448427] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:25.581775] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:25.713814] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:25.850100] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:25.983089] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:26.113398] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:26.244764] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:26.375129] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:26.375297] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:13:26.375340] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1667 tests [2025-10-16T23:13:26.375374] [INFO ] [CONFIGURE ] CBZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:13:26.375403] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:13:26.503684] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:26.633101] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:26.764008] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:26.894213] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:27.025497] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:27.167226] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:13:27.303455] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:27.437521] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:13:27.573169] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:27.709958] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:27.710125] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:13:27.710167] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1666 tests [2025-10-16T23:13:27.710202] [INFO ] [CONFIGURE ] CBZ: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:13:27.710232] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:13:27.848406] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:27.988495] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:28.129436] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:28.276400] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:28.418384] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:13:28.563401] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:28.705323] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:28.847269] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:28.988765] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:29.132716] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:29.132907] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:13:29.132953] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1665 tests [2025-10-16T23:13:29.132988] [INFO ] [CONFIGURE ] CBZ: Testing feature 28/29: add_volume_profile [2025-10-16T23:13:29.133018] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T23:13:29.267135] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:13:29.399856] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:29.532637] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:29.666862] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:29.804160] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:29.945510] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:30.099626] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:30.239773] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:13:30.391481] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:13:30.531564] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:30.531771] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_profile (score: 30.00%) [2025-10-16T23:13:30.531845] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1664 tests [2025-10-16T23:13:30.531904] [INFO ] [CONFIGURE ] CBZ: Testing feature 29/29: add_vwap [2025-10-16T23:13:30.531939] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T23:13:30.672883] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:13:30.809124] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:30.944942] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:31.079386] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:31.216805] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:13:31.357445] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:31.498116] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:31.634242] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:13:31.770252] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:31.906595] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:13:31.906782] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_vwap (score: 40.00%) [2025-10-16T23:13:31.906833] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1663 tests [2025-10-16T23:13:31.906867] [INFO ] [CONFIGURE ] CBZ: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:13:31.906895] [INFO ] [CONFIGURE ] CBZ: Best accuracy: 70.00% [2025-10-16T23:13:31.906924] [INFO ] [CONFIGURE ] CBZ: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T23:13:31.906951] [INFO ] [CONFIGURE ] CBZ: Improvement over baseline: 20.00% [2025-10-16T23:13:31.906976] [INFO ] [CONFIGURE ] CBZ: Total time: 40.0 seconds [2025-10-16T23:13:31.907002] [INFO ] [CONFIGURE ] CBZ: Average time per feature: 1.4 seconds [2025-10-16T23:13:31.907027] [INFO ] [CONFIGURE ] CBZ: Average speed: 0.72 features/sec [2025-10-16T23:13:31.907495] [INFO ] [LOCAL ] Saved configuration for CBZ: 1 features, 70.00% accuracy -> ./output/feature-sets/CBZ.json [2025-10-16T23:13:31.907560] [INFO ] [CONFIGURE ] CBZ: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:13:31.907620] [INFO ] [sig ] [39/96] Successfully configured CBZ | 0.02 sym/s | Total: 28.7m | ETA: 42.0m [2025-10-16T23:13:31.907682] [INFO ] [sig ] [40/96] Configuring CHN... [2025-10-16T23:13:31.907728] [INFO ] [CONFIGURE ] CHN: Configurate test run. [2025-10-16T23:13:31.907760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'. [2025-10-16T23:13:31.920483] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHN'. [2025-10-16T23:13:31.920834] [INFO ] [CONFIGURE ] CHN: Testing with 29 available features [2025-10-16T23:13:31.920917] [INFO ] [CONFIGURE ] CHN: Establishing baseline with no features... [2025-10-16T23:13:32.027938] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:32.133739] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:32.238922] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:32.343926] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:32.448624] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:32.560481] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:32.675748] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:32.788740] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:32.897130] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:33.004239] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:33.004396] [INFO ] [CONFIGURE ] CHN: Baseline score (no features): 40.00% [2025-10-16T23:13:33.004439] [INFO ] [CONFIGURE ] CHN: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:13:33.004472] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:13:33.119889] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:13:33.243920] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:33.392143] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:33.509340] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:33.641176] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:33.762908] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:33.892317] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:34.010744] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:34.135588] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:34.268069] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:34.268274] [INFO ] [CONFIGURE ] CHN: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T23:13:34.268324] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1662 tests [2025-10-16T23:13:34.268358] [INFO ] [CONFIGURE ] CHN: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:13:34.268389] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:13:34.401433] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:34.534297] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:34.671987] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:34.808691] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:34.944264] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:35.090302] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:35.226535] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:35.366008] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:35.515094] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:35.658005] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:35.658186] [INFO ] [CONFIGURE ] CHN: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:13:35.658248] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1661 tests [2025-10-16T23:13:35.658284] [INFO ] [CONFIGURE ] CHN: Testing feature 3/29: add_daily_returns [2025-10-16T23:13:35.658315] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:13:35.779755] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:35.902093] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:36.023818] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:36.146772] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:36.273969] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:36.434499] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:36.565383] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:36.695890] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:36.830440] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:36.965769] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:36.965958] [INFO ] [CONFIGURE ] CHN: DISCARDED add_daily_returns (score: 20.00%) [2025-10-16T23:13:36.966013] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1660 tests [2025-10-16T23:13:36.966051] [INFO ] [CONFIGURE ] CHN: Testing feature 4/29: add_ema [2025-10-16T23:13:36.966083] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:13:37.117397] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:37.266236] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:37.405628] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:37.547605] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:37.691766] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:37.836408] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:37.984927] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:38.125429] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:38.268850] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:38.414207] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:38.414367] [INFO ] [CONFIGURE ] CHN: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:13:38.414410] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1659 tests [2025-10-16T23:13:38.414444] [INFO ] [CONFIGURE ] CHN: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:13:38.414475] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:13:38.584050] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:38.734195] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:38.876782] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:39.018428] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:39.158795] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:39.298272] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:39.479162] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:39.626831] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:39.774101] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:39.922368] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:39.922550] [INFO ] [CONFIGURE ] CHN: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:13:39.922595] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1658 tests [2025-10-16T23:13:39.922630] [INFO ] [CONFIGURE ] CHN: Testing feature 6/29: add_failed_moves [2025-10-16T23:13:39.922699] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:13:40.044154] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:13:40.166667] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:40.293261] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:40.415637] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:40.539336] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:40.662025] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:40.785686] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:40.910748] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:41.035932] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:41.163775] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:41.163933] [INFO ] [CONFIGURE ] CHN: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:13:41.163977] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1657 tests [2025-10-16T23:13:41.164010] [INFO ] [CONFIGURE ] CHN: Testing feature 7/29: add_lag_shelf [2025-10-16T23:13:41.164039] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:13:41.281738] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:13:41.397052] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:41.513284] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:41.629045] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:41.747430] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:41.870134] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:41.987500] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:42.105309] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:42.232053] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:42.352127] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:42.352274] [INFO ] [CONFIGURE ] CHN: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:13:42.352317] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1656 tests [2025-10-16T23:13:42.352351] [INFO ] [CONFIGURE ] CHN: Testing feature 8/29: add_macd [2025-10-16T23:13:42.352381] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:13:42.537889] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:42.700564] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:42.860625] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:43.032233] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:43.198253] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:43.358597] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:43.518048] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:43.677557] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:43.833864] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:43.994805] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:43.995043] [INFO ] [CONFIGURE ] CHN: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:13:43.995095] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1655 tests [2025-10-16T23:13:43.995135] [INFO ] [CONFIGURE ] CHN: Testing feature 9/29: add_mfi [2025-10-16T23:13:43.995171] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:13:44.125775] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:13:44.256534] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:44.390984] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:44.527505] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:44.661901] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:44.801296] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:44.947761] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:45.097636] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:45.241290] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:45.387634] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:45.387842] [INFO ] [CONFIGURE ] CHN: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:13:45.387888] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1654 tests [2025-10-16T23:13:45.387923] [INFO ] [CONFIGURE ] CHN: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:13:45.387954] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:13:45.571936] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:45.721070] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:45.876480] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:46.030983] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:46.183718] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:46.333616] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:46.484291] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:46.637936] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:46.792826] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:46.945893] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:46.946064] [INFO ] [CONFIGURE ] CHN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:13:46.946109] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1653 tests [2025-10-16T23:13:46.946143] [INFO ] [CONFIGURE ] CHN: Testing feature 11/29: add_obv_daily [2025-10-16T23:13:46.946174] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:13:47.074482] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:47.203737] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:47.331827] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:47.466904] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:47.597517] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:47.727812] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:47.854896] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:13:47.979081] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:48.100850] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:48.224564] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:48.224758] [INFO ] [CONFIGURE ] CHN: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:13:48.224812] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1652 tests [2025-10-16T23:13:48.224872] [INFO ] [CONFIGURE ] CHN: Testing feature 12/29: add_obv_interval [2025-10-16T23:13:48.224928] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:13:48.342933] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:48.464105] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:48.589182] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:48.709491] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:48.830189] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:48.951079] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:49.077711] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:49.202835] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:49.325574] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:49.448299] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:49.448457] [INFO ] [CONFIGURE ] CHN: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:13:49.448503] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1651 tests [2025-10-16T23:13:49.448537] [INFO ] [CONFIGURE ] CHN: Testing feature 13/29: add_opening_strength [2025-10-16T23:13:49.448570] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:13:49.576339] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:49.702739] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:49.830955] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:49.957586] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:50.086790] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:50.215031] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:50.345945] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:50.475713] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:50.605671] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:50.736875] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:50.737025] [INFO ] [CONFIGURE ] CHN: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T23:13:50.737089] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1650 tests [2025-10-16T23:13:50.737124] [INFO ] [CONFIGURE ] CHN: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:13:50.737156] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:13:50.868954] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:50.999664] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:51.131054] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:51.264144] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:13:51.403839] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:51.542220] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:51.681254] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:51.813969] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:51.950579] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:52.093941] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:52.094107] [INFO ] [CONFIGURE ] CHN: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:13:52.094151] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1649 tests [2025-10-16T23:13:52.094186] [INFO ] [CONFIGURE ] CHN: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:13:52.094217] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:13:52.211613] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:52.329238] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:52.445695] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:52.561406] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:52.677134] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:52.794471] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:52.914599] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:53.037429] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:53.161502] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:53.283093] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:53.283262] [INFO ] [CONFIGURE ] CHN: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:13:53.283306] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1648 tests [2025-10-16T23:13:53.283340] [INFO ] [CONFIGURE ] CHN: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:13:53.283370] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:13:53.411629] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:13:53.551921] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:53.696937] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:13:53.827799] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:53.956209] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:54.089899] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:54.218868] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:54.358411] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:54.486524] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:54.616965] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:54.617138] [INFO ] [CONFIGURE ] CHN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:13:54.617182] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1647 tests [2025-10-16T23:13:54.617217] [INFO ] [CONFIGURE ] CHN: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:13:54.617318] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:13:54.754779] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:54.898488] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:13:55.029725] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:55.157626] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:55.289112] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:55.419603] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:55.546632] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:55.684200] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:55.817129] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:55.951339] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:55.951529] [INFO ] [CONFIGURE ] CHN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:13:55.951576] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1646 tests [2025-10-16T23:13:55.951609] [INFO ] [CONFIGURE ] CHN: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:13:55.951639] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:13:56.067711] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:56.183466] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:56.296845] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:56.408995] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:56.526716] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:56.641793] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:56.768446] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:56.886852] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:57.016522] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:57.152044] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:57.152210] [INFO ] [CONFIGURE ] CHN: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:13:57.152255] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1645 tests [2025-10-16T23:13:57.152292] [INFO ] [CONFIGURE ] CHN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:13:57.152389] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:13:57.269929] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:13:57.395324] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:57.514100] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:57.633628] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:57.755238] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:57.878933] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:57.995335] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:58.119924] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:58.241172] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:58.362729] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:58.362885] [INFO ] [CONFIGURE ] CHN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T23:13:58.362928] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1644 tests [2025-10-16T23:13:58.362962] [INFO ] [CONFIGURE ] CHN: Testing feature 20/29: add_price_rejection [2025-10-16T23:13:58.362993] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:13:58.487902] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:58.612803] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:13:58.733511] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:13:58.857212] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:13:58.982222] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:13:59.108783] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:13:59.239100] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:13:59.366774] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:13:59.499388] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:13:59.628799] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:13:59.628956] [INFO ] [CONFIGURE ] CHN: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:13:59.629001] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1643 tests [2025-10-16T23:13:59.629034] [INFO ] [CONFIGURE ] CHN: Testing feature 21/29: add_range_position [2025-10-16T23:13:59.629065] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:13:59.760178] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:13:59.889189] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:00.021034] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:00.156153] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:00.294628] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:00.430607] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:00.564999] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:00.704259] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:00.840598] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:00.987915] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:00.988187] [INFO ] [CONFIGURE ] CHN: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:14:00.988250] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1642 tests [2025-10-16T23:14:00.988290] [INFO ] [CONFIGURE ] CHN: Testing feature 22/29: add_realized_volatility [2025-10-16T23:14:00.988321] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:14:01.138062] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:14:01.293560] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:01.442598] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:01.593157] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:01.747378] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:01.908897] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:02.066415] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:02.227570] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:02.386808] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:02.543961] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:02.544124] [INFO ] [CONFIGURE ] CHN: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:14:02.544167] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1641 tests [2025-10-16T23:14:02.544202] [INFO ] [CONFIGURE ] CHN: Testing feature 23/29: add_recent_range_context [2025-10-16T23:14:02.544233] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:14:02.669967] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:14:02.795267] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:02.927874] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:03.055562] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:03.185381] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:03.314786] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:03.447304] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:03.574379] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:03.709794] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:03.838066] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:03.838263] [INFO ] [CONFIGURE ] CHN: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:14:03.838315] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1640 tests [2025-10-16T23:14:03.838351] [INFO ] [CONFIGURE ] CHN: Testing feature 24/29: add_rsi [2025-10-16T23:14:03.838382] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:14:04.000800] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:14:04.143999] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:04.293540] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:04.438498] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:04.585925] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:04.736928] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:04.881008] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:05.027130] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:05.179122] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:05.337095] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:05.337262] [INFO ] [CONFIGURE ] CHN: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:14:05.337306] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1639 tests [2025-10-16T23:14:05.337339] [INFO ] [CONFIGURE ] CHN: Testing feature 25/29: add_tick_distribution [2025-10-16T23:14:05.337369] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:14:05.463062] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:14:05.592080] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:05.722919] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:05.850283] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:05.977448] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:06.107038] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:06.235033] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:06.363021] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:06.501478] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:06.637351] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:06.637514] [INFO ] [CONFIGURE ] CHN: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:14:06.637559] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1638 tests [2025-10-16T23:14:06.637593] [INFO ] [CONFIGURE ] CHN: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:14:06.637624] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:14:06.762131] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:14:06.905252] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:07.038856] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:07.165349] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:07.290602] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:07.419625] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:07.545882] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:07.678384] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:07.812187] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:07.944471] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:07.944636] [INFO ] [CONFIGURE ] CHN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:14:07.944730] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1637 tests [2025-10-16T23:14:07.944770] [INFO ] [CONFIGURE ] CHN: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:14:07.944800] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:14:08.075161] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:14:08.220481] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:08.356795] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:08.493955] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:08.633284] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:08.771897] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:08.912639] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:09.054803] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:09.195101] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:09.339254] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:09.339409] [INFO ] [CONFIGURE ] CHN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:14:09.339494] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1636 tests [2025-10-16T23:14:09.339534] [INFO ] [CONFIGURE ] CHN: Testing feature 28/29: add_volume_profile [2025-10-16T23:14:09.339566] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T23:14:09.467039] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:14:09.605990] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:09.731246] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:09.855612] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:09.982509] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:10.107493] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:10.231795] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:10.363554] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:10.491047] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:10.631605] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:10.631828] [INFO ] [CONFIGURE ] CHN: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:14:10.631892] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1635 tests [2025-10-16T23:14:10.631930] [INFO ] [CONFIGURE ] CHN: Testing feature 29/29: add_vwap [2025-10-16T23:14:10.631963] [INFO ] [CONFIGURE ] CHN: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T23:14:10.784530] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:14:10.951094] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:11.126577] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:11.314568] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:14:11.495982] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:11.636745] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:11.789022] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:11.936699] [DEBUG] [FORECASTER] CHN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:12.071205] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:12.207559] [DEBUG] [FORECASTER] CHN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:12.207761] [INFO ] [CONFIGURE ] CHN: DISCARDED add_vwap (score: 40.00%) [2025-10-16T23:14:12.207816] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1634 tests [2025-10-16T23:14:12.207853] [INFO ] [CONFIGURE ] CHN: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:14:12.207883] [INFO ] [CONFIGURE ] CHN: Best accuracy: 50.00% [2025-10-16T23:14:12.207913] [INFO ] [CONFIGURE ] CHN: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T23:14:12.207940] [INFO ] [CONFIGURE ] CHN: Improvement over baseline: 10.00% [2025-10-16T23:14:12.207966] [INFO ] [CONFIGURE ] CHN: Total time: 39.2 seconds [2025-10-16T23:14:12.207992] [INFO ] [CONFIGURE ] CHN: Average time per feature: 1.4 seconds [2025-10-16T23:14:12.208019] [INFO ] [CONFIGURE ] CHN: Average speed: 0.74 features/sec [2025-10-16T23:14:12.208588] [INFO ] [LOCAL ] Saved configuration for CHN: 1 features, 50.00% accuracy -> ./output/feature-sets/CHN.json [2025-10-16T23:14:12.208671] [INFO ] [CONFIGURE ] CHN: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-10-16T23:14:12.208744] [INFO ] [sig ] [40/96] Successfully configured CHN | 0.02 sym/s | Total: 29.4m | ETA: 41.1m [2025-10-16T23:14:12.208800] [INFO ] [sig ] [41/96] Configuring CHT... [2025-10-16T23:14:12.208832] [INFO ] [CONFIGURE ] CHT: Configurate test run. [2025-10-16T23:14:12.208863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'. [2025-10-16T23:14:12.222538] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHT'. [2025-10-16T23:14:12.223030] [INFO ] [CONFIGURE ] CHT: Testing with 29 available features [2025-10-16T23:14:12.223084] [INFO ] [CONFIGURE ] CHT: Establishing baseline with no features... [2025-10-16T23:14:12.326324] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:12.431534] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:12.533833] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:12.637275] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:12.743747] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:12.847041] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:12.954699] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:13.075440] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:13.182579] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:13.291237] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:13.291395] [INFO ] [CONFIGURE ] CHT: Baseline score (no features): 50.00% [2025-10-16T23:14:13.291441] [INFO ] [CONFIGURE ] CHT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:14:13.291475] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:14:13.406978] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:13.521521] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:13.636552] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:13.754918] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:13.874741] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:13.992566] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:14.127612] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:14.248096] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:14.386394] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:14.520633] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:14:14.520823] [INFO ] [CONFIGURE ] CHT: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T23:14:14.520872] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1633 tests [2025-10-16T23:14:14.520917] [INFO ] [CONFIGURE ] CHT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:14:14.520961] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:14:14.657524] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:14.783936] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:14.909859] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:15.035281] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:15.162474] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:15.287447] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:15.431422] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:15.575761] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:15.722484] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:15.859433] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:15.859632] [INFO ] [CONFIGURE ] CHT: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:14:15.859717] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1632 tests [2025-10-16T23:14:15.859758] [INFO ] [CONFIGURE ] CHT: Testing feature 3/29: add_daily_returns [2025-10-16T23:14:15.859791] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:14:15.985950] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:16.119341] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:16.247294] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:16.375172] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:16.502132] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:16.637866] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:16.765962] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:16.892827] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:17.021184] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:17.148946] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:17.149175] [INFO ] [CONFIGURE ] CHT: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:14:17.149234] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1631 tests [2025-10-16T23:14:17.149270] [INFO ] [CONFIGURE ] CHT: Testing feature 4/29: add_ema [2025-10-16T23:14:17.149301] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:14:17.319739] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:17.459164] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:17.599573] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:17.741624] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:17.890504] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:18.032306] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:18.210436] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:18.348765] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:18.483989] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:18.620289] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:18.620435] [INFO ] [CONFIGURE ] CHT: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:14:18.620481] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1630 tests [2025-10-16T23:14:18.620515] [INFO ] [CONFIGURE ] CHT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:14:18.620547] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:14:18.763886] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:18.904876] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:19.053110] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:19.201111] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:19.346814] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:19.499117] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:19.646001] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:19.803050] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:19.961208] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:20.125893] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:20.126057] [INFO ] [CONFIGURE ] CHT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:14:20.126102] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1629 tests [2025-10-16T23:14:20.126135] [INFO ] [CONFIGURE ] CHT: Testing feature 6/29: add_failed_moves [2025-10-16T23:14:20.126165] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:14:20.260550] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:20.395981] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:20.531462] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:20.666478] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:20.806494] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:20.942208] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:21.082233] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:21.222407] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:21.359405] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:21.491181] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:21.491351] [INFO ] [CONFIGURE ] CHT: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:14:21.491395] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1628 tests [2025-10-16T23:14:21.491430] [INFO ] [CONFIGURE ] CHT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:14:21.491462] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:14:21.610205] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:21.728631] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:21.853570] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:21.973568] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:22.094671] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:22.215277] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:22.335568] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:22.456493] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:22.578293] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:22.709712] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:22.709862] [INFO ] [CONFIGURE ] CHT: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:14:22.709905] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1627 tests [2025-10-16T23:14:22.709938] [INFO ] [CONFIGURE ] CHT: Testing feature 8/29: add_macd [2025-10-16T23:14:22.709970] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:14:22.867247] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:23.029471] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:23.187752] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:23.361137] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:23.535594] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:23.705142] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:23.911239] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:24.128223] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:24.301996] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:24.466088] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:24.466310] [INFO ] [CONFIGURE ] CHT: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:14:24.466362] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1626 tests [2025-10-16T23:14:24.466397] [INFO ] [CONFIGURE ] CHT: Testing feature 9/29: add_mfi [2025-10-16T23:14:24.466482] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:14:24.601684] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:24.737363] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:24.874504] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:25.018588] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:25.196812] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:25.342331] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:25.484233] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:25.626722] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:25.769945] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:25.917874] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:25.918060] [INFO ] [CONFIGURE ] CHT: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:14:25.918106] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1625 tests [2025-10-16T23:14:25.918165] [INFO ] [CONFIGURE ] CHT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:14:25.918216] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:14:26.078198] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:26.237183] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:26.395131] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:26.552360] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:26.715122] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:26.871261] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:27.027819] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:27.191364] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:27.354485] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:27.518460] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:27.518621] [INFO ] [CONFIGURE ] CHT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:14:27.518700] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1624 tests [2025-10-16T23:14:27.518747] [INFO ] [CONFIGURE ] CHT: Testing feature 11/29: add_obv_daily [2025-10-16T23:14:27.518778] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:14:27.646846] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:27.776106] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:27.905798] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:28.036143] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:28.167461] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:28.321544] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:28.451934] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:28.583833] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:28.715563] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:28.849468] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:28.849713] [INFO ] [CONFIGURE ] CHT: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:14:28.849774] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1623 tests [2025-10-16T23:14:28.849812] [INFO ] [CONFIGURE ] CHT: Testing feature 12/29: add_obv_interval [2025-10-16T23:14:28.849845] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:14:28.977509] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:29.108904] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:29.237906] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:29.375265] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:29.503506] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:29.634194] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:29.765447] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:29.917563] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:30.070979] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:30.210709] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:30.210883] [INFO ] [CONFIGURE ] CHT: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:14:30.210929] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1622 tests [2025-10-16T23:14:30.210962] [INFO ] [CONFIGURE ] CHT: Testing feature 13/29: add_opening_strength [2025-10-16T23:14:30.210994] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:14:30.353441] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:30.496885] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:30.643174] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:30.789638] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:30.938596] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:31.094296] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:31.244032] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:31.412576] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:31.561799] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:31.710942] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:31.711105] [INFO ] [CONFIGURE ] CHT: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:14:31.711149] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1621 tests [2025-10-16T23:14:31.711184] [INFO ] [CONFIGURE ] CHT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:14:31.711214] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:14:31.859469] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:32.007949] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:32.161479] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:32.315524] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:32.463708] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:32.616076] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:32.764446] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:32.912917] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:33.055941] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:33.200862] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:33.201025] [INFO ] [CONFIGURE ] CHT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:14:33.201071] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1620 tests [2025-10-16T23:14:33.201106] [INFO ] [CONFIGURE ] CHT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:14:33.201137] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:14:33.323937] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:33.447607] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:33.570185] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:33.696396] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:33.824318] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:33.954078] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:34.086790] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:34.217678] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:34.348779] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:34.512265] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:34.512420] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:14:34.512465] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1619 tests [2025-10-16T23:14:34.512498] [INFO ] [CONFIGURE ] CHT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:14:34.512529] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:14:34.646489] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:34.783727] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:34.920084] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:35.056893] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:35.196161] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:35.338538] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:35.482381] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:35.623152] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:35.763868] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:35.904068] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:35.904254] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:14:35.904300] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1618 tests [2025-10-16T23:14:35.904333] [INFO ] [CONFIGURE ] CHT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:14:35.904363] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:14:36.042005] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:36.181476] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:36.320559] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:36.459172] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:36.598671] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:36.739348] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:36.881484] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:37.023958] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:37.169010] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:37.318971] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:37.319135] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:14:37.319193] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1617 tests [2025-10-16T23:14:37.319230] [INFO ] [CONFIGURE ] CHT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:14:37.319261] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:14:37.446082] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:37.574715] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:37.703174] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:37.825440] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:37.948418] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:38.074013] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:38.196741] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:38.329847] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:38.461234] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:38.594054] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:38.594216] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:14:38.594261] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1616 tests [2025-10-16T23:14:38.594296] [INFO ] [CONFIGURE ] CHT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:14:38.594328] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:14:38.724275] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:38.852548] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:38.980532] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:39.110574] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:39.243878] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:39.395745] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:39.545306] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:39.682455] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:39.818535] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:39.953826] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:39.954017] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:14:39.954062] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1615 tests [2025-10-16T23:14:39.954097] [INFO ] [CONFIGURE ] CHT: Testing feature 20/29: add_price_rejection [2025-10-16T23:14:39.954184] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:14:40.092664] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:40.231964] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:40.375023] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:40.568357] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:40.713448] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:40.859838] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:41.006521] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:41.157866] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:41.307209] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:41.459025] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:41.459219] [INFO ] [CONFIGURE ] CHT: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:14:41.459265] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1614 tests [2025-10-16T23:14:41.459301] [INFO ] [CONFIGURE ] CHT: Testing feature 21/29: add_range_position [2025-10-16T23:14:41.459335] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:14:41.614288] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:41.771003] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:41.938086] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:42.100545] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:42.253728] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:42.405185] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:42.558380] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:42.721605] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:42.894539] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:43.052126] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:43.052292] [INFO ] [CONFIGURE ] CHT: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:14:43.052335] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1613 tests [2025-10-16T23:14:43.052387] [INFO ] [CONFIGURE ] CHT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:14:43.052419] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:14:43.216345] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:43.379634] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:43.547568] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:43.722307] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:43.903432] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:44.074822] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:44.241432] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:44.412476] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:44.580692] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:44.749925] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:44.750085] [INFO ] [CONFIGURE ] CHT: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:14:44.750128] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1612 tests [2025-10-16T23:14:44.750161] [INFO ] [CONFIGURE ] CHT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:14:44.750191] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:14:44.888383] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:45.028674] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:45.169256] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:45.312452] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:45.452344] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:45.594584] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:45.739500] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:45.889983] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:46.034353] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:46.173394] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:46.173561] [INFO ] [CONFIGURE ] CHT: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:14:46.173607] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1611 tests [2025-10-16T23:14:46.173662] [INFO ] [CONFIGURE ] CHT: Testing feature 24/29: add_rsi [2025-10-16T23:14:46.173719] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:14:46.323591] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:46.480231] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:14:46.664670] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:46.822535] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:46.984819] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:47.149456] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:47.316411] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:47.484545] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:47.649813] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:47.815395] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:14:47.815606] [INFO ] [CONFIGURE ] CHT: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:14:47.815700] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1610 tests [2025-10-16T23:14:47.815752] [INFO ] [CONFIGURE ] CHT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:14:47.815787] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-10-16T23:14:47.951592] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:48.088193] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:48.225038] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:48.363936] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:48.505638] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:48.643903] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:48.786975] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:14:48.929936] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:49.073919] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:49.216102] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:49.216299] [INFO ] [CONFIGURE ] CHT: KEPT add_tick_distribution (score: 70.00%) [2025-10-16T23:14:49.216345] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1609 tests [2025-10-16T23:14:49.216379] [INFO ] [CONFIGURE ] CHT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:14:49.216410] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-10-16T23:14:49.367591] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:49.513466] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:49.696662] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:49.845386] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:49.993890] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:14:50.138342] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:50.284411] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:50.430860] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:50.577809] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:50.732754] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:50.732914] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:14:50.732958] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1608 tests [2025-10-16T23:14:50.732991] [INFO ] [CONFIGURE ] CHT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:14:50.733021] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-10-16T23:14:50.892099] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:14:51.046022] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:51.202389] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:51.357742] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:51.532910] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:51.691581] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:51.853228] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:52.010709] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:52.168922] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:52.340006] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:52.340364] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:14:52.340424] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1607 tests [2025-10-16T23:14:52.340459] [INFO ] [CONFIGURE ] CHT: Testing feature 28/29: add_volume_profile [2025-10-16T23:14:52.340489] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution', 'add_volume_profile'] [2025-10-16T23:14:52.498511] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:52.648553] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:52.792170] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:14:52.936358] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:53.086116] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:53.234530] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:53.378834] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:53.524138] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:53.669491] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:53.817088] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:53.817266] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:14:53.817311] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1606 tests [2025-10-16T23:14:53.817345] [INFO ] [CONFIGURE ] CHT: Testing feature 29/29: add_vwap [2025-10-16T23:14:53.817376] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution', 'add_vwap'] [2025-10-16T23:14:53.962472] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:54.107445] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:54.249499] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:14:54.391510] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:54.533530] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:14:54.678019] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:14:54.825508] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:14:54.970050] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:14:55.117991] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:55.264625] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:55.264815] [INFO ] [CONFIGURE ] CHT: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:14:55.264863] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1605 tests [2025-10-16T23:14:55.264919] [INFO ] [CONFIGURE ] CHT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:14:55.264973] [INFO ] [CONFIGURE ] CHT: Best accuracy: 70.00% [2025-10-16T23:14:55.265006] [INFO ] [CONFIGURE ] CHT: Best feature set (2 features): ['add_cumulative_delta', 'add_tick_distribution'] [2025-10-16T23:14:55.265035] [INFO ] [CONFIGURE ] CHT: Improvement over baseline: 20.00% [2025-10-16T23:14:55.265060] [INFO ] [CONFIGURE ] CHT: Total time: 42.0 seconds [2025-10-16T23:14:55.265085] [INFO ] [CONFIGURE ] CHT: Average time per feature: 1.4 seconds [2025-10-16T23:14:55.265111] [INFO ] [CONFIGURE ] CHT: Average speed: 0.69 features/sec [2025-10-16T23:14:55.265489] [INFO ] [LOCAL ] Saved configuration for CHT: 2 features, 70.00% accuracy -> ./output/feature-sets/CHT.json [2025-10-16T23:14:55.265544] [INFO ] [CONFIGURE ] CHT: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T23:14:55.265582] [INFO ] [sig ] [41/96] Successfully configured CHT | 0.02 sym/s | Total: 30.1m | ETA: 40.4m [2025-10-16T23:14:55.265612] [INFO ] [sig ] [42/96] Configuring CIA... [2025-10-16T23:14:55.265664] [INFO ] [CONFIGURE ] CIA: Configurate test run. [2025-10-16T23:14:55.265721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-10-16T23:14:55.278894] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIA'. [2025-10-16T23:14:55.279248] [INFO ] [CONFIGURE ] CIA: Testing with 29 available features [2025-10-16T23:14:55.279304] [INFO ] [CONFIGURE ] CIA: Establishing baseline with no features... [2025-10-16T23:14:55.382384] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:55.488283] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:55.588736] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:14:55.716939] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:55.852321] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:14:55.953671] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:14:56.057352] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:14:56.180068] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:14:56.305737] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:56.414419] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:56.414569] [INFO ] [CONFIGURE ] CIA: Baseline score (no features): 60.00% [2025-10-16T23:14:56.414613] [INFO ] [CONFIGURE ] CIA: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:14:56.414679] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:14:56.528603] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:56.643113] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:56.758715] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:14:56.879888] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:56.999874] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:14:57.119279] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:14:57.238761] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:14:57.357346] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:14:57.475082] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:57.593099] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:57.593257] [INFO ] [CONFIGURE ] CIA: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:14:57.593300] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1604 tests [2025-10-16T23:14:57.593332] [INFO ] [CONFIGURE ] CIA: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:14:57.593361] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:14:57.712053] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:57.831499] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:57.951570] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:14:58.077431] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:58.202215] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:14:58.327142] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:14:58.451842] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:14:58.576810] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:14:58.707232] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:58.839368] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:14:58.839524] [INFO ] [CONFIGURE ] CIA: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:14:58.839567] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1603 tests [2025-10-16T23:14:58.839599] [INFO ] [CONFIGURE ] CIA: Testing feature 3/29: add_daily_returns [2025-10-16T23:14:58.839629] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_daily_returns'] [2025-10-16T23:14:58.945181] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:14:59.051850] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:14:59.159590] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:14:59.268197] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:14:59.375801] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:14:59.488605] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:14:59.597710] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:14:59.714009] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:14:59.824299] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:14:59.935470] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:14:59.935619] [INFO ] [CONFIGURE ] CIA: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:14:59.935693] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1602 tests [2025-10-16T23:14:59.935741] [INFO ] [CONFIGURE ] CIA: Testing feature 4/29: add_ema [2025-10-16T23:14:59.935774] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_ema'] [2025-10-16T23:15:00.056058] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:00.176857] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:00.302530] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:00.423365] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:00.544890] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:00.668565] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:00.792867] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:00.917204] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:01.041480] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:01.173889] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:01.174090] [INFO ] [CONFIGURE ] CIA: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:15:01.174327] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1601 tests [2025-10-16T23:15:01.174361] [INFO ] [CONFIGURE ] CIA: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:15:01.174393] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:15:01.325587] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:01.471993] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:01.624924] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:01.793112] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:01.927185] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:02.067888] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:02.206128] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:02.347002] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:02.484162] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:02.617197] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:02.617369] [INFO ] [CONFIGURE ] CIA: KEPT add_exhaustion_signals (score: 70.00%) [2025-10-16T23:15:02.617414] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1600 tests [2025-10-16T23:15:02.617448] [INFO ] [CONFIGURE ] CIA: Testing feature 6/29: add_failed_moves [2025-10-16T23:15:02.617479] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:15:02.753369] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:02.893162] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:03.035366] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:03.186894] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:03.333008] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:03.530125] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:03.733203] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:03.920148] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:04.113191] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:04.285791] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:04.286015] [INFO ] [CONFIGURE ] CIA: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:15:04.286072] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1599 tests [2025-10-16T23:15:04.286111] [INFO ] [CONFIGURE ] CIA: Testing feature 7/29: add_lag_shelf [2025-10-16T23:15:04.286143] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:15:04.414600] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:04.549250] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:04.687104] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:04.845047] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:04.980070] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:05.118822] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:05.256301] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:05.390369] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:05.523430] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:05.656585] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:05.656804] [INFO ] [CONFIGURE ] CIA: KEPT add_lag_shelf (score: 80.00%) [2025-10-16T23:15:05.656855] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1598 tests [2025-10-16T23:15:05.656895] [INFO ] [CONFIGURE ] CIA: Testing feature 8/29: add_macd [2025-10-16T23:15:05.656926] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd'] [2025-10-16T23:15:05.812501] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:05.965927] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:06.124139] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:06.283800] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:06.448963] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:06.608032] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:06.766102] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:06.944462] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:07.117886] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:07.284457] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:07.284666] [INFO ] [CONFIGURE ] CIA: DISCARDED add_macd (score: 80.00%) [2025-10-16T23:15:07.284748] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1597 tests [2025-10-16T23:15:07.284789] [INFO ] [CONFIGURE ] CIA: Testing feature 9/29: add_mfi [2025-10-16T23:15:07.284822] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi'] [2025-10-16T23:15:07.437632] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:07.592507] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:07.758882] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:07.912021] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:08.070932] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:08.228320] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:08.381223] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:08.536217] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:08.695216] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:08.852926] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:08.853106] [INFO ] [CONFIGURE ] CIA: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:15:08.853153] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1596 tests [2025-10-16T23:15:08.853190] [INFO ] [CONFIGURE ] CIA: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:15:08.853223] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:15:09.020168] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:09.184595] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:09.342576] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:09.499893] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:09.657258] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:09.823201] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:09.986581] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:10.145923] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:10.304987] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:10.471549] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:10.471778] [INFO ] [CONFIGURE ] CIA: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:15:10.471841] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1595 tests [2025-10-16T23:15:10.471879] [INFO ] [CONFIGURE ] CIA: Testing feature 11/29: add_obv_daily [2025-10-16T23:15:10.471911] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily'] [2025-10-16T23:15:10.616847] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:10.756397] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:10.905900] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:11.043478] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:11.182168] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:11.321415] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:15:11.462981] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:11.604245] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:11.751782] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:11.905107] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:11.905374] [INFO ] [CONFIGURE ] CIA: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:15:11.905431] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1594 tests [2025-10-16T23:15:11.905467] [INFO ] [CONFIGURE ] CIA: Testing feature 12/29: add_obv_interval [2025-10-16T23:15:11.905498] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-10-16T23:15:12.045690] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:12.187376] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:12.326282] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:12.474879] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:12.620360] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:12.758913] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:15:12.897504] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:13.043693] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:13.185507] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:13.324579] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:13.324769] [INFO ] [CONFIGURE ] CIA: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:15:13.324821] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1593 tests [2025-10-16T23:15:13.324855] [INFO ] [CONFIGURE ] CIA: Testing feature 13/29: add_opening_strength [2025-10-16T23:15:13.324886] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:15:13.472868] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:13.618514] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:13.782134] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:13.942962] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:14.099104] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:14.254003] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:15:14.413093] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:14.567383] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:14.728063] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:14.882984] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:14.883154] [INFO ] [CONFIGURE ] CIA: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:15:14.883200] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1592 tests [2025-10-16T23:15:14.883236] [INFO ] [CONFIGURE ] CIA: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:15:14.883269] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-10-16T23:15:15.035860] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:15.188664] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:15.339742] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:15.493103] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:15.647841] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:15.803402] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:15.959982] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:16.112073] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:16.267282] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:16.420087] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:16.420253] [INFO ] [CONFIGURE ] CIA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:15:16.420296] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1591 tests [2025-10-16T23:15:16.420330] [INFO ] [CONFIGURE ] CIA: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:15:16.420362] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-10-16T23:15:16.552974] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:16.685715] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:16.828512] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:16.972112] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:17.121265] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:17.265876] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:17.436035] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:17.571436] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:17.707145] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:17.843661] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:17.843819] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:15:17.843864] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1590 tests [2025-10-16T23:15:17.843897] [INFO ] [CONFIGURE ] CIA: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:15:17.843929] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-10-16T23:15:17.981805] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:18.121068] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:18.263521] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:18.408476] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:18.554234] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:18.704484] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:18.856149] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:19.004236] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:19.152173] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:19.299979] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:19.300141] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:15:19.300238] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1589 tests [2025-10-16T23:15:19.300292] [INFO ] [CONFIGURE ] CIA: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:15:19.300325] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-10-16T23:15:19.441310] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:19.586925] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:19.746725] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:19.898150] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:20.048176] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:20.205256] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:20.359638] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:20.537212] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:20.711173] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:20.880993] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:20.881172] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:15:20.881218] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1588 tests [2025-10-16T23:15:20.881253] [INFO ] [CONFIGURE ] CIA: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:15:20.881297] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-10-16T23:15:21.036334] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:21.187005] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:21.337850] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:21.499176] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:21.653221] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:21.818315] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:21.957834] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:22.109807] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:22.254505] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:22.393851] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:22.394027] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:15:22.394071] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1587 tests [2025-10-16T23:15:22.394106] [INFO ] [CONFIGURE ] CIA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:15:22.394138] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-10-16T23:15:22.534968] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:22.670272] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:22.810360] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:22.945808] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:23.088276] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:23.223380] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:23.357390] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:23.497570] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:23.631910] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:23.766725] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:23.766888] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:15:23.766930] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1586 tests [2025-10-16T23:15:23.766963] [INFO ] [CONFIGURE ] CIA: Testing feature 20/29: add_price_rejection [2025-10-16T23:15:23.766994] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection'] [2025-10-16T23:15:23.909981] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:24.053852] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:24.209760] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:24.354870] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:24.501912] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:24.656036] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:24.814200] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:24.970613] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:25.142057] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:25.298754] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:25.298977] [INFO ] [CONFIGURE ] CIA: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:15:25.299058] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1585 tests [2025-10-16T23:15:25.299107] [INFO ] [CONFIGURE ] CIA: Testing feature 21/29: add_range_position [2025-10-16T23:15:25.299140] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position'] [2025-10-16T23:15:25.456379] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:25.613413] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:25.768991] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:25.935156] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:26.094868] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:26.253466] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:15:26.411522] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:26.568790] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:26.734277] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:26.882804] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:26.882979] [INFO ] [CONFIGURE ] CIA: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:15:26.883024] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1584 tests [2025-10-16T23:15:26.883059] [INFO ] [CONFIGURE ] CIA: Testing feature 22/29: add_realized_volatility [2025-10-16T23:15:26.883111] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility'] [2025-10-16T23:15:27.055992] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:27.229957] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:27.405876] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:27.583077] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:27.769924] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:27.947786] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:15:28.125049] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:15:28.308176] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:28.489954] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:28.668717] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:28.668885] [INFO ] [CONFIGURE ] CIA: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:15:28.668981] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1583 tests [2025-10-16T23:15:28.669023] [INFO ] [CONFIGURE ] CIA: Testing feature 23/29: add_recent_range_context [2025-10-16T23:15:28.669055] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context'] [2025-10-16T23:15:28.816812] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:28.964224] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:29.119951] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:29.270730] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:29.420485] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:29.570127] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:29.721030] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:29.870006] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:30.016395] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:30.163231] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:30.163409] [INFO ] [CONFIGURE ] CIA: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:15:30.163453] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1582 tests [2025-10-16T23:15:30.163488] [INFO ] [CONFIGURE ] CIA: Testing feature 24/29: add_rsi [2025-10-16T23:15:30.163522] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-10-16T23:15:30.322624] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:30.477698] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:30.630552] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:30.788369] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:30.950015] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:31.115925] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:31.285975] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:15:31.454102] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:31.611912] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:31.766020] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:31.766179] [INFO ] [CONFIGURE ] CIA: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:15:31.766222] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1581 tests [2025-10-16T23:15:31.766256] [INFO ] [CONFIGURE ] CIA: Testing feature 25/29: add_tick_distribution [2025-10-16T23:15:31.766286] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution'] [2025-10-16T23:15:31.908297] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:32.060128] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:32.193162] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:32.319366] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:32.447321] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:15:32.576049] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:32.708583] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:32.840572] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:32.971366] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:33.133332] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:33.133549] [INFO ] [CONFIGURE ] CIA: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:15:33.133606] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1580 tests [2025-10-16T23:15:33.133662] [INFO ] [CONFIGURE ] CIA: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:15:33.133722] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-10-16T23:15:33.294910] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:33.435627] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:33.573180] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:33.716409] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:15:33.857407] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:34.000056] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:15:34.145458] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:34.290505] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:34.437693] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:15:34.584918] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:34.585108] [INFO ] [CONFIGURE ] CIA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:15:34.585160] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1579 tests [2025-10-16T23:15:34.585197] [INFO ] [CONFIGURE ] CIA: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:15:34.585229] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-10-16T23:15:34.737450] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:34.889242] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:35.038235] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:35.189949] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:35.341677] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:35.496109] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:35.651786] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:15:35.805817] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:35.960240] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:36.122778] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:36.122949] [INFO ] [CONFIGURE ] CIA: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:15:36.122996] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1578 tests [2025-10-16T23:15:36.123031] [INFO ] [CONFIGURE ] CIA: Testing feature 28/29: add_volume_profile [2025-10-16T23:15:36.123062] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile'] [2025-10-16T23:15:36.268736] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:15:36.418546] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:15:36.568443] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:15:36.720856] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:15:36.873483] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:15:37.021096] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:37.177106] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:15:37.348292] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:15:37.518441] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:15:37.687477] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:15:37.687704] [INFO ] [CONFIGURE ] CIA: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:15:37.687766] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1577 tests [2025-10-16T23:15:37.687804] [INFO ] [CONFIGURE ] CIA: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:15:37.687835] [INFO ] [CONFIGURE ] CIA: Best accuracy: 80.00% [2025-10-16T23:15:37.687866] [INFO ] [CONFIGURE ] CIA: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:15:37.687894] [INFO ] [CONFIGURE ] CIA: Improvement over baseline: 20.00% [2025-10-16T23:15:37.687921] [INFO ] [CONFIGURE ] CIA: Total time: 41.3 seconds [2025-10-16T23:15:37.687947] [INFO ] [CONFIGURE ] CIA: Average time per feature: 1.5 seconds [2025-10-16T23:15:37.687975] [INFO ] [CONFIGURE ] CIA: Average speed: 0.70 features/sec [2025-10-16T23:15:37.688473] [INFO ] [LOCAL ] Saved configuration for CIA: 3 features, 80.00% accuracy -> ./output/feature-sets/CIA.json [2025-10-16T23:15:37.688541] [INFO ] [CONFIGURE ] CIA: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:15:37.688603] [INFO ] [sig ] [42/96] Successfully configured CIA | 0.02 sym/s | Total: 30.8m | ETA: 39.6m [2025-10-16T23:15:37.688700] [INFO ] [sig ] [43/96] Configuring CINT... [2025-10-16T23:15:37.688752] [INFO ] [CONFIGURE ] CINT: Configurate test run. [2025-10-16T23:15:37.688784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'. [2025-10-16T23:15:37.702621] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CINT'. [2025-10-16T23:15:37.703102] [INFO ] [CONFIGURE ] CINT: Testing with 29 available features [2025-10-16T23:15:37.703161] [INFO ] [CONFIGURE ] CINT: Establishing baseline with no features... [2025-10-16T23:15:37.812831] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:37.920922] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:38.025933] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:38.166770] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:38.278115] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:38.388589] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:38.498314] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:38.608596] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:38.721085] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:38.827761] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:38.827921] [INFO ] [CONFIGURE ] CINT: Baseline score (no features): 70.00% [2025-10-16T23:15:38.827968] [INFO ] [CONFIGURE ] CINT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:15:38.828002] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:15:38.943107] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:39.053864] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:39.164932] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:39.281503] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:39.400035] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:39.535249] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:39.657431] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:39.782234] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:39.903211] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:40.026717] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:40.026885] [INFO ] [CONFIGURE ] CINT: DISCARDED add_bollinger_bands (score: 70.00%) [2025-10-16T23:15:40.026930] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1576 tests [2025-10-16T23:15:40.026963] [INFO ] [CONFIGURE ] CINT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:15:40.026993] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:15:40.149408] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:40.271812] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:40.395300] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:40.524336] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:40.649945] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:40.774510] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:40.901453] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:41.026801] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:41.182137] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:41.318924] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:41.319099] [INFO ] [CONFIGURE ] CINT: DISCARDED add_cumulative_delta (score: 70.00%) [2025-10-16T23:15:41.319143] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1575 tests [2025-10-16T23:15:41.319176] [INFO ] [CONFIGURE ] CINT: Testing feature 3/29: add_daily_returns [2025-10-16T23:15:41.319206] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_daily_returns'] [2025-10-16T23:15:41.427723] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:41.536286] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:41.646919] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:41.755072] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:41.863188] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:41.980031] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:42.092836] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:42.210505] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:42.323707] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:42.437122] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:42.437265] [INFO ] [CONFIGURE ] CINT: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:15:42.437309] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1574 tests [2025-10-16T23:15:42.437342] [INFO ] [CONFIGURE ] CINT: Testing feature 4/29: add_ema [2025-10-16T23:15:42.437372] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_ema'] [2025-10-16T23:15:42.560094] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:42.694372] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:42.819564] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:42.947261] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:43.075453] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:43.198051] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:43.320727] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:43.449401] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:43.571451] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:43.695722] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:43.695878] [INFO ] [CONFIGURE ] CINT: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:15:43.695923] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1573 tests [2025-10-16T23:15:43.695956] [INFO ] [CONFIGURE ] CINT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:15:43.696040] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:15:43.826576] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:43.955144] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:44.088115] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:44.242333] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:44.372562] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:44.512832] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:44.646268] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:44.778022] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:44.914086] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.054905] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:45.055072] [INFO ] [CONFIGURE ] CINT: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-10-16T23:15:45.055119] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1572 tests [2025-10-16T23:15:45.055152] [INFO ] [CONFIGURE ] CINT: Testing feature 6/29: add_failed_moves [2025-10-16T23:15:45.055183] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_failed_moves'] [2025-10-16T23:15:45.163700] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.273393] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:45.383325] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.496061] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.603547] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.709941] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.815075] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:45.937506] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:46.053860] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:46.168505] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:46.168665] [INFO ] [CONFIGURE ] CINT: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:15:46.168729] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1571 tests [2025-10-16T23:15:46.168766] [INFO ] [CONFIGURE ] CINT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:15:46.168795] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_lag_shelf'] [2025-10-16T23:15:46.265160] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:46.372526] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:46.475410] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:46.578625] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:46.686932] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:46.791221] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:46.902015] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:47.011113] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:47.124975] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:47.267774] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:47.267955] [INFO ] [CONFIGURE ] CINT: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:15:47.268020] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1570 tests [2025-10-16T23:15:47.268060] [INFO ] [CONFIGURE ] CINT: Testing feature 8/29: add_macd [2025-10-16T23:15:47.268095] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:15:47.420234] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:47.570025] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:47.716464] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:47.861177] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:48.005691] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:48.149272] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:48.288829] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:48.426611] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:48.564259] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:48.698013] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:48.698258] [INFO ] [CONFIGURE ] CINT: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:15:48.698322] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1569 tests [2025-10-16T23:15:48.698359] [INFO ] [CONFIGURE ] CINT: Testing feature 9/29: add_mfi [2025-10-16T23:15:48.698390] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_mfi'] [2025-10-16T23:15:48.809138] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:48.927545] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:49.052569] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:49.178980] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:49.304196] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:49.429949] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:49.555901] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:49.681409] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:49.808580] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:49.940304] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:49.940569] [INFO ] [CONFIGURE ] CINT: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:15:49.940622] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1568 tests [2025-10-16T23:15:49.940690] [INFO ] [CONFIGURE ] CINT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:15:49.940739] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:15:50.079918] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:50.214838] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:50.350797] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:50.487686] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:50.625820] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:50.760397] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:50.898721] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:51.032977] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:51.166841] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:51.303858] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:51.304038] [INFO ] [CONFIGURE ] CINT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T23:15:51.304100] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1567 tests [2025-10-16T23:15:51.304138] [INFO ] [CONFIGURE ] CINT: Testing feature 11/29: add_obv_daily [2025-10-16T23:15:51.304170] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_obv_daily'] [2025-10-16T23:15:51.417840] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:51.530989] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:51.639273] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:51.750494] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:51.862160] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:51.973471] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:52.084164] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:52.210031] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:52.332808] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:52.451223] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:52.451392] [INFO ] [CONFIGURE ] CINT: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:15:52.451437] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1566 tests [2025-10-16T23:15:52.451470] [INFO ] [CONFIGURE ] CINT: Testing feature 12/29: add_obv_interval [2025-10-16T23:15:52.451502] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_obv_interval'] [2025-10-16T23:15:52.559481] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:52.682851] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:52.790723] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:52.904988] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:53.012995] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:53.127784] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:53.243264] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:53.358197] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:53.473983] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:53.617443] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:53.617616] [INFO ] [CONFIGURE ] CINT: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:15:53.617736] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1565 tests [2025-10-16T23:15:53.617791] [INFO ] [CONFIGURE ] CINT: Testing feature 13/29: add_opening_strength [2025-10-16T23:15:53.617824] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:15:53.741831] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:53.863975] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:54.011008] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:54.137417] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:54.261473] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:54.387579] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:54.509955] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:54.634220] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:54.759672] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:54.890571] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:54.890784] [INFO ] [CONFIGURE ] CINT: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:15:54.890837] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1564 tests [2025-10-16T23:15:54.890872] [INFO ] [CONFIGURE ] CINT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:15:54.890903] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:15:55.021078] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:55.150293] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:55.276031] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:55.407343] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:55.540429] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:55.682269] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:55.838826] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:56.047077] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:56.222773] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:56.383573] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:56.383787] [INFO ] [CONFIGURE ] CINT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:15:56.383840] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1563 tests [2025-10-16T23:15:56.383876] [INFO ] [CONFIGURE ] CINT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:15:56.383909] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:15:56.508317] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:56.620476] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:56.726798] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:56.831823] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:56.943272] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:57.052045] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:57.163821] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:57.269211] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:57.374274] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:57.481372] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:57.481529] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:15:57.481572] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1562 tests [2025-10-16T23:15:57.481606] [INFO ] [CONFIGURE ] CINT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:15:57.481637] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:15:57.592327] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:57.705349] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:57.822770] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:57.942103] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:58.060024] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:58.175814] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:58.293942] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:58.423162] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:58.551936] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:58.671891] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:58.672048] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:15:58.672092] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1561 tests [2025-10-16T23:15:58.672125] [INFO ] [CONFIGURE ] CINT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:15:58.672155] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:15:58.791878] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:15:58.917134] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:15:59.034970] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:15:59.154205] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:15:59.276575] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:15:59.399925] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:15:59.528549] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:15:59.650403] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:15:59.771275] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:15:59.887176] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:15:59.887308] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:15:59.887351] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1560 tests [2025-10-16T23:15:59.887384] [INFO ] [CONFIGURE ] CINT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:15:59.887414] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:15:59.987527] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.087765] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:00.189382] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.303515] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.407466] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.514975] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.623920] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.728746] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:00.833455] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:00.950829] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:00.950981] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:16:00.951025] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1559 tests [2025-10-16T23:16:00.951059] [INFO ] [CONFIGURE ] CINT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:16:00.951089] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:16:01.054749] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:01.159979] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:01.265152] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:01.374542] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:01.480984] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:01.587306] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:01.693390] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:01.803286] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:01.921773] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.044010] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:02.044822] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:16:02.044883] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1558 tests [2025-10-16T23:16:02.044920] [INFO ] [CONFIGURE ] CINT: Testing feature 20/29: add_price_rejection [2025-10-16T23:16:02.044951] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_price_rejection'] [2025-10-16T23:16:02.160149] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.270562] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:02.413583] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.524538] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.635716] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.751318] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.864596] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:02.977204] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:03.091469] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:03.205187] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:03.205328] [INFO ] [CONFIGURE ] CINT: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:16:03.205371] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1557 tests [2025-10-16T23:16:03.205405] [INFO ] [CONFIGURE ] CINT: Testing feature 21/29: add_range_position [2025-10-16T23:16:03.205435] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_range_position'] [2025-10-16T23:16:03.324571] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:03.460096] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:03.582280] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:03.702050] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:03.826991] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:03.953946] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:04.081614] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:04.206585] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:04.342329] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:04.472325] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:04.472489] [INFO ] [CONFIGURE ] CINT: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:16:04.472544] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1556 tests [2025-10-16T23:16:04.472584] [INFO ] [CONFIGURE ] CINT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:16:04.472622] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_realized_volatility'] [2025-10-16T23:16:04.616089] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:04.755669] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:04.900914] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:05.040432] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:05.180268] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:05.325711] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:05.476607] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:05.617582] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:05.756190] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:05.897000] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:05.897145] [INFO ] [CONFIGURE ] CINT: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:16:05.897219] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1555 tests [2025-10-16T23:16:05.897258] [INFO ] [CONFIGURE ] CINT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:16:05.897287] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_recent_range_context'] [2025-10-16T23:16:06.003181] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:06.109394] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:06.220720] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:06.328539] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:06.437554] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:06.546794] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:06.660760] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:06.771456] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:06.898918] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:07.009931] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:07.010065] [INFO ] [CONFIGURE ] CINT: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:16:07.010107] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1554 tests [2025-10-16T23:16:07.010141] [INFO ] [CONFIGURE ] CINT: Testing feature 24/29: add_rsi [2025-10-16T23:16:07.010171] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:16:07.135842] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:07.260526] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:07.385755] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:07.517059] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:07.654355] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:07.794078] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:07.927179] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:08.058304] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:08.190121] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:08.330259] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:08.330419] [INFO ] [CONFIGURE ] CINT: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:16:08.330470] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1553 tests [2025-10-16T23:16:08.330505] [INFO ] [CONFIGURE ] CINT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:16:08.330535] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_tick_distribution'] [2025-10-16T23:16:08.473665] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:08.583449] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:08.703059] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:08.824232] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:08.975998] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:09.129557] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:09.285134] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:09.413892] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:09.536067] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:09.656920] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:09.657074] [INFO ] [CONFIGURE ] CINT: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:16:09.657120] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1552 tests [2025-10-16T23:16:09.657196] [INFO ] [CONFIGURE ] CINT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:16:09.657250] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:16:09.777448] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:09.895514] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:10.009274] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:10.123914] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:10.238923] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:10.358619] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:10.471716] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:10.583174] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:10.701319] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:10.816061] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:10.816236] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:16:10.816279] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1551 tests [2025-10-16T23:16:10.816311] [INFO ] [CONFIGURE ] CINT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:16:10.816413] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:16:10.936792] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:11.061693] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:11.186305] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:11.311120] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:11.437377] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:11.564246] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:11.717120] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:11.849238] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:11.981393] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:12.113040] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:12.113236] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:16:12.113291] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1550 tests [2025-10-16T23:16:12.113326] [INFO ] [CONFIGURE ] CINT: Testing feature 28/29: add_volume_profile [2025-10-16T23:16:12.113356] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_volume_profile'] [2025-10-16T23:16:12.228164] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:12.344602] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:12.466216] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:12.585253] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:12.705250] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:12.825456] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:12.944371] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:13.069019] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:13.191796] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:13.315580] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:13.315787] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:16:13.315849] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1549 tests [2025-10-16T23:16:13.315886] [INFO ] [CONFIGURE ] CINT: Testing feature 29/29: add_vwap [2025-10-16T23:16:13.315917] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_vwap'] [2025-10-16T23:16:13.444163] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:13.580389] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:16:13.700836] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:16:13.822581] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:13.945333] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:14.066732] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:14.187015] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:14.309506] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:14.434476] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:14.570602] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:14.570790] [INFO ] [CONFIGURE ] CINT: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:16:14.570838] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1548 tests [2025-10-16T23:16:14.570872] [INFO ] [CONFIGURE ] CINT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:16:14.570901] [INFO ] [CONFIGURE ] CINT: Best accuracy: 70.00% [2025-10-16T23:16:14.570928] [INFO ] [CONFIGURE ] CINT: Best feature set (0 features): [] [2025-10-16T23:16:14.570954] [INFO ] [CONFIGURE ] CINT: Improvement over baseline: 0.00% [2025-10-16T23:16:14.570979] [INFO ] [CONFIGURE ] CINT: Total time: 35.7 seconds [2025-10-16T23:16:14.571005] [INFO ] [CONFIGURE ] CINT: Average time per feature: 1.2 seconds [2025-10-16T23:16:14.571030] [INFO ] [CONFIGURE ] CINT: Average speed: 0.81 features/sec [2025-10-16T23:16:14.571583] [INFO ] [LOCAL ] Saved configuration for CINT: 0 features, 70.00% accuracy -> ./output/feature-sets/CINT.json [2025-10-16T23:16:14.571673] [INFO ] [CONFIGURE ] CINT: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-10-16T23:16:14.571747] [INFO ] [sig ] [43/96] Successfully configured CINT | 0.02 sym/s | Total: 31.4m | ETA: 38.7m [2025-10-16T23:16:14.571789] [INFO ] [sig ] [44/96] Configuring CL... [2025-10-16T23:16:14.571825] [INFO ] [CONFIGURE ] CL: Configurate test run. [2025-10-16T23:16:14.571854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-10-16T23:16:14.585501] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CL'. [2025-10-16T23:16:14.585870] [INFO ] [CONFIGURE ] CL: Testing with 29 available features [2025-10-16T23:16:14.585926] [INFO ] [CONFIGURE ] CL: Establishing baseline with no features... [2025-10-16T23:16:14.697808] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:14.804321] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:14.918859] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:15.029495] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:15.142335] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:15.257191] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:15.369451] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:15.483537] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:15.594500] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:15.705297] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:15.705431] [INFO ] [CONFIGURE ] CL: Baseline score (no features): 80.00% [2025-10-16T23:16:15.705474] [INFO ] [CONFIGURE ] CL: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:16:15.705506] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:16:15.824878] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:16:15.948833] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:16.063556] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:16.177815] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:16.298343] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:16:16.414918] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:16.533573] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:16.649663] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:16.766570] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:16.883393] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:16.883588] [INFO ] [CONFIGURE ] CL: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:16:16.883639] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1547 tests [2025-10-16T23:16:16.883719] [INFO ] [CONFIGURE ] CL: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:16:16.883756] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:16:17.005836] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:16:17.132297] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:17.272076] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:17.396988] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:17.528589] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:16:17.655139] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:17.778834] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:17.907755] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:18.032554] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:18.160355] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:18.160529] [INFO ] [CONFIGURE ] CL: DISCARDED add_cumulative_delta (score: 70.00%) [2025-10-16T23:16:18.160582] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1546 tests [2025-10-16T23:16:18.160661] [INFO ] [CONFIGURE ] CL: Testing feature 3/29: add_daily_returns [2025-10-16T23:16:18.160719] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_daily_returns'] [2025-10-16T23:16:18.271743] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:18.379880] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:18.486968] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:18.594710] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:18.706823] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:18.814842] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:18.922553] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:19.031548] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:19.140126] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:19.250137] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:19.250308] [INFO ] [CONFIGURE ] CL: DISCARDED add_daily_returns (score: 80.00%) [2025-10-16T23:16:19.250352] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1545 tests [2025-10-16T23:16:19.250385] [INFO ] [CONFIGURE ] CL: Testing feature 4/29: add_ema [2025-10-16T23:16:19.250416] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema'] [2025-10-16T23:16:19.373895] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:19.502675] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:19.631969] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:19.758219] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:19.882684] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:20.007983] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:20.133883] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:20.261610] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:20.386482] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:20.523226] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:20.523417] [INFO ] [CONFIGURE ] CL: KEPT add_ema (score: 90.00%) [2025-10-16T23:16:20.523467] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1544 tests [2025-10-16T23:16:20.523502] [INFO ] [CONFIGURE ] CL: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:16:20.523532] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:16:20.679489] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:20.833639] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:20.988066] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:21.145426] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:21.299484] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:21.524835] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:21.677035] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:21.831404] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:21.981973] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:22.134737] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:22.134914] [INFO ] [CONFIGURE ] CL: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-10-16T23:16:22.134958] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1543 tests [2025-10-16T23:16:22.134991] [INFO ] [CONFIGURE ] CL: Testing feature 6/29: add_failed_moves [2025-10-16T23:16:22.135070] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_failed_moves'] [2025-10-16T23:16:22.262446] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:22.390364] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:22.518527] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:22.646970] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:22.777074] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:22.907598] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:23.038365] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:23.168717] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:23.298808] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:23.429611] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:23.429794] [INFO ] [CONFIGURE ] CL: DISCARDED add_failed_moves (score: 90.00%) [2025-10-16T23:16:23.429844] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1542 tests [2025-10-16T23:16:23.429878] [INFO ] [CONFIGURE ] CL: Testing feature 7/29: add_lag_shelf [2025-10-16T23:16:23.429909] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-10-16T23:16:23.552071] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:23.672155] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:23.795734] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:23.921467] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:24.048189] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:24.175659] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:24.309351] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:24.436761] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:24.575161] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:24.698495] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:24.698745] [INFO ] [CONFIGURE ] CL: DISCARDED add_lag_shelf (score: 90.00%) [2025-10-16T23:16:24.698800] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1541 tests [2025-10-16T23:16:24.698837] [INFO ] [CONFIGURE ] CL: Testing feature 8/29: add_macd [2025-10-16T23:16:24.698869] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-10-16T23:16:24.852134] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:25.006404] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:25.160123] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:25.321141] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:25.476892] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:25.644269] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:25.804769] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:25.992358] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:26.150781] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:26.310502] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:26.310701] [INFO ] [CONFIGURE ] CL: DISCARDED add_macd (score: 90.00%) [2025-10-16T23:16:26.310764] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1540 tests [2025-10-16T23:16:26.310801] [INFO ] [CONFIGURE ] CL: Testing feature 9/29: add_mfi [2025-10-16T23:16:26.310832] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_mfi'] [2025-10-16T23:16:26.448871] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:26.586359] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:26.728016] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:26.868279] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:27.012168] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:27.154769] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:27.297476] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:27.440020] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:27.582267] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:27.729595] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:27.729798] [INFO ] [CONFIGURE ] CL: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:16:27.729851] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1539 tests [2025-10-16T23:16:27.729886] [INFO ] [CONFIGURE ] CL: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:16:27.729916] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:16:27.884015] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:16:28.036251] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:28.189791] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:28.344606] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:28.497479] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:28.651961] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:28.807409] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:28.962598] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:29.119876] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:29.276183] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:29.276375] [INFO ] [CONFIGURE ] CL: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:16:29.276422] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1538 tests [2025-10-16T23:16:29.276523] [INFO ] [CONFIGURE ] CL: Testing feature 11/29: add_obv_daily [2025-10-16T23:16:29.276566] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_obv_daily'] [2025-10-16T23:16:29.406602] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:29.536197] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:29.697327] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:29.829205] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:29.963385] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:30.097613] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:30.231787] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:30.366019] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:30.501771] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:30.637608] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:30.637790] [INFO ] [CONFIGURE ] CL: DISCARDED add_obv_daily (score: 90.00%) [2025-10-16T23:16:30.637839] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1537 tests [2025-10-16T23:16:30.637874] [INFO ] [CONFIGURE ] CL: Testing feature 12/29: add_obv_interval [2025-10-16T23:16:30.637903] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_obv_interval'] [2025-10-16T23:16:30.767121] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:30.895902] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:31.024669] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:31.154433] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:31.285487] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:31.421534] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:31.553831] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:31.692493] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:31.830053] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:31.967567] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:31.967782] [INFO ] [CONFIGURE ] CL: DISCARDED add_obv_interval (score: 80.00%) [2025-10-16T23:16:31.967835] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1536 tests [2025-10-16T23:16:31.967873] [INFO ] [CONFIGURE ] CL: Testing feature 13/29: add_opening_strength [2025-10-16T23:16:31.967905] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:16:32.118534] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:32.266757] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:32.412600] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:32.560557] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:32.747022] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:32.889133] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:33.032140] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:33.177219] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:16:33.324985] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:33.471854] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:33.472011] [INFO ] [CONFIGURE ] CL: DISCARDED add_opening_strength (score: 80.00%) [2025-10-16T23:16:33.472057] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1535 tests [2025-10-16T23:16:33.472092] [INFO ] [CONFIGURE ] CL: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:16:33.472123] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-10-16T23:16:33.624251] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:33.771405] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:33.915537] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:34.064176] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:34.210630] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:16:34.362435] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:34.517416] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:34.673519] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:34.824060] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:34.972176] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:34.972388] [INFO ] [CONFIGURE ] CL: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:16:34.972436] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1534 tests [2025-10-16T23:16:34.972472] [INFO ] [CONFIGURE ] CL: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:16:34.972504] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-10-16T23:16:35.099784] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:35.226873] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:35.352980] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:35.482883] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:35.610795] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:35.773575] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:35.910197] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:36.054870] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:36.185700] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:36.314896] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:36.315056] [INFO ] [CONFIGURE ] CL: KEPT add_pbf_morning_momentum (score: 100.00%) [2025-10-16T23:16:36.315154] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1533 tests [2025-10-16T23:16:36.315199] [INFO ] [CONFIGURE ] CL: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:16:36.315233] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T23:16:36.451533] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:36.586791] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:36.720548] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:36.858324] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:36.994854] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:37.136078] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:37.273493] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:37.411659] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:37.555584] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:37.696196] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:37.696370] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_overnight_gap (score: 100.00%) [2025-10-16T23:16:37.696417] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1532 tests [2025-10-16T23:16:37.696453] [INFO ] [CONFIGURE ] CL: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:16:37.696485] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T23:16:37.835437] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:37.975217] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:38.116505] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:38.259737] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:38.400956] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:16:38.543229] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:38.685934] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:38.837048] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:38.979019] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:39.122100] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:39.122292] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-10-16T23:16:39.122347] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1531 tests [2025-10-16T23:16:39.122388] [INFO ] [CONFIGURE ] CL: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:16:39.122421] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T23:16:39.251488] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:39.378208] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:39.510065] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:39.638283] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:39.769389] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:39.901614] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:40.037349] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:40.174848] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:40.313294] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:40.447251] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:40.447433] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:16:40.447477] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1530 tests [2025-10-16T23:16:40.447512] [INFO ] [CONFIGURE ] CL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:16:40.447543] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T23:16:40.575466] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:40.704157] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:40.834585] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:40.967377] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:41.094567] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:41.221824] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:41.350943] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:41.481092] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:41.610864] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:41.742577] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:41.742796] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-10-16T23:16:41.742847] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1529 tests [2025-10-16T23:16:41.742882] [INFO ] [CONFIGURE ] CL: Testing feature 20/29: add_price_rejection [2025-10-16T23:16:41.742911] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T23:16:41.885511] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:42.024663] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:42.166421] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:42.311283] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:42.452921] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:42.598223] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:42.740423] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:42.881615] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:43.021140] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:43.159769] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:43.159925] [INFO ] [CONFIGURE ] CL: DISCARDED add_price_rejection (score: 100.00%) [2025-10-16T23:16:43.159970] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1528 tests [2025-10-16T23:16:43.160005] [INFO ] [CONFIGURE ] CL: Testing feature 21/29: add_range_position [2025-10-16T23:16:43.160038] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T23:16:43.303618] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:43.451951] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:43.599535] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:43.749291] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:43.899037] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:44.049351] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:44.201962] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:44.356481] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:44.509157] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:44.660939] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:44.661140] [INFO ] [CONFIGURE ] CL: DISCARDED add_range_position (score: 100.00%) [2025-10-16T23:16:44.661188] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1527 tests [2025-10-16T23:16:44.661222] [INFO ] [CONFIGURE ] CL: Testing feature 22/29: add_realized_volatility [2025-10-16T23:16:44.661253] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T23:16:44.822731] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:44.980964] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:45.138394] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:45.297014] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:45.522834] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:45.691793] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:45.859837] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:46.027510] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:46.191783] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:46.359990] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:46.360809] [INFO ] [CONFIGURE ] CL: DISCARDED add_realized_volatility (score: 100.00%) [2025-10-16T23:16:46.360870] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1526 tests [2025-10-16T23:16:46.360906] [INFO ] [CONFIGURE ] CL: Testing feature 23/29: add_recent_range_context [2025-10-16T23:16:46.360937] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T23:16:46.505588] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:46.639961] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:46.774173] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:46.909780] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:47.045716] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:47.181747] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:47.318813] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:47.454209] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:47.593319] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:47.752584] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:47.752975] [INFO ] [CONFIGURE ] CL: DISCARDED add_recent_range_context (score: 100.00%) [2025-10-16T23:16:47.753020] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1525 tests [2025-10-16T23:16:47.753054] [INFO ] [CONFIGURE ] CL: Testing feature 24/29: add_rsi [2025-10-16T23:16:47.753087] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_rsi'] [2025-10-16T23:16:47.935381] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:48.126260] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:48.327251] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:48.522957] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:48.698154] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:48.858355] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:49.005253] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:49.142023] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:49.276480] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:49.411733] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:16:49.411894] [INFO ] [CONFIGURE ] CL: DISCARDED add_rsi (score: 90.00%) [2025-10-16T23:16:49.411937] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1524 tests [2025-10-16T23:16:49.411970] [INFO ] [CONFIGURE ] CL: Testing feature 25/29: add_tick_distribution [2025-10-16T23:16:49.412001] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T23:16:49.541439] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:49.673562] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:49.809795] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:49.943800] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:50.078250] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:50.211354] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:50.342921] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:50.476965] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:50.609927] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:50.741981] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:50.742134] [INFO ] [CONFIGURE ] CL: DISCARDED add_tick_distribution (score: 100.00%) [2025-10-16T23:16:50.742178] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1523 tests [2025-10-16T23:16:50.742211] [INFO ] [CONFIGURE ] CL: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:16:50.742240] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T23:16:50.875441] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:51.007574] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:51.140772] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:51.272483] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:51.407610] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:16:51.552988] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:51.701693] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:51.841622] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:51.989921] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:52.133774] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:52.133974] [INFO ] [CONFIGURE ] CL: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:16:52.134020] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1522 tests [2025-10-16T23:16:52.134054] [INFO ] [CONFIGURE ] CL: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:16:52.134086] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T23:16:52.281766] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:52.432328] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:52.582348] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:52.738990] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:52.883115] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:53.026098] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:53.177932] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:53.326205] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:53.472857] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:53.619370] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:53.619571] [INFO ] [CONFIGURE ] CL: DISCARDED add_volume_price_divergence (score: 100.00%) [2025-10-16T23:16:53.619681] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1521 tests [2025-10-16T23:16:53.619734] [INFO ] [CONFIGURE ] CL: Testing feature 28/29: add_volume_profile [2025-10-16T23:16:53.619768] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T23:16:53.755914] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:53.892370] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:54.027463] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:16:54.160182] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:54.301540] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:54.441150] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:54.577285] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:54.715267] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:54.851392] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:54.990813] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:54.991046] [INFO ] [CONFIGURE ] CL: DISCARDED add_volume_profile (score: 100.00%) [2025-10-16T23:16:54.991123] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1520 tests [2025-10-16T23:16:54.991173] [INFO ] [CONFIGURE ] CL: Testing feature 29/29: add_vwap [2025-10-16T23:16:54.991217] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_vwap'] [2025-10-16T23:16:55.142612] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:16:55.283248] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:16:55.417451] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:16:55.554366] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:55.692397] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:55.841936] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:55.982355] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:16:56.122260] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:16:56.260836] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:16:56.410291] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:56.410445] [INFO ] [CONFIGURE ] CL: DISCARDED add_vwap (score: 90.00%) [2025-10-16T23:16:56.410491] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1519 tests [2025-10-16T23:16:56.410527] [INFO ] [CONFIGURE ] CL: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:16:56.410558] [INFO ] [CONFIGURE ] CL: Best accuracy: 100.00% [2025-10-16T23:16:56.410601] [INFO ] [CONFIGURE ] CL: Best feature set (2 features): ['add_ema', 'add_pbf_morning_momentum'] [2025-10-16T23:16:56.410682] [INFO ] [CONFIGURE ] CL: Improvement over baseline: 20.00% [2025-10-16T23:16:56.410730] [INFO ] [CONFIGURE ] CL: Total time: 40.7 seconds [2025-10-16T23:16:56.410761] [INFO ] [CONFIGURE ] CL: Average time per feature: 1.4 seconds [2025-10-16T23:16:56.410790] [INFO ] [CONFIGURE ] CL: Average speed: 0.71 features/sec [2025-10-16T23:16:56.411231] [INFO ] [LOCAL ] Saved configuration for CL: 2 features, 100.00% accuracy -> ./output/feature-sets/CL.json [2025-10-16T23:16:56.411330] [INFO ] [CONFIGURE ] CL: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-10-16T23:16:56.411401] [INFO ] [sig ] [44/96] Successfully configured CL | 0.02 sym/s | Total: 32.1m | ETA: 38.0m [2025-10-16T23:16:56.411458] [INFO ] [sig ] [45/96] Configuring CLVT... [2025-10-16T23:16:56.411495] [INFO ] [CONFIGURE ] CLVT: Configurate test run. [2025-10-16T23:16:56.411540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'. [2025-10-16T23:16:56.424438] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLVT'. [2025-10-16T23:16:56.424904] [INFO ] [CONFIGURE ] CLVT: Testing with 29 available features [2025-10-16T23:16:56.424958] [INFO ] [CONFIGURE ] CLVT: Establishing baseline with no features... [2025-10-16T23:16:56.530278] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:16:56.633980] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:16:56.736098] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:16:56.837363] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:56.959046] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:57.073751] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:57.185557] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:16:57.290020] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:16:57.393931] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:16:57.498935] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:57.499106] [INFO ] [CONFIGURE ] CLVT: Baseline score (no features): 60.00% [2025-10-16T23:16:57.499154] [INFO ] [CONFIGURE ] CLVT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:16:57.499209] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:16:57.613313] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:16:57.734814] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:16:57.848716] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:16:57.964807] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:16:58.083880] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:58.202141] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:58.332785] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:16:58.454376] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:16:58.576938] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:16:58.693859] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:58.694046] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:16:58.694092] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1518 tests [2025-10-16T23:16:58.694126] [INFO ] [CONFIGURE ] CLVT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:16:58.694156] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:16:58.815932] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:16:58.938531] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:16:59.061132] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:16:59.185237] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:16:59.314423] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:16:59.444464] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:16:59.573546] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:16:59.699971] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:16:59.825615] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:16:59.951844] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:16:59.952030] [INFO ] [CONFIGURE ] CLVT: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:16:59.952083] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1517 tests [2025-10-16T23:16:59.952118] [INFO ] [CONFIGURE ] CLVT: Testing feature 3/29: add_daily_returns [2025-10-16T23:16:59.952150] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:17:00.081179] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:00.207992] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:00.330820] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:00.452582] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:00.576037] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:00.699962] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:00.823576] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:00.941542] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:01.060840] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:01.202876] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:01.203074] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:17:01.203120] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1516 tests [2025-10-16T23:17:01.203155] [INFO ] [CONFIGURE ] CLVT: Testing feature 4/29: add_ema [2025-10-16T23:17:01.203188] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:17:01.353807] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:17:01.494335] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:01.634372] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:01.783668] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:01.938252] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:02.088509] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:02.235982] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:02.394019] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:02.538396] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:02.689370] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:02.689548] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:17:02.689595] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1515 tests [2025-10-16T23:17:02.689631] [INFO ] [CONFIGURE ] CLVT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:17:02.689702] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:17:02.837260] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:02.989355] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:03.141699] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:03.293320] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:03.440858] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:03.583797] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:03.740524] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:03.890383] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:04.042696] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:04.193205] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:04.193416] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:17:04.193464] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1514 tests [2025-10-16T23:17:04.193499] [INFO ] [CONFIGURE ] CLVT: Testing feature 6/29: add_failed_moves [2025-10-16T23:17:04.193530] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:17:04.324003] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:04.450924] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:04.577136] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:04.705067] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:04.831030] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:04.956946] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:05.081387] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:05.206796] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:05.338971] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:05.465546] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:05.465739] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:17:05.465793] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1513 tests [2025-10-16T23:17:05.465828] [INFO ] [CONFIGURE ] CLVT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:17:05.465858] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:17:05.581157] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:05.696831] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:05.813814] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:05.930067] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:06.077267] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:06.195898] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:06.313225] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:06.431993] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:06.550897] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:06.674790] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:06.675005] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:17:06.675066] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1512 tests [2025-10-16T23:17:06.675119] [INFO ] [CONFIGURE ] CLVT: Testing feature 8/29: add_macd [2025-10-16T23:17:06.675175] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:17:06.833569] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:06.987443] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:07.143206] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:07.299927] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:07.458964] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:07.620435] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:07.785360] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:07.954825] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:08.124114] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:08.289632] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:08.289860] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:17:08.289921] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1511 tests [2025-10-16T23:17:08.289961] [INFO ] [CONFIGURE ] CLVT: Testing feature 9/29: add_mfi [2025-10-16T23:17:08.289993] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:17:08.426783] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:08.564971] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:08.705336] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:08.844578] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:08.984550] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:09.142548] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:09.282955] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:09.437779] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:09.588016] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:09.736986] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:09.737134] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:17:09.737178] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1510 tests [2025-10-16T23:17:09.737211] [INFO ] [CONFIGURE ] CLVT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:17:09.737241] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:17:09.893594] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:10.046855] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:10.201415] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:10.356958] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:10.513716] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:10.674119] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:10.834407] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:10.996234] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:11.162861] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:11.336504] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:11.336692] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:17:11.336756] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1509 tests [2025-10-16T23:17:11.336795] [INFO ] [CONFIGURE ] CLVT: Testing feature 11/29: add_obv_daily [2025-10-16T23:17:11.336828] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:17:11.475876] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:11.615587] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:11.742007] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:11.877167] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:12.013849] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:12.180866] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:12.319994] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:12.463683] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:17:12.604102] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:17:12.744223] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:12.744412] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:17:12.744457] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1508 tests [2025-10-16T23:17:12.744491] [INFO ] [CONFIGURE ] CLVT: Testing feature 12/29: add_obv_interval [2025-10-16T23:17:12.744522] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:17:12.879082] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:13.016676] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:13.152062] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:13.286592] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:13.424409] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:13.573154] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:13.719586] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:13.861172] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:14.018762] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:17:14.164490] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:14.164691] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:17:14.164753] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1507 tests [2025-10-16T23:17:14.164789] [INFO ] [CONFIGURE ] CLVT: Testing feature 13/29: add_opening_strength [2025-10-16T23:17:14.164819] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:17:14.310039] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:14.453747] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:14.599245] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:14.744953] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:14.896178] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:15.044972] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:15.234111] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:15.396533] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:15.568908] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:17:15.724095] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:15.724259] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_opening_strength (score: 20.00%) [2025-10-16T23:17:15.724302] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1506 tests [2025-10-16T23:17:15.724392] [INFO ] [CONFIGURE ] CLVT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:17:15.724444] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:17:15.871512] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:17:16.019729] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:16.169064] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:16.318841] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:16.474235] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:16.629178] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:16.780917] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:16.934776] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:17.091451] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:17:17.244968] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:17.245147] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:17:17.245192] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1505 tests [2025-10-16T23:17:17.245225] [INFO ] [CONFIGURE ] CLVT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:17:17.245255] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:17:17.376077] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:17.505488] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:17.638798] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:17.778592] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:17.913343] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:18.047165] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:18.184001] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:18.317079] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:18.448577] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:18.582996] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:18.583153] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:17:18.583196] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1504 tests [2025-10-16T23:17:18.583233] [INFO ] [CONFIGURE ] CLVT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:17:18.583263] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:17:18.726422] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:18.867817] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:19.009717] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:19.154048] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:19.297207] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:19.447361] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:17:19.591010] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:19.740146] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:19.894730] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:20.047284] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:20.047442] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:17:20.047486] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1503 tests [2025-10-16T23:17:20.047518] [INFO ] [CONFIGURE ] CLVT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:17:20.047547] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:17:20.184366] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:20.322830] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:20.467088] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:20.611836] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:20.755436] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:20.899242] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:21.044231] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:21.189164] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:21.334732] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:21.500796] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:21.500971] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:17:21.501024] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1502 tests [2025-10-16T23:17:21.501059] [INFO ] [CONFIGURE ] CLVT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:17:21.501090] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:17:21.652980] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:21.805315] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:21.955398] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:22.104609] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:22.257571] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:22.399593] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:22.531073] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:22.666859] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:22.805664] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:22.946365] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:22.946527] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:17:22.946621] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1501 tests [2025-10-16T23:17:22.946701] [INFO ] [CONFIGURE ] CLVT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:17:22.946763] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:17:23.080110] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:23.215823] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:23.348871] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:23.491161] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:23.628449] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:23.770167] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:23.915130] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:24.055929] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:24.195782] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:24.337281] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:24.337456] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:17:24.337501] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1500 tests [2025-10-16T23:17:24.337559] [INFO ] [CONFIGURE ] CLVT: Testing feature 20/29: add_price_rejection [2025-10-16T23:17:24.337618] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:17:24.484400] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:24.658278] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:24.800551] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:24.947025] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:25.094026] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:25.243109] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:25.396184] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:25.549448] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:25.698119] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:25.846896] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:25.847060] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:17:25.847105] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1499 tests [2025-10-16T23:17:25.847139] [INFO ] [CONFIGURE ] CLVT: Testing feature 21/29: add_range_position [2025-10-16T23:17:25.847169] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:17:26.000877] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:17:26.153714] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:26.305267] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:26.462462] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:26.618251] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:26.779881] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:26.937242] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:27.090985] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:27.247195] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:17:27.400633] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:27.400965] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_range_position (score: 20.00%) [2025-10-16T23:17:27.401011] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1498 tests [2025-10-16T23:17:27.401045] [INFO ] [CONFIGURE ] CLVT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:17:27.401074] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:17:27.562077] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:27.724921] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:27.886253] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:28.051173] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:28.216634] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:28.387660] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:28.558414] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:28.727414] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:28.902797] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:29.075610] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:29.075807] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:17:29.075856] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1497 tests [2025-10-16T23:17:29.075891] [INFO ] [CONFIGURE ] CLVT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:17:29.075920] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:17:29.214433] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:29.354370] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:29.492350] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:29.635030] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:29.773849] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:29.915090] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:30.053578] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:30.193000] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:30.370205] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:30.521516] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:30.521700] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:17:30.521758] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1496 tests [2025-10-16T23:17:30.521796] [INFO ] [CONFIGURE ] CLVT: Testing feature 24/29: add_rsi [2025-10-16T23:17:30.521828] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:17:30.682584] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:17:30.845361] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:31.005387] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:31.167051] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:31.335031] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:31.496519] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:31.659204] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:31.825292] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:31.986808] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:17:32.147700] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:32.147874] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_rsi (score: 20.00%) [2025-10-16T23:17:32.147918] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1495 tests [2025-10-16T23:17:32.147950] [INFO ] [CONFIGURE ] CLVT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:17:32.147979] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-10-16T23:17:32.281106] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:32.414825] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:32.548804] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:32.691030] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:32.829728] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:32.968930] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:33.106489] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:33.244101] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:33.423119] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:33.566240] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:33.566401] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:17:33.566445] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1494 tests [2025-10-16T23:17:33.566479] [INFO ] [CONFIGURE ] CLVT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:17:33.566511] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-10-16T23:17:33.701472] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:33.837515] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:33.972023] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:34.111045] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:34.247185] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:34.386045] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:34.523074] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:34.659192] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:34.796166] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:34.937513] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:34.937717] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:17:34.937774] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1493 tests [2025-10-16T23:17:34.937812] [INFO ] [CONFIGURE ] CLVT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:17:34.937844] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-10-16T23:17:35.091198] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:35.245807] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:35.395460] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:35.546175] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:35.700854] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:35.855408] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:36.013930] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:17:36.165323] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:17:36.321633] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:36.476552] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:36.476753] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:17:36.476807] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1492 tests [2025-10-16T23:17:36.476842] [INFO ] [CONFIGURE ] CLVT: Testing feature 28/29: add_volume_profile [2025-10-16T23:17:36.476872] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-10-16T23:17:36.620454] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:17:36.763026] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:36.903626] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:37.052602] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:37.197041] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:17:37.343049] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:37.491687] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:37.639476] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:37.786596] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:37.934410] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:17:37.934590] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_volume_profile (score: 30.00%) [2025-10-16T23:17:37.934634] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1491 tests [2025-10-16T23:17:37.934707] [INFO ] [CONFIGURE ] CLVT: Testing feature 29/29: add_vwap [2025-10-16T23:17:37.934749] [INFO ] [CONFIGURE ] CLVT: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-10-16T23:17:38.073370] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:38.212856] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:38.347671] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:17:38.484710] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:17:38.626522] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:17:38.765083] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:17:38.904095] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:17:39.047024] [DEBUG] [FORECASTER] CLVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:39.188576] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:17:39.328510] [DEBUG] [FORECASTER] CLVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:17:39.328714] [INFO ] [CONFIGURE ] CLVT: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:17:39.328779] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1490 tests [2025-10-16T23:17:39.328816] [INFO ] [CONFIGURE ] CLVT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:17:39.328849] [INFO ] [CONFIGURE ] CLVT: Best accuracy: 70.00% [2025-10-16T23:17:39.328881] [INFO ] [CONFIGURE ] CLVT: Best feature set (1 features): ['add_cumulative_delta'] [2025-10-16T23:17:39.328909] [INFO ] [CONFIGURE ] CLVT: Improvement over baseline: 10.00% [2025-10-16T23:17:39.328937] [INFO ] [CONFIGURE ] CLVT: Total time: 41.8 seconds [2025-10-16T23:17:39.328964] [INFO ] [CONFIGURE ] CLVT: Average time per feature: 1.4 seconds [2025-10-16T23:17:39.328992] [INFO ] [CONFIGURE ] CLVT: Average speed: 0.69 features/sec [2025-10-16T23:17:39.329751] [INFO ] [LOCAL ] Saved configuration for CLVT: 1 features, 70.00% accuracy -> ./output/feature-sets/CLVT.json [2025-10-16T23:17:39.329806] [INFO ] [CONFIGURE ] CLVT: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:17:39.329843] [INFO ] [sig ] [45/96] Successfully configured CLVT | 0.02 sym/s | Total: 32.8m | ETA: 37.2m [2025-10-16T23:17:39.329875] [INFO ] [sig ] [46/96] Configuring CMSA... [2025-10-16T23:17:39.329903] [INFO ] [CONFIGURE ] CMSA: Configurate test run. [2025-10-16T23:17:39.329931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-10-16T23:17:39.345099] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CMSA'. [2025-10-16T23:17:39.345479] [INFO ] [CONFIGURE ] CMSA: Testing with 29 available features [2025-10-16T23:17:39.345534] [INFO ] [CONFIGURE ] CMSA: Establishing baseline with no features... [2025-10-16T23:17:39.467906] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:39.568543] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:39.672488] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:39.777245] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:39.878199] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:39.979888] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:40.081679] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:40.190025] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:40.293309] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:40.397628] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:40.397797] [INFO ] [CONFIGURE ] CMSA: Baseline score (no features): 30.00% [2025-10-16T23:17:40.397876] [INFO ] [CONFIGURE ] CMSA: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:17:40.397913] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:17:40.510120] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:40.622437] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:40.735966] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:17:40.854999] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:40.971297] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:41.089249] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:17:41.207536] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:17:41.324855] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:41.447901] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:41.567828] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:41.567994] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_bollinger_bands (score: 20.00%) [2025-10-16T23:17:41.568058] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1489 tests [2025-10-16T23:17:41.568095] [INFO ] [CONFIGURE ] CMSA: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:17:41.568151] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:17:41.688166] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:41.809615] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:41.930695] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:42.055582] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:42.179866] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:42.307017] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:17:42.435794] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:42.563501] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:42.698288] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:42.827967] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:42.828115] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_cumulative_delta (score: 20.00%) [2025-10-16T23:17:42.828193] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1488 tests [2025-10-16T23:17:42.828236] [INFO ] [CONFIGURE ] CMSA: Testing feature 3/29: add_daily_returns [2025-10-16T23:17:42.828268] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns'] [2025-10-16T23:17:42.940101] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:43.049969] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:43.162046] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:43.273938] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:43.393137] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:43.518946] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:17:43.632339] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:17:43.745307] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:43.858096] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:43.971914] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:43.972064] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:17:43.972107] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1487 tests [2025-10-16T23:17:43.972139] [INFO ] [CONFIGURE ] CMSA: Testing feature 4/29: add_ema [2025-10-16T23:17:43.972169] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_ema'] [2025-10-16T23:17:44.094198] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:44.217040] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:44.342128] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:17:44.467676] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:44.594484] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:44.722956] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:44.848705] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:44.977349] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:45.106932] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:45.237200] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:45.237367] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_ema (score: 20.00%) [2025-10-16T23:17:45.237410] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1486 tests [2025-10-16T23:17:45.237443] [INFO ] [CONFIGURE ] CMSA: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:17:45.237473] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:17:45.368495] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:45.536605] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:45.669532] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:45.809451] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:45.943217] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:46.078058] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:46.213213] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:46.347973] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:46.487208] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:46.626411] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:46.626604] [INFO ] [CONFIGURE ] CMSA: KEPT add_exhaustion_signals (score: 40.00%) [2025-10-16T23:17:46.626680] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1485 tests [2025-10-16T23:17:46.626735] [INFO ] [CONFIGURE ] CMSA: Testing feature 6/29: add_failed_moves [2025-10-16T23:17:46.626770] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:17:46.766026] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:46.905295] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:47.044812] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:47.187018] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:47.329717] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:47.470730] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:47.607271] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:47.744411] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:47.885145] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:48.024045] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:48.024214] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_failed_moves (score: 40.00%) [2025-10-16T23:17:48.024258] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1484 tests [2025-10-16T23:17:48.024294] [INFO ] [CONFIGURE ] CMSA: Testing feature 7/29: add_lag_shelf [2025-10-16T23:17:48.024327] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:17:48.150144] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:48.277113] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:48.402808] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:48.573491] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:48.706141] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:48.841578] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:48.976367] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:49.111562] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:49.248315] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:49.384198] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:49.384353] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_lag_shelf (score: 30.00%) [2025-10-16T23:17:49.384396] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1483 tests [2025-10-16T23:17:49.384430] [INFO ] [CONFIGURE ] CMSA: Testing feature 8/29: add_macd [2025-10-16T23:17:49.384461] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:17:49.568150] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:49.754954] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:49.923326] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:50.080359] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:50.238289] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:50.399147] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:50.563834] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:50.728157] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:50.895914] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:51.061988] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:51.062213] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:17:51.062259] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1482 tests [2025-10-16T23:17:51.062293] [INFO ] [CONFIGURE ] CMSA: Testing feature 9/29: add_mfi [2025-10-16T23:17:51.062323] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:17:51.217192] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:51.364486] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:51.514796] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:51.665371] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:51.818299] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:51.972110] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:52.128260] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:52.282578] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:52.438562] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:52.596801] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:52.596971] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_mfi (score: 40.00%) [2025-10-16T23:17:52.597015] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1481 tests [2025-10-16T23:17:52.597049] [INFO ] [CONFIGURE ] CMSA: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:17:52.597080] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:17:52.762844] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:52.927918] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:53.089133] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:53.253887] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:53.416978] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:53.580831] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:17:53.746356] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:53.917969] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:54.085235] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:54.249079] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:54.249239] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-10-16T23:17:54.249282] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1480 tests [2025-10-16T23:17:54.249316] [INFO ] [CONFIGURE ] CMSA: Testing feature 11/29: add_obv_daily [2025-10-16T23:17:54.249347] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:17:54.388915] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:54.526860] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:54.671392] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:54.806376] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:54.943600] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:17:55.082728] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:55.235558] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:55.371735] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:55.508616] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:55.655724] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:55.655900] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:17:55.655949] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1479 tests [2025-10-16T23:17:55.655983] [INFO ] [CONFIGURE ] CMSA: Testing feature 12/29: add_obv_interval [2025-10-16T23:17:55.656015] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:17:55.790736] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:55.922845] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:56.059816] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:17:56.199281] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:56.336869] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:56.479530] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:56.620087] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:56.757700] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:56.910014] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:57.071239] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:57.071416] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_obv_interval (score: 30.00%) [2025-10-16T23:17:57.071462] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1478 tests [2025-10-16T23:17:57.071500] [INFO ] [CONFIGURE ] CMSA: Testing feature 13/29: add_opening_strength [2025-10-16T23:17:57.071534] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:17:57.220744] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:57.395727] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:57.604462] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:57.809752] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:57.982141] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:58.155976] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:17:58.313438] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:58.461069] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:17:58.607406] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:17:58.750768] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:17:58.750917] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T23:17:58.750959] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1477 tests [2025-10-16T23:17:58.751044] [INFO ] [CONFIGURE ] CMSA: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:17:58.751095] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:17:58.893575] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:17:59.038184] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:17:59.182252] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:17:59.329110] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:17:59.481912] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:17:59.642536] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:17:59.801345] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:17:59.959762] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:00.120597] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:00.280904] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:00.281070] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:18:00.281113] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1476 tests [2025-10-16T23:18:00.281145] [INFO ] [CONFIGURE ] CMSA: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:18:00.281175] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:18:00.410632] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:00.540281] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:00.696260] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:00.825427] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:00.957188] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:01.091823] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:01.226086] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:01.367292] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:01.507916] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:01.651560] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:01.651742] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-10-16T23:18:01.651797] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1475 tests [2025-10-16T23:18:01.651832] [INFO ] [CONFIGURE ] CMSA: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:18:01.651862] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:18:01.791597] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:01.934107] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:02.076874] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:02.215150] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:02.355206] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:02.497384] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:02.638220] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:02.779863] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:02.922313] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:03.065990] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:03.066219] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-10-16T23:18:03.066271] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1474 tests [2025-10-16T23:18:03.066305] [INFO ] [CONFIGURE ] CMSA: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:18:03.066335] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:18:03.230166] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:03.396232] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:03.545788] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:03.686920] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:03.827865] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:03.971012] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:04.114910] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:04.257787] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:04.408597] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:04.559671] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:04.559830] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-10-16T23:18:04.559875] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1473 tests [2025-10-16T23:18:04.559908] [INFO ] [CONFIGURE ] CMSA: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:18:04.559938] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:18:04.685425] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:04.809888] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:04.934739] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:05.061601] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:05.190191] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:05.325556] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:05.452848] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:05.580834] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:05.721292] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:05.857397] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:05.857514] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:18:05.857558] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1472 tests [2025-10-16T23:18:05.857591] [INFO ] [CONFIGURE ] CMSA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:18:05.857709] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:18:05.995300] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:06.127623] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:06.259731] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:06.388924] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:06.518631] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:06.653834] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:06.797311] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:06.927800] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:07.061036] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:07.196243] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:07.196415] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-10-16T23:18:07.196483] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1471 tests [2025-10-16T23:18:07.196518] [INFO ] [CONFIGURE ] CMSA: Testing feature 20/29: add_price_rejection [2025-10-16T23:18:07.196548] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:18:07.333235] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:07.468493] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:07.604927] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:07.741936] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:07.877949] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:08.015786] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:08.154714] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:08.295567] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:08.436899] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:08.577258] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:08.577372] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_price_rejection (score: 30.00%) [2025-10-16T23:18:08.577415] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1470 tests [2025-10-16T23:18:08.577449] [INFO ] [CONFIGURE ] CMSA: Testing feature 21/29: add_range_position [2025-10-16T23:18:08.577478] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:18:08.720826] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:08.864588] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:09.010890] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:09.157971] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:09.305113] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:09.453843] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:09.603127] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:09.752194] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:09.901319] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:10.051884] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:10.052008] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_range_position (score: 20.00%) [2025-10-16T23:18:10.052051] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1469 tests [2025-10-16T23:18:10.052083] [INFO ] [CONFIGURE ] CMSA: Testing feature 22/29: add_realized_volatility [2025-10-16T23:18:10.052113] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:18:10.210837] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:10.373424] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:10.536098] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:10.696250] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:10.857185] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:11.023941] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:11.186874] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:11.354269] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:11.518443] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:11.685253] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:11.685370] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_realized_volatility (score: 30.00%) [2025-10-16T23:18:11.685414] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1468 tests [2025-10-16T23:18:11.685447] [INFO ] [CONFIGURE ] CMSA: Testing feature 23/29: add_recent_range_context [2025-10-16T23:18:11.685476] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:18:11.821791] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:11.954216] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:12.087204] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:12.224171] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:12.359153] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:12.500458] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:18:12.640929] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:12.782869] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:12.925516] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:13.069146] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:13.069254] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_recent_range_context (score: 30.00%) [2025-10-16T23:18:13.069298] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1467 tests [2025-10-16T23:18:13.069332] [INFO ] [CONFIGURE ] CMSA: Testing feature 24/29: add_rsi [2025-10-16T23:18:13.069364] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:18:13.225611] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:13.384530] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:13.546929] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:13.708963] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:13.869248] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:14.030166] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:14.190516] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:14.349790] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:14.509390] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:14.670973] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:14.671172] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:18:14.671235] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1466 tests [2025-10-16T23:18:14.671272] [INFO ] [CONFIGURE ] CMSA: Testing feature 25/29: add_tick_distribution [2025-10-16T23:18:14.671302] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:18:14.802929] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:14.939477] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:15.076187] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:15.214612] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:15.356537] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:15.499081] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:15.638105] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:15.777828] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:15.922730] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:16.063625] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:16.063859] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:18:16.063925] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1465 tests [2025-10-16T23:18:16.063962] [INFO ] [CONFIGURE ] CMSA: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:18:16.063993] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:18:16.203071] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:16.342246] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:16.482125] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:16.624100] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:16.765811] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:16.906574] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:17.046343] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:17.190838] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:17.333055] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:17.475265] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:17.475417] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T23:18:17.475460] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1464 tests [2025-10-16T23:18:17.475494] [INFO ] [CONFIGURE ] CMSA: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:18:17.475524] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:18:17.544215] [FATAL] [FORECASTER] Failed to test lookback=11: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:17.612979] [FATAL] [FORECASTER] Failed to test lookback=10: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:17.683127] [FATAL] [FORECASTER] Failed to test lookback=9: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:17.753419] [FATAL] [FORECASTER] Failed to test lookback=8: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:17.824961] [FATAL] [FORECASTER] Failed to test lookback=7: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:17.897236] [FATAL] [FORECASTER] Failed to test lookback=6: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:17.968143] [FATAL] [FORECASTER] Failed to test lookback=5: [23:18:17] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:18.038328] [FATAL] [FORECASTER] Failed to test lookback=4: [23:18:18] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:18.107606] [FATAL] [FORECASTER] Failed to test lookback=3: [23:18:18] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:18.178463] [FATAL] [FORECASTER] Failed to test lookback=2: [23:18:18] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:18:18.178827] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-10-16T23:18:18.178887] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1463 tests [2025-10-16T23:18:18.178924] [INFO ] [CONFIGURE ] CMSA: Testing feature 28/29: add_volume_profile [2025-10-16T23:18:18.178955] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:18:18.315253] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:18:18.457593] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:18:18.594546] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:18.731676] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:18.899945] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:19.039793] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:18:19.179928] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:19.320051] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:18:19.462147] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:18:19.602986] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:18:19.603149] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_profile (score: 30.00%) [2025-10-16T23:18:19.603192] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1462 tests [2025-10-16T23:18:19.603226] [INFO ] [CONFIGURE ] CMSA: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:18:19.603256] [INFO ] [CONFIGURE ] CMSA: Best accuracy: 40.00% [2025-10-16T23:18:19.603287] [INFO ] [CONFIGURE ] CMSA: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:18:19.603314] [INFO ] [CONFIGURE ] CMSA: Improvement over baseline: 10.00% [2025-10-16T23:18:19.603341] [INFO ] [CONFIGURE ] CMSA: Total time: 39.2 seconds [2025-10-16T23:18:19.603368] [INFO ] [CONFIGURE ] CMSA: Average time per feature: 1.4 seconds [2025-10-16T23:18:19.603395] [INFO ] [CONFIGURE ] CMSA: Average speed: 0.74 features/sec [2025-10-16T23:18:19.603774] [INFO ] [LOCAL ] Saved configuration for CMSA: 2 features, 40.00% accuracy -> ./output/feature-sets/CMSA.json [2025-10-16T23:18:19.603841] [INFO ] [CONFIGURE ] CMSA: Configuration saved successfully: 2 features, 40.00% accuracy. [2025-10-16T23:18:19.603910] [INFO ] [sig ] [46/96] Successfully configured CMSA | 0.02 sym/s | Total: 33.5m | ETA: 36.4m [2025-10-16T23:18:19.603976] [INFO ] [sig ] [47/96] Configuring CNF... [2025-10-16T23:18:19.604031] [INFO ] [CONFIGURE ] CNF: Configurate test run. [2025-10-16T23:18:19.604064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-10-16T23:18:19.617866] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CNF'. [2025-10-16T23:18:19.618191] [INFO ] [CONFIGURE ] CNF: Testing with 29 available features [2025-10-16T23:18:19.618260] [INFO ] [CONFIGURE ] CNF: Establishing baseline with no features... [2025-10-16T23:18:19.726261] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:19.828137] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:19.929674] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:20.032453] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:20.134293] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:20.237152] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:20.346892] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:20.468154] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:20.573273] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:20.678738] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:20.678927] [INFO ] [CONFIGURE ] CNF: Baseline score (no features): 30.00% [2025-10-16T23:18:20.678986] [INFO ] [CONFIGURE ] CNF: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:18:20.679021] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:18:20.793912] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:20.913177] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:21.029282] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:21.144505] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:21.259565] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:21.376313] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:21.493557] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:21.612267] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:21.730448] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:21.850246] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:21.850412] [INFO ] [CONFIGURE ] CNF: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T23:18:21.850455] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1461 tests [2025-10-16T23:18:21.850489] [INFO ] [CONFIGURE ] CNF: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:18:21.850632] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:18:21.983375] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:22.115565] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:18:22.248479] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:22.381969] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:22.515128] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:22.649538] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:22.785492] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:18:22.919447] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:23.055543] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:23.191912] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:23.192066] [INFO ] [CONFIGURE ] CNF: DISCARDED add_cumulative_delta (score: 30.00%) [2025-10-16T23:18:23.192109] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1460 tests [2025-10-16T23:18:23.192143] [INFO ] [CONFIGURE ] CNF: Testing feature 3/29: add_daily_returns [2025-10-16T23:18:23.192173] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:18:23.311552] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:23.434922] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:18:23.547751] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:23.670227] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:23.793155] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:23.927530] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:24.073310] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:24.208203] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:24.335124] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:24.462091] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:24.462241] [INFO ] [CONFIGURE ] CNF: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:18:24.462286] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1459 tests [2025-10-16T23:18:24.462321] [INFO ] [CONFIGURE ] CNF: Testing feature 4/29: add_ema [2025-10-16T23:18:24.462352] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:18:24.594062] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:18:24.733547] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:24.874195] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:25.020670] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:25.155598] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:25.295421] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:25.439529] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:25.596859] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:25.739314] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:25.884428] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:25.885337] [INFO ] [CONFIGURE ] CNF: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:18:25.885416] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1458 tests [2025-10-16T23:18:25.885467] [INFO ] [CONFIGURE ] CNF: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:18:25.885500] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:18:26.028741] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:26.170271] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:26.331619] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:26.483057] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:26.634372] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:26.778272] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:26.928599] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:27.086215] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:27.239889] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:27.394453] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:27.394625] [INFO ] [CONFIGURE ] CNF: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:18:27.394709] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1457 tests [2025-10-16T23:18:27.394755] [INFO ] [CONFIGURE ] CNF: Testing feature 6/29: add_failed_moves [2025-10-16T23:18:27.394791] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:18:27.525250] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:27.660175] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:27.783933] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:27.908280] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:28.036711] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:28.164724] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:28.293375] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:28.425193] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:28.552626] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:28.681427] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:28.681572] [INFO ] [CONFIGURE ] CNF: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:18:28.681707] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1456 tests [2025-10-16T23:18:28.681757] [INFO ] [CONFIGURE ] CNF: Testing feature 7/29: add_lag_shelf [2025-10-16T23:18:28.681812] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:18:28.799396] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:28.916849] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:29.035498] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:29.159924] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:29.278305] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:29.400146] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:29.521095] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:29.643232] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:29.767188] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:29.889144] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:29.889343] [INFO ] [CONFIGURE ] CNF: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:18:29.889388] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1455 tests [2025-10-16T23:18:29.889422] [INFO ] [CONFIGURE ] CNF: Testing feature 8/29: add_macd [2025-10-16T23:18:29.889454] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:18:30.054608] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:30.213307] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:30.372585] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:30.530937] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:30.690261] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:30.856507] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:31.044814] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:18:31.206415] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:31.368446] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:31.530341] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:31.530541] [INFO ] [CONFIGURE ] CNF: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:18:31.530616] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1454 tests [2025-10-16T23:18:31.530683] [INFO ] [CONFIGURE ] CNF: Testing feature 9/29: add_mfi [2025-10-16T23:18:31.530731] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:18:31.663224] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:31.796402] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:31.932038] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:32.072576] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:32.207495] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:32.344955] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:32.481407] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:32.617756] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:32.754870] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:32.914817] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:32.915051] [INFO ] [CONFIGURE ] CNF: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:18:32.915098] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1453 tests [2025-10-16T23:18:32.915134] [INFO ] [CONFIGURE ] CNF: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:18:32.915165] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:18:33.072557] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:33.227429] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:18:33.385145] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:33.542077] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:33.692308] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:33.844493] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:18:33.997334] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:34.153370] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:34.310027] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:34.465661] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:34.465859] [INFO ] [CONFIGURE ] CNF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:18:34.465903] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1452 tests [2025-10-16T23:18:34.465936] [INFO ] [CONFIGURE ] CNF: Testing feature 11/29: add_obv_daily [2025-10-16T23:18:34.465966] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:18:34.591781] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:34.727093] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:34.850423] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:34.976074] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:35.100464] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:35.223543] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:35.352314] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:35.487967] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:35.617201] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:35.745690] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:35.745835] [INFO ] [CONFIGURE ] CNF: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:18:35.745879] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1451 tests [2025-10-16T23:18:35.745912] [INFO ] [CONFIGURE ] CNF: Testing feature 12/29: add_obv_interval [2025-10-16T23:18:35.745942] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:18:35.867163] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:35.997210] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:36.120913] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:36.246104] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:36.371486] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:36.494863] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:36.619882] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:36.745980] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:36.872406] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:36.999456] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:36.999621] [INFO ] [CONFIGURE ] CNF: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:18:36.999708] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1450 tests [2025-10-16T23:18:36.999754] [INFO ] [CONFIGURE ] CNF: Testing feature 13/29: add_opening_strength [2025-10-16T23:18:36.999785] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:18:37.131037] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:37.268349] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:18:37.400854] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:37.532797] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:37.665054] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:37.800157] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:37.935046] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:38.068818] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:38.203082] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:38.339938] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:38.340089] [INFO ] [CONFIGURE ] CNF: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:18:38.340135] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1449 tests [2025-10-16T23:18:38.340230] [INFO ] [CONFIGURE ] CNF: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:18:38.340284] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:18:38.481598] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:38.621281] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:38.759637] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:38.903268] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:39.044298] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:39.197433] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:39.334628] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:39.467405] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:39.604300] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:39.756759] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:39.756964] [INFO ] [CONFIGURE ] CNF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:18:39.757012] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1448 tests [2025-10-16T23:18:39.757049] [INFO ] [CONFIGURE ] CNF: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:18:39.757083] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:18:39.883726] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:40.007616] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:18:40.128323] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:40.251217] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:40.372886] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:40.494513] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:40.616155] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:40.740170] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:40.859978] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:40.983782] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:40.983962] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-10-16T23:18:40.984015] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1447 tests [2025-10-16T23:18:40.984049] [INFO ] [CONFIGURE ] CNF: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:18:40.984079] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:18:41.108198] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:41.232528] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:18:41.359879] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:41.488218] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:41.618796] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:41.749287] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:41.881919] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:42.015458] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:42.149714] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:42.285712] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:42.285914] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-10-16T23:18:42.285963] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1446 tests [2025-10-16T23:18:42.286006] [INFO ] [CONFIGURE ] CNF: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:18:42.286062] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:18:42.416965] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:42.561305] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:42.695950] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:42.831246] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:42.961754] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:43.137783] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:43.281802] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:43.429816] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:43.594129] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:43.754257] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:43.754437] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:18:43.754484] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1445 tests [2025-10-16T23:18:43.754519] [INFO ] [CONFIGURE ] CNF: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:18:43.754566] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:18:43.898996] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:44.044436] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:44.181183] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:44.308961] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:44.441126] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:44.570432] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:44.710799] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:44.849124] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:44.979178] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:45.110295] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:45.110467] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:18:45.110514] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1444 tests [2025-10-16T23:18:45.110550] [INFO ] [CONFIGURE ] CNF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:18:45.110581] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:18:45.238150] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:45.362176] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:45.487236] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:45.611896] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:45.739727] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:45.867106] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:45.999591] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:46.164877] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:46.295254] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:46.424892] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:46.425044] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:18:46.425087] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1443 tests [2025-10-16T23:18:46.425120] [INFO ] [CONFIGURE ] CNF: Testing feature 20/29: add_price_rejection [2025-10-16T23:18:46.425149] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:18:46.560560] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:46.697624] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:46.831070] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:46.965496] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:47.101414] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:47.241795] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:47.378518] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:47.516039] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:47.656186] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:47.799278] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:47.799444] [INFO ] [CONFIGURE ] CNF: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:18:47.799490] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1442 tests [2025-10-16T23:18:47.799524] [INFO ] [CONFIGURE ] CNF: Testing feature 21/29: add_range_position [2025-10-16T23:18:47.799555] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:18:47.947520] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:48.093114] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:48.241534] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:18:48.390984] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:48.543052] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:48.690561] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:48.839790] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:48.988519] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:49.138893] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:49.291916] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:49.292088] [INFO ] [CONFIGURE ] CNF: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:18:49.292133] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1441 tests [2025-10-16T23:18:49.292167] [INFO ] [CONFIGURE ] CNF: Testing feature 22/29: add_realized_volatility [2025-10-16T23:18:49.292198] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:18:49.465971] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:49.642551] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:49.900328] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:50.124760] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:50.303205] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:50.482076] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:50.656004] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:50.821458] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:50.987749] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:51.154983] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:51.155167] [INFO ] [CONFIGURE ] CNF: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:18:51.155212] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1440 tests [2025-10-16T23:18:51.155247] [INFO ] [CONFIGURE ] CNF: Testing feature 23/29: add_recent_range_context [2025-10-16T23:18:51.155277] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:18:51.287953] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:51.417209] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:51.548431] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:51.677660] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:51.805924] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:51.930230] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:52.055302] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:52.189206] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:52.317277] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:52.444953] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:52.445096] [INFO ] [CONFIGURE ] CNF: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:18:52.445139] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1439 tests [2025-10-16T23:18:52.445172] [INFO ] [CONFIGURE ] CNF: Testing feature 24/29: add_rsi [2025-10-16T23:18:52.445203] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:18:52.588376] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:18:52.732958] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:52.875849] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:53.019604] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:53.163748] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:53.308071] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:53.452511] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:53.597392] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:53.746286] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:53.896223] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:53.896373] [INFO ] [CONFIGURE ] CNF: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:18:53.896421] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1438 tests [2025-10-16T23:18:53.896455] [INFO ] [CONFIGURE ] CNF: Testing feature 25/29: add_tick_distribution [2025-10-16T23:18:53.896486] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:18:54.017960] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:54.138751] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:54.259802] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:54.381169] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:54.502533] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:54.623961] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:54.746977] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:54.873128] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:54.996461] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:55.120797] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:55.120933] [INFO ] [CONFIGURE ] CNF: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:18:55.120976] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1437 tests [2025-10-16T23:18:55.121010] [INFO ] [CONFIGURE ] CNF: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:18:55.121040] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:18:55.270377] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:55.393393] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:55.516238] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:55.639014] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:55.767179] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:55.903425] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:56.038071] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:56.172499] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:56.308334] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:56.437196] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:56.437325] [INFO ] [CONFIGURE ] CNF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:18:56.437449] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1436 tests [2025-10-16T23:18:56.437502] [INFO ] [CONFIGURE ] CNF: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:18:56.437535] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:18:56.580410] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:18:56.717317] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:56.855084] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:57.013370] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:57.157319] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:18:57.299844] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:57.439141] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:57.579829] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:57.719607] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:18:57.859819] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:18:57.859961] [INFO ] [CONFIGURE ] CNF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:18:57.860004] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1435 tests [2025-10-16T23:18:57.860036] [INFO ] [CONFIGURE ] CNF: Testing feature 28/29: add_volume_profile [2025-10-16T23:18:57.860065] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T23:18:57.994984] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:18:58.121636] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:58.265191] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:58.397600] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:58.527417] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:58.654076] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:18:58.780670] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:18:58.907284] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:18:59.037161] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:18:59.165808] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:18:59.165964] [INFO ] [CONFIGURE ] CNF: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T23:18:59.166007] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1434 tests [2025-10-16T23:18:59.166041] [INFO ] [CONFIGURE ] CNF: Testing feature 29/29: add_vwap [2025-10-16T23:18:59.166071] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T23:18:59.297075] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:18:59.434132] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:18:59.572316] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:18:59.703443] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:18:59.838695] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:18:59.972753] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:19:00.112576] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:19:00.248557] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:00.392206] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:19:00.530179] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:00.530331] [INFO ] [CONFIGURE ] CNF: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:19:00.530375] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1433 tests [2025-10-16T23:19:00.530409] [INFO ] [CONFIGURE ] CNF: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:19:00.530438] [INFO ] [CONFIGURE ] CNF: Best accuracy: 60.00% [2025-10-16T23:19:00.530468] [INFO ] [CONFIGURE ] CNF: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T23:19:00.530496] [INFO ] [CONFIGURE ] CNF: Improvement over baseline: 30.00% [2025-10-16T23:19:00.530523] [INFO ] [CONFIGURE ] CNF: Total time: 39.9 seconds [2025-10-16T23:19:00.530551] [INFO ] [CONFIGURE ] CNF: Average time per feature: 1.4 seconds [2025-10-16T23:19:00.530580] [INFO ] [CONFIGURE ] CNF: Average speed: 0.73 features/sec [2025-10-16T23:19:00.531085] [INFO ] [LOCAL ] Saved configuration for CNF: 1 features, 60.00% accuracy -> ./output/feature-sets/CNF.json [2025-10-16T23:19:00.531152] [INFO ] [CONFIGURE ] CNF: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T23:19:00.531212] [INFO ] [sig ] [47/96] Successfully configured CNF | 0.02 sym/s | Total: 34.2m | ETA: 35.6m [2025-10-16T23:19:00.531247] [INFO ] [sig ] [48/96] Configuring CNK... [2025-10-16T23:19:00.531275] [INFO ] [CONFIGURE ] CNK: Configurate test run. [2025-10-16T23:19:00.531304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-10-16T23:19:00.545385] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNK'. [2025-10-16T23:19:00.545710] [INFO ] [CONFIGURE ] CNK: Testing with 29 available features [2025-10-16T23:19:00.545790] [INFO ] [CONFIGURE ] CNK: Establishing baseline with no features... [2025-10-16T23:19:00.654099] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:00.761342] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:00.871586] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:00.981824] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:01.092090] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:01.201961] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:01.341733] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:01.460118] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:01.592217] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:01.728348] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:01.728578] [INFO ] [CONFIGURE ] CNK: Baseline score (no features): 50.00% [2025-10-16T23:19:01.728634] [INFO ] [CONFIGURE ] CNK: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:19:01.728708] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:19:01.863053] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:01.987621] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:02.111589] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:19:02.240014] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:02.362941] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:02.486421] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:02.611826] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:02.734893] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:02.859543] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:19:02.985504] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:19:02.985673] [INFO ] [CONFIGURE ] CNK: DISCARDED add_bollinger_bands (score: 10.00%) [2025-10-16T23:19:02.985746] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1432 tests [2025-10-16T23:19:02.985784] [INFO ] [CONFIGURE ] CNK: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:19:02.985812] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:19:03.110874] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:03.240999] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:03.364600] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:03.488468] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:03.613303] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:03.739116] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:03.867620] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:04.000830] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:04.138123] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:04.280682] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:04.280866] [INFO ] [CONFIGURE ] CNK: KEPT add_cumulative_delta (score: 80.00%) [2025-10-16T23:19:04.280934] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1431 tests [2025-10-16T23:19:04.280995] [INFO ] [CONFIGURE ] CNK: Testing feature 3/29: add_daily_returns [2025-10-16T23:19:04.281030] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:19:04.444487] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:04.584521] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:04.720427] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:04.852102] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:04.987568] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:05.123165] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:05.260393] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:05.395435] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:05.531543] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:05.669608] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:05.669809] [INFO ] [CONFIGURE ] CNK: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:19:05.669881] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1430 tests [2025-10-16T23:19:05.669917] [INFO ] [CONFIGURE ] CNK: Testing feature 4/29: add_ema [2025-10-16T23:19:05.669948] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:19:05.820407] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:05.967386] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:06.114841] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:06.257076] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:06.399775] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:06.542465] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:06.686539] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:06.830639] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:06.974922] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:19:07.121418] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:07.121609] [INFO ] [CONFIGURE ] CNK: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:19:07.121703] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1429 tests [2025-10-16T23:19:07.121765] [INFO ] [CONFIGURE ] CNK: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:19:07.121799] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:19:07.266586] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:07.411986] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:07.564531] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:07.717465] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:07.870618] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:08.027290] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:08.187407] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:08.343147] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:08.500956] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:19:08.681799] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:08.681983] [INFO ] [CONFIGURE ] CNK: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:19:08.682029] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1428 tests [2025-10-16T23:19:08.682064] [INFO ] [CONFIGURE ] CNK: Testing feature 6/29: add_failed_moves [2025-10-16T23:19:08.682093] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:19:08.828860] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:08.978865] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:09.115353] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:09.251832] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:09.387564] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:09.526800] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:09.668057] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:09.814565] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:09.966306] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:10.113476] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:10.113676] [INFO ] [CONFIGURE ] CNK: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:19:10.113739] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1427 tests [2025-10-16T23:19:10.113778] [INFO ] [CONFIGURE ] CNK: Testing feature 7/29: add_lag_shelf [2025-10-16T23:19:10.113809] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:19:10.248154] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:10.377980] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:10.529622] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:10.661138] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:10.791225] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:10.922858] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:11.056831] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:11.190756] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:11.326154] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:11.461401] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:11.461550] [INFO ] [CONFIGURE ] CNK: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:19:11.461594] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1426 tests [2025-10-16T23:19:11.461628] [INFO ] [CONFIGURE ] CNK: Testing feature 8/29: add_macd [2025-10-16T23:19:11.461695] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:19:11.635624] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:11.824034] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:11.995593] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:12.171309] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:12.344499] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:12.513922] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:12.684633] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:12.854194] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:13.023957] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:13.200247] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:13.200462] [INFO ] [CONFIGURE ] CNK: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:19:13.200541] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1425 tests [2025-10-16T23:19:13.200600] [INFO ] [CONFIGURE ] CNK: Testing feature 9/29: add_mfi [2025-10-16T23:19:13.200636] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:19:13.350318] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:13.495098] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:13.640036] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:13.785667] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:13.931046] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:14.079590] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:14.228032] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:14.378202] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:14.531991] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:14.686127] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:14.686308] [INFO ] [CONFIGURE ] CNK: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:19:14.686354] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1424 tests [2025-10-16T23:19:14.686389] [INFO ] [CONFIGURE ] CNK: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:19:14.686476] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:19:14.847783] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:15.014185] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:15.178388] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:19:15.341673] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:15.507344] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:15.683310] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:15.848908] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:16.015234] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:16.182099] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:19:16.349710] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:16.349867] [INFO ] [CONFIGURE ] CNK: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:19:16.349912] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1423 tests [2025-10-16T23:19:16.349952] [INFO ] [CONFIGURE ] CNK: Testing feature 11/29: add_obv_daily [2025-10-16T23:19:16.349983] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:19:16.489474] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:16.630199] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:16.768667] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:16.907060] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:17.047253] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:17.189087] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:17.332930] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:17.474594] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:17.618264] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:17.762627] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:17.762832] [INFO ] [CONFIGURE ] CNK: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:19:17.762881] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1422 tests [2025-10-16T23:19:17.762916] [INFO ] [CONFIGURE ] CNK: Testing feature 12/29: add_obv_interval [2025-10-16T23:19:17.762955] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:19:17.902261] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:18.037201] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:18.176635] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:18.312757] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:18.454300] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:18.592359] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:18.733217] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:18.873673] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:19.015762] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:19.164691] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:19.164878] [INFO ] [CONFIGURE ] CNK: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:19:19.164926] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1421 tests [2025-10-16T23:19:19.164962] [INFO ] [CONFIGURE ] CNK: Testing feature 13/29: add_opening_strength [2025-10-16T23:19:19.164997] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:19:19.317459] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:19.464747] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:19.640951] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:19.786307] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:19.940289] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:20.085546] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:20.229362] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:20.376890] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:20.521691] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:20.671314] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:20.671670] [INFO ] [CONFIGURE ] CNK: DISCARDED add_opening_strength (score: 80.00%) [2025-10-16T23:19:20.671735] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1420 tests [2025-10-16T23:19:20.671772] [INFO ] [CONFIGURE ] CNK: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:19:20.671803] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:19:20.827633] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:20.994619] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:21.164254] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:21.335701] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:21.507676] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:21.662858] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:21.820742] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:21.975143] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:22.131783] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:22.293423] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:22.293721] [INFO ] [CONFIGURE ] CNK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:19:22.293781] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1419 tests [2025-10-16T23:19:22.293820] [INFO ] [CONFIGURE ] CNK: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:19:22.293878] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:19:22.430321] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:22.564276] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:22.700271] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:22.838027] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:22.976177] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:23.111637] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:23.246381] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:23.382267] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:23.519904] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:23.663387] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:23.663543] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:19:23.663586] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1418 tests [2025-10-16T23:19:23.663621] [INFO ] [CONFIGURE ] CNK: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:19:23.663681] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:19:23.805252] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:23.948819] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:24.094766] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:24.242991] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:24.391270] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:24.541021] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:24.691889] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:24.837476] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:24.985534] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:25.134034] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:25.134189] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:19:25.134254] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1417 tests [2025-10-16T23:19:25.134288] [INFO ] [CONFIGURE ] CNK: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:19:25.134319] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:19:25.282939] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:25.428584] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:25.574963] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:19:25.722673] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:25.867816] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:26.017205] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:26.167831] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:26.313393] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:26.462913] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:26.617277] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:26.618010] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:19:26.618069] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1416 tests [2025-10-16T23:19:26.618105] [INFO ] [CONFIGURE ] CNK: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:19:26.618164] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:19:26.752357] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:26.886157] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:27.023800] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:27.165557] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:27.299728] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:27.442829] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:27.593183] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:27.733070] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:27.876540] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:28.030942] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:28.031125] [INFO ] [CONFIGURE ] CNK: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:19:28.031171] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1415 tests [2025-10-16T23:19:28.031213] [INFO ] [CONFIGURE ] CNK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:19:28.031246] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-10-16T23:19:28.175939] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:28.312186] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:28.449970] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:28.589790] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:28.729444] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:28.873843] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:29.019390] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:29.169124] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:29.329392] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:29.482404] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:29.482584] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:19:29.482630] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1414 tests [2025-10-16T23:19:29.482705] [INFO ] [CONFIGURE ] CNK: Testing feature 20/29: add_price_rejection [2025-10-16T23:19:29.482748] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-10-16T23:19:29.647248] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:29.801697] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:29.952888] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:30.098519] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:30.257030] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:30.427733] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:30.595533] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:30.752895] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:30.912953] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:31.070401] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:31.070595] [INFO ] [CONFIGURE ] CNK: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:19:31.070660] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1413 tests [2025-10-16T23:19:31.070719] [INFO ] [CONFIGURE ] CNK: Testing feature 21/29: add_range_position [2025-10-16T23:19:31.070753] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_range_position'] [2025-10-16T23:19:31.230179] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:31.392830] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:31.562745] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:19:31.775412] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:31.937718] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:32.096147] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:32.269394] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:32.434737] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:32.598912] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:32.761765] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:32.761953] [INFO ] [CONFIGURE ] CNK: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:19:32.762040] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1412 tests [2025-10-16T23:19:32.762082] [INFO ] [CONFIGURE ] CNK: Testing feature 22/29: add_realized_volatility [2025-10-16T23:19:32.762134] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-10-16T23:19:32.937276] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:33.111489] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:33.282725] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:33.461379] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:33.645210] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:33.829017] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:34.008812] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:34.195098] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:34.403098] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:34.591341] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:34.591558] [INFO ] [CONFIGURE ] CNK: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:19:34.591621] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1411 tests [2025-10-16T23:19:34.591690] [INFO ] [CONFIGURE ] CNK: Testing feature 23/29: add_recent_range_context [2025-10-16T23:19:34.591736] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-10-16T23:19:34.744113] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:34.891166] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:35.032399] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:35.174182] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:35.321681] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:35.468576] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:35.621525] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:35.771442] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:35.924635] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:36.077225] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:36.077390] [INFO ] [CONFIGURE ] CNK: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:19:36.077436] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1410 tests [2025-10-16T23:19:36.077470] [INFO ] [CONFIGURE ] CNK: Testing feature 24/29: add_rsi [2025-10-16T23:19:36.077502] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-10-16T23:19:36.247817] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:36.418704] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:36.587468] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:36.753237] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:36.924166] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:37.092244] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:37.264846] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:37.437378] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:37.609637] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:37.775030] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:37.775202] [INFO ] [CONFIGURE ] CNK: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:19:37.775244] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1409 tests [2025-10-16T23:19:37.775279] [INFO ] [CONFIGURE ] CNK: Testing feature 25/29: add_tick_distribution [2025-10-16T23:19:37.775311] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-10-16T23:19:37.913870] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:38.051858] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:38.190916] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:38.336101] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:38.475107] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:19:38.639094] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:38.787290] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:38.932772] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:39.075590] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:39.222031] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:39.222207] [INFO ] [CONFIGURE ] CNK: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:19:39.222252] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1408 tests [2025-10-16T23:19:39.222290] [INFO ] [CONFIGURE ] CNK: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:19:39.222322] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-10-16T23:19:39.369327] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:39.517805] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:39.665023] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:39.815304] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:39.957017] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:40.103626] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:40.253069] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:40.407170] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:40.547864] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:40.689193] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:40.689353] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:19:40.689398] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1407 tests [2025-10-16T23:19:40.689432] [INFO ] [CONFIGURE ] CNK: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:19:40.689466] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-10-16T23:19:40.877286] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:41.029443] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:41.181943] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:41.333978] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:41.487759] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:41.675461] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:41.860938] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:19:42.058944] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:19:42.265866] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:42.445293] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:42.445483] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:19:42.445529] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1406 tests [2025-10-16T23:19:42.445568] [INFO ] [CONFIGURE ] CNK: Testing feature 28/29: add_volume_profile [2025-10-16T23:19:42.445600] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-10-16T23:19:42.616586] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:42.767542] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:42.913742] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:43.062824] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:43.210176] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:43.352471] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:19:43.502288] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:19:43.650799] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:43.800328] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:43.951866] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:43.952057] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:19:43.952103] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1405 tests [2025-10-16T23:19:43.952138] [INFO ] [CONFIGURE ] CNK: Testing feature 29/29: add_vwap [2025-10-16T23:19:43.952171] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_vwap'] [2025-10-16T23:19:44.102266] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:44.255229] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:44.403791] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:19:44.551797] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:44.694380] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:19:44.835290] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:19:44.980022] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:19:45.125737] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:19:45.272732] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:45.422842] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:19:45.423000] [INFO ] [CONFIGURE ] CNK: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:19:45.423043] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1404 tests [2025-10-16T23:19:45.423077] [INFO ] [CONFIGURE ] CNK: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:19:45.423106] [INFO ] [CONFIGURE ] CNK: Best accuracy: 90.00% [2025-10-16T23:19:45.423136] [INFO ] [CONFIGURE ] CNK: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:19:45.423163] [INFO ] [CONFIGURE ] CNK: Improvement over baseline: 40.00% [2025-10-16T23:19:45.423188] [INFO ] [CONFIGURE ] CNK: Total time: 43.7 seconds [2025-10-16T23:19:45.423214] [INFO ] [CONFIGURE ] CNK: Average time per feature: 1.5 seconds [2025-10-16T23:19:45.423241] [INFO ] [CONFIGURE ] CNK: Average speed: 0.66 features/sec [2025-10-16T23:19:45.423887] [INFO ] [LOCAL ] Saved configuration for CNK: 2 features, 90.00% accuracy -> ./output/feature-sets/CNK.json [2025-10-16T23:19:45.423952] [INFO ] [CONFIGURE ] CNK: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-10-16T23:19:45.424021] [INFO ] [sig ] [48/96] Successfully configured CNK | 0.02 sym/s | Total: 34.9m | ETA: 34.9m [2025-10-16T23:19:45.424076] [INFO ] [sig ] [49/96] Configuring CPT... [2025-10-16T23:19:45.424119] [INFO ] [CONFIGURE ] CPT: Configurate test run. [2025-10-16T23:19:45.424194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'. [2025-10-16T23:19:45.440307] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPT'. [2025-10-16T23:19:45.440666] [INFO ] [CONFIGURE ] CPT: Testing with 29 available features [2025-10-16T23:19:45.440721] [INFO ] [CONFIGURE ] CPT: Establishing baseline with no features... [2025-10-16T23:19:45.544073] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:45.647176] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:45.750544] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:45.855166] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:19:45.959140] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:46.063867] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:46.169827] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:46.277047] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:46.383240] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:46.489246] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:46.489389] [INFO ] [CONFIGURE ] CPT: Baseline score (no features): 60.00% [2025-10-16T23:19:46.489433] [INFO ] [CONFIGURE ] CPT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:19:46.489468] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:19:46.605551] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:46.724849] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:46.843596] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:46.961555] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:47.080863] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:47.200609] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:47.320822] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:47.441731] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:47.562546] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:47.685528] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:47.685708] [INFO ] [CONFIGURE ] CPT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:19:47.685765] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1403 tests [2025-10-16T23:19:47.685800] [INFO ] [CONFIGURE ] CPT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:19:47.685830] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:19:47.808191] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:47.934712] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:48.061112] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:48.185509] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:48.314379] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:48.442498] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:48.568986] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:48.695517] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:48.821612] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:48.947213] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:19:48.947406] [INFO ] [CONFIGURE ] CPT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-10-16T23:19:48.947456] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1402 tests [2025-10-16T23:19:48.947490] [INFO ] [CONFIGURE ] CPT: Testing feature 3/29: add_daily_returns [2025-10-16T23:19:48.947519] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_daily_returns'] [2025-10-16T23:19:49.053566] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:49.160204] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:49.267768] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:49.376009] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:19:49.483110] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:49.588124] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:49.695882] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:49.801687] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:49.937348] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:50.043938] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:19:50.044078] [INFO ] [CONFIGURE ] CPT: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:19:50.044121] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1401 tests [2025-10-16T23:19:50.044156] [INFO ] [CONFIGURE ] CPT: Testing feature 4/29: add_ema [2025-10-16T23:19:50.044186] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_ema'] [2025-10-16T23:19:50.159942] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:50.275416] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:50.392989] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:50.511531] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:50.633413] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:50.757588] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:50.876246] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:19:50.995847] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:51.120539] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:19:51.246745] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:19:51.246910] [INFO ] [CONFIGURE ] CPT: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:19:51.246954] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1400 tests [2025-10-16T23:19:51.246988] [INFO ] [CONFIGURE ] CPT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:19:51.247018] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:19:51.375980] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:51.510935] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:51.642161] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:51.773544] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:51.904498] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:52.035495] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:52.165745] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:52.298565] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:52.432152] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:52.564304] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:52.564452] [INFO ] [CONFIGURE ] CPT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:19:52.564495] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1399 tests [2025-10-16T23:19:52.564528] [INFO ] [CONFIGURE ] CPT: Testing feature 6/29: add_failed_moves [2025-10-16T23:19:52.564559] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_failed_moves'] [2025-10-16T23:19:52.675362] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:52.786201] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:52.896220] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:53.007228] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:19:53.116996] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:53.228916] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:53.341773] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:53.454293] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:53.569224] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:53.684808] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:53.684960] [INFO ] [CONFIGURE ] CPT: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:19:53.685003] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1398 tests [2025-10-16T23:19:53.685035] [INFO ] [CONFIGURE ] CPT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:19:53.685064] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_lag_shelf'] [2025-10-16T23:19:53.787132] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:53.896848] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:54.004476] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:54.113277] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:19:54.222953] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:54.334914] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:54.444891] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:54.556023] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:54.668755] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:54.781196] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:54.781361] [INFO ] [CONFIGURE ] CPT: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:19:54.781404] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1397 tests [2025-10-16T23:19:54.781437] [INFO ] [CONFIGURE ] CPT: Testing feature 8/29: add_macd [2025-10-16T23:19:54.781467] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:19:54.927759] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:55.075372] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:55.225132] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:55.373553] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:19:55.523273] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:55.679785] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:55.835169] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:56.027578] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:56.180516] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:56.335327] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:19:56.335493] [INFO ] [CONFIGURE ] CPT: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:19:56.335537] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1396 tests [2025-10-16T23:19:56.335571] [INFO ] [CONFIGURE ] CPT: Testing feature 9/29: add_mfi [2025-10-16T23:19:56.335600] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_mfi'] [2025-10-16T23:19:56.459458] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:56.584172] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:56.711788] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:56.838582] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:56.965710] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:57.094082] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:57.223348] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:57.352857] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:57.481791] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:57.612069] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:57.612238] [INFO ] [CONFIGURE ] CPT: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:19:57.612282] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1395 tests [2025-10-16T23:19:57.612316] [INFO ] [CONFIGURE ] CPT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:19:57.612348] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:19:57.752851] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:19:57.894820] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:19:58.035233] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:58.178903] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:19:58.320624] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:19:58.471778] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:58.619277] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:19:58.762732] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:19:58.914444] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:19:59.098893] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:19:59.099076] [INFO ] [CONFIGURE ] CPT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:19:59.099124] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1394 tests [2025-10-16T23:19:59.099159] [INFO ] [CONFIGURE ] CPT: Testing feature 11/29: add_obv_daily [2025-10-16T23:19:59.099190] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_daily'] [2025-10-16T23:19:59.223132] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:19:59.347283] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:19:59.473110] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:19:59.597746] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:19:59.725035] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:19:59.856081] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:19:59.981209] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:00.107863] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:00.233040] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:00.357743] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:00.357899] [INFO ] [CONFIGURE ] CPT: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:20:00.357943] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1393 tests [2025-10-16T23:20:00.357978] [INFO ] [CONFIGURE ] CPT: Testing feature 12/29: add_obv_interval [2025-10-16T23:20:00.358027] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval'] [2025-10-16T23:20:00.475322] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:00.591961] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:00.712152] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:00.836114] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:00.956091] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:01.079139] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:01.199709] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:01.321011] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:01.475960] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:01.604262] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:01.604438] [INFO ] [CONFIGURE ] CPT: KEPT add_obv_interval (score: 70.00%) [2025-10-16T23:20:01.604482] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1392 tests [2025-10-16T23:20:01.604520] [INFO ] [CONFIGURE ] CPT: Testing feature 13/29: add_opening_strength [2025-10-16T23:20:01.604554] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:20:01.783749] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:01.924193] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:02.080942] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:02.230166] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:02.383119] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:02.527953] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:02.689113] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:02.827044] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:02.960535] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:03.098550] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:03.098743] [INFO ] [CONFIGURE ] CPT: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:20:03.098798] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1391 tests [2025-10-16T23:20:03.098834] [INFO ] [CONFIGURE ] CPT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:20:03.098864] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T23:20:03.234443] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:03.370025] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:03.511398] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:03.646963] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:03.781495] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:03.917109] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:04.053780] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:04.190413] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:04.330672] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:04.472032] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:04.472184] [INFO ] [CONFIGURE ] CPT: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:20:04.472226] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1390 tests [2025-10-16T23:20:04.472274] [INFO ] [CONFIGURE ] CPT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:20:04.472330] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T23:20:04.587078] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:04.698824] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:04.810197] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:04.923089] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:05.035226] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:05.149171] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:05.269438] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:05.400888] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:05.522970] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:05.643669] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:05.643818] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:20:05.643866] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1389 tests [2025-10-16T23:20:05.643902] [INFO ] [CONFIGURE ] CPT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:20:05.643932] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T23:20:05.770956] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:05.893683] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:06.026569] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:06.154386] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:06.284015] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:06.412409] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:06.542607] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:06.671469] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:06.801486] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:06.932881] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:06.933060] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:20:06.933104] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1388 tests [2025-10-16T23:20:06.933140] [INFO ] [CONFIGURE ] CPT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:20:06.933174] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T23:20:07.067907] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:07.199780] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:07.331819] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:07.465625] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:07.600382] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:07.743200] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:07.877964] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:08.014721] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:08.152538] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:08.290437] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:08.290615] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-10-16T23:20:08.290690] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1387 tests [2025-10-16T23:20:08.290741] [INFO ] [CONFIGURE ] CPT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:20:08.290829] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T23:20:08.418535] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:08.539930] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:08.664635] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:08.788781] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:08.915058] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:09.037136] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:09.160069] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:09.284718] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:09.407616] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:09.537384] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:09.537546] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:20:09.537592] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1386 tests [2025-10-16T23:20:09.537627] [INFO ] [CONFIGURE ] CPT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:20:09.537697] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T23:20:09.657634] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:09.777839] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:09.899068] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:10.018516] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:10.140603] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:10.269561] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:10.393025] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:10.515100] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:10.638714] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:10.764013] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:10.764179] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:20:10.764226] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1385 tests [2025-10-16T23:20:10.764260] [INFO ] [CONFIGURE ] CPT: Testing feature 20/29: add_price_rejection [2025-10-16T23:20:10.764290] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-10-16T23:20:10.892303] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:11.026176] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:11.159428] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:11.292309] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:11.422494] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:11.552175] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:11.683042] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:11.817594] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:11.954083] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:12.085450] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:12.085604] [INFO ] [CONFIGURE ] CPT: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:20:12.085666] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1384 tests [2025-10-16T23:20:12.085724] [INFO ] [CONFIGURE ] CPT: Testing feature 21/29: add_range_position [2025-10-16T23:20:12.085757] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-10-16T23:20:12.220427] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:12.362236] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:12.498296] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:12.636510] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:12.776296] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:12.916660] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:13.057779] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:13.200105] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:13.343757] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:13.485872] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:13.486052] [INFO ] [CONFIGURE ] CPT: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:20:13.486097] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1383 tests [2025-10-16T23:20:13.486131] [INFO ] [CONFIGURE ] CPT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:20:13.486160] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-10-16T23:20:13.642980] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:13.795128] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:13.945790] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:14.094234] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:20:14.243166] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:14.394335] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:14.575696] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:14.728766] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:14.887507] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:15.044860] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:15.045051] [INFO ] [CONFIGURE ] CPT: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:20:15.045173] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1382 tests [2025-10-16T23:20:15.045218] [INFO ] [CONFIGURE ] CPT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:20:15.045250] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-10-16T23:20:15.172135] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:15.295522] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:15.418821] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:15.544863] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:15.668326] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:15.791453] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:15.917146] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:16.043053] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:16.168869] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:16.299578] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:16.299772] [INFO ] [CONFIGURE ] CPT: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:20:16.299824] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1381 tests [2025-10-16T23:20:16.299861] [INFO ] [CONFIGURE ] CPT: Testing feature 24/29: add_rsi [2025-10-16T23:20:16.299893] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T23:20:16.438585] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:16.576813] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:16.716197] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:16.857157] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:16.999037] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:17.141390] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:17.284827] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:17.427572] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:17.605528] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:17.749729] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:17.749897] [INFO ] [CONFIGURE ] CPT: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:20:17.749941] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1380 tests [2025-10-16T23:20:17.749998] [INFO ] [CONFIGURE ] CPT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:20:17.750031] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-10-16T23:20:17.867208] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:17.984412] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:18.101752] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:18.221431] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:18.340798] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:18.459750] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:18.580756] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:18.700760] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:18.825935] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:18.947485] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:18.947623] [INFO ] [CONFIGURE ] CPT: DISCARDED add_tick_distribution (score: 30.00%) [2025-10-16T23:20:18.947714] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1379 tests [2025-10-16T23:20:18.947754] [INFO ] [CONFIGURE ] CPT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:20:18.947784] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T23:20:19.066808] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:19.187273] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:19.307783] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:19.428939] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:19.552258] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:19.677720] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:19.815890] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:19.954821] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:20.087410] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:20.221246] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:20.221415] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:20:20.221476] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1378 tests [2025-10-16T23:20:20.221512] [INFO ] [CONFIGURE ] CPT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:20:20.221542] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T23:20:20.352520] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:20.498738] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:20.643114] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:20.774060] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:20.905719] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:20:21.039418] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:21.175368] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:21.313527] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:21.447765] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:21.585983] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:21.586159] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-10-16T23:20:21.586202] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1377 tests [2025-10-16T23:20:21.586237] [INFO ] [CONFIGURE ] CPT: Testing feature 28/29: add_volume_profile [2025-10-16T23:20:21.586268] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-10-16T23:20:21.707280] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:21.831385] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:21.952397] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:22.072673] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:22.194176] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:22.318711] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:22.442730] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:22.564824] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:22.687321] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:22.815577] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:20:22.815750] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:20:22.815803] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1376 tests [2025-10-16T23:20:22.815838] [INFO ] [CONFIGURE ] CPT: Testing feature 29/29: add_vwap [2025-10-16T23:20:22.815868] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-10-16T23:20:22.938539] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:20:23.061758] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:20:23.187682] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:20:23.312911] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:20:23.446388] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:20:23.584536] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:23.727462] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:23.868311] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:20:24.010318] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:24.166945] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:20:24.167139] [INFO ] [CONFIGURE ] CPT: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:20:24.167197] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1375 tests [2025-10-16T23:20:24.167237] [INFO ] [CONFIGURE ] CPT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:20:24.167267] [INFO ] [CONFIGURE ] CPT: Best accuracy: 70.00% [2025-10-16T23:20:24.167298] [INFO ] [CONFIGURE ] CPT: Best feature set (1 features): ['add_obv_interval'] [2025-10-16T23:20:24.167378] [INFO ] [CONFIGURE ] CPT: Improvement over baseline: 10.00% [2025-10-16T23:20:24.167428] [INFO ] [CONFIGURE ] CPT: Total time: 37.7 seconds [2025-10-16T23:20:24.167459] [INFO ] [CONFIGURE ] CPT: Average time per feature: 1.3 seconds [2025-10-16T23:20:24.167489] [INFO ] [CONFIGURE ] CPT: Average speed: 0.77 features/sec [2025-10-16T23:20:24.168038] [INFO ] [LOCAL ] Saved configuration for CPT: 1 features, 70.00% accuracy -> ./output/feature-sets/CPT.json [2025-10-16T23:20:24.168105] [INFO ] [CONFIGURE ] CPT: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:20:24.168188] [INFO ] [sig ] [49/96] Successfully configured CPT | 0.02 sym/s | Total: 35.6m | ETA: 34.1m [2025-10-16T23:20:24.168233] [INFO ] [sig ] [50/96] Configuring CRH... [2025-10-16T23:20:24.168269] [INFO ] [CONFIGURE ] CRH: Configurate test run. [2025-10-16T23:20:24.168314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-10-16T23:20:24.181919] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRH'. [2025-10-16T23:20:24.182319] [INFO ] [CONFIGURE ] CRH: Testing with 29 available features [2025-10-16T23:20:24.182374] [INFO ] [CONFIGURE ] CRH: Establishing baseline with no features... [2025-10-16T23:20:24.289390] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:24.395366] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:24.504435] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:24.616491] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:24.726613] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:24.833741] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:24.940853] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:25.048827] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:25.160030] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:25.272779] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:25.272946] [INFO ] [CONFIGURE ] CRH: Baseline score (no features): 50.00% [2025-10-16T23:20:25.272992] [INFO ] [CONFIGURE ] CRH: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:20:25.273024] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:20:25.389485] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:25.505915] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:25.623983] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:25.745907] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:25.865267] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:25.984789] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:26.106670] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:26.229179] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:26.356695] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:26.479687] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:20:26.479839] [INFO ] [CONFIGURE ] CRH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:20:26.479882] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1374 tests [2025-10-16T23:20:26.479935] [INFO ] [CONFIGURE ] CRH: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:20:26.479966] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:20:26.604984] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:26.742497] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:26.870574] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:26.997002] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:27.127638] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:27.254597] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:27.389535] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:27.527471] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:27.659101] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:27.795880] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:27.796046] [INFO ] [CONFIGURE ] CRH: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:20:27.796091] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1373 tests [2025-10-16T23:20:27.796124] [INFO ] [CONFIGURE ] CRH: Testing feature 3/29: add_daily_returns [2025-10-16T23:20:27.796154] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:20:27.925075] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:28.058785] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:28.192555] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:28.326624] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:28.466226] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:28.600479] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:28.734758] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:28.871109] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:29.005857] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:29.145348] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:29.145534] [INFO ] [CONFIGURE ] CRH: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:20:29.145583] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1372 tests [2025-10-16T23:20:29.145618] [INFO ] [CONFIGURE ] CRH: Testing feature 4/29: add_ema [2025-10-16T23:20:29.145679] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:20:29.289967] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:29.433184] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:29.575469] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:29.769852] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:29.910768] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:30.056102] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:30.203034] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:30.349756] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:30.503270] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:30.649875] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:30.650050] [INFO ] [CONFIGURE ] CRH: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:20:30.650094] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1371 tests [2025-10-16T23:20:30.650150] [INFO ] [CONFIGURE ] CRH: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:20:30.650208] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:20:30.799206] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:30.959227] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:31.114230] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:31.294520] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:31.448574] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:31.603680] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:31.765791] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:31.933997] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:32.095767] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:32.259924] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:32.260088] [INFO ] [CONFIGURE ] CRH: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-10-16T23:20:32.260138] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1370 tests [2025-10-16T23:20:32.260173] [INFO ] [CONFIGURE ] CRH: Testing feature 6/29: add_failed_moves [2025-10-16T23:20:32.260205] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:20:32.398353] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:32.542866] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:32.685209] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:32.825752] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:32.967871] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:33.114041] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:33.264591] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:33.399105] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:33.532513] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:33.670157] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:33.670360] [INFO ] [CONFIGURE ] CRH: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:20:33.670409] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1369 tests [2025-10-16T23:20:33.670444] [INFO ] [CONFIGURE ] CRH: Testing feature 7/29: add_lag_shelf [2025-10-16T23:20:33.670475] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:20:33.801253] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:33.931373] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:34.060499] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:34.246226] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:34.438607] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:34.613891] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:34.769366] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:34.901476] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:35.032595] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:35.165523] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:35.165716] [INFO ] [CONFIGURE ] CRH: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:20:35.165792] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1368 tests [2025-10-16T23:20:35.165838] [INFO ] [CONFIGURE ] CRH: Testing feature 8/29: add_macd [2025-10-16T23:20:35.165879] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:20:35.337347] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:35.509370] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:35.671356] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:35.845449] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:36.017104] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:36.190340] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:36.363171] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:36.540566] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:36.701839] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:36.865440] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:36.865630] [INFO ] [CONFIGURE ] CRH: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:20:36.865717] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1367 tests [2025-10-16T23:20:36.865764] [INFO ] [CONFIGURE ] CRH: Testing feature 9/29: add_mfi [2025-10-16T23:20:36.865802] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:20:37.023348] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:37.181722] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:37.321310] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:37.459895] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:37.602588] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:37.752463] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:37.910566] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:38.060521] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:38.208910] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:38.351069] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:38.351301] [INFO ] [CONFIGURE ] CRH: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:20:38.351362] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1366 tests [2025-10-16T23:20:38.351401] [INFO ] [CONFIGURE ] CRH: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:20:38.351433] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:20:38.501572] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:38.655561] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:38.839856] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:38.992803] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:39.146369] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:39.313907] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:39.472495] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:39.635719] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:39.804526] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:39.967839] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:20:39.968024] [INFO ] [CONFIGURE ] CRH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:20:39.968081] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1365 tests [2025-10-16T23:20:39.968118] [INFO ] [CONFIGURE ] CRH: Testing feature 11/29: add_obv_daily [2025-10-16T23:20:39.968179] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:20:40.098421] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:40.229333] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:40.359465] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:40.491020] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:40.623326] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:40.755976] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:40.890065] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:41.024410] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:41.158847] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:41.293748] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:41.293907] [INFO ] [CONFIGURE ] CRH: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:20:41.293950] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1364 tests [2025-10-16T23:20:41.293984] [INFO ] [CONFIGURE ] CRH: Testing feature 12/29: add_obv_interval [2025-10-16T23:20:41.294014] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:20:41.420893] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:41.550422] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:41.684117] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:41.864667] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:42.017481] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:42.160996] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:42.297439] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:42.435669] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:42.569882] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:42.703612] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:42.703798] [INFO ] [CONFIGURE ] CRH: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:20:42.703847] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1363 tests [2025-10-16T23:20:42.703883] [INFO ] [CONFIGURE ] CRH: Testing feature 13/29: add_opening_strength [2025-10-16T23:20:42.703914] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:20:42.841962] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:42.980137] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:43.123609] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:43.272126] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:43.412446] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:43.557794] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:43.701176] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:43.843081] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:43.987030] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:44.129799] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:44.129955] [INFO ] [CONFIGURE ] CRH: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:20:44.130003] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1362 tests [2025-10-16T23:20:44.130037] [INFO ] [CONFIGURE ] CRH: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:20:44.130066] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:20:44.269363] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:44.410095] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:44.556484] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:44.698622] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:44.841373] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:44.981535] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:45.121760] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:45.263384] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:45.405524] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:45.548343] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:45.548464] [INFO ] [CONFIGURE ] CRH: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:20:45.548508] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1361 tests [2025-10-16T23:20:45.548594] [INFO ] [CONFIGURE ] CRH: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:20:45.548665] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:20:45.669758] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:45.791358] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:45.913845] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:46.046180] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:46.175542] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:46.306212] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:46.437433] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:46.572676] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:46.703247] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:46.838799] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:46.838983] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:20:46.839046] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1360 tests [2025-10-16T23:20:46.839084] [INFO ] [CONFIGURE ] CRH: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:20:46.839116] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:20:46.972871] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:47.106307] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:47.247835] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:47.391019] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:20:47.522692] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:47.658983] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:47.800087] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:47.945239] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:48.078490] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:48.217146] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:48.217337] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:20:48.217382] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1359 tests [2025-10-16T23:20:48.217416] [INFO ] [CONFIGURE ] CRH: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:20:48.217448] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:20:48.364127] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:48.519849] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:48.661346] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:48.811695] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:48.948869] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:49.088481] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:49.227487] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:49.372347] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:49.526103] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:49.678464] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:49.678707] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:20:49.678770] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1358 tests [2025-10-16T23:20:49.678810] [INFO ] [CONFIGURE ] CRH: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:20:49.678843] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:20:49.822960] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:49.967918] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:50.122495] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:50.253502] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:50.383446] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:50.516296] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:50.652382] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:50.780169] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:50.914846] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:20:51.043841] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:51.043997] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:20:51.044040] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1357 tests [2025-10-16T23:20:51.044075] [INFO ] [CONFIGURE ] CRH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:20:51.044106] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:20:51.168079] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:51.292747] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:51.419137] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:51.547786] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:51.674356] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:51.808190] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:51.935095] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:52.064278] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:52.191492] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:52.323601] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:52.323802] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:20:52.323859] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1356 tests [2025-10-16T23:20:52.323895] [INFO ] [CONFIGURE ] CRH: Testing feature 20/29: add_price_rejection [2025-10-16T23:20:52.323926] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:20:52.463791] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:52.619827] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:52.779963] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:52.935774] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:53.094315] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:53.252854] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:53.413176] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:53.573792] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:53.738888] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:53.903816] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:53.904001] [INFO ] [CONFIGURE ] CRH: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:20:53.904054] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1355 tests [2025-10-16T23:20:53.904090] [INFO ] [CONFIGURE ] CRH: Testing feature 21/29: add_range_position [2025-10-16T23:20:53.904122] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:20:54.073470] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:54.225183] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:54.375904] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:54.526747] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:54.681145] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:54.834571] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:54.985060] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:55.132366] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:55.279708] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:55.436483] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:55.437211] [INFO ] [CONFIGURE ] CRH: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:20:55.437271] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1354 tests [2025-10-16T23:20:55.437309] [INFO ] [CONFIGURE ] CRH: Testing feature 22/29: add_realized_volatility [2025-10-16T23:20:55.437340] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:20:55.599459] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:55.766793] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:55.927606] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:56.086065] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:56.245855] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:56.411185] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:56.586929] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:20:56.751816] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:56.912460] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:57.081311] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:57.081501] [INFO ] [CONFIGURE ] CRH: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:20:57.081545] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1353 tests [2025-10-16T23:20:57.081580] [INFO ] [CONFIGURE ] CRH: Testing feature 23/29: add_recent_range_context [2025-10-16T23:20:57.081613] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:20:57.215373] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:57.345786] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:57.477393] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:57.607946] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:20:57.740586] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:20:57.872236] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:58.007784] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:58.144744] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:58.278192] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:20:58.412380] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:20:58.412513] [INFO ] [CONFIGURE ] CRH: KEPT add_recent_range_context (score: 80.00%) [2025-10-16T23:20:58.412556] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1352 tests [2025-10-16T23:20:58.412590] [INFO ] [CONFIGURE ] CRH: Testing feature 24/29: add_rsi [2025-10-16T23:20:58.412620] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-10-16T23:20:58.580891] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:20:58.749840] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:20:58.912172] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:20:59.076332] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:20:59.242425] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:20:59.405932] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:20:59.576389] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:20:59.741998] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:20:59.906634] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:00.099847] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:00.100029] [INFO ] [CONFIGURE ] CRH: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:21:00.100072] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1351 tests [2025-10-16T23:21:00.100108] [INFO ] [CONFIGURE ] CRH: Testing feature 25/29: add_tick_distribution [2025-10-16T23:21:00.100138] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_tick_distribution'] [2025-10-16T23:21:00.238297] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:00.377406] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:21:00.517079] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:21:00.662501] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:21:00.813901] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:21:00.955628] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:21:01.099376] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:01.241197] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:21:01.384659] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:01.530588] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:01.530820] [INFO ] [CONFIGURE ] CRH: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:21:01.530947] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1350 tests [2025-10-16T23:21:01.530992] [INFO ] [CONFIGURE ] CRH: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:21:01.531024] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-10-16T23:21:01.674263] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:01.823755] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:21:01.973402] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:21:02.126434] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:02.275881] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:21:02.423768] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:21:02.578566] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:02.728394] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:21:02.879883] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:21:03.034932] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:03.035122] [INFO ] [CONFIGURE ] CRH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:21:03.035185] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1349 tests [2025-10-16T23:21:03.035235] [INFO ] [CONFIGURE ] CRH: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:21:03.035293] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-10-16T23:21:03.189515] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:03.340324] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:03.496259] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:21:03.652745] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:21:03.806879] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:21:03.959786] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:21:04.111930] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:04.263159] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:21:04.416398] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:04.571382] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:04.571588] [INFO ] [CONFIGURE ] CRH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:21:04.571669] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1348 tests [2025-10-16T23:21:04.571735] [INFO ] [CONFIGURE ] CRH: Testing feature 28/29: add_volume_profile [2025-10-16T23:21:04.571770] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_profile'] [2025-10-16T23:21:04.717709] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:04.864469] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:05.012397] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:21:05.157234] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:05.301734] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:21:05.449544] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:21:05.612992] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:05.759852] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:21:05.905906] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:06.050451] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:06.050598] [INFO ] [CONFIGURE ] CRH: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:21:06.050660] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1347 tests [2025-10-16T23:21:06.050719] [INFO ] [CONFIGURE ] CRH: Testing feature 29/29: add_vwap [2025-10-16T23:21:06.050753] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_vwap'] [2025-10-16T23:21:06.199412] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:06.352324] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:21:06.499028] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:21:06.646096] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:06.793214] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:21:06.940163] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:21:07.083940] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:07.228562] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:21:07.377439] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:07.548312] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:07.548499] [INFO ] [CONFIGURE ] CRH: DISCARDED add_vwap (score: 80.00%) [2025-10-16T23:21:07.548557] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1346 tests [2025-10-16T23:21:07.548593] [INFO ] [CONFIGURE ] CRH: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:21:07.548624] [INFO ] [CONFIGURE ] CRH: Best accuracy: 80.00% [2025-10-16T23:21:07.548690] [INFO ] [CONFIGURE ] CRH: Best feature set (2 features): ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:21:07.548737] [INFO ] [CONFIGURE ] CRH: Improvement over baseline: 30.00% [2025-10-16T23:21:07.548767] [INFO ] [CONFIGURE ] CRH: Total time: 42.3 seconds [2025-10-16T23:21:07.548984] [INFO ] [CONFIGURE ] CRH: Average time per feature: 1.5 seconds [2025-10-16T23:21:07.549011] [INFO ] [CONFIGURE ] CRH: Average speed: 0.69 features/sec [2025-10-16T23:21:07.549539] [INFO ] [LOCAL ] Saved configuration for CRH: 2 features, 80.00% accuracy -> ./output/feature-sets/CRH.json [2025-10-16T23:21:07.549853] [INFO ] [CONFIGURE ] CRH: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T23:21:07.549916] [INFO ] [sig ] [50/96] Successfully configured CRH | 0.02 sym/s | Total: 36.3m | ETA: 33.4m [2025-10-16T23:21:07.550004] [INFO ] [sig ] [51/96] Configuring CRM... [2025-10-16T23:21:07.550043] [INFO ] [CONFIGURE ] CRM: Configurate test run. [2025-10-16T23:21:07.550073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-10-16T23:21:07.564832] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRM'. [2025-10-16T23:21:07.565169] [INFO ] [CONFIGURE ] CRM: Testing with 29 available features [2025-10-16T23:21:07.565247] [INFO ] [CONFIGURE ] CRM: Establishing baseline with no features... [2025-10-16T23:21:07.669941] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:07.777570] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:07.884202] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:07.988758] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:08.092386] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:08.197767] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:08.306038] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:08.416411] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:08.527591] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:08.636159] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:08.636303] [INFO ] [CONFIGURE ] CRM: Baseline score (no features): 40.00% [2025-10-16T23:21:08.636345] [INFO ] [CONFIGURE ] CRM: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:21:08.636377] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:21:08.751724] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:08.876831] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:08.995464] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:09.113827] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:09.233005] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:09.351368] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:09.472733] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:09.592318] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:09.711970] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:09.835782] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:09.835964] [INFO ] [CONFIGURE ] CRM: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T23:21:09.836010] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1345 tests [2025-10-16T23:21:09.836046] [INFO ] [CONFIGURE ] CRM: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:21:09.836079] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:21:09.974317] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:10.110116] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:10.247781] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:10.381138] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:10.515330] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:10.650483] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:10.786576] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:10.922459] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:11.059032] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:11.194422] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:11.194577] [INFO ] [CONFIGURE ] CRM: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:21:11.194619] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1344 tests [2025-10-16T23:21:11.194683] [INFO ] [CONFIGURE ] CRM: Testing feature 3/29: add_daily_returns [2025-10-16T23:21:11.194733] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:21:11.333148] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:11.479849] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:11.628739] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:11.771711] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:11.916308] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:12.060054] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:12.205279] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:12.351809] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:12.509908] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:12.656029] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:12.656192] [INFO ] [CONFIGURE ] CRM: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:21:12.656235] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1343 tests [2025-10-16T23:21:12.656269] [INFO ] [CONFIGURE ] CRM: Testing feature 4/29: add_ema [2025-10-16T23:21:12.656299] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T23:21:12.809815] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:12.968125] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:13.135163] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:13.294588] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:13.453813] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:13.621506] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:13.777734] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:13.933213] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:14.089476] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:14.251006] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:14.251218] [INFO ] [CONFIGURE ] CRM: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:21:14.251281] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1342 tests [2025-10-16T23:21:14.251328] [INFO ] [CONFIGURE ] CRM: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:21:14.251384] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:21:14.409561] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:14.565562] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:14.724542] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:14.884809] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:15.044526] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:15.206279] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:15.366408] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:15.550984] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:21:15.730119] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:15.899803] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:15.899988] [INFO ] [CONFIGURE ] CRM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:21:15.900031] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1341 tests [2025-10-16T23:21:15.900066] [INFO ] [CONFIGURE ] CRM: Testing feature 6/29: add_failed_moves [2025-10-16T23:21:15.900099] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:21:16.041324] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:16.184284] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:16.332351] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:16.483323] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:16.631728] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:16.785473] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:16.936391] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:17.090800] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:17.236085] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:17.384150] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:17.384321] [INFO ] [CONFIGURE ] CRM: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:21:17.384367] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1340 tests [2025-10-16T23:21:17.384405] [INFO ] [CONFIGURE ] CRM: Testing feature 7/29: add_lag_shelf [2025-10-16T23:21:17.384440] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:21:17.525492] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:17.670519] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:17.813152] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:17.949024] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:18.086031] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:18.224016] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:18.368345] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:18.509811] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:18.647272] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:18.787499] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:18.787672] [INFO ] [CONFIGURE ] CRM: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:21:18.787735] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1339 tests [2025-10-16T23:21:18.787773] [INFO ] [CONFIGURE ] CRM: Testing feature 8/29: add_macd [2025-10-16T23:21:18.787804] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:21:18.958985] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:19.127224] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:19.297595] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:19.469967] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:19.653039] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:19.833048] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:21:20.009361] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:20.184770] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:21:20.363847] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:20.541504] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:20.541716] [INFO ] [CONFIGURE ] CRM: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:21:20.541774] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1338 tests [2025-10-16T23:21:20.541811] [INFO ] [CONFIGURE ] CRM: Testing feature 9/29: add_mfi [2025-10-16T23:21:20.541842] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-10-16T23:21:20.692976] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:20.863901] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:21.048945] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:21.207499] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:21.358853] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:21.516130] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:21.667834] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:21.824594] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:21.976665] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:22.130522] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:22.130701] [INFO ] [CONFIGURE ] CRM: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:21:22.130762] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1337 tests [2025-10-16T23:21:22.130848] [INFO ] [CONFIGURE ] CRM: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:21:22.130899] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:21:22.296624] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:22.466432] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:22.629467] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:22.797323] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:22.964185] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:23.133503] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:23.302463] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:23.476585] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:23.653294] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:23.827997] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:23.828227] [INFO ] [CONFIGURE ] CRM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:21:23.828282] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1336 tests [2025-10-16T23:21:23.828318] [INFO ] [CONFIGURE ] CRM: Testing feature 11/29: add_obv_daily [2025-10-16T23:21:23.828347] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:21:23.970954] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:24.115302] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:24.259075] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:24.408634] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:24.565224] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:24.720078] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:24.875411] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:25.026899] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:25.182828] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:25.340432] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:25.340580] [INFO ] [CONFIGURE ] CRM: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:21:25.340624] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1335 tests [2025-10-16T23:21:25.340693] [INFO ] [CONFIGURE ] CRM: Testing feature 12/29: add_obv_interval [2025-10-16T23:21:25.340739] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:21:25.484056] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:25.629582] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:25.775966] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:25.919269] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:26.062413] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:26.205180] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:26.348450] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:26.491999] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:26.641995] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:26.793802] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:26.793965] [INFO ] [CONFIGURE ] CRM: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:21:26.794009] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1334 tests [2025-10-16T23:21:26.794044] [INFO ] [CONFIGURE ] CRM: Testing feature 13/29: add_opening_strength [2025-10-16T23:21:26.794075] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:21:26.944990] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:27.096928] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:27.248198] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:27.400494] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:27.552388] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:27.707634] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:27.865314] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:28.024180] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:28.182048] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:28.340461] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:28.340627] [INFO ] [CONFIGURE ] CRM: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:21:28.340704] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1333 tests [2025-10-16T23:21:28.340751] [INFO ] [CONFIGURE ] CRM: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:21:28.340784] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:21:28.497056] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:28.651351] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:28.806177] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:28.963757] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:29.121672] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:29.279537] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:29.440551] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:29.601563] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:29.761388] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:29.921109] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:29.921329] [INFO ] [CONFIGURE ] CRM: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:21:29.921381] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1332 tests [2025-10-16T23:21:29.921418] [INFO ] [CONFIGURE ] CRM: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:21:29.921472] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:21:30.060767] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:30.202159] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:30.342954] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:30.485156] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:30.653806] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:30.796714] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:30.938866] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:31.083528] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:31.230996] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:31.386183] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:31.386351] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:21:31.386401] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1331 tests [2025-10-16T23:21:31.386435] [INFO ] [CONFIGURE ] CRM: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:21:31.386466] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:21:31.537339] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:31.694124] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:31.849189] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:32.005595] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:32.158850] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:32.309158] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:32.459877] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:32.612329] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:32.769034] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:32.926674] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:32.926836] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:21:32.926885] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1330 tests [2025-10-16T23:21:32.926921] [INFO ] [CONFIGURE ] CRM: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:21:32.926953] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:21:33.078877] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:33.238592] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:33.392428] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:33.548384] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:33.732496] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:33.892577] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:34.059870] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:34.220255] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:34.395273] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:34.570995] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:34.571153] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:21:34.571198] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1329 tests [2025-10-16T23:21:34.571233] [INFO ] [CONFIGURE ] CRM: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:21:34.571264] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:21:34.710228] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:34.848978] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:34.988066] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:35.127719] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:35.269608] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:35.414986] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:21:35.558919] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:35.701998] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:35.843715] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:35.985152] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:35.985305] [INFO ] [CONFIGURE ] CRM: KEPT add_pbf_volatility_5d (score: 80.00%) [2025-10-16T23:21:35.985349] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1328 tests [2025-10-16T23:21:35.985435] [INFO ] [CONFIGURE ] CRM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:21:35.985475] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-10-16T23:21:36.128600] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:36.270239] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:36.417487] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:36.564616] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:36.741599] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:36.884994] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:21:37.033731] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:37.179507] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:37.324621] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:37.469537] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:37.469723] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:21:37.469778] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1327 tests [2025-10-16T23:21:37.469832] [INFO ] [CONFIGURE ] CRM: Testing feature 20/29: add_price_rejection [2025-10-16T23:21:37.469887] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-10-16T23:21:37.619145] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:37.767858] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:37.918061] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:38.069187] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:38.222520] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:38.384872] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:38.545338] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:38.700568] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:38.858551] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:39.014958] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:39.015124] [INFO ] [CONFIGURE ] CRM: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:21:39.015169] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1326 tests [2025-10-16T23:21:39.015204] [INFO ] [CONFIGURE ] CRM: Testing feature 21/29: add_range_position [2025-10-16T23:21:39.015234] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_range_position'] [2025-10-16T23:21:39.177899] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:39.340813] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:39.506789] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:39.668889] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:39.844802] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:40.022725] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:40.200459] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:40.381412] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:40.555743] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:40.733029] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:40.733202] [INFO ] [CONFIGURE ] CRM: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:21:40.733245] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1325 tests [2025-10-16T23:21:40.733279] [INFO ] [CONFIGURE ] CRM: Testing feature 22/29: add_realized_volatility [2025-10-16T23:21:40.733310] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-10-16T23:21:40.923808] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:41.119592] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:41.310684] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:41.496977] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:41.681024] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:41.874338] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:42.095748] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:42.341835] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:42.614798] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:42.874074] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:42.874263] [INFO ] [CONFIGURE ] CRM: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:21:42.874309] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1324 tests [2025-10-16T23:21:42.874345] [INFO ] [CONFIGURE ] CRM: Testing feature 23/29: add_recent_range_context [2025-10-16T23:21:42.874377] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-10-16T23:21:43.037841] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:43.192325] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:43.356108] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:43.536310] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:43.708504] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:43.872208] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:21:44.023941] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:44.186694] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:44.342722] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:44.496258] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:44.496417] [INFO ] [CONFIGURE ] CRM: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:21:44.496464] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1323 tests [2025-10-16T23:21:44.496502] [INFO ] [CONFIGURE ] CRM: Testing feature 24/29: add_rsi [2025-10-16T23:21:44.496536] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-10-16T23:21:44.667483] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:44.848718] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:45.024383] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:45.200888] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:45.376783] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:45.551288] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:45.736836] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:45.910885] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:46.086155] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:46.260478] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:46.260688] [INFO ] [CONFIGURE ] CRM: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:21:46.260750] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1322 tests [2025-10-16T23:21:46.260787] [INFO ] [CONFIGURE ] CRM: Testing feature 25/29: add_tick_distribution [2025-10-16T23:21:46.260818] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-10-16T23:21:46.431335] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:46.595168] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:46.745060] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:46.899329] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:47.049551] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:47.200720] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:21:47.351478] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:47.507920] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:47.662133] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:47.814497] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:47.814703] [INFO ] [CONFIGURE ] CRM: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:21:47.814763] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1321 tests [2025-10-16T23:21:47.814801] [INFO ] [CONFIGURE ] CRM: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:21:47.814836] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-10-16T23:21:47.963200] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:48.116605] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:48.270158] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:48.419257] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:48.568922] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:21:48.719247] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:48.912171] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:49.064393] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:49.224131] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:49.381406] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:21:49.381569] [INFO ] [CONFIGURE ] CRM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:21:49.381616] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1320 tests [2025-10-16T23:21:49.381683] [INFO ] [CONFIGURE ] CRM: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:21:49.381735] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-10-16T23:21:49.541163] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:49.701349] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:49.860393] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:50.022252] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:50.183746] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:50.346099] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:50.505580] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:21:50.666247] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:50.830479] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:50.995951] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:50.996123] [INFO ] [CONFIGURE ] CRM: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:21:50.996195] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1319 tests [2025-10-16T23:21:50.996236] [INFO ] [CONFIGURE ] CRM: Testing feature 28/29: add_volume_profile [2025-10-16T23:21:50.996269] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-10-16T23:21:51.144938] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:51.293041] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:51.441398] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:51.597374] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:51.759111] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:51.947844] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:21:52.108473] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:52.269192] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:52.420260] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:21:52.572373] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:52.572522] [INFO ] [CONFIGURE ] CRM: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:21:52.572565] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1318 tests [2025-10-16T23:21:52.572605] [INFO ] [CONFIGURE ] CRM: Testing feature 29/29: add_vwap [2025-10-16T23:21:52.572636] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_vwap'] [2025-10-16T23:21:52.727053] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:52.879175] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:21:53.032199] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:53.186341] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:21:53.341496] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:53.498349] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:21:53.650773] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:21:53.806863] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:53.959734] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:21:54.115330] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:21:54.115484] [INFO ] [CONFIGURE ] CRM: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:21:54.115528] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1317 tests [2025-10-16T23:21:54.115564] [INFO ] [CONFIGURE ] CRM: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:21:54.115594] [INFO ] [CONFIGURE ] CRM: Best accuracy: 80.00% [2025-10-16T23:21:54.115625] [INFO ] [CONFIGURE ] CRM: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:21:54.115741] [INFO ] [CONFIGURE ] CRM: Improvement over baseline: 40.00% [2025-10-16T23:21:54.115791] [INFO ] [CONFIGURE ] CRM: Total time: 45.5 seconds [2025-10-16T23:21:54.115822] [INFO ] [CONFIGURE ] CRM: Average time per feature: 1.6 seconds [2025-10-16T23:21:54.115851] [INFO ] [CONFIGURE ] CRM: Average speed: 0.64 features/sec [2025-10-16T23:21:54.116422] [INFO ] [LOCAL ] Saved configuration for CRM: 3 features, 80.00% accuracy -> ./output/feature-sets/CRM.json [2025-10-16T23:21:54.116487] [INFO ] [CONFIGURE ] CRM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:21:54.116546] [INFO ] [sig ] [51/96] Successfully configured CRM | 0.02 sym/s | Total: 37.1m | ETA: 32.7m [2025-10-16T23:21:54.116590] [INFO ] [sig ] [52/96] Configuring CULP... [2025-10-16T23:21:54.116665] [INFO ] [CONFIGURE ] CULP: Configurate test run. [2025-10-16T23:21:54.116720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-10-16T23:21:54.129477] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CULP'. [2025-10-16T23:21:54.129824] [INFO ] [CONFIGURE ] CULP: Testing with 29 available features [2025-10-16T23:21:54.129879] [INFO ] [CONFIGURE ] CULP: Establishing baseline with no features... [2025-10-16T23:21:54.230747] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:21:54.335209] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:21:54.436240] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:54.538787] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:21:54.640011] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:54.742305] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:21:54.844204] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:21:54.947139] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:21:55.054749] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:21:55.158244] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:55.158362] [INFO ] [CONFIGURE ] CULP: Baseline score (no features): 60.00% [2025-10-16T23:21:55.158405] [INFO ] [CONFIGURE ] CULP: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:21:55.158436] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:21:55.269250] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:55.384244] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:21:55.497733] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:55.612623] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:21:55.727016] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:55.851101] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:21:55.973345] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:21:56.094845] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:56.216432] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:56.338721] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:56.338921] [INFO ] [CONFIGURE ] CULP: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:21:56.339028] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1316 tests [2025-10-16T23:21:56.339081] [INFO ] [CONFIGURE ] CULP: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:21:56.339115] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:21:56.465000] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:56.596115] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:21:56.722484] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:56.850980] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:21:56.983085] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:57.114933] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:21:57.242090] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:21:57.371957] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:57.510606] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:57.646781] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:57.646951] [INFO ] [CONFIGURE ] CULP: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:21:57.646994] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1315 tests [2025-10-16T23:21:57.647027] [INFO ] [CONFIGURE ] CULP: Testing feature 3/29: add_daily_returns [2025-10-16T23:21:57.647056] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_daily_returns'] [2025-10-16T23:21:57.760345] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:57.873871] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:21:57.985711] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:21:58.098890] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:21:58.216409] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:58.338427] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:21:58.455331] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:21:58.577720] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:21:58.699445] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:21:58.823872] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:21:58.824046] [INFO ] [CONFIGURE ] CULP: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:21:58.824089] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1314 tests [2025-10-16T23:21:58.824125] [INFO ] [CONFIGURE ] CULP: Testing feature 4/29: add_ema [2025-10-16T23:21:58.824156] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_ema'] [2025-10-16T23:21:58.958008] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:21:59.080398] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:21:59.205619] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:21:59.332804] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:21:59.458868] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:21:59.585069] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:21:59.723373] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:21:59.859493] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:21:59.989840] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:00.117549] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:00.117741] [INFO ] [CONFIGURE ] CULP: DISCARDED add_ema (score: 20.00%) [2025-10-16T23:22:00.117796] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1313 tests [2025-10-16T23:22:00.117831] [INFO ] [CONFIGURE ] CULP: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:22:00.117861] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:22:00.250784] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:00.402561] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:00.536945] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:00.672963] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:00.810324] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:00.950390] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:01.094197] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:01.230312] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:01.365426] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:01.499975] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:01.500153] [INFO ] [CONFIGURE ] CULP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:22:01.500195] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1312 tests [2025-10-16T23:22:01.500228] [INFO ] [CONFIGURE ] CULP: Testing feature 6/29: add_failed_moves [2025-10-16T23:22:01.500258] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_failed_moves'] [2025-10-16T23:22:01.614935] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:01.731232] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:01.848848] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:01.970882] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:02.096738] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:02.219223] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:02.340203] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:02.458072] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:02.575530] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:02.695290] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:02.695430] [INFO ] [CONFIGURE ] CULP: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:22:02.695473] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1311 tests [2025-10-16T23:22:02.695506] [INFO ] [CONFIGURE ] CULP: Testing feature 7/29: add_lag_shelf [2025-10-16T23:22:02.695536] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_lag_shelf'] [2025-10-16T23:22:02.800420] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:02.906903] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:03.015103] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:03.122167] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:03.236143] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:03.352868] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:03.471042] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:03.586221] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:03.707362] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:03.819056] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:03.819193] [INFO ] [CONFIGURE ] CULP: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:22:03.819236] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1310 tests [2025-10-16T23:22:03.819271] [INFO ] [CONFIGURE ] CULP: Testing feature 8/29: add_macd [2025-10-16T23:22:03.819300] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:22:03.964036] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:04.113987] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:04.269315] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:22:04.415584] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:04.561373] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:04.707817] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:04.853610] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:05.001457] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:05.148857] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:05.296767] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:05.296935] [INFO ] [CONFIGURE ] CULP: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:22:05.296978] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1309 tests [2025-10-16T23:22:05.297012] [INFO ] [CONFIGURE ] CULP: Testing feature 9/29: add_mfi [2025-10-16T23:22:05.297042] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_mfi'] [2025-10-16T23:22:05.417981] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:05.539349] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:05.661223] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:05.783851] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:05.908370] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:06.033910] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:06.160111] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:06.286751] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:06.418063] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:06.546451] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:06.546666] [INFO ] [CONFIGURE ] CULP: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:22:06.546727] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1308 tests [2025-10-16T23:22:06.546764] [INFO ] [CONFIGURE ] CULP: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:22:06.546796] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:22:06.683043] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:06.820088] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:06.957326] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:22:07.111498] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:07.250966] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:07.392935] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:07.536307] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:07.680549] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:07.823265] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:07.967125] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:07.967298] [INFO ] [CONFIGURE ] CULP: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:22:07.967342] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1307 tests [2025-10-16T23:22:07.967375] [INFO ] [CONFIGURE ] CULP: Testing feature 11/29: add_obv_daily [2025-10-16T23:22:07.967404] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_obv_daily'] [2025-10-16T23:22:08.083291] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:08.202437] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:08.318493] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:08.439162] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:08.557910] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:08.676663] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:08.796168] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:08.954164] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:09.112967] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:09.255293] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:09.255548] [INFO ] [CONFIGURE ] CULP: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:22:09.255628] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1306 tests [2025-10-16T23:22:09.255711] [INFO ] [CONFIGURE ] CULP: Testing feature 12/29: add_obv_interval [2025-10-16T23:22:09.255753] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_obv_interval'] [2025-10-16T23:22:09.388012] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:22:09.546364] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:09.678689] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:09.807453] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:09.931004] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:10.057404] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:10.183341] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:10.309155] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:10.445514] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:10.586996] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:10.587392] [INFO ] [CONFIGURE ] CULP: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:22:10.587461] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1305 tests [2025-10-16T23:22:10.587504] [INFO ] [CONFIGURE ] CULP: Testing feature 13/29: add_opening_strength [2025-10-16T23:22:10.587538] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:22:10.738928] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:22:10.889064] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:11.027030] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:11.170587] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:11.308196] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:11.454390] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:11.600756] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:11.736498] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:11.881687] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:12.029614] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:12.029883] [INFO ] [CONFIGURE ] CULP: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:22:12.029937] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1304 tests [2025-10-16T23:22:12.029974] [INFO ] [CONFIGURE ] CULP: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:22:12.030009] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:22:12.168837] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:12.308503] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:12.451736] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:22:12.595040] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:12.745798] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:12.889376] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:13.032683] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:13.202032] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:13.346508] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:13.474224] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:13.474420] [INFO ] [CONFIGURE ] CULP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:22:13.474476] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1303 tests [2025-10-16T23:22:13.474598] [INFO ] [CONFIGURE ] CULP: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:22:13.474675] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:22:13.580788] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:13.688008] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:13.795549] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:22:13.902602] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:14.010148] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:14.118545] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:14.229582] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:14.341106] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:14.452304] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:14.562723] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:14.562924] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:22:14.562975] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1302 tests [2025-10-16T23:22:14.563009] [INFO ] [CONFIGURE ] CULP: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:22:14.563040] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:22:14.682355] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:22:14.798460] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:14.911256] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:15.024974] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:15.137804] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:15.251661] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:15.377107] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:15.510312] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:15.658005] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:15.781017] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:15.781178] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:22:15.781229] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1301 tests [2025-10-16T23:22:15.781263] [INFO ] [CONFIGURE ] CULP: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:22:15.781293] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:22:15.895128] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:16.009838] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:16.123901] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:16.235323] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:16.347266] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:16.460692] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:16.578326] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:16.692575] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:16.806602] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:16.921239] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:16.921396] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:22:16.921439] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1300 tests [2025-10-16T23:22:16.921491] [INFO ] [CONFIGURE ] CULP: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:22:16.921546] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:22:17.022515] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:17.124493] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:17.226569] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:17.329030] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:17.431242] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:17.535469] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:17.640438] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:17.747499] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:17.852184] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:17.957137] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:17.957293] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:22:17.957337] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1299 tests [2025-10-16T23:22:17.957372] [INFO ] [CONFIGURE ] CULP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:22:17.957403] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:22:18.059262] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:18.162572] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:18.270630] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:18.381131] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:18.492356] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:18.608360] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:18.720509] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:18.832949] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:18.943169] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:19.051124] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:19.051258] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:22:19.051301] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1298 tests [2025-10-16T23:22:19.051336] [INFO ] [CONFIGURE ] CULP: Testing feature 20/29: add_price_rejection [2025-10-16T23:22:19.051366] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_price_rejection'] [2025-10-16T23:22:19.162834] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:19.276254] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:19.391386] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:19.512945] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:19.631882] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:19.749803] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:19.868630] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:19.993101] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:20.116565] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:20.241609] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:20.241809] [INFO ] [CONFIGURE ] CULP: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:22:20.241860] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1297 tests [2025-10-16T23:22:20.241900] [INFO ] [CONFIGURE ] CULP: Testing feature 21/29: add_range_position [2025-10-16T23:22:20.241932] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_range_position'] [2025-10-16T23:22:20.373941] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:20.501135] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:20.632346] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:20.769127] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:20.899876] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:21.028804] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:21.157421] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:21.288565] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:21.416811] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:21.547859] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:21.548030] [INFO ] [CONFIGURE ] CULP: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:22:21.548075] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1296 tests [2025-10-16T23:22:21.548186] [INFO ] [CONFIGURE ] CULP: Testing feature 22/29: add_realized_volatility [2025-10-16T23:22:21.548235] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_realized_volatility'] [2025-10-16T23:22:21.689757] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:22:21.836366] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:21.979401] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:22.129372] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:22.279381] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:22.424941] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:22.573947] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:22.717570] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:22.861227] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:23.004605] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:23.004832] [INFO ] [CONFIGURE ] CULP: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T23:22:23.004882] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1295 tests [2025-10-16T23:22:23.004917] [INFO ] [CONFIGURE ] CULP: Testing feature 23/29: add_recent_range_context [2025-10-16T23:22:23.004947] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_recent_range_context'] [2025-10-16T23:22:23.118516] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:23.233261] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:23.349407] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:23.470965] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:23.596427] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:23.718123] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:23.843623] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:23.961504] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:24.078047] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:24.199495] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:24.199680] [INFO ] [CONFIGURE ] CULP: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:22:24.199742] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1294 tests [2025-10-16T23:22:24.199780] [INFO ] [CONFIGURE ] CULP: Testing feature 24/29: add_rsi [2025-10-16T23:22:24.199813] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:22:24.340291] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:24.477764] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:24.611444] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:22:24.741739] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:24.885511] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:25.022499] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:25.153928] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:25.310428] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:25.447105] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:25.585524] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:25.585725] [INFO ] [CONFIGURE ] CULP: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:22:25.585783] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1293 tests [2025-10-16T23:22:25.585820] [INFO ] [CONFIGURE ] CULP: Testing feature 25/29: add_tick_distribution [2025-10-16T23:22:25.585850] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_tick_distribution'] [2025-10-16T23:22:25.707796] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:25.820744] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:25.931307] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:26.042627] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:26.153935] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:26.267609] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:26.380128] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:26.491428] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:26.635088] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:26.760499] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:26.760683] [INFO ] [CONFIGURE ] CULP: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:22:26.760744] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1292 tests [2025-10-16T23:22:26.760781] [INFO ] [CONFIGURE ] CULP: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:22:26.760813] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:22:26.875987] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:26.996175] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:27.120267] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:27.233313] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:27.366316] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:27.481558] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:27.603815] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:27.727973] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:27.862224] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:27.979996] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:27.980213] [INFO ] [CONFIGURE ] CULP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:22:27.980261] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1291 tests [2025-10-16T23:22:27.980296] [INFO ] [CONFIGURE ] CULP: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:22:27.980326] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:22:28.034866] [FATAL] [FORECASTER] Failed to test lookback=11: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.089447] [FATAL] [FORECASTER] Failed to test lookback=10: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.144070] [FATAL] [FORECASTER] Failed to test lookback=9: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.200050] [FATAL] [FORECASTER] Failed to test lookback=8: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.256036] [FATAL] [FORECASTER] Failed to test lookback=7: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.312530] [FATAL] [FORECASTER] Failed to test lookback=6: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.369358] [FATAL] [FORECASTER] Failed to test lookback=5: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.425948] [FATAL] [FORECASTER] Failed to test lookback=4: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.482348] [FATAL] [FORECASTER] Failed to test lookback=3: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.538693] [FATAL] [FORECASTER] Failed to test lookback=2: [23:22:28] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:22:28.538938] [INFO ] [CONFIGURE ] CULP: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-10-16T23:22:28.538987] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1290 tests [2025-10-16T23:22:28.539023] [INFO ] [CONFIGURE ] CULP: Testing feature 28/29: add_volume_profile [2025-10-16T23:22:28.539053] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_volume_profile'] [2025-10-16T23:22:28.649367] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:28.762498] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:28.878171] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:28.987377] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:29.097148] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:29.212509] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:29.329062] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:29.444782] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:29.561869] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:29.683853] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:29.684048] [INFO ] [CONFIGURE ] CULP: KEPT add_volume_profile (score: 70.00%) [2025-10-16T23:22:29.684106] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1289 tests [2025-10-16T23:22:29.684142] [INFO ] [CONFIGURE ] CULP: Testing feature 29/29: add_vwap [2025-10-16T23:22:29.684173] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_volume_profile', 'add_vwap'] [2025-10-16T23:22:29.809089] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:29.935187] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:30.063266] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:22:30.189888] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:22:30.316981] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:30.446716] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:30.580066] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:22:30.708695] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:30.837202] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:30.966973] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:30.967143] [INFO ] [CONFIGURE ] CULP: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:22:30.967188] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1288 tests [2025-10-16T23:22:30.967224] [INFO ] [CONFIGURE ] CULP: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:22:30.967253] [INFO ] [CONFIGURE ] CULP: Best accuracy: 70.00% [2025-10-16T23:22:30.967282] [INFO ] [CONFIGURE ] CULP: Best feature set (1 features): ['add_volume_profile'] [2025-10-16T23:22:30.967310] [INFO ] [CONFIGURE ] CULP: Improvement over baseline: 10.00% [2025-10-16T23:22:30.967336] [INFO ] [CONFIGURE ] CULP: Total time: 35.8 seconds [2025-10-16T23:22:30.967362] [INFO ] [CONFIGURE ] CULP: Average time per feature: 1.2 seconds [2025-10-16T23:22:30.967388] [INFO ] [CONFIGURE ] CULP: Average speed: 0.81 features/sec [2025-10-16T23:22:30.967823] [INFO ] [LOCAL ] Saved configuration for CULP: 1 features, 70.00% accuracy -> ./output/feature-sets/CULP.json [2025-10-16T23:22:30.967880] [INFO ] [CONFIGURE ] CULP: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:22:30.967918] [INFO ] [sig ] [52/96] Successfully configured CULP | 0.02 sym/s | Total: 37.7m | ETA: 31.9m [2025-10-16T23:22:30.967948] [INFO ] [sig ] [53/96] Configuring CVE... [2025-10-16T23:22:30.967976] [INFO ] [CONFIGURE ] CVE: Configurate test run. [2025-10-16T23:22:30.968005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-10-16T23:22:30.983367] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVE'. [2025-10-16T23:22:30.983732] [INFO ] [CONFIGURE ] CVE: Testing with 29 available features [2025-10-16T23:22:30.983788] [INFO ] [CONFIGURE ] CVE: Establishing baseline with no features... [2025-10-16T23:22:31.090827] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:31.191417] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:31.292457] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:31.392917] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:31.493920] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:31.600235] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:31.702951] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:31.810306] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:31.924339] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:32.029490] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:32.029807] [INFO ] [CONFIGURE ] CVE: Baseline score (no features): 50.00% [2025-10-16T23:22:32.029858] [INFO ] [CONFIGURE ] CVE: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:22:32.029892] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:22:32.149860] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:32.266087] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:32.385748] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:32.532231] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:32.652044] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:32.769682] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:32.890382] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:33.011820] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:33.132064] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:33.253999] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:33.254160] [INFO ] [CONFIGURE ] CVE: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T23:22:33.254203] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1287 tests [2025-10-16T23:22:33.254237] [INFO ] [CONFIGURE ] CVE: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:22:33.254268] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:22:33.385270] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:33.517207] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:33.657492] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:33.798996] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:22:33.933994] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:34.070212] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:34.216730] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:34.416893] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:34.580826] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:34.767537] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:34.767758] [INFO ] [CONFIGURE ] CVE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:22:34.767812] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1286 tests [2025-10-16T23:22:34.767849] [INFO ] [CONFIGURE ] CVE: Testing feature 3/29: add_daily_returns [2025-10-16T23:22:34.767881] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:22:34.940298] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:35.107741] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:35.297127] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:35.464526] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:35.609032] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:35.739734] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:35.867365] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:35.995997] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:36.128064] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:36.258869] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:36.259032] [INFO ] [CONFIGURE ] CVE: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:22:36.259075] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1285 tests [2025-10-16T23:22:36.259109] [INFO ] [CONFIGURE ] CVE: Testing feature 4/29: add_ema [2025-10-16T23:22:36.259159] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:22:36.398711] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:36.540913] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:36.682985] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:36.823194] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:22:36.962671] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:37.103935] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:37.243339] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:37.409909] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:37.543770] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:37.676262] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:37.676453] [INFO ] [CONFIGURE ] CVE: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:22:37.676498] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1284 tests [2025-10-16T23:22:37.676534] [INFO ] [CONFIGURE ] CVE: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:22:37.676567] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:22:37.817490] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:22:37.957209] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:38.100008] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:38.240031] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:38.381821] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:38.527179] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:38.667256] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:38.807476] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:38.949318] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:39.095539] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:39.095721] [INFO ] [CONFIGURE ] CVE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:22:39.095776] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1283 tests [2025-10-16T23:22:39.095812] [INFO ] [CONFIGURE ] CVE: Testing feature 6/29: add_failed_moves [2025-10-16T23:22:39.095842] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:22:39.218621] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:39.335485] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:39.453405] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:39.570528] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:39.698867] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:39.822480] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:39.942979] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:40.069828] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:40.191808] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:40.313221] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:40.313369] [INFO ] [CONFIGURE ] CVE: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:22:40.313442] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1282 tests [2025-10-16T23:22:40.313481] [INFO ] [CONFIGURE ] CVE: Testing feature 7/29: add_lag_shelf [2025-10-16T23:22:40.313511] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:22:40.449918] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:40.559966] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:40.669581] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:40.783564] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:40.894430] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:41.005511] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:41.117819] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:41.230793] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:41.343863] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:41.462202] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:41.462338] [INFO ] [CONFIGURE ] CVE: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:22:41.462380] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1281 tests [2025-10-16T23:22:41.462414] [INFO ] [CONFIGURE ] CVE: Testing feature 8/29: add_macd [2025-10-16T23:22:41.462444] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:22:41.611755] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:41.760145] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:41.911359] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:42.060818] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:42.210774] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:42.366442] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:42.519071] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:42.671617] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:42.823768] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:42.984971] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:42.985155] [INFO ] [CONFIGURE ] CVE: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:22:42.985212] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1280 tests [2025-10-16T23:22:42.985249] [INFO ] [CONFIGURE ] CVE: Testing feature 9/29: add_mfi [2025-10-16T23:22:42.985279] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:22:43.109505] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:43.233872] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:43.359901] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:43.506551] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:43.634369] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:43.761177] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:43.889167] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:44.017561] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:44.146320] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:44.279058] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:44.279223] [INFO ] [CONFIGURE ] CVE: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:22:44.279272] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1279 tests [2025-10-16T23:22:44.279307] [INFO ] [CONFIGURE ] CVE: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:22:44.279337] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:22:44.419281] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:44.559171] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:44.698428] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:44.837534] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:44.977496] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:45.118062] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:45.259150] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:45.401465] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:45.544970] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:45.694089] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:45.694234] [INFO ] [CONFIGURE ] CVE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:22:45.694277] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1278 tests [2025-10-16T23:22:45.694309] [INFO ] [CONFIGURE ] CVE: Testing feature 11/29: add_obv_daily [2025-10-16T23:22:45.694340] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:22:45.811092] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:45.932444] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:46.076115] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:46.217584] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:46.359178] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:46.528630] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:46.674839] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:46.822616] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:46.976224] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:47.120489] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:47.120749] [INFO ] [CONFIGURE ] CVE: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:22:47.120832] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1277 tests [2025-10-16T23:22:47.120906] [INFO ] [CONFIGURE ] CVE: Testing feature 12/29: add_obv_interval [2025-10-16T23:22:47.120957] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:22:47.263364] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:47.404933] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:47.537831] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:47.665408] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:47.795320] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:47.921964] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:48.048072] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:48.175613] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:48.304015] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:48.436604] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:48.436821] [INFO ] [CONFIGURE ] CVE: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:22:48.436874] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1276 tests [2025-10-16T23:22:48.436911] [INFO ] [CONFIGURE ] CVE: Testing feature 13/29: add_opening_strength [2025-10-16T23:22:48.436964] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:22:48.569375] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:48.708281] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:48.852569] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:48.993585] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:49.133371] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:49.278470] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:49.426078] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:49.582933] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:49.722634] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:49.863455] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:49.863614] [INFO ] [CONFIGURE ] CVE: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:22:49.863687] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1275 tests [2025-10-16T23:22:49.863739] [INFO ] [CONFIGURE ] CVE: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:22:49.863774] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:22:50.013458] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:50.158980] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:50.303616] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:50.459078] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:50.612239] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:50.770437] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:50.919619] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:51.064194] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:51.210180] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:22:51.358093] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:51.358343] [INFO ] [CONFIGURE ] CVE: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:22:51.358396] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1274 tests [2025-10-16T23:22:51.358431] [INFO ] [CONFIGURE ] CVE: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:22:51.358462] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:22:51.481951] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:51.614510] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:51.743304] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:51.867227] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:22:51.992458] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:22:52.119140] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:22:52.252621] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:52.382066] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:52.512905] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:52.642772] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:22:52.642938] [INFO ] [CONFIGURE ] CVE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:22:52.642983] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1273 tests [2025-10-16T23:22:52.643015] [INFO ] [CONFIGURE ] CVE: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:22:52.643045] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:22:52.774962] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:22:52.914043] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:53.045490] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:22:53.177088] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:53.310725] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:53.445885] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:53.581585] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:53.714865] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:22:53.858359] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:53.998260] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:53.998439] [INFO ] [CONFIGURE ] CVE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:22:53.998485] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1272 tests [2025-10-16T23:22:53.998519] [INFO ] [CONFIGURE ] CVE: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:22:53.998620] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:22:54.129783] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:54.269807] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:54.399016] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:22:54.528448] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:54.659410] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:54.790213] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:54.924497] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:55.057392] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:55.193165] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:55.330251] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:55.330377] [INFO ] [CONFIGURE ] CVE: KEPT add_pbf_return_2d (score: 70.00%) [2025-10-16T23:22:55.330420] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1271 tests [2025-10-16T23:22:55.330453] [INFO ] [CONFIGURE ] CVE: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:22:55.330483] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-10-16T23:22:55.460075] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:55.629183] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:55.760220] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:22:55.891486] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:56.022552] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:56.156167] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:56.292060] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:56.431329] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:56.570898] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:56.706337] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:56.706487] [INFO ] [CONFIGURE ] CVE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:22:56.706531] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1270 tests [2025-10-16T23:22:56.706564] [INFO ] [CONFIGURE ] CVE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:22:56.706594] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-10-16T23:22:56.836126] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:56.966114] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:22:57.097870] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:22:57.231219] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:57.364986] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:57.500061] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:57.635479] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:57.772162] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:57.906232] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:58.040951] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:58.041097] [INFO ] [CONFIGURE ] CVE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:22:58.041140] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1269 tests [2025-10-16T23:22:58.041174] [INFO ] [CONFIGURE ] CVE: Testing feature 20/29: add_price_rejection [2025-10-16T23:22:58.041203] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_price_rejection'] [2025-10-16T23:22:58.184121] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:58.323127] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:58.462755] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:22:58.602610] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:22:58.743115] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:22:58.884614] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:22:59.028164] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:22:59.171001] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:22:59.315888] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:22:59.459776] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:22:59.459923] [INFO ] [CONFIGURE ] CVE: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:22:59.460014] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1268 tests [2025-10-16T23:22:59.460056] [INFO ] [CONFIGURE ] CVE: Testing feature 21/29: add_range_position [2025-10-16T23:22:59.460086] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_range_position'] [2025-10-16T23:22:59.610471] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:22:59.761630] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:22:59.916261] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:00.067765] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:00.220117] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:23:00.372881] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:00.525501] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:00.685601] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:00.847171] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:01.007268] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:01.007426] [INFO ] [CONFIGURE ] CVE: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:23:01.007468] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1267 tests [2025-10-16T23:23:01.007502] [INFO ] [CONFIGURE ] CVE: Testing feature 22/29: add_realized_volatility [2025-10-16T23:23:01.007533] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-10-16T23:23:01.178376] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:01.359283] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:01.534495] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:01.732406] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:01.907298] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:02.084174] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:02.268835] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:02.445066] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:02.618846] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:02.794866] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:23:02.795066] [INFO ] [CONFIGURE ] CVE: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:23:02.795111] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1266 tests [2025-10-16T23:23:02.795148] [INFO ] [CONFIGURE ] CVE: Testing feature 23/29: add_recent_range_context [2025-10-16T23:23:02.795178] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-10-16T23:23:02.936717] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:03.081948] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:23:03.230511] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:03.375729] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:03.524992] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:03.672443] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:03.818368] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:03.982505] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:04.162708] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:04.340062] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:04.340275] [INFO ] [CONFIGURE ] CVE: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:23:04.340341] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1265 tests [2025-10-16T23:23:04.340416] [INFO ] [CONFIGURE ] CVE: Testing feature 24/29: add_rsi [2025-10-16T23:23:04.340467] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-10-16T23:23:04.536177] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:04.745800] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:23:04.915255] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:05.094449] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:05.264472] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:05.435171] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:05.607873] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:05.781796] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:05.951837] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:06.120807] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:06.120989] [INFO ] [CONFIGURE ] CVE: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:23:06.121034] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1264 tests [2025-10-16T23:23:06.121070] [INFO ] [CONFIGURE ] CVE: Testing feature 25/29: add_tick_distribution [2025-10-16T23:23:06.121102] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-10-16T23:23:06.265760] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:06.409255] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:06.558785] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:06.706261] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:06.853405] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:07.001717] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:07.150187] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:07.295515] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:07.443021] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:07.589846] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:07.589990] [INFO ] [CONFIGURE ] CVE: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:23:07.590033] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1263 tests [2025-10-16T23:23:07.590066] [INFO ] [CONFIGURE ] CVE: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:23:07.590097] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-10-16T23:23:07.766058] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:07.911798] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:23:08.056992] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:08.204329] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:08.356179] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:08.522444] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:08.679072] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:08.857100] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:09.005522] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:09.167179] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:09.167372] [INFO ] [CONFIGURE ] CVE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:23:09.167447] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1262 tests [2025-10-16T23:23:09.167518] [INFO ] [CONFIGURE ] CVE: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:23:09.167578] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-10-16T23:23:09.318415] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:09.466353] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:23:09.615980] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:09.766472] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:09.917351] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:10.065781] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:10.216569] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:10.373634] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:10.525231] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:10.674955] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:10.675125] [INFO ] [CONFIGURE ] CVE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:23:10.675168] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1261 tests [2025-10-16T23:23:10.675203] [INFO ] [CONFIGURE ] CVE: Testing feature 28/29: add_volume_profile [2025-10-16T23:23:10.675233] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_profile'] [2025-10-16T23:23:10.812539] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:10.950809] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:23:11.089963] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:11.229542] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:11.373338] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:11.514501] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:11.657286] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:11.797953] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:11.945979] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:12.088148] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:12.088294] [INFO ] [CONFIGURE ] CVE: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:23:12.088337] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1260 tests [2025-10-16T23:23:12.088371] [INFO ] [CONFIGURE ] CVE: Testing feature 29/29: add_vwap [2025-10-16T23:23:12.088401] [INFO ] [CONFIGURE ] CVE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_vwap'] [2025-10-16T23:23:12.229285] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:23:12.371627] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:23:12.516126] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:12.659305] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:12.802008] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:23:12.946192] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:13.091037] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:13.236779] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:23:13.386021] [DEBUG] [FORECASTER] CVE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:13.538126] [DEBUG] [FORECASTER] CVE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:23:13.538389] [INFO ] [CONFIGURE ] CVE: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:23:13.538449] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1259 tests [2025-10-16T23:23:13.538499] [INFO ] [CONFIGURE ] CVE: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:23:13.538554] [INFO ] [CONFIGURE ] CVE: Best accuracy: 70.00% [2025-10-16T23:23:13.538588] [INFO ] [CONFIGURE ] CVE: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:23:13.538616] [INFO ] [CONFIGURE ] CVE: Improvement over baseline: 20.00% [2025-10-16T23:23:13.538678] [INFO ] [CONFIGURE ] CVE: Total time: 41.5 seconds [2025-10-16T23:23:13.538732] [INFO ] [CONFIGURE ] CVE: Average time per feature: 1.4 seconds [2025-10-16T23:23:13.538792] [INFO ] [CONFIGURE ] CVE: Average speed: 0.70 features/sec [2025-10-16T23:23:13.539373] [INFO ] [LOCAL ] Saved configuration for CVE: 2 features, 70.00% accuracy -> ./output/feature-sets/CVE.json [2025-10-16T23:23:13.539474] [INFO ] [CONFIGURE ] CVE: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T23:23:13.539541] [INFO ] [sig ] [53/96] Successfully configured CVE | 0.02 sym/s | Total: 38.4m | ETA: 31.2m [2025-10-16T23:23:13.539576] [INFO ] [sig ] [54/96] Configuring CVLG... [2025-10-16T23:23:13.539607] [INFO ] [CONFIGURE ] CVLG: Configurate test run. [2025-10-16T23:23:13.539638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'. [2025-10-16T23:23:13.553775] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVLG'. [2025-10-16T23:23:13.554136] [INFO ] [CONFIGURE ] CVLG: Testing with 29 available features [2025-10-16T23:23:13.554194] [INFO ] [CONFIGURE ] CVLG: Establishing baseline with no features... [2025-10-16T23:23:13.659041] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:13.766316] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:13.869852] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:13.974561] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:14.077810] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:14.181421] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:14.286000] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:14.391628] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:14.505764] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:14.624191] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:14.624517] [INFO ] [CONFIGURE ] CVLG: Baseline score (no features): 20.00% [2025-10-16T23:23:14.624576] [INFO ] [CONFIGURE ] CVLG: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:23:14.624613] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:23:14.747671] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:14.862185] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:14.977197] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:15.091519] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:15.207259] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:23:15.323522] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:15.441004] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:15.568843] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:23:15.690821] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:15.808810] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:15.808961] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_bollinger_bands (score: 20.00%) [2025-10-16T23:23:15.809005] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1258 tests [2025-10-16T23:23:15.809041] [INFO ] [CONFIGURE ] CVLG: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:23:15.809072] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:23:15.926864] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:16.044749] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:16.164788] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:16.285288] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:16.405471] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:16.526591] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:16.649518] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:16.775569] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:16.900774] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:17.024200] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:17.024357] [INFO ] [CONFIGURE ] CVLG: KEPT add_cumulative_delta (score: 30.00%) [2025-10-16T23:23:17.024402] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1257 tests [2025-10-16T23:23:17.024435] [INFO ] [CONFIGURE ] CVLG: Testing feature 3/29: add_daily_returns [2025-10-16T23:23:17.024466] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:23:17.148097] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:17.274160] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:17.398738] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:17.534533] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:23:17.661387] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:17.789863] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:17.919983] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:18.050700] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:18.181004] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:18.311255] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:18.311411] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:23:18.311453] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1256 tests [2025-10-16T23:23:18.311486] [INFO ] [CONFIGURE ] CVLG: Testing feature 4/29: add_ema [2025-10-16T23:23:18.311516] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:23:18.451087] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:18.602044] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:18.750980] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:18.900732] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:19.049026] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:19.197476] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:19.338493] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:19.482364] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:19.633467] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:19.789375] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:19.790482] [INFO ] [CONFIGURE ] CVLG: KEPT add_ema (score: 40.00%) [2025-10-16T23:23:19.790545] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1255 tests [2025-10-16T23:23:19.790586] [INFO ] [CONFIGURE ] CVLG: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:23:19.790621] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:23:19.961753] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:20.124523] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:20.289517] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:20.454253] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:20.619473] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:20.785842] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:20.954307] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:21.121921] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:21.291293] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:21.461395] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:21.461561] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:23:21.461604] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1254 tests [2025-10-16T23:23:21.461639] [INFO ] [CONFIGURE ] CVLG: Testing feature 6/29: add_failed_moves [2025-10-16T23:23:21.461715] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-10-16T23:23:21.606468] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:21.751814] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:21.897582] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:22.044414] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:22.193071] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:22.344401] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:22.504150] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:22.661348] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:22.819265] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:22.978976] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:22.979182] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_failed_moves (score: 40.00%) [2025-10-16T23:23:22.979228] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1253 tests [2025-10-16T23:23:22.979262] [INFO ] [CONFIGURE ] CVLG: Testing feature 7/29: add_lag_shelf [2025-10-16T23:23:22.979293] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-10-16T23:23:23.123957] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:23.269512] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:23.414888] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:23.560690] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:23.707858] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:23.856198] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:24.004885] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:24.156230] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:24.308414] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:24.468541] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:24.468747] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_lag_shelf (score: 40.00%) [2025-10-16T23:23:24.468805] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1252 tests [2025-10-16T23:23:24.468841] [INFO ] [CONFIGURE ] CVLG: Testing feature 8/29: add_macd [2025-10-16T23:23:24.468873] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-10-16T23:23:24.668849] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:24.873239] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:25.087942] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:25.274429] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:25.463586] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:25.654201] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:25.843119] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:26.052716] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:26.245435] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:26.433134] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:26.433295] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_macd (score: 20.00%) [2025-10-16T23:23:26.433340] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1251 tests [2025-10-16T23:23:26.433394] [INFO ] [CONFIGURE ] CVLG: Testing feature 9/29: add_mfi [2025-10-16T23:23:26.433447] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-10-16T23:23:26.593097] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:26.766003] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:26.942434] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:27.139537] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:27.372633] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:27.609011] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:27.818109] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:28.014870] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:28.195116] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:28.358127] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:28.358355] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_mfi (score: 40.00%) [2025-10-16T23:23:28.358432] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1250 tests [2025-10-16T23:23:28.358475] [INFO ] [CONFIGURE ] CVLG: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:23:28.358507] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:23:28.537782] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:28.720054] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:28.893922] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:29.069483] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:29.248029] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:29.427965] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:29.607202] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:29.785623] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:29.964963] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:30.141201] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:30.141364] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-10-16T23:23:30.141406] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1249 tests [2025-10-16T23:23:30.141441] [INFO ] [CONFIGURE ] CVLG: Testing feature 11/29: add_obv_daily [2025-10-16T23:23:30.141473] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-10-16T23:23:30.290074] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:30.441402] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:30.594418] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:30.754732] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:30.909895] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:31.067895] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:31.221928] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:31.375786] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:31.535405] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:31.697804] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:31.697997] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_obv_daily (score: 20.00%) [2025-10-16T23:23:31.698041] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1248 tests [2025-10-16T23:23:31.698076] [INFO ] [CONFIGURE ] CVLG: Testing feature 12/29: add_obv_interval [2025-10-16T23:23:31.698106] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-10-16T23:23:31.846510] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:32.030179] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:32.179672] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:32.331429] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:32.481929] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:32.635142] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:32.787034] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:32.939042] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:33.093491] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:33.251725] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:33.251905] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_obv_interval (score: 20.00%) [2025-10-16T23:23:33.251990] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1247 tests [2025-10-16T23:23:33.252039] [INFO ] [CONFIGURE ] CVLG: Testing feature 13/29: add_opening_strength [2025-10-16T23:23:33.252077] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:23:33.413786] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:33.571841] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:33.731622] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:33.890340] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:34.054484] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:34.222046] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:34.381483] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:34.542418] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:34.702809] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:34.866381] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:34.866569] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_opening_strength (score: 20.00%) [2025-10-16T23:23:34.866630] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1246 tests [2025-10-16T23:23:34.866752] [INFO ] [CONFIGURE ] CVLG: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:23:34.866793] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-10-16T23:23:35.064393] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:35.235166] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:35.406969] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:35.574745] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:35.740836] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:35.908580] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:36.070177] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:23:36.234821] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:36.399959] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:36.565919] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:36.566099] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-10-16T23:23:36.566142] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1245 tests [2025-10-16T23:23:36.566176] [INFO ] [CONFIGURE ] CVLG: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:23:36.566205] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-10-16T23:23:36.708285] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:36.849918] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:36.992448] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:37.140912] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:37.284987] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:37.430183] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:37.577449] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:37.723682] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:37.868922] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:38.017263] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:38.017437] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-10-16T23:23:38.017480] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1244 tests [2025-10-16T23:23:38.017514] [INFO ] [CONFIGURE ] CVLG: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:23:38.017545] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-10-16T23:23:38.171331] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:38.321244] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:38.470208] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:38.623072] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:38.774890] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:38.926153] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:39.077908] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:39.230693] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:39.383618] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:39.537835] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:39.538009] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-10-16T23:23:39.538110] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1243 tests [2025-10-16T23:23:39.538182] [INFO ] [CONFIGURE ] CVLG: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:23:39.538226] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-10-16T23:23:39.691780] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:39.850216] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:40.009172] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:40.163775] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:40.318924] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:40.474858] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:40.632187] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:40.792851] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:40.949347] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:41.134019] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:41.134183] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-10-16T23:23:41.134234] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1242 tests [2025-10-16T23:23:41.134271] [INFO ] [CONFIGURE ] CVLG: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:23:41.134301] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-10-16T23:23:41.275488] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:41.418094] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:41.560057] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:41.704576] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:41.856107] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:42.008538] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:42.159198] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:42.311031] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:42.463232] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:42.620477] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:42.620627] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:23:42.620703] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1241 tests [2025-10-16T23:23:42.620748] [INFO ] [CONFIGURE ] CVLG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:23:42.620779] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-10-16T23:23:42.768900] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:42.916081] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:43.062424] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:43.205808] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:43.350453] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:43.505617] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:43.654840] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:43.802414] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:43.948842] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:44.094711] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:44.094854] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-10-16T23:23:44.094896] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1240 tests [2025-10-16T23:23:44.094929] [INFO ] [CONFIGURE ] CVLG: Testing feature 20/29: add_price_rejection [2025-10-16T23:23:44.094959] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-10-16T23:23:44.245588] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:44.396527] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:44.548939] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:44.700775] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:44.855307] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:45.011601] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:45.170957] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:45.326469] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:45.482144] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:45.638341] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:45.638490] [INFO ] [CONFIGURE ] CVLG: KEPT add_price_rejection (score: 50.00%) [2025-10-16T23:23:45.638534] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1239 tests [2025-10-16T23:23:45.638568] [INFO ] [CONFIGURE ] CVLG: Testing feature 21/29: add_range_position [2025-10-16T23:23:45.638599] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_range_position'] [2025-10-16T23:23:45.809014] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:45.982560] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:46.157198] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:46.327529] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:46.498254] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:46.668973] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:46.841920] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:47.018365] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:47.222624] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:47.399379] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:47.399535] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_range_position (score: 30.00%) [2025-10-16T23:23:47.399578] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1238 tests [2025-10-16T23:23:47.399613] [INFO ] [CONFIGURE ] CVLG: Testing feature 22/29: add_realized_volatility [2025-10-16T23:23:47.399691] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_realized_volatility'] [2025-10-16T23:23:47.590670] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:47.782722] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:47.976671] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:48.173738] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:48.371977] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:23:48.566934] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:48.767189] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:48.961964] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:49.157352] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:49.355948] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:49.356138] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_realized_volatility (score: 30.00%) [2025-10-16T23:23:49.356189] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1237 tests [2025-10-16T23:23:49.356223] [INFO ] [CONFIGURE ] CVLG: Testing feature 23/29: add_recent_range_context [2025-10-16T23:23:49.356252] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_recent_range_context'] [2025-10-16T23:23:49.524609] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:49.692768] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:49.862292] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:50.032455] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:50.212912] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:50.386843] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:50.561421] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:50.737753] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:50.913813] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:51.090841] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:51.091034] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:23:51.091080] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1236 tests [2025-10-16T23:23:51.091116] [INFO ] [CONFIGURE ] CVLG: Testing feature 24/29: add_rsi [2025-10-16T23:23:51.091149] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_rsi'] [2025-10-16T23:23:51.260863] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:51.437940] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:51.609990] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:51.783269] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:51.956829] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:52.130307] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:52.303557] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:52.477621] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:52.651181] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:52.826881] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:52.827022] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_rsi (score: 30.00%) [2025-10-16T23:23:52.827064] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1235 tests [2025-10-16T23:23:52.827098] [INFO ] [CONFIGURE ] CVLG: Testing feature 25/29: add_tick_distribution [2025-10-16T23:23:52.827131] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_tick_distribution'] [2025-10-16T23:23:52.988720] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:53.150685] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:53.313846] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:53.479588] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:53.642443] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:53.807090] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:53.977552] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:54.142732] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:54.312421] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:54.479635] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:54.479804] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_tick_distribution (score: 20.00%) [2025-10-16T23:23:54.479850] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1234 tests [2025-10-16T23:23:54.479883] [INFO ] [CONFIGURE ] CVLG: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:23:54.479913] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-10-16T23:23:54.648986] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:54.814597] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:54.982163] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:23:55.151185] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:55.321391] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:23:55.495266] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:55.666325] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:55.839174] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:56.014098] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:56.189152] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:56.189302] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-10-16T23:23:56.189345] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1233 tests [2025-10-16T23:23:56.189378] [INFO ] [CONFIGURE ] CVLG: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:23:56.189430] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_volume_price_divergence'] [2025-10-16T23:23:56.396893] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:56.587614] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:56.768781] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:56.952022] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:57.135295] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:23:57.316482] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:23:57.498736] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:57.684804] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:23:57.870301] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:23:58.058724] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:58.058893] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-10-16T23:23:58.058937] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1232 tests [2025-10-16T23:23:58.058972] [INFO ] [CONFIGURE ] CVLG: Testing feature 28/29: add_volume_profile [2025-10-16T23:23:58.059003] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_volume_profile'] [2025-10-16T23:23:58.227479] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:23:58.397043] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:23:58.564510] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:23:58.738475] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:23:58.925346] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:23:59.097080] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:23:59.274719] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:23:59.467835] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:23:59.645786] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:23:59.819589] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:23:59.819796] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_volume_profile (score: 30.00%) [2025-10-16T23:23:59.819846] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1231 tests [2025-10-16T23:23:59.819882] [INFO ] [CONFIGURE ] CVLG: Testing feature 29/29: add_vwap [2025-10-16T23:23:59.819912] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection', 'add_vwap'] [2025-10-16T23:23:59.994170] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:24:00.167507] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:24:00.341948] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:00.514821] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:00.693319] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:24:00.871756] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:24:01.052517] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:01.231019] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:01.415079] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:01.597023] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:24:01.597172] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_vwap (score: 20.00%) [2025-10-16T23:24:01.597214] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1230 tests [2025-10-16T23:24:01.597249] [INFO ] [CONFIGURE ] CVLG: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:24:01.597279] [INFO ] [CONFIGURE ] CVLG: Best accuracy: 50.00% [2025-10-16T23:24:01.597310] [INFO ] [CONFIGURE ] CVLG: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-10-16T23:24:01.597338] [INFO ] [CONFIGURE ] CVLG: Improvement over baseline: 30.00% [2025-10-16T23:24:01.597365] [INFO ] [CONFIGURE ] CVLG: Total time: 47.0 seconds [2025-10-16T23:24:01.597392] [INFO ] [CONFIGURE ] CVLG: Average time per feature: 1.6 seconds [2025-10-16T23:24:01.597419] [INFO ] [CONFIGURE ] CVLG: Average speed: 0.62 features/sec [2025-10-16T23:24:01.597920] [INFO ] [LOCAL ] Saved configuration for CVLG: 3 features, 50.00% accuracy -> ./output/feature-sets/CVLG.json [2025-10-16T23:24:01.597986] [INFO ] [CONFIGURE ] CVLG: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-10-16T23:24:01.598046] [INFO ] [sig ] [54/96] Successfully configured CVLG | 0.02 sym/s | Total: 39.2m | ETA: 30.5m [2025-10-16T23:24:01.598080] [INFO ] [sig ] [55/96] Configuring DBL... [2025-10-16T23:24:01.598109] [INFO ] [CONFIGURE ] DBL: Configurate test run. [2025-10-16T23:24:01.598161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-10-16T23:24:01.611036] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DBL'. [2025-10-16T23:24:01.611356] [INFO ] [CONFIGURE ] DBL: Testing with 29 available features [2025-10-16T23:24:01.611414] [INFO ] [CONFIGURE ] DBL: Establishing baseline with no features... [2025-10-16T23:24:01.727903] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:01.846192] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:01.959970] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:02.075761] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:02.192833] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:02.306185] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:02.450829] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:02.566130] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:02.681861] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:02.799458] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:02.799623] [INFO ] [CONFIGURE ] DBL: Baseline score (no features): 60.00% [2025-10-16T23:24:02.799702] [INFO ] [CONFIGURE ] DBL: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:24:02.799749] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:24:02.935312] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:03.064390] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:03.188622] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:03.314032] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:03.443365] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:03.573550] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:03.702133] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:03.830789] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:03.960674] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:04.091189] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:04.091349] [INFO ] [CONFIGURE ] DBL: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:24:04.091392] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1229 tests [2025-10-16T23:24:04.091425] [INFO ] [CONFIGURE ] DBL: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:24:04.091455] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:24:04.218366] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:04.348815] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:04.491034] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:04.624849] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:04.760803] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:04.893996] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:05.027348] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:05.161030] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:05.296318] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:05.432365] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:05.432520] [INFO ] [CONFIGURE ] DBL: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:24:05.432563] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1228 tests [2025-10-16T23:24:05.432597] [INFO ] [CONFIGURE ] DBL: Testing feature 3/29: add_daily_returns [2025-10-16T23:24:05.432627] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_daily_returns'] [2025-10-16T23:24:05.549091] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:05.666489] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:05.784316] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:05.903406] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:06.023181] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:06.145235] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:06.267575] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:06.388580] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:06.511380] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:06.635902] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:06.636065] [INFO ] [CONFIGURE ] DBL: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:24:06.636130] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1227 tests [2025-10-16T23:24:06.636165] [INFO ] [CONFIGURE ] DBL: Testing feature 4/29: add_ema [2025-10-16T23:24:06.636195] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_ema'] [2025-10-16T23:24:06.767148] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:06.896525] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:07.028632] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:07.166383] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:24:07.298316] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:07.436383] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:07.586512] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:07.738884] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:07.890118] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:08.023239] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:08.023396] [INFO ] [CONFIGURE ] DBL: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:24:08.023439] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1226 tests [2025-10-16T23:24:08.023472] [INFO ] [CONFIGURE ] DBL: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:24:08.023502] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:24:08.159338] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:08.295190] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:08.430870] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:08.569927] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:08.712137] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:08.849589] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:08.989476] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:09.150837] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:09.304832] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:09.450583] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:09.450796] [INFO ] [CONFIGURE ] DBL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:24:09.450848] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1225 tests [2025-10-16T23:24:09.450884] [INFO ] [CONFIGURE ] DBL: Testing feature 6/29: add_failed_moves [2025-10-16T23:24:09.450913] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_failed_moves'] [2025-10-16T23:24:09.573941] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:09.693909] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:09.818322] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:09.937802] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:10.059542] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:10.181484] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:10.305141] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:10.427243] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:10.550780] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:10.675373] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:10.675523] [INFO ] [CONFIGURE ] DBL: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:24:10.675565] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1224 tests [2025-10-16T23:24:10.675599] [INFO ] [CONFIGURE ] DBL: Testing feature 7/29: add_lag_shelf [2025-10-16T23:24:10.675708] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_lag_shelf'] [2025-10-16T23:24:10.786353] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:10.895888] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:11.008091] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:11.117982] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:11.230419] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:11.342565] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:11.454628] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:11.577019] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:11.690008] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:11.824850] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:11.825107] [INFO ] [CONFIGURE ] DBL: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:24:11.825156] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1223 tests [2025-10-16T23:24:11.825192] [INFO ] [CONFIGURE ] DBL: Testing feature 8/29: add_macd [2025-10-16T23:24:11.825225] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:24:11.988025] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:24:12.153297] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:12.323710] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:12.492535] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:12.663394] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:12.810119] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:12.956559] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:13.105388] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:13.255166] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:13.403777] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:13.403967] [INFO ] [CONFIGURE ] DBL: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:24:13.404013] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1222 tests [2025-10-16T23:24:13.404050] [INFO ] [CONFIGURE ] DBL: Testing feature 9/29: add_mfi [2025-10-16T23:24:13.404081] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_mfi'] [2025-10-16T23:24:13.528666] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:13.652328] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:13.771387] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:13.897006] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:14.026512] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:14.150780] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:14.274119] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:14.397191] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:14.518548] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:14.646625] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:14.646839] [INFO ] [CONFIGURE ] DBL: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:24:14.646887] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1221 tests [2025-10-16T23:24:14.646920] [INFO ] [CONFIGURE ] DBL: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:24:14.646951] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:24:14.779369] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:14.912009] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:15.043945] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:15.178059] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:15.313283] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:15.456280] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:15.595458] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:15.734460] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:15.873709] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:16.015079] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:16.015319] [INFO ] [CONFIGURE ] DBL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:24:16.015370] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1220 tests [2025-10-16T23:24:16.015407] [INFO ] [CONFIGURE ] DBL: Testing feature 11/29: add_obv_daily [2025-10-16T23:24:16.015438] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily'] [2025-10-16T23:24:16.127549] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:24:16.239535] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:16.355453] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:24:16.471959] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:16.582025] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:16.691381] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:16.802609] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:16.914376] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:17.029621] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:17.144545] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:17.144766] [INFO ] [CONFIGURE ] DBL: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:24:17.144824] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1219 tests [2025-10-16T23:24:17.144904] [INFO ] [CONFIGURE ] DBL: Testing feature 12/29: add_obv_interval [2025-10-16T23:24:17.144944] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_interval'] [2025-10-16T23:24:17.253283] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:17.363365] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:17.473031] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:17.610363] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:17.719778] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:17.831378] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:17.944528] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:18.059518] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:18.178855] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:18.298923] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:18.299150] [INFO ] [CONFIGURE ] DBL: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:24:18.299201] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1218 tests [2025-10-16T23:24:18.299237] [INFO ] [CONFIGURE ] DBL: Testing feature 13/29: add_opening_strength [2025-10-16T23:24:18.299268] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:24:18.424503] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:18.545498] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:18.663423] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:24:18.785740] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:18.905264] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:19.029068] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:19.171106] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:19.323436] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:19.480060] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:19.641604] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:19.641849] [INFO ] [CONFIGURE ] DBL: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T23:24:19.641930] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1217 tests [2025-10-16T23:24:19.642009] [INFO ] [CONFIGURE ] DBL: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:24:19.642059] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:24:19.816275] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:19.994684] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:20.172158] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:20.315227] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:20.446885] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:20.576037] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:20.705605] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:20.852820] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:21.000694] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:21.143365] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:21.143513] [INFO ] [CONFIGURE ] DBL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:24:21.143558] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1216 tests [2025-10-16T23:24:21.143593] [INFO ] [CONFIGURE ] DBL: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:24:21.143624] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:24:21.245474] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:21.351195] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:21.456294] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:21.561396] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:24:21.666358] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:21.772782] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:21.878491] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:21.985056] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:22.091540] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:22.203356] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:22.203524] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:24:22.203580] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1215 tests [2025-10-16T23:24:22.203616] [INFO ] [CONFIGURE ] DBL: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:24:22.203672] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:24:22.316377] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:22.429536] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:22.544509] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:22.657895] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:22.772063] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:22.886827] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:23.002159] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:23.121114] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:23.240982] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:23.359451] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:23.359637] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:24:23.359722] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1214 tests [2025-10-16T23:24:23.359762] [INFO ] [CONFIGURE ] DBL: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:24:23.359849] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:24:23.477701] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:23.596472] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:23.716218] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:23.834158] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:23.952250] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:24.072502] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:24.193018] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:24.314522] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:24.435365] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:24.556465] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:24.556632] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:24:24.556712] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1213 tests [2025-10-16T23:24:24.556754] [INFO ] [CONFIGURE ] DBL: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:24:24.556785] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:24:24.664529] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:24:24.768473] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:24.872970] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:24.998385] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:25.107964] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:25.217339] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:25.321405] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:25.425874] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:25.530922] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:25.635411] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:25.635522] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:24:25.635564] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1212 tests [2025-10-16T23:24:25.635596] [INFO ] [CONFIGURE ] DBL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:24:25.635624] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:24:25.736729] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:25.838065] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:25.949940] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:26.074344] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:26.201357] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:26.307079] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:26.413409] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:26.521280] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:26.632297] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:26.747826] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:26.747990] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:24:26.748033] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1211 tests [2025-10-16T23:24:26.748068] [INFO ] [CONFIGURE ] DBL: Testing feature 20/29: add_price_rejection [2025-10-16T23:24:26.748099] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_price_rejection'] [2025-10-16T23:24:26.866076] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:26.985552] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:27.105028] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:27.222466] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:27.341104] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:27.464222] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:27.586691] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:27.709320] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:27.825907] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:27.941827] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:27.941973] [INFO ] [CONFIGURE ] DBL: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:24:27.942016] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1210 tests [2025-10-16T23:24:27.942049] [INFO ] [CONFIGURE ] DBL: Testing feature 21/29: add_range_position [2025-10-16T23:24:27.942078] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_range_position'] [2025-10-16T23:24:28.066282] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:28.199003] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:28.325114] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:24:28.450161] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:24:28.575754] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:28.702101] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:28.827825] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:28.956125] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:29.085586] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:29.214256] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:29.214421] [INFO ] [CONFIGURE ] DBL: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:24:29.214465] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1209 tests [2025-10-16T23:24:29.214498] [INFO ] [CONFIGURE ] DBL: Testing feature 22/29: add_realized_volatility [2025-10-16T23:24:29.214528] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_realized_volatility'] [2025-10-16T23:24:29.353205] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:24:29.491911] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:24:29.634075] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:29.775214] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:29.915117] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:30.056469] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:30.199526] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:30.341377] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:30.485042] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:30.630004] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:30.630153] [INFO ] [CONFIGURE ] DBL: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:24:30.630196] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1208 tests [2025-10-16T23:24:30.630234] [INFO ] [CONFIGURE ] DBL: Testing feature 23/29: add_recent_range_context [2025-10-16T23:24:30.630270] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_recent_range_context'] [2025-10-16T23:24:30.751825] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:30.872426] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:30.994179] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:24:31.118240] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:31.239478] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:31.361147] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:31.483421] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:31.608897] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:31.731407] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:31.850134] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:31.850317] [INFO ] [CONFIGURE ] DBL: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:24:31.850370] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1207 tests [2025-10-16T23:24:31.850410] [INFO ] [CONFIGURE ] DBL: Testing feature 24/29: add_rsi [2025-10-16T23:24:31.850446] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:24:31.988330] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:32.140939] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:32.280855] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:32.414476] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:24:32.555674] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:32.705820] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:32.839500] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:32.974256] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:33.110271] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:33.248262] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:33.248431] [INFO ] [CONFIGURE ] DBL: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:24:33.248474] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1206 tests [2025-10-16T23:24:33.248558] [INFO ] [CONFIGURE ] DBL: Testing feature 25/29: add_tick_distribution [2025-10-16T23:24:33.248610] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_tick_distribution'] [2025-10-16T23:24:33.358256] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:33.468212] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:33.583276] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:33.696525] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:33.809884] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:33.926279] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:34.052355] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:34.173888] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:34.289058] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:34.407936] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:34.408099] [INFO ] [CONFIGURE ] DBL: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:24:34.408166] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1205 tests [2025-10-16T23:24:34.408225] [INFO ] [CONFIGURE ] DBL: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:24:34.408259] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:24:34.522057] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:24:34.652950] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:34.768442] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:24:34.885038] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:35.006938] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:35.127715] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:35.247752] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:35.369968] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:35.489806] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:35.606883] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:35.607009] [INFO ] [CONFIGURE ] DBL: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:24:35.607052] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1204 tests [2025-10-16T23:24:35.607085] [INFO ] [CONFIGURE ] DBL: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:24:35.607114] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:24:35.730012] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:35.856591] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:35.981485] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:24:36.106201] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:36.236846] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:36.366827] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:36.510242] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:36.647781] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:36.783547] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:36.920520] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:36.920853] [INFO ] [CONFIGURE ] DBL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:24:36.920911] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1203 tests [2025-10-16T23:24:36.920948] [INFO ] [CONFIGURE ] DBL: Testing feature 28/29: add_volume_profile [2025-10-16T23:24:36.920979] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_volume_profile'] [2025-10-16T23:24:37.059363] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:24:37.182882] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:37.302418] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:37.422388] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:37.542668] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:37.662867] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:37.782037] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:37.903079] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:38.026808] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:38.150103] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:38.150269] [INFO ] [CONFIGURE ] DBL: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:24:38.150312] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1202 tests [2025-10-16T23:24:38.150345] [INFO ] [CONFIGURE ] DBL: Testing feature 29/29: add_vwap [2025-10-16T23:24:38.150380] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_vwap'] [2025-10-16T23:24:38.271110] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:24:38.393011] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:24:38.545530] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:24:38.707475] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:24:38.852162] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:38.974636] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:24:39.101215] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:24:39.225972] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:39.349439] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:39.472661] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:39.472814] [INFO ] [CONFIGURE ] DBL: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:24:39.472858] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1201 tests [2025-10-16T23:24:39.472893] [INFO ] [CONFIGURE ] DBL: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:24:39.472921] [INFO ] [CONFIGURE ] DBL: Best accuracy: 60.00% [2025-10-16T23:24:39.472950] [INFO ] [CONFIGURE ] DBL: Best feature set (0 features): [] [2025-10-16T23:24:39.472977] [INFO ] [CONFIGURE ] DBL: Improvement over baseline: 0.00% [2025-10-16T23:24:39.473064] [INFO ] [CONFIGURE ] DBL: Total time: 36.7 seconds [2025-10-16T23:24:39.473114] [INFO ] [CONFIGURE ] DBL: Average time per feature: 1.3 seconds [2025-10-16T23:24:39.473145] [INFO ] [CONFIGURE ] DBL: Average speed: 0.79 features/sec [2025-10-16T23:24:39.473446] [INFO ] [LOCAL ] Saved configuration for DBL: 0 features, 60.00% accuracy -> ./output/feature-sets/DBL.json [2025-10-16T23:24:39.473503] [INFO ] [CONFIGURE ] DBL: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-10-16T23:24:39.473540] [INFO ] [sig ] [55/96] Successfully configured DBL | 0.02 sym/s | Total: 39.8m | ETA: 29.7m [2025-10-16T23:24:39.473571] [INFO ] [sig ] [56/96] Configuring DDS... [2025-10-16T23:24:39.473599] [INFO ] [CONFIGURE ] DDS: Configurate test run. [2025-10-16T23:24:39.473628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-10-16T23:24:39.484565] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDS'. [2025-10-16T23:24:39.484989] [INFO ] [CONFIGURE ] DDS: Testing with 29 available features [2025-10-16T23:24:39.485044] [INFO ] [CONFIGURE ] DDS: Establishing baseline with no features... [2025-10-16T23:24:39.590394] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:39.696032] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:39.801366] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:39.911370] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:40.024994] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:40.134732] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:40.245559] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:40.358299] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:40.471180] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:40.579551] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:24:40.579723] [INFO ] [CONFIGURE ] DDS: Baseline score (no features): 40.00% [2025-10-16T23:24:40.579779] [INFO ] [CONFIGURE ] DDS: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:24:40.579813] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:24:40.698477] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:40.822884] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:40.944904] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:41.078032] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:41.202482] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:41.325591] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:41.449555] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:41.570112] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:41.694600] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:41.854821] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:41.854958] [INFO ] [CONFIGURE ] DDS: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T23:24:41.854999] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1200 tests [2025-10-16T23:24:41.855032] [INFO ] [CONFIGURE ] DDS: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:24:41.855130] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:24:41.991316] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:42.124053] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:42.254588] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:42.387206] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:42.521937] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:42.656383] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:24:42.790587] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:42.926128] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:43.066178] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:43.207685] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:24:43.207830] [INFO ] [CONFIGURE ] DDS: DISCARDED add_cumulative_delta (score: 30.00%) [2025-10-16T23:24:43.207872] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1199 tests [2025-10-16T23:24:43.207907] [INFO ] [CONFIGURE ] DDS: Testing feature 3/29: add_daily_returns [2025-10-16T23:24:43.207936] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:24:43.330921] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:43.457819] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:43.581495] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:43.716331] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:43.845450] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:43.975323] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:44.104207] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:44.233208] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:44.375086] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:44.511837] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:44.512060] [INFO ] [CONFIGURE ] DDS: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:24:44.512153] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1198 tests [2025-10-16T23:24:44.512196] [INFO ] [CONFIGURE ] DDS: Testing feature 4/29: add_ema [2025-10-16T23:24:44.512228] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:24:44.654739] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:44.795269] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:44.932210] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:45.078080] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:45.219004] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:45.359506] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:45.501131] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:45.646233] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:45.791111] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:45.938616] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:24:45.938811] [INFO ] [CONFIGURE ] DDS: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:24:45.938873] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1197 tests [2025-10-16T23:24:45.938910] [INFO ] [CONFIGURE ] DDS: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:24:45.938941] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:24:46.085335] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:46.230069] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:46.375911] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:46.520494] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:46.668714] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:46.822385] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:46.971254] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:47.119783] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:47.268353] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:47.422410] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:47.422603] [INFO ] [CONFIGURE ] DDS: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:24:47.422685] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1196 tests [2025-10-16T23:24:47.422736] [INFO ] [CONFIGURE ] DDS: Testing feature 6/29: add_failed_moves [2025-10-16T23:24:47.422769] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:24:47.554518] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:47.681820] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:47.809722] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:47.936727] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:48.082075] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:48.231568] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:48.385191] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:48.537619] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:48.697812] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:48.859829] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:48.860031] [INFO ] [CONFIGURE ] DDS: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:24:48.860090] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1195 tests [2025-10-16T23:24:48.860128] [INFO ] [CONFIGURE ] DDS: Testing feature 7/29: add_lag_shelf [2025-10-16T23:24:48.860161] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:24:49.002854] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:49.147490] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:49.286715] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:49.428548] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:49.574442] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:49.721880] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:49.871368] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:24:49.998985] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:50.124142] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:24:50.253418] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:50.253586] [INFO ] [CONFIGURE ] DDS: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:24:50.253636] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1194 tests [2025-10-16T23:24:50.253712] [INFO ] [CONFIGURE ] DDS: Testing feature 8/29: add_macd [2025-10-16T23:24:50.253749] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:24:50.414909] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:50.575446] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:50.735728] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:50.896575] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:51.069014] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:51.245482] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:51.408932] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:24:51.575531] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:51.745237] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:51.911573] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:51.911774] [INFO ] [CONFIGURE ] DDS: KEPT add_macd (score: 60.00%) [2025-10-16T23:24:51.911840] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1193 tests [2025-10-16T23:24:51.911884] [INFO ] [CONFIGURE ] DDS: Testing feature 9/29: add_mfi [2025-10-16T23:24:51.911922] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:24:52.087256] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:52.264249] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:52.443593] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:52.633579] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:52.813132] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:52.997090] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:53.183474] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:24:53.373903] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:24:53.568892] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:53.754612] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:53.754840] [INFO ] [CONFIGURE ] DDS: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:24:53.754890] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1192 tests [2025-10-16T23:24:53.754927] [INFO ] [CONFIGURE ] DDS: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:24:53.754958] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:24:54.036799] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:54.257111] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:54.440931] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:54.625005] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:54.814351] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:55.003232] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:55.193422] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:24:55.386048] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:55.581019] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:55.778427] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:24:55.778619] [INFO ] [CONFIGURE ] DDS: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:24:55.778691] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1191 tests [2025-10-16T23:24:55.778742] [INFO ] [CONFIGURE ] DDS: Testing feature 11/29: add_obv_daily [2025-10-16T23:24:55.778776] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:24:55.953076] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:56.129713] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:56.306826] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:56.477467] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:56.649234] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:56.820449] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:57.038934] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:24:57.211694] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:57.383250] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:57.557502] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:57.557689] [INFO ] [CONFIGURE ] DDS: KEPT add_obv_daily (score: 70.00%) [2025-10-16T23:24:57.557750] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1190 tests [2025-10-16T23:24:57.557787] [INFO ] [CONFIGURE ] DDS: Testing feature 12/29: add_obv_interval [2025-10-16T23:24:57.557816] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-10-16T23:24:57.735424] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:57.910742] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:58.083023] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:24:58.256813] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:24:58.431167] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:24:58.609290] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:24:58.786955] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:24:58.964085] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:24:59.144447] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:24:59.327401] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:24:59.327590] [INFO ] [CONFIGURE ] DDS: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:24:59.327675] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1189 tests [2025-10-16T23:24:59.327730] [INFO ] [CONFIGURE ] DDS: Testing feature 13/29: add_opening_strength [2025-10-16T23:24:59.327764] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:24:59.513472] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:24:59.701161] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:24:59.888304] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:00.106350] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:00.295066] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:25:00.483239] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:00.676814] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:00.863828] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:01.054746] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:01.249520] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:01.249763] [INFO ] [CONFIGURE ] DDS: KEPT add_opening_strength (score: 80.00%) [2025-10-16T23:25:01.249819] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1188 tests [2025-10-16T23:25:01.249856] [INFO ] [CONFIGURE ] DDS: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:25:01.249888] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-10-16T23:25:01.465007] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:01.678785] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:01.932321] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:02.165379] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:02.385947] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:02.601426] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:02.816300] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:03.039035] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:03.264907] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:03.475840] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:03.476076] [INFO ] [CONFIGURE ] DDS: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:25:03.476174] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1187 tests [2025-10-16T23:25:03.476229] [INFO ] [CONFIGURE ] DDS: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:25:03.476263] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-10-16T23:25:03.677040] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:03.875428] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:04.064846] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:04.268525] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:04.479623] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:04.697845] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:04.909376] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:25:05.106132] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:05.317304] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:05.517878] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:05.518094] [INFO ] [CONFIGURE ] DDS: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:25:05.518165] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1186 tests [2025-10-16T23:25:05.518222] [INFO ] [CONFIGURE ] DDS: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:25:05.518258] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-10-16T23:25:05.711676] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:05.903243] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:06.092963] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:06.282532] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:06.472039] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:25:06.662349] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:06.857597] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:25:07.074676] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:07.281965] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:07.487351] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:07.487532] [INFO ] [CONFIGURE ] DDS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:25:07.487576] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1185 tests [2025-10-16T23:25:07.487613] [INFO ] [CONFIGURE ] DDS: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:25:07.487668] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-10-16T23:25:07.692729] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:07.917931] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:08.142143] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:08.360804] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:08.562306] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:25:08.764849] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:08.987763] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:25:09.211489] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:09.419211] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:09.623946] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:25:09.624121] [INFO ] [CONFIGURE ] DDS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:25:09.624165] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1184 tests [2025-10-16T23:25:09.624199] [INFO ] [CONFIGURE ] DDS: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:25:09.624235] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-10-16T23:25:09.809856] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:10.000946] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:10.206128] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:10.395677] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:10.585591] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:10.781602] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:10.979482] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:11.175562] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:25:11.376302] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:11.577323] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:11.577496] [INFO ] [CONFIGURE ] DDS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:25:11.577540] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1183 tests [2025-10-16T23:25:11.577575] [INFO ] [CONFIGURE ] DDS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:25:11.577606] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-10-16T23:25:11.765047] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:11.953389] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:12.137968] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:12.348909] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:12.534003] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:25:12.720510] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:12.906984] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:13.091758] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:13.291939] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:13.486398] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:13.486570] [INFO ] [CONFIGURE ] DDS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:25:13.486614] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1182 tests [2025-10-16T23:25:13.486673] [INFO ] [CONFIGURE ] DDS: Testing feature 20/29: add_price_rejection [2025-10-16T23:25:13.486727] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-10-16T23:25:13.692754] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:13.893950] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:14.109417] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:14.313714] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:14.516693] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:25:14.722254] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:14.927414] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:15.135068] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:15.371803] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:15.578552] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:15.578768] [INFO ] [CONFIGURE ] DDS: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:25:15.578823] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1181 tests [2025-10-16T23:25:15.578861] [INFO ] [CONFIGURE ] DDS: Testing feature 21/29: add_range_position [2025-10-16T23:25:15.578893] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-10-16T23:25:15.779618] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:16.014843] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:16.215870] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:16.426742] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:16.644009] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:16.847810] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:17.051774] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:17.259721] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:17.469895] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:17.679166] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:25:17.679331] [INFO ] [CONFIGURE ] DDS: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:25:17.679377] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1180 tests [2025-10-16T23:25:17.679413] [INFO ] [CONFIGURE ] DDS: Testing feature 22/29: add_realized_volatility [2025-10-16T23:25:17.679444] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-10-16T23:25:17.895578] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:18.111621] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:18.330068] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:18.550492] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:18.771174] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:18.992057] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:19.215333] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:25:19.436823] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:19.656884] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:19.882973] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:25:19.883142] [INFO ] [CONFIGURE ] DDS: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:25:19.883188] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1179 tests [2025-10-16T23:25:19.883221] [INFO ] [CONFIGURE ] DDS: Testing feature 23/29: add_recent_range_context [2025-10-16T23:25:19.883253] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-10-16T23:25:20.071608] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:20.261266] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:20.452917] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:20.654408] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:20.851736] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:21.053049] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:21.251489] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:25:21.453408] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:21.660856] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:21.870417] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:25:21.870598] [INFO ] [CONFIGURE ] DDS: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:25:21.870662] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1178 tests [2025-10-16T23:25:21.870722] [INFO ] [CONFIGURE ] DDS: Testing feature 24/29: add_rsi [2025-10-16T23:25:21.870757] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-10-16T23:25:22.083592] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:22.300606] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:22.507408] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:22.715754] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:22.928611] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:23.154823] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:23.372467] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:23.595530] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:23.814589] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:24.031698] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:24.031899] [INFO ] [CONFIGURE ] DDS: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:25:24.031944] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1177 tests [2025-10-16T23:25:24.031980] [INFO ] [CONFIGURE ] DDS: Testing feature 25/29: add_tick_distribution [2025-10-16T23:25:24.032010] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-10-16T23:25:24.216667] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:24.429913] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:24.614350] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:24.803400] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:25.000013] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:25:25.195729] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:25.389771] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:25.580072] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:25.770949] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:25.959279] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:25.959445] [INFO ] [CONFIGURE ] DDS: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:25:25.959489] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1176 tests [2025-10-16T23:25:25.959522] [INFO ] [CONFIGURE ] DDS: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:25:25.959552] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-10-16T23:25:26.155863] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:26.350492] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:26.551944] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:26.749439] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:26.959666] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:27.173096] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:27.379495] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:27.619602] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:27.892921] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:28.198124] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:28.198404] [INFO ] [CONFIGURE ] DDS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:25:28.198480] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1175 tests [2025-10-16T23:25:28.198542] [INFO ] [CONFIGURE ] DDS: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:25:28.198603] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-10-16T23:25:28.442326] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:28.669894] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:28.877350] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:29.088253] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:29.294407] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:29.513154] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:29.727795] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:29.956745] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:30.172218] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:30.397865] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:30.398040] [INFO ] [CONFIGURE ] DDS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:25:30.398086] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1174 tests [2025-10-16T23:25:30.398123] [INFO ] [CONFIGURE ] DDS: Testing feature 28/29: add_volume_profile [2025-10-16T23:25:30.398192] [INFO ] [CONFIGURE ] DDS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-10-16T23:25:30.632262] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:25:30.847894] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:25:31.036825] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:25:31.233253] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:25:31.438310] [DEBUG] [FORECASTER] DDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:25:31.629561] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:31.830288] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:32.023178] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:32.215178] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:32.412879] [DEBUG] [FORECASTER] DDS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:25:32.413052] [INFO ] [CONFIGURE ] DDS: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:25:32.413097] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1173 tests [2025-10-16T23:25:32.413240] [INFO ] [CONFIGURE ] DDS: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:25:32.413279] [INFO ] [CONFIGURE ] DDS: Best accuracy: 80.00% [2025-10-16T23:25:32.413325] [INFO ] [CONFIGURE ] DDS: Best feature set (6 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:25:32.413380] [INFO ] [CONFIGURE ] DDS: Improvement over baseline: 40.00% [2025-10-16T23:25:32.413412] [INFO ] [CONFIGURE ] DDS: Total time: 51.8 seconds [2025-10-16T23:25:32.413440] [INFO ] [CONFIGURE ] DDS: Average time per feature: 1.9 seconds [2025-10-16T23:25:32.413469] [INFO ] [CONFIGURE ] DDS: Average speed: 0.56 features/sec [2025-10-16T23:25:32.414167] [INFO ] [LOCAL ] Saved configuration for DDS: 6 features, 80.00% accuracy -> ./output/feature-sets/DDS.json [2025-10-16T23:25:32.414233] [INFO ] [CONFIGURE ] DDS: Configuration saved successfully: 6 features, 80.00% accuracy. [2025-10-16T23:25:32.414294] [INFO ] [sig ] [56/96] Successfully configured DDS | 0.02 sym/s | Total: 40.7m | ETA: 29.1m [2025-10-16T23:25:32.414353] [INFO ] [sig ] [57/96] Configuring DDT... [2025-10-16T23:25:32.414403] [INFO ] [CONFIGURE ] DDT: Configurate test run. [2025-10-16T23:25:32.414437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'. [2025-10-16T23:25:32.427393] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDT'. [2025-10-16T23:25:32.427809] [INFO ] [CONFIGURE ] DDT: Testing with 29 available features [2025-10-16T23:25:32.427867] [INFO ] [CONFIGURE ] DDT: Establishing baseline with no features... [2025-10-16T23:25:32.529477] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:32.629351] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:32.729097] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:32.828867] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:32.928772] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:33.030164] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:33.131739] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:33.233148] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:33.335194] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:33.442379] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:25:33.442526] [INFO ] [CONFIGURE ] DDT: Baseline score (no features): 80.00% [2025-10-16T23:25:33.442569] [INFO ] [CONFIGURE ] DDT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:25:33.442600] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:25:33.557845] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:33.678050] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:33.792503] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:33.905179] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:34.020414] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:34.134962] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:34.249832] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:34.364834] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:34.480821] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:34.596104] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:34.596265] [INFO ] [CONFIGURE ] DDT: KEPT add_bollinger_bands (score: 90.00%) [2025-10-16T23:25:34.596308] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1172 tests [2025-10-16T23:25:34.596341] [INFO ] [CONFIGURE ] DDT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:25:34.596371] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:25:34.725954] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:34.856699] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:34.993005] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:35.131800] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:35.271271] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:35.406386] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:35.541027] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:35.675171] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:35.808897] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:35.944028] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:35.944191] [INFO ] [CONFIGURE ] DDT: DISCARDED add_cumulative_delta (score: 90.00%) [2025-10-16T23:25:35.944239] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1171 tests [2025-10-16T23:25:35.944275] [INFO ] [CONFIGURE ] DDT: Testing feature 3/29: add_daily_returns [2025-10-16T23:25:35.944306] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:25:36.062621] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:36.185836] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:36.307252] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:36.428091] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:36.554748] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:36.676239] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:36.797839] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:36.920266] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:37.042593] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:37.166440] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:37.166615] [INFO ] [CONFIGURE ] DDT: DISCARDED add_daily_returns (score: 90.00%) [2025-10-16T23:25:37.166721] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1170 tests [2025-10-16T23:25:37.166822] [INFO ] [CONFIGURE ] DDT: Testing feature 4/29: add_ema [2025-10-16T23:25:37.166866] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:25:37.304844] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:37.444456] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:37.583330] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:37.712796] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:37.844313] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:37.979157] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:38.120507] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:38.254596] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:38.388863] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:38.522782] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:38.522963] [INFO ] [CONFIGURE ] DDT: DISCARDED add_ema (score: 90.00%) [2025-10-16T23:25:38.523026] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1169 tests [2025-10-16T23:25:38.523064] [INFO ] [CONFIGURE ] DDT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:25:38.523130] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:25:38.665144] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:38.812398] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:38.955632] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:39.100216] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:39.252452] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:39.399545] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:39.572441] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:39.713131] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:39.854813] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:40.000215] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:40.000397] [INFO ] [CONFIGURE ] DDT: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-10-16T23:25:40.000441] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1168 tests [2025-10-16T23:25:40.000475] [INFO ] [CONFIGURE ] DDT: Testing feature 6/29: add_failed_moves [2025-10-16T23:25:40.000507] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:25:40.124636] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:40.251103] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:40.376267] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:40.501813] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:40.628330] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:40.755849] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:40.885934] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:41.014367] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:41.143315] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:41.273046] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:41.273238] [INFO ] [CONFIGURE ] DDT: DISCARDED add_failed_moves (score: 90.00%) [2025-10-16T23:25:41.273296] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1167 tests [2025-10-16T23:25:41.273335] [INFO ] [CONFIGURE ] DDT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:25:41.273368] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:25:41.387610] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:41.501886] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:41.616222] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:41.731231] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:41.853572] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:41.969607] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:42.086580] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:42.203773] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:42.322611] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:42.440867] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:42.441044] [INFO ] [CONFIGURE ] DDT: DISCARDED add_lag_shelf (score: 90.00%) [2025-10-16T23:25:42.441088] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1166 tests [2025-10-16T23:25:42.441121] [INFO ] [CONFIGURE ] DDT: Testing feature 8/29: add_macd [2025-10-16T23:25:42.441152] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:25:42.630682] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:42.787835] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:42.943383] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:43.100880] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:43.263543] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:43.425538] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:43.586349] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:43.747718] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:43.913007] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:44.073305] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:44.073540] [INFO ] [CONFIGURE ] DDT: DISCARDED add_macd (score: 90.00%) [2025-10-16T23:25:44.073592] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1165 tests [2025-10-16T23:25:44.073626] [INFO ] [CONFIGURE ] DDT: Testing feature 9/29: add_mfi [2025-10-16T23:25:44.073698] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:25:44.212116] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:44.349204] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:44.477875] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:44.607154] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:44.737519] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:44.866771] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:44.996921] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:45.132666] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:45.263983] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:45.397047] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:45.397256] [INFO ] [CONFIGURE ] DDT: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:25:45.397301] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1164 tests [2025-10-16T23:25:45.397338] [INFO ] [CONFIGURE ] DDT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:25:45.397369] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:25:45.541634] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:45.683201] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:45.825392] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:45.968865] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:46.115013] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:25:46.263872] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:46.413856] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:46.563820] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:46.715984] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:46.876152] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:46.876326] [INFO ] [CONFIGURE ] DDT: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:25:46.876372] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1163 tests [2025-10-16T23:25:46.876409] [INFO ] [CONFIGURE ] DDT: Testing feature 11/29: add_obv_daily [2025-10-16T23:25:46.876442] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:25:46.999460] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:47.123504] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:47.244518] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:47.367141] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:47.489563] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:47.613898] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:25:47.742138] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:47.866798] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:47.993297] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:48.122393] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:48.122557] [INFO ] [CONFIGURE ] DDT: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:25:48.122604] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1162 tests [2025-10-16T23:25:48.122660] [INFO ] [CONFIGURE ] DDT: Testing feature 12/29: add_obv_interval [2025-10-16T23:25:48.122719] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:25:48.249898] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:48.381220] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:48.503151] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:48.660926] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:48.787044] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:48.917373] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:49.044697] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:49.175080] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:49.298942] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:49.424597] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:49.424815] [INFO ] [CONFIGURE ] DDT: DISCARDED add_obv_interval (score: 90.00%) [2025-10-16T23:25:49.424867] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1161 tests [2025-10-16T23:25:49.424923] [INFO ] [CONFIGURE ] DDT: Testing feature 13/29: add_opening_strength [2025-10-16T23:25:49.424980] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:25:49.557832] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:49.690467] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:49.825042] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:49.961627] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:50.096876] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:50.250313] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:50.390883] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:50.537112] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:50.678458] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:50.824897] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:25:50.825070] [INFO ] [CONFIGURE ] DDT: DISCARDED add_opening_strength (score: 80.00%) [2025-10-16T23:25:50.825116] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1160 tests [2025-10-16T23:25:50.825153] [INFO ] [CONFIGURE ] DDT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:25:50.825186] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:25:50.973229] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:51.127474] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:51.279844] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:51.426253] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:51.583588] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:51.737461] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:51.883415] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:52.031783] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:52.176715] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:52.322339] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:52.322545] [INFO ] [CONFIGURE ] DDT: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-10-16T23:25:52.322592] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1159 tests [2025-10-16T23:25:52.322627] [INFO ] [CONFIGURE ] DDT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:25:52.322693] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:25:52.444014] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:52.571075] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:52.692990] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:52.834285] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:52.956554] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:53.078738] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:53.199963] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:53.324712] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:53.447508] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:53.575712] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:53.575920] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-10-16T23:25:53.575964] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1158 tests [2025-10-16T23:25:53.576000] [INFO ] [CONFIGURE ] DDT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:25:53.576031] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:25:53.722486] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:53.853124] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:53.988551] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:54.125834] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:54.264098] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:54.395759] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:54.520569] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:54.650136] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:54.782099] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:54.914036] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:54.914244] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-10-16T23:25:54.914291] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1157 tests [2025-10-16T23:25:54.914326] [INFO ] [CONFIGURE ] DDT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:25:54.914357] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:25:55.052091] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:55.189059] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:55.338499] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:55.474463] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:55.613476] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:55.749276] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:55.885360] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:56.014399] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:56.144113] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:56.284360] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:56.284521] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-10-16T23:25:56.284565] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1156 tests [2025-10-16T23:25:56.284600] [INFO ] [CONFIGURE ] DDT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:25:56.284707] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:25:56.405497] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:56.526805] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:56.655146] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:56.780581] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:56.916243] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:57.061780] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:57.208182] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:57.351384] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:57.490099] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:57.628411] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:57.628568] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:25:57.628614] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1155 tests [2025-10-16T23:25:57.628675] [INFO ] [CONFIGURE ] DDT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:25:57.628734] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:25:57.779311] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:57.916478] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:58.057039] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:58.184926] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:58.312865] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:58.438558] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:58.565591] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:25:58.694586] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:25:58.820365] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:25:58.953163] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:25:58.953316] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:25:58.953360] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1154 tests [2025-10-16T23:25:58.953394] [INFO ] [CONFIGURE ] DDT: Testing feature 20/29: add_price_rejection [2025-10-16T23:25:58.953423] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:25:59.084467] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:25:59.213135] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:25:59.344060] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:25:59.476062] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:25:59.611980] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:25:59.749754] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:25:59.882560] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:00.019143] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:00.156144] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:00.293692] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:00.293865] [INFO ] [CONFIGURE ] DDT: DISCARDED add_price_rejection (score: 90.00%) [2025-10-16T23:26:00.293910] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1153 tests [2025-10-16T23:26:00.293943] [INFO ] [CONFIGURE ] DDT: Testing feature 21/29: add_range_position [2025-10-16T23:26:00.293972] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:26:00.439322] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:00.584910] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:00.731243] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:00.877691] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:01.023215] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:01.177480] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:01.328956] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:01.494861] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:01.645947] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:01.806958] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:01.807112] [INFO ] [CONFIGURE ] DDT: DISCARDED add_range_position (score: 90.00%) [2025-10-16T23:26:01.807156] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1152 tests [2025-10-16T23:26:01.807188] [INFO ] [CONFIGURE ] DDT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:26:01.807219] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:26:01.965743] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:02.121443] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:02.276408] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:02.434758] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:02.592522] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:02.753839] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:02.914324] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:03.072057] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:03.233978] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:03.399715] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:03.399864] [INFO ] [CONFIGURE ] DDT: DISCARDED add_realized_volatility (score: 90.00%) [2025-10-16T23:26:03.399909] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1151 tests [2025-10-16T23:26:03.399942] [INFO ] [CONFIGURE ] DDT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:26:03.399971] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:26:03.531269] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:03.660638] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:03.822630] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:03.951722] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:04.081969] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:04.212549] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:04.343407] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:04.473188] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:04.604894] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:04.742480] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:04.742670] [INFO ] [CONFIGURE ] DDT: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:26:04.742733] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1150 tests [2025-10-16T23:26:04.742771] [INFO ] [CONFIGURE ] DDT: Testing feature 24/29: add_rsi [2025-10-16T23:26:04.742803] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:26:04.889086] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:05.035105] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:05.183368] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:05.331829] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:05.480446] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:05.632358] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:05.784234] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:05.937174] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:06.090594] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:06.244242] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:06.244395] [INFO ] [CONFIGURE ] DDT: DISCARDED add_rsi (score: 90.00%) [2025-10-16T23:26:06.244439] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1149 tests [2025-10-16T23:26:06.244472] [INFO ] [CONFIGURE ] DDT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:26:06.244503] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:26:06.371324] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:06.500031] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:06.631799] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:06.760636] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:06.889483] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:07.021702] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:07.152141] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:07.281634] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:07.412212] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:07.543619] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:07.543833] [INFO ] [CONFIGURE ] DDT: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:26:07.543891] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1148 tests [2025-10-16T23:26:07.543926] [INFO ] [CONFIGURE ] DDT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:26:07.543956] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:26:07.672253] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:07.800407] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:07.935189] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:08.069538] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:08.201837] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:08.334177] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:08.467443] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:08.602069] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:08.739674] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:08.876394] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:08.876539] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-10-16T23:26:08.876587] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1147 tests [2025-10-16T23:26:08.876621] [INFO ] [CONFIGURE ] DDT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:26:08.876689] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:26:08.935454] [FATAL] [FORECASTER] Failed to test lookback=11: [23:26:08] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:08.996238] [FATAL] [FORECASTER] Failed to test lookback=10: [23:26:08] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.055889] [FATAL] [FORECASTER] Failed to test lookback=9: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.116666] [FATAL] [FORECASTER] Failed to test lookback=8: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.177915] [FATAL] [FORECASTER] Failed to test lookback=7: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.238806] [FATAL] [FORECASTER] Failed to test lookback=6: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.300489] [FATAL] [FORECASTER] Failed to test lookback=5: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.362863] [FATAL] [FORECASTER] Failed to test lookback=4: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.424747] [FATAL] [FORECASTER] Failed to test lookback=3: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.487482] [FATAL] [FORECASTER] Failed to test lookback=2: [23:26:09] /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) [0x7fe61a2a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fe61a5eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fe61a5e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fe61a5ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fe61a57b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fe61a1b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fe64321e056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fe64321974d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fe64321c64e] [2025-10-16T23:26:09.487846] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-10-16T23:26:09.487908] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1146 tests [2025-10-16T23:26:09.487945] [INFO ] [CONFIGURE ] DDT: Testing feature 28/29: add_volume_profile [2025-10-16T23:26:09.487974] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T23:26:09.622742] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:09.754964] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:09.914190] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:10.050006] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:10.185137] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:10.321923] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:10.460229] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:10.595954] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:26:10.732031] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:10.868301] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:10.868446] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:26:10.868490] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1145 tests [2025-10-16T23:26:10.868956] [INFO ] [CONFIGURE ] DDT: Testing feature 29/29: add_vwap [2025-10-16T23:26:10.869012] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T23:26:11.001832] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:26:11.136735] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:11.270472] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:11.406735] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:11.539472] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:11.676371] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:11.815916] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:26:11.954105] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:12.094721] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:12.238612] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:12.238827] [INFO ] [CONFIGURE ] DDT: DISCARDED add_vwap (score: 90.00%) [2025-10-16T23:26:12.238880] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1144 tests [2025-10-16T23:26:12.238916] [INFO ] [CONFIGURE ] DDT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:26:12.238946] [INFO ] [CONFIGURE ] DDT: Best accuracy: 90.00% [2025-10-16T23:26:12.238998] [INFO ] [CONFIGURE ] DDT: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T23:26:12.239028] [INFO ] [CONFIGURE ] DDT: Improvement over baseline: 10.00% [2025-10-16T23:26:12.239055] [INFO ] [CONFIGURE ] DDT: Total time: 38.8 seconds [2025-10-16T23:26:12.239082] [INFO ] [CONFIGURE ] DDT: Average time per feature: 1.3 seconds [2025-10-16T23:26:12.239109] [INFO ] [CONFIGURE ] DDT: Average speed: 0.75 features/sec [2025-10-16T23:26:12.239465] [INFO ] [LOCAL ] Saved configuration for DDT: 1 features, 90.00% accuracy -> ./output/feature-sets/DDT.json [2025-10-16T23:26:12.239523] [INFO ] [CONFIGURE ] DDT: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-10-16T23:26:12.239583] [INFO ] [sig ] [57/96] Successfully configured DDT | 0.02 sym/s | Total: 41.4m | ETA: 28.3m [2025-10-16T23:26:12.239617] [INFO ] [sig ] [58/96] Configuring DEI... [2025-10-16T23:26:12.239679] [INFO ] [CONFIGURE ] DEI: Configurate test run. [2025-10-16T23:26:12.239728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-10-16T23:26:12.253596] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEI'. [2025-10-16T23:26:12.254074] [INFO ] [CONFIGURE ] DEI: Testing with 29 available features [2025-10-16T23:26:12.254132] [INFO ] [CONFIGURE ] DEI: Establishing baseline with no features... [2025-10-16T23:26:12.370129] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:12.480428] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:12.590721] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:12.701257] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:12.811390] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:12.938106] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:13.052634] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:13.164154] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:13.276353] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:13.388988] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:13.389134] [INFO ] [CONFIGURE ] DEI: Baseline score (no features): 70.00% [2025-10-16T23:26:13.389176] [INFO ] [CONFIGURE ] DEI: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:26:13.389210] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:26:13.510256] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:13.631151] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:13.753564] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:13.876338] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:14.000166] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:14.125352] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:14.249913] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:14.374915] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:14.500758] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:14.627814] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:14.628044] [INFO ] [CONFIGURE ] DEI: DISCARDED add_bollinger_bands (score: 70.00%) [2025-10-16T23:26:14.628101] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1143 tests [2025-10-16T23:26:14.628136] [INFO ] [CONFIGURE ] DEI: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:26:14.628219] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:26:14.754535] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:26:14.882098] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:15.010786] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:15.139986] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:15.270486] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:15.400082] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:15.538226] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:15.669981] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:15.801036] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:15.960076] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:15.960231] [INFO ] [CONFIGURE ] DEI: DISCARDED add_cumulative_delta (score: 70.00%) [2025-10-16T23:26:15.960274] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1142 tests [2025-10-16T23:26:15.960306] [INFO ] [CONFIGURE ] DEI: Testing feature 3/29: add_daily_returns [2025-10-16T23:26:15.960774] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns'] [2025-10-16T23:26:16.077789] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:16.194725] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:16.310581] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:16.427153] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:16.544530] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:16.663685] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:16.779846] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:16.896385] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:17.011636] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:17.128851] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:17.129016] [INFO ] [CONFIGURE ] DEI: KEPT add_daily_returns (score: 80.00%) [2025-10-16T23:26:17.129059] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1141 tests [2025-10-16T23:26:17.129092] [INFO ] [CONFIGURE ] DEI: Testing feature 4/29: add_ema [2025-10-16T23:26:17.129122] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T23:26:17.260212] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:17.391810] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:17.525416] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:17.657350] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:17.792007] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:17.956289] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:18.123829] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:18.279187] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:18.439918] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:18.595433] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:18.595619] [INFO ] [CONFIGURE ] DEI: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:26:18.595708] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1140 tests [2025-10-16T23:26:18.595758] [INFO ] [CONFIGURE ] DEI: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:26:18.595792] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:26:18.755132] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:18.910566] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:19.077953] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:19.307573] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:19.479220] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:19.647500] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:19.820514] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:26:19.984824] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:20.183117] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:20.400059] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:20.400299] [INFO ] [CONFIGURE ] DEI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:26:20.400373] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1139 tests [2025-10-16T23:26:20.400433] [INFO ] [CONFIGURE ] DEI: Testing feature 6/29: add_failed_moves [2025-10-16T23:26:20.400489] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-10-16T23:26:20.546055] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:20.713846] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:20.863463] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:20.994149] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:21.127551] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:21.260333] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:21.387769] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:21.515168] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:21.643094] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:21.770149] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:21.770299] [INFO ] [CONFIGURE ] DEI: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:26:21.770346] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1138 tests [2025-10-16T23:26:21.770381] [INFO ] [CONFIGURE ] DEI: Testing feature 7/29: add_lag_shelf [2025-10-16T23:26:21.770415] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:26:21.886087] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:22.038848] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.159102] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.278856] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.403379] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.524848] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.644796] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.764181] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:22.883555] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:23.002560] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:23.002726] [INFO ] [CONFIGURE ] DEI: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:26:23.003237] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1137 tests [2025-10-16T23:26:23.003280] [INFO ] [CONFIGURE ] DEI: Testing feature 8/29: add_macd [2025-10-16T23:26:23.003313] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:26:23.155730] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:23.310371] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:23.465185] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:23.625077] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:23.785294] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:23.945212] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:24.108307] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:26:24.267579] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:24.420258] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:24.575324] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:24.575507] [INFO ] [CONFIGURE ] DEI: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:26:24.575553] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1136 tests [2025-10-16T23:26:24.575588] [INFO ] [CONFIGURE ] DEI: Testing feature 9/29: add_mfi [2025-10-16T23:26:24.575618] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-10-16T23:26:24.702060] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:24.829288] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:24.957175] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:25.085519] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:25.213893] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:25.346853] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:25.475514] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:25.611416] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:25.745471] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:25.878095] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:25.878262] [INFO ] [CONFIGURE ] DEI: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:26:25.878314] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1135 tests [2025-10-16T23:26:25.878349] [INFO ] [CONFIGURE ] DEI: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:26:25.878378] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:26:26.023392] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:26.169801] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:26.316201] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:26.463972] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:26.612924] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:26.765174] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:26.912553] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:27.061981] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:27.211817] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:27.362306] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:27.362457] [INFO ] [CONFIGURE ] DEI: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:26:27.362500] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1134 tests [2025-10-16T23:26:27.362533] [INFO ] [CONFIGURE ] DEI: Testing feature 11/29: add_obv_daily [2025-10-16T23:26:27.362563] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-10-16T23:26:27.489168] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:26:27.616091] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:27.743101] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:27.889598] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:28.037327] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:28.194849] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:28.341978] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:26:28.484747] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:28.630915] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:28.777305] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:28.777466] [INFO ] [CONFIGURE ] DEI: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:26:28.777510] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1133 tests [2025-10-16T23:26:28.777544] [INFO ] [CONFIGURE ] DEI: Testing feature 12/29: add_obv_interval [2025-10-16T23:26:28.777575] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-10-16T23:26:28.902713] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:29.028803] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.151496] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.266332] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.392853] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.518334] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.642827] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.769531] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:29.895611] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:30.022439] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:30.022618] [INFO ] [CONFIGURE ] DEI: KEPT add_obv_interval (score: 90.00%) [2025-10-16T23:26:30.022719] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1132 tests [2025-10-16T23:26:30.022772] [INFO ] [CONFIGURE ] DEI: Testing feature 13/29: add_opening_strength [2025-10-16T23:26:30.022806] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_opening_strength'] [2025-10-16T23:26:30.159938] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:30.297139] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:26:30.434060] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:30.571053] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:30.715986] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:30.857494] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:30.995887] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:31.148068] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:31.284772] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:31.418488] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:31.418700] [INFO ] [CONFIGURE ] DEI: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:26:31.418760] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1131 tests [2025-10-16T23:26:31.418796] [INFO ] [CONFIGURE ] DEI: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:26:31.418827] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T23:26:31.558382] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:26:31.696628] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:31.836783] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:31.977175] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:32.117605] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:32.263363] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:32.415804] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:26:32.584989] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:32.725319] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:32.866220] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:32.866390] [INFO ] [CONFIGURE ] DEI: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-10-16T23:26:32.866434] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1130 tests [2025-10-16T23:26:32.866488] [INFO ] [CONFIGURE ] DEI: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:26:32.866521] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T23:26:32.987366] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:33.113520] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:33.247160] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:33.375777] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:33.506548] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:33.637514] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:33.767562] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:33.896860] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:34.030993] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:34.178813] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:34.179018] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:26:34.179080] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1129 tests [2025-10-16T23:26:34.179118] [INFO ] [CONFIGURE ] DEI: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:26:34.179149] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T23:26:34.316124] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:26:34.452438] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:34.591911] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:34.731236] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:34.871523] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:35.009443] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:35.148383] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:35.286087] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:35.425150] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:35.568112] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:35.568352] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-10-16T23:26:35.568410] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1128 tests [2025-10-16T23:26:35.568446] [INFO ] [CONFIGURE ] DEI: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:26:35.568476] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T23:26:35.707815] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:35.846927] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:35.984583] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.124983] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.265537] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.406006] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.548605] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.692124] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.836425] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:36.977727] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:36.977892] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:26:36.977936] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1127 tests [2025-10-16T23:26:36.977971] [INFO ] [CONFIGURE ] DEI: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:26:36.978015] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T23:26:37.105919] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:26:37.241153] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:37.371258] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:37.507174] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:37.633498] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:37.755849] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:37.879240] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:38.000598] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:38.122128] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:38.251379] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:38.251542] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-10-16T23:26:38.251615] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1126 tests [2025-10-16T23:26:38.251685] [INFO ] [CONFIGURE ] DEI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:26:38.251735] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T23:26:38.374921] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:38.499380] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:38.625081] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:38.757554] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:38.900364] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:39.028953] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:39.155854] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:39.280748] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:39.401982] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:39.521176] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:39.521308] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:26:39.521350] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1125 tests [2025-10-16T23:26:39.521383] [INFO ] [CONFIGURE ] DEI: Testing feature 20/29: add_price_rejection [2025-10-16T23:26:39.521412] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_price_rejection'] [2025-10-16T23:26:39.646761] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:39.776361] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:39.903127] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:40.031085] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:40.161323] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:40.289547] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:40.418077] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:40.557072] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:40.687834] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:40.824320] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:40.824505] [INFO ] [CONFIGURE ] DEI: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:26:40.824568] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1124 tests [2025-10-16T23:26:40.824604] [INFO ] [CONFIGURE ] DEI: Testing feature 21/29: add_range_position [2025-10-16T23:26:40.824634] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_range_position'] [2025-10-16T23:26:40.969631] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:41.115240] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:41.256273] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:41.407553] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:41.543876] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:41.679868] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:41.824009] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:41.961975] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:42.098826] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:42.237388] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:42.237566] [INFO ] [CONFIGURE ] DEI: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:26:42.237611] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1123 tests [2025-10-16T23:26:42.237665] [INFO ] [CONFIGURE ] DEI: Testing feature 22/29: add_realized_volatility [2025-10-16T23:26:42.237722] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_realized_volatility'] [2025-10-16T23:26:42.386819] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:42.538246] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:42.689370] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:42.843220] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:42.995432] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:43.155040] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:43.315673] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:43.476778] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:43.663146] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:43.826520] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:43.826721] [INFO ] [CONFIGURE ] DEI: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:26:43.826780] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1122 tests [2025-10-16T23:26:43.826820] [INFO ] [CONFIGURE ] DEI: Testing feature 23/29: add_recent_range_context [2025-10-16T23:26:43.826854] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_recent_range_context'] [2025-10-16T23:26:43.960397] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:44.094447] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:44.226062] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:44.354421] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:44.486099] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:44.614293] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:44.743485] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:44.872633] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:45.002202] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:45.132543] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:45.132746] [INFO ] [CONFIGURE ] DEI: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:26:45.132800] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1121 tests [2025-10-16T23:26:45.132836] [INFO ] [CONFIGURE ] DEI: Testing feature 24/29: add_rsi [2025-10-16T23:26:45.132867] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T23:26:45.278010] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:45.421743] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:45.566518] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:45.712019] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:45.862327] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:46.012794] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:46.161884] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:46.308884] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:46.457489] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:46.611398] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:46.611542] [INFO ] [CONFIGURE ] DEI: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:26:46.611586] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1120 tests [2025-10-16T23:26:46.611622] [INFO ] [CONFIGURE ] DEI: Testing feature 25/29: add_tick_distribution [2025-10-16T23:26:46.611688] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_tick_distribution'] [2025-10-16T23:26:46.746039] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:46.870833] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:46.996587] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:47.124911] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:47.252179] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:47.386822] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:47.510278] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:47.636706] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:47.763544] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:47.890744] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:47.890897] [INFO ] [CONFIGURE ] DEI: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:26:47.890941] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1119 tests [2025-10-16T23:26:47.890975] [INFO ] [CONFIGURE ] DEI: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:26:47.891005] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T23:26:48.016347] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:48.141230] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:48.265750] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:48.399211] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:48.528417] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:48.657745] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:48.785199] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:48.911945] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:49.038464] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:49.165356] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:49.165503] [INFO ] [CONFIGURE ] DEI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:26:49.165547] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1118 tests [2025-10-16T23:26:49.165581] [INFO ] [CONFIGURE ] DEI: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:26:49.165611] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T23:26:49.300778] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:49.435589] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:49.570683] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:49.713035] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:49.849882] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:49.987536] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:50.125280] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:26:50.263636] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:50.402103] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:50.547120] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:50.547290] [INFO ] [CONFIGURE ] DEI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:26:50.547333] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1117 tests [2025-10-16T23:26:50.547369] [INFO ] [CONFIGURE ] DEI: Testing feature 28/29: add_volume_profile [2025-10-16T23:26:50.547400] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_profile'] [2025-10-16T23:26:50.677887] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:50.816142] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:50.949690] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:51.083504] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:26:51.211809] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:26:51.340126] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:51.472400] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:26:51.605215] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:51.745052] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:51.888618] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:51.888800] [INFO ] [CONFIGURE ] DEI: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:26:51.888848] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1116 tests [2025-10-16T23:26:51.888885] [INFO ] [CONFIGURE ] DEI: Testing feature 29/29: add_vwap [2025-10-16T23:26:51.888915] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_vwap'] [2025-10-16T23:26:52.029446] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:26:52.169739] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:52.307196] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:52.444784] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:26:52.583986] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:26:52.735450] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:26:52.870476] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:26:53.005084] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:26:53.151676] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:53.284262] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:26:53.284439] [INFO ] [CONFIGURE ] DEI: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:26:53.284483] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1115 tests [2025-10-16T23:26:53.284518] [INFO ] [CONFIGURE ] DEI: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:26:53.284547] [INFO ] [CONFIGURE ] DEI: Best accuracy: 90.00% [2025-10-16T23:26:53.284578] [INFO ] [CONFIGURE ] DEI: Best feature set (2 features): ['add_daily_returns', 'add_obv_interval'] [2025-10-16T23:26:53.284606] [INFO ] [CONFIGURE ] DEI: Improvement over baseline: 20.00% [2025-10-16T23:26:53.284633] [INFO ] [CONFIGURE ] DEI: Total time: 39.9 seconds [2025-10-16T23:26:53.284700] [INFO ] [CONFIGURE ] DEI: Average time per feature: 1.4 seconds [2025-10-16T23:26:53.284762] [INFO ] [CONFIGURE ] DEI: Average speed: 0.73 features/sec [2025-10-16T23:26:53.285207] [INFO ] [LOCAL ] Saved configuration for DEI: 2 features, 90.00% accuracy -> ./output/feature-sets/DEI.json [2025-10-16T23:26:53.285271] [INFO ] [CONFIGURE ] DEI: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-10-16T23:26:53.285331] [INFO ] [sig ] [58/96] Successfully configured DEI | 0.02 sym/s | Total: 42.1m | ETA: 27.6m [2025-10-16T23:26:53.285366] [INFO ] [sig ] [59/96] Configuring DG... [2025-10-16T23:26:53.285395] [INFO ] [CONFIGURE ] DG: Configurate test run. [2025-10-16T23:26:53.285424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-10-16T23:26:53.296629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DG'. [2025-10-16T23:26:53.296979] [INFO ] [CONFIGURE ] DG: Testing with 29 available features [2025-10-16T23:26:53.297033] [INFO ] [CONFIGURE ] DG: Establishing baseline with no features... [2025-10-16T23:26:53.398551] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:26:53.503895] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:26:53.605826] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:26:53.704799] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:26:53.804288] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:26:53.915780] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:26:54.017794] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:26:54.121180] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:54.229191] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:54.344187] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:26:54.344347] [INFO ] [CONFIGURE ] DG: Baseline score (no features): 30.00% [2025-10-16T23:26:54.344391] [INFO ] [CONFIGURE ] DG: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:26:54.344424] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:26:54.457284] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:26:54.594515] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:26:54.719682] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:26:54.842307] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:26:54.968888] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:26:55.090249] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:26:55.206792] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:26:55.324921] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:26:55.451389] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:26:55.589552] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:26:55.589749] [INFO ] [CONFIGURE ] DG: DISCARDED add_bollinger_bands (score: 20.00%) [2025-10-16T23:26:55.589804] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1114 tests [2025-10-16T23:26:55.589841] [INFO ] [CONFIGURE ] DG: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:26:55.589873] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:26:55.742320] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:26:55.863879] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:26:55.986813] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:26:56.119312] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:26:56.243830] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:26:56.368079] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:26:56.493809] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:26:56.620089] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:26:56.746634] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:56.875479] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:56.875678] [INFO ] [CONFIGURE ] DG: DISCARDED add_cumulative_delta (score: 20.00%) [2025-10-16T23:26:56.875743] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1113 tests [2025-10-16T23:26:56.875780] [INFO ] [CONFIGURE ] DG: Testing feature 3/29: add_daily_returns [2025-10-16T23:26:56.875812] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_daily_returns'] [2025-10-16T23:26:56.987437] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:26:57.108400] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:26:57.218040] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:26:57.328567] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:26:57.439596] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:26:57.558297] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:26:57.673871] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:26:57.791095] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:26:57.908369] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:58.025261] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:26:58.025427] [INFO ] [CONFIGURE ] DG: DISCARDED add_daily_returns (score: 10.00%) [2025-10-16T23:26:58.025470] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1112 tests [2025-10-16T23:26:58.025504] [INFO ] [CONFIGURE ] DG: Testing feature 4/29: add_ema [2025-10-16T23:26:58.025534] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_ema'] [2025-10-16T23:26:58.147674] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:26:58.272327] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:26:58.398924] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:26:58.519333] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:26:58.641550] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:26:58.797548] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:26:58.920606] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:26:59.046278] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:26:59.171357] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:26:59.298293] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:26:59.298526] [INFO ] [CONFIGURE ] DG: DISCARDED add_ema (score: 20.00%) [2025-10-16T23:26:59.298584] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1111 tests [2025-10-16T23:26:59.298622] [INFO ] [CONFIGURE ] DG: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:26:59.298686] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:26:59.426363] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:26:59.554669] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:26:59.683821] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:26:59.826900] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:26:59.963162] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:00.099934] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:00.240149] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:00.384018] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:00.526321] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:00.673195] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:00.673381] [INFO ] [CONFIGURE ] DG: KEPT add_exhaustion_signals (score: 50.00%) [2025-10-16T23:27:00.673443] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1110 tests [2025-10-16T23:27:00.673480] [INFO ] [CONFIGURE ] DG: Testing feature 6/29: add_failed_moves [2025-10-16T23:27:00.673565] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:27:00.816500] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:00.960540] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:01.104381] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:01.250259] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:01.406120] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:01.561324] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:01.708229] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:01.858134] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:02.010057] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:02.163235] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:02.163416] [INFO ] [CONFIGURE ] DG: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:27:02.163462] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1109 tests [2025-10-16T23:27:02.163499] [INFO ] [CONFIGURE ] DG: Testing feature 7/29: add_lag_shelf [2025-10-16T23:27:02.163532] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:27:02.309912] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:02.445388] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:02.586176] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:02.733075] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:02.887524] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:03.038332] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:03.183062] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:03.330530] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:03.493686] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:03.639164] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:03.639332] [INFO ] [CONFIGURE ] DG: DISCARDED add_lag_shelf (score: 30.00%) [2025-10-16T23:27:03.639377] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1108 tests [2025-10-16T23:27:03.639413] [INFO ] [CONFIGURE ] DG: Testing feature 8/29: add_macd [2025-10-16T23:27:03.639445] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:27:03.830067] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:04.001839] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:04.163547] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:04.325814] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:04.486818] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:04.651799] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:04.822353] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:04.993278] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:05.156544] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:05.322376] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:27:05.322526] [INFO ] [CONFIGURE ] DG: DISCARDED add_macd (score: 20.00%) [2025-10-16T23:27:05.322571] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1107 tests [2025-10-16T23:27:05.322604] [INFO ] [CONFIGURE ] DG: Testing feature 9/29: add_mfi [2025-10-16T23:27:05.322633] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:27:05.471784] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:05.619241] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:05.768699] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:05.919365] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:06.069841] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:06.221274] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:06.375859] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:06.535874] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:06.699552] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:06.863473] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:06.863668] [INFO ] [CONFIGURE ] DG: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:27:06.863731] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1106 tests [2025-10-16T23:27:06.863769] [INFO ] [CONFIGURE ] DG: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:27:06.863848] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:27:07.037659] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:07.208552] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:07.383806] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:07.557614] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:07.733769] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:07.940545] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:08.120009] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:08.296210] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:08.473228] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:08.650320] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:08.650507] [INFO ] [CONFIGURE ] DG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:27:08.650603] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1105 tests [2025-10-16T23:27:08.650673] [INFO ] [CONFIGURE ] DG: Testing feature 11/29: add_obv_daily [2025-10-16T23:27:08.650728] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:27:08.798058] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:08.945053] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:09.098502] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:09.250289] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:09.396186] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:27:09.545949] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:09.699939] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:09.846412] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:09.995498] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:27:10.147014] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:10.147202] [INFO ] [CONFIGURE ] DG: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:27:10.147249] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1104 tests [2025-10-16T23:27:10.147283] [INFO ] [CONFIGURE ] DG: Testing feature 12/29: add_obv_interval [2025-10-16T23:27:10.147315] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:27:10.289762] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:10.434234] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:10.576600] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:10.720941] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:10.868510] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:11.014256] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:11.161028] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:11.309490] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:11.470774] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:11.623355] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:11.623526] [INFO ] [CONFIGURE ] DG: DISCARDED add_obv_interval (score: 20.00%) [2025-10-16T23:27:11.623569] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1103 tests [2025-10-16T23:27:11.623603] [INFO ] [CONFIGURE ] DG: Testing feature 13/29: add_opening_strength [2025-10-16T23:27:11.623634] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:27:11.778254] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:27:11.940011] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:12.095974] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:12.255427] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:27:12.416254] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:27:12.617502] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:12.808105] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:12.996224] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:13.215577] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:13.446541] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:13.446776] [INFO ] [CONFIGURE ] DG: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:27:13.446832] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1102 tests [2025-10-16T23:27:13.446871] [INFO ] [CONFIGURE ] DG: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:27:13.446903] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:27:13.641179] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:13.817185] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:14.007664] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:14.168302] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:14.332212] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:14.500489] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:14.685738] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:14.879505] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:15.043926] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:15.210322] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:27:15.210492] [INFO ] [CONFIGURE ] DG: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-10-16T23:27:15.210537] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1101 tests [2025-10-16T23:27:15.210572] [INFO ] [CONFIGURE ] DG: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:27:15.210602] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:27:15.359049] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:15.504036] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:15.654480] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:15.799574] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:15.949049] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:16.115487] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:16.273698] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:16.421618] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:16.562011] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:16.703967] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:16.704118] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-10-16T23:27:16.704161] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1100 tests [2025-10-16T23:27:16.704195] [INFO ] [CONFIGURE ] DG: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:27:16.704225] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:27:16.845482] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:17.034944] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:17.189427] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:17.343607] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:17.495380] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:27:17.656952] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:17.813603] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:17.971451] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:18.133419] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:18.299841] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:18.300061] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-10-16T23:27:18.300114] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1099 tests [2025-10-16T23:27:18.300185] [INFO ] [CONFIGURE ] DG: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:27:18.300230] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:27:18.458555] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:18.613932] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:18.769570] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:18.926971] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:19.086575] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:19.243110] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:19.401217] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:19.564491] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:19.720446] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:19.875970] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:19.876135] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-10-16T23:27:19.876178] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1098 tests [2025-10-16T23:27:19.876213] [INFO ] [CONFIGURE ] DG: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:27:19.876249] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:27:20.012316] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:20.147258] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:20.285831] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:20.424386] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:27:20.563090] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:20.701554] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:20.833026] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:20.967522] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:21.101345] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:21.244359] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:21.244530] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-10-16T23:27:21.244575] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1097 tests [2025-10-16T23:27:21.244611] [INFO ] [CONFIGURE ] DG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:27:21.244662] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:27:21.377565] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:21.512525] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:21.648453] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:21.782341] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:21.922976] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:22.058829] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:22.196572] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:22.335855] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:22.476173] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:22.615726] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:22.615868] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T23:27:22.615912] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1096 tests [2025-10-16T23:27:22.615965] [INFO ] [CONFIGURE ] DG: Testing feature 20/29: add_price_rejection [2025-10-16T23:27:22.616020] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:27:22.757984] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:22.899712] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:23.053981] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:23.197535] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:23.342352] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:27:23.488384] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:23.635540] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:23.803600] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:23.961376] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:24.114338] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:24.114510] [INFO ] [CONFIGURE ] DG: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:27:24.114554] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1095 tests [2025-10-16T23:27:24.114588] [INFO ] [CONFIGURE ] DG: Testing feature 21/29: add_range_position [2025-10-16T23:27:24.114618] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:27:24.270561] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:24.425038] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:24.585089] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:24.741305] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:24.901335] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:27:25.059700] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:25.219163] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:25.381008] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:25.542366] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:25.706368] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:25.706517] [INFO ] [CONFIGURE ] DG: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:27:25.706563] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1094 tests [2025-10-16T23:27:25.706599] [INFO ] [CONFIGURE ] DG: Testing feature 22/29: add_realized_volatility [2025-10-16T23:27:25.706630] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:27:25.874437] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:26.048007] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:26.219803] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:26.392922] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:26.574972] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:26.754889] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:26.936852] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:27.109140] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:27.281238] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:27.453982] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:27:27.454145] [INFO ] [CONFIGURE ] DG: DISCARDED add_realized_volatility (score: 10.00%) [2025-10-16T23:27:27.454211] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1093 tests [2025-10-16T23:27:27.454247] [INFO ] [CONFIGURE ] DG: Testing feature 23/29: add_recent_range_context [2025-10-16T23:27:27.454278] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:27:27.598552] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:27.737165] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:27.876139] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:28.015193] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:28.154998] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:28.297024] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:28.439161] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:28.580904] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:28.724629] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:28.869110] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:28.869272] [INFO ] [CONFIGURE ] DG: DISCARDED add_recent_range_context (score: 30.00%) [2025-10-16T23:27:28.869317] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1092 tests [2025-10-16T23:27:28.869351] [INFO ] [CONFIGURE ] DG: Testing feature 24/29: add_rsi [2025-10-16T23:27:28.869382] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:27:29.029970] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:29.200355] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:29.360493] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:29.520860] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:29.680085] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:29.839215] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:30.000196] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:30.158587] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:30.317716] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:30.483765] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:27:30.483920] [INFO ] [CONFIGURE ] DG: DISCARDED add_rsi (score: 10.00%) [2025-10-16T23:27:30.483963] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1091 tests [2025-10-16T23:27:30.484017] [INFO ] [CONFIGURE ] DG: Testing feature 25/29: add_tick_distribution [2025-10-16T23:27:30.484073] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:27:30.626512] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:30.767808] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:30.903970] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:31.042050] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:31.177962] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:31.314929] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:31.452212] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:31.591293] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:31.731334] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:31.873202] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:31.873345] [INFO ] [CONFIGURE ] DG: DISCARDED add_tick_distribution (score: 30.00%) [2025-10-16T23:27:31.873387] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1090 tests [2025-10-16T23:27:31.873421] [INFO ] [CONFIGURE ] DG: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:27:31.873452] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:27:32.012223] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:32.169121] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:32.306192] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:32.445249] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:32.585001] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:32.724148] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:27:32.862938] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:33.003370] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:33.144919] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:33.291311] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:27:33.291531] [INFO ] [CONFIGURE ] DG: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T23:27:33.291588] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1089 tests [2025-10-16T23:27:33.291624] [INFO ] [CONFIGURE ] DG: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:27:33.291686] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:27:33.434879] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:33.577580] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:33.721340] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:33.865356] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:34.010435] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:27:34.155460] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:34.300681] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:34.446277] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:34.591571] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:27:34.737517] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:27:34.737690] [INFO ] [CONFIGURE ] DG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:27:34.737751] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1088 tests [2025-10-16T23:27:34.737787] [INFO ] [CONFIGURE ] DG: Testing feature 28/29: add_volume_profile [2025-10-16T23:27:34.737839] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:27:34.879732] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:27:35.015362] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:35.152803] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:35.299670] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:27:35.444228] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:27:35.584627] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:27:35.730627] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:27:35.871259] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:36.012210] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:36.155637] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:27:36.155836] [INFO ] [CONFIGURE ] DG: DISCARDED add_volume_profile (score: 20.00%) [2025-10-16T23:27:36.155880] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1087 tests [2025-10-16T23:27:36.155939] [INFO ] [CONFIGURE ] DG: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:27:36.155993] [INFO ] [CONFIGURE ] DG: Best accuracy: 50.00% [2025-10-16T23:27:36.156026] [INFO ] [CONFIGURE ] DG: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:27:36.156056] [INFO ] [CONFIGURE ] DG: Improvement over baseline: 20.00% [2025-10-16T23:27:36.156083] [INFO ] [CONFIGURE ] DG: Total time: 41.8 seconds [2025-10-16T23:27:36.156110] [INFO ] [CONFIGURE ] DG: Average time per feature: 1.5 seconds [2025-10-16T23:27:36.156136] [INFO ] [CONFIGURE ] DG: Average speed: 0.69 features/sec [2025-10-16T23:27:36.157043] [INFO ] [LOCAL ] Saved configuration for DG: 2 features, 50.00% accuracy -> ./output/feature-sets/DG.json [2025-10-16T23:27:36.157097] [INFO ] [CONFIGURE ] DG: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-10-16T23:27:36.157134] [INFO ] [sig ] [59/96] Successfully configured DG | 0.02 sym/s | Total: 42.8m | ETA: 26.8m [2025-10-16T23:27:36.157165] [INFO ] [sig ] [60/96] Configuring DHI... [2025-10-16T23:27:36.157193] [INFO ] [CONFIGURE ] DHI: Configurate test run. [2025-10-16T23:27:36.157222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-10-16T23:27:36.170159] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHI'. [2025-10-16T23:27:36.170615] [INFO ] [CONFIGURE ] DHI: Testing with 29 available features [2025-10-16T23:27:36.170695] [INFO ] [CONFIGURE ] DHI: Establishing baseline with no features... [2025-10-16T23:27:36.280902] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:36.390804] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:36.503193] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:36.618840] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:36.730221] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:36.841031] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:27:36.948757] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:37.057175] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:37.163296] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:37.271495] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:37.271685] [INFO ] [CONFIGURE ] DHI: Baseline score (no features): 30.00% [2025-10-16T23:27:37.271748] [INFO ] [CONFIGURE ] DHI: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:27:37.271785] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:27:37.389764] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:37.512460] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:37.636974] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:37.760568] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:37.885621] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:38.010186] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:38.139193] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:38.278460] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:38.404544] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:38.545514] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:38.545722] [INFO ] [CONFIGURE ] DHI: KEPT add_bollinger_bands (score: 40.00%) [2025-10-16T23:27:38.545781] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1086 tests [2025-10-16T23:27:38.545819] [INFO ] [CONFIGURE ] DHI: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:27:38.545851] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:27:38.695954] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:38.835380] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:38.992032] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:39.133590] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:27:39.274630] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:39.413840] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:39.552921] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:39.700359] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:27:39.853379] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:40.006184] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:40.006372] [INFO ] [CONFIGURE ] DHI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:27:40.006435] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1085 tests [2025-10-16T23:27:40.006474] [INFO ] [CONFIGURE ] DHI: Testing feature 3/29: add_daily_returns [2025-10-16T23:27:40.006506] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:27:40.138134] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:40.266417] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:40.394319] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:40.526369] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:27:40.656087] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:40.785323] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:40.920189] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:41.051294] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:41.183586] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:41.335004] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:41.335163] [INFO ] [CONFIGURE ] DHI: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:27:41.335215] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1084 tests [2025-10-16T23:27:41.335248] [INFO ] [CONFIGURE ] DHI: Testing feature 4/29: add_ema [2025-10-16T23:27:41.335278] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:27:41.480288] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:41.620759] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:41.767125] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:41.915626] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:42.049820] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:42.187473] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:42.330120] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:42.469668] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:42.613085] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:42.760233] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:42.760401] [INFO ] [CONFIGURE ] DHI: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:27:42.760447] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1083 tests [2025-10-16T23:27:42.760483] [INFO ] [CONFIGURE ] DHI: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:27:42.760515] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:27:42.909773] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:43.069888] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:43.241109] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:43.410084] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:43.582675] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:43.754835] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:43.918000] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:44.082443] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:44.243848] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:44.447945] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:44.448129] [INFO ] [CONFIGURE ] DHI: KEPT add_exhaustion_signals (score: 50.00%) [2025-10-16T23:27:44.448201] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1082 tests [2025-10-16T23:27:44.448245] [INFO ] [CONFIGURE ] DHI: Testing feature 6/29: add_failed_moves [2025-10-16T23:27:44.448321] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:27:44.608886] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:44.768130] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:44.928531] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:45.088187] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:45.242255] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:45.396112] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:45.550870] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:45.708221] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:45.865005] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:46.020356] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:46.020521] [INFO ] [CONFIGURE ] DHI: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:27:46.020564] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1081 tests [2025-10-16T23:27:46.020598] [INFO ] [CONFIGURE ] DHI: Testing feature 7/29: add_lag_shelf [2025-10-16T23:27:46.020629] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:27:46.168951] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:46.316311] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:46.463523] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:46.615392] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:46.765717] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:46.914911] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:47.075087] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:47.229490] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:47.383300] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:47.535722] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:47.535907] [INFO ] [CONFIGURE ] DHI: DISCARDED add_lag_shelf (score: 40.00%) [2025-10-16T23:27:47.535951] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1080 tests [2025-10-16T23:27:47.535987] [INFO ] [CONFIGURE ] DHI: Testing feature 8/29: add_macd [2025-10-16T23:27:47.536019] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:27:47.715429] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:47.880502] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:48.045563] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:48.211630] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:48.379948] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:48.550872] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:48.729709] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:48.901479] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:49.073502] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:49.258334] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:27:49.258545] [INFO ] [CONFIGURE ] DHI: KEPT add_macd (score: 60.00%) [2025-10-16T23:27:49.258607] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1079 tests [2025-10-16T23:27:49.258666] [INFO ] [CONFIGURE ] DHI: Testing feature 9/29: add_mfi [2025-10-16T23:27:49.258724] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi'] [2025-10-16T23:27:49.450750] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:49.641524] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:49.820174] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:50.001120] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:50.188071] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:50.375002] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:50.564529] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:50.755215] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:50.959407] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:51.155714] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:27:51.155907] [INFO ] [CONFIGURE ] DHI: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:27:51.156026] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1078 tests [2025-10-16T23:27:51.156070] [INFO ] [CONFIGURE ] DHI: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:27:51.156105] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:27:51.359526] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:27:51.564557] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:51.799878] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:52.004448] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:52.207282] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:52.414590] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:52.630597] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:52.848000] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:53.064203] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:53.290956] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:53.291127] [INFO ] [CONFIGURE ] DHI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:27:53.291172] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1077 tests [2025-10-16T23:27:53.291209] [INFO ] [CONFIGURE ] DHI: Testing feature 11/29: add_obv_daily [2025-10-16T23:27:53.291241] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily'] [2025-10-16T23:27:53.477922] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:53.669356] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:53.868776] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:54.069994] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:54.259778] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:54.453733] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:54.646917] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:54.834466] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:55.024126] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:55.215188] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:55.215376] [INFO ] [CONFIGURE ] DHI: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:27:55.215423] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1076 tests [2025-10-16T23:27:55.215460] [INFO ] [CONFIGURE ] DHI: Testing feature 12/29: add_obv_interval [2025-10-16T23:27:55.215492] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval'] [2025-10-16T23:27:55.406969] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:55.598100] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:55.783011] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:27:55.964557] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:56.149211] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:56.332052] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:56.533451] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:56.724559] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:56.912245] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:27:57.113104] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:27:57.113298] [INFO ] [CONFIGURE ] DHI: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:27:57.113357] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1075 tests [2025-10-16T23:27:57.113400] [INFO ] [CONFIGURE ] DHI: Testing feature 13/29: add_opening_strength [2025-10-16T23:27:57.113433] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:27:57.308045] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:57.502858] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:27:57.699251] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:57.898822] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:27:58.102682] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:27:58.301958] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:27:58.508536] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:27:58.712364] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:27:58.901528] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:27:59.091979] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:27:59.092143] [INFO ] [CONFIGURE ] DHI: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:27:59.092186] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1074 tests [2025-10-16T23:27:59.092221] [INFO ] [CONFIGURE ] DHI: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:27:59.092252] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:27:59.282116] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:27:59.475766] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:27:59.667435] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:27:59.860766] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:00.061226] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:00.262049] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:00.457840] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:00.657155] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:00.863413] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:01.063819] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:01.063998] [INFO ] [CONFIGURE ] DHI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:28:01.064041] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1073 tests [2025-10-16T23:28:01.064075] [INFO ] [CONFIGURE ] DHI: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:28:01.064105] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:28:01.237307] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:28:01.409111] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:01.583196] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:01.764950] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:01.953842] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:02.135386] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:02.317341] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:02.497177] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:02.690053] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:02.875116] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:02.875282] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:28:02.875326] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1072 tests [2025-10-16T23:28:02.875360] [INFO ] [CONFIGURE ] DHI: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:28:02.875391] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap'] [2025-10-16T23:28:03.057925] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:03.252264] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:03.440244] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:03.626893] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:03.814731] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:04.000768] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:04.189359] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:04.375853] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:04.562936] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:04.756620] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:04.756863] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:28:04.756923] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1071 tests [2025-10-16T23:28:04.756961] [INFO ] [CONFIGURE ] DHI: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:28:04.756993] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T23:28:04.941270] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:28:05.149106] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:05.420001] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:05.720105] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:05.957360] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:06.154685] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:06.349693] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:06.537096] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:06.729968] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:06.929160] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:06.929387] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:28:06.929439] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1070 tests [2025-10-16T23:28:06.929476] [INFO ] [CONFIGURE ] DHI: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:28:06.929511] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d'] [2025-10-16T23:28:07.104631] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:07.278354] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:07.444235] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:07.612506] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:07.785898] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:07.958255] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:08.132461] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:08.299261] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:08.471399] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:08.646543] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:08.646704] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:28:08.646761] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1069 tests [2025-10-16T23:28:08.646798] [INFO ] [CONFIGURE ] DHI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:28:08.646829] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5'] [2025-10-16T23:28:08.821844] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:08.994435] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:09.166255] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:09.335638] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:09.505043] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:09.672404] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:09.852148] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:10.027000] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:10.200923] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:10.381024] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:10.381206] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:28:10.381282] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1068 tests [2025-10-16T23:28:10.381352] [INFO ] [CONFIGURE ] DHI: Testing feature 20/29: add_price_rejection [2025-10-16T23:28:10.381410] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection'] [2025-10-16T23:28:10.563013] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:28:10.745198] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:10.930404] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:11.111382] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:11.294955] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:11.478549] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:11.659065] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:11.844903] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:12.030185] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:12.213923] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:12.214101] [INFO ] [CONFIGURE ] DHI: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:28:12.214148] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1067 tests [2025-10-16T23:28:12.214184] [INFO ] [CONFIGURE ] DHI: Testing feature 21/29: add_range_position [2025-10-16T23:28:12.214218] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position'] [2025-10-16T23:28:12.399666] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:12.587140] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:12.779778] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:12.966123] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:13.151775] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:13.340255] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:13.531795] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:13.719797] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:13.909510] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:14.117287] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:14.117479] [INFO ] [CONFIGURE ] DHI: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:28:14.117527] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1066 tests [2025-10-16T23:28:14.117563] [INFO ] [CONFIGURE ] DHI: Testing feature 22/29: add_realized_volatility [2025-10-16T23:28:14.117595] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility'] [2025-10-16T23:28:14.326059] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:14.532111] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:14.738756] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:14.945269] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:15.164773] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:15.377125] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:15.598708] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:15.819756] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:16.040407] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:16.256993] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:16.257193] [INFO ] [CONFIGURE ] DHI: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:28:16.257240] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1065 tests [2025-10-16T23:28:16.257275] [INFO ] [CONFIGURE ] DHI: Testing feature 23/29: add_recent_range_context [2025-10-16T23:28:16.257307] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context'] [2025-10-16T23:28:16.439367] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:28:16.622608] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:16.799161] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:16.969903] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:17.144057] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:17.316490] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:17.501335] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:17.686813] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:17.867016] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:18.041966] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:18.042138] [INFO ] [CONFIGURE ] DHI: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:28:18.042184] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1064 tests [2025-10-16T23:28:18.042272] [INFO ] [CONFIGURE ] DHI: Testing feature 24/29: add_rsi [2025-10-16T23:28:18.042314] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi'] [2025-10-16T23:28:18.229915] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:18.422659] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:18.616832] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:18.818132] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:19.016491] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:19.214596] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:19.419395] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:19.634005] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:19.842122] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:20.049986] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:20.050151] [INFO ] [CONFIGURE ] DHI: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:28:20.050195] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1063 tests [2025-10-16T23:28:20.050229] [INFO ] [CONFIGURE ] DHI: Testing feature 25/29: add_tick_distribution [2025-10-16T23:28:20.050259] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution'] [2025-10-16T23:28:20.229476] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:20.417953] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:20.610865] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:28:20.786936] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:20.967548] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:21.147300] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:21.327738] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:21.510814] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:21.688549] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:21.868876] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:21.869052] [INFO ] [CONFIGURE ] DHI: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:28:21.869096] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1062 tests [2025-10-16T23:28:21.869131] [INFO ] [CONFIGURE ] DHI: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:28:21.869160] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation'] [2025-10-16T23:28:22.049613] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:22.227926] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:22.405898] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:28:22.591503] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:22.773922] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:22.952598] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:23.131417] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:23.312506] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:23.491466] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:23.674265] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:23.674498] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T23:28:23.674555] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1061 tests [2025-10-16T23:28:23.674593] [INFO ] [CONFIGURE ] DHI: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:28:23.674625] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence'] [2025-10-16T23:28:23.895897] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:24.081044] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:24.267122] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:28:24.454545] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:24.641790] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:24.825612] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:25.027413] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:25.224327] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:25.413989] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:25.601417] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:25.601598] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-10-16T23:28:25.601665] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1060 tests [2025-10-16T23:28:25.601725] [INFO ] [CONFIGURE ] DHI: Testing feature 28/29: add_volume_profile [2025-10-16T23:28:25.601761] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile'] [2025-10-16T23:28:25.776209] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:25.955591] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:28:26.132030] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:28:26.307808] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:26.491043] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:28:26.676797] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:26.865322] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:28:27.044933] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:28:27.229674] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:27.412145] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:27.412325] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:28:27.412390] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1059 tests [2025-10-16T23:28:27.412431] [INFO ] [CONFIGURE ] DHI: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:28:27.412463] [INFO ] [CONFIGURE ] DHI: Best accuracy: 60.00% [2025-10-16T23:28:27.412496] [INFO ] [CONFIGURE ] DHI: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:28:27.412526] [INFO ] [CONFIGURE ] DHI: Improvement over baseline: 30.00% [2025-10-16T23:28:27.412554] [INFO ] [CONFIGURE ] DHI: Total time: 50.1 seconds [2025-10-16T23:28:27.412582] [INFO ] [CONFIGURE ] DHI: Average time per feature: 1.8 seconds [2025-10-16T23:28:27.412610] [INFO ] [CONFIGURE ] DHI: Average speed: 0.58 features/sec [2025-10-16T23:28:27.413239] [INFO ] [LOCAL ] Saved configuration for DHI: 4 features, 60.00% accuracy -> ./output/feature-sets/DHI.json [2025-10-16T23:28:27.413307] [INFO ] [CONFIGURE ] DHI: Configuration saved successfully: 4 features, 60.00% accuracy. [2025-10-16T23:28:27.413370] [INFO ] [sig ] [60/96] Successfully configured DHI | 0.02 sym/s | Total: 43.6m | ETA: 26.2m [2025-10-16T23:28:27.413407] [INFO ] [sig ] [61/96] Configuring DLR... [2025-10-16T23:28:27.413439] [INFO ] [CONFIGURE ] DLR: Configurate test run. [2025-10-16T23:28:27.413472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'. [2025-10-16T23:28:27.427728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLR'. [2025-10-16T23:28:27.428305] [INFO ] [CONFIGURE ] DLR: Testing with 29 available features [2025-10-16T23:28:27.428368] [INFO ] [CONFIGURE ] DLR: Establishing baseline with no features... [2025-10-16T23:28:27.537061] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:27.654198] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:27.758365] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:27.860369] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:27.961735] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:28.063801] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:28.166601] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:28:28.270263] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:28.377673] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:28.481348] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:28.481507] [INFO ] [CONFIGURE ] DLR: Baseline score (no features): 60.00% [2025-10-16T23:28:28.481570] [INFO ] [CONFIGURE ] DLR: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:28:28.481607] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:28:28.595384] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:28.711626] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:28.834525] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:28.955766] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:29.081252] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:29.203672] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:29.327842] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:29.449849] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:29.575396] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:29.703279] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:29.703466] [INFO ] [CONFIGURE ] DLR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:28:29.703540] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1058 tests [2025-10-16T23:28:29.703582] [INFO ] [CONFIGURE ] DLR: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:28:29.703612] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:28:29.830053] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:29.955752] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:30.083026] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:30.213034] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:30.345087] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:30.472046] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:30.600282] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:30.735040] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:30.859855] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:30.983993] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:30.984158] [INFO ] [CONFIGURE ] DLR: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:28:30.984201] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1057 tests [2025-10-16T23:28:30.984235] [INFO ] [CONFIGURE ] DLR: Testing feature 3/29: add_daily_returns [2025-10-16T23:28:30.984266] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:28:31.114431] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:31.253411] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:31.384120] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:31.515076] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:31.646756] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:31.778414] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:31.905616] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:32.035776] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:32.166282] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:32.300027] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:32.300197] [INFO ] [CONFIGURE ] DLR: DISCARDED add_daily_returns (score: 70.00%) [2025-10-16T23:28:32.300240] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1056 tests [2025-10-16T23:28:32.300275] [INFO ] [CONFIGURE ] DLR: Testing feature 4/29: add_ema [2025-10-16T23:28:32.300356] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:28:32.448560] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:32.594268] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:32.736992] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:32.881002] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:33.030615] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:33.171516] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:33.314297] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:33.462780] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:33.617979] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:33.771192] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:33.771352] [INFO ] [CONFIGURE ] DLR: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:28:33.771396] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1055 tests [2025-10-16T23:28:33.771429] [INFO ] [CONFIGURE ] DLR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:28:33.771459] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:28:33.919063] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:34.070736] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:34.219204] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:34.373780] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:34.525008] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:34.677667] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:34.828576] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:28:35.012757] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:35.171599] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:35.322325] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:35.322484] [INFO ] [CONFIGURE ] DLR: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-10-16T23:28:35.322528] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1054 tests [2025-10-16T23:28:35.322563] [INFO ] [CONFIGURE ] DLR: Testing feature 6/29: add_failed_moves [2025-10-16T23:28:35.322594] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:28:35.450401] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:35.585255] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:35.722798] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:35.853121] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:35.997873] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:36.127313] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:36.256603] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:36.393148] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:36.527262] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:36.659974] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:36.660153] [INFO ] [CONFIGURE ] DLR: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:28:36.660198] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1053 tests [2025-10-16T23:28:36.660231] [INFO ] [CONFIGURE ] DLR: Testing feature 7/29: add_lag_shelf [2025-10-16T23:28:36.660262] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:28:36.778478] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:36.898068] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:37.019497] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:37.148823] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:28:37.270463] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:37.391193] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:37.511869] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:37.634562] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:37.762377] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:37.885745] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:28:37.885896] [INFO ] [CONFIGURE ] DLR: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:28:37.885939] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1052 tests [2025-10-16T23:28:37.885973] [INFO ] [CONFIGURE ] DLR: Testing feature 8/29: add_macd [2025-10-16T23:28:37.886005] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:28:38.045609] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:38.208961] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:38.374480] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:38.547555] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:38.713966] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:38.881085] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:39.062421] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:39.247256] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:39.415995] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:39.588842] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:39.589029] [INFO ] [CONFIGURE ] DLR: KEPT add_macd (score: 90.00%) [2025-10-16T23:28:39.589076] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1051 tests [2025-10-16T23:28:39.589112] [INFO ] [CONFIGURE ] DLR: Testing feature 9/29: add_mfi [2025-10-16T23:28:39.589143] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:28:39.780230] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:39.963114] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:40.148390] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:40.333738] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:40.524631] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:40.714878] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:40.900438] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:41.086335] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:41.275993] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:41.460143] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:41.460375] [INFO ] [CONFIGURE ] DLR: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:28:41.460425] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1050 tests [2025-10-16T23:28:41.460460] [INFO ] [CONFIGURE ] DLR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:28:41.460491] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:28:41.656927] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:28:41.853982] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:42.084877] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:42.289360] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:42.503100] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:42.702575] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:42.903992] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:43.111114] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:43.329132] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:43.546093] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:43.546346] [INFO ] [CONFIGURE ] DLR: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:28:43.546399] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1049 tests [2025-10-16T23:28:43.546436] [INFO ] [CONFIGURE ] DLR: Testing feature 11/29: add_obv_daily [2025-10-16T23:28:43.546470] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:28:43.730668] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:43.934949] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:44.135347] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:44.328376] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:44.512452] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:44.702626] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:44.887563] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:45.101953] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:45.281789] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:45.461363] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:45.461575] [INFO ] [CONFIGURE ] DLR: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:28:45.461632] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1048 tests [2025-10-16T23:28:45.461706] [INFO ] [CONFIGURE ] DLR: Testing feature 12/29: add_obv_interval [2025-10-16T23:28:45.461747] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:28:45.636632] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:45.805667] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:45.971172] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:46.136379] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:46.317926] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:46.492534] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:46.667522] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:46.840158] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:47.019829] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:47.197036] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:47.197232] [INFO ] [CONFIGURE ] DLR: DISCARDED add_obv_interval (score: 90.00%) [2025-10-16T23:28:47.197300] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1047 tests [2025-10-16T23:28:47.197351] [INFO ] [CONFIGURE ] DLR: Testing feature 13/29: add_opening_strength [2025-10-16T23:28:47.197410] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:28:47.388767] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:47.572570] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:47.761755] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:47.954005] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:48.184639] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:48.379836] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:48.585258] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:48.808315] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:49.026180] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:28:49.246213] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:49.246411] [INFO ] [CONFIGURE ] DLR: DISCARDED add_opening_strength (score: 90.00%) [2025-10-16T23:28:49.246458] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1046 tests [2025-10-16T23:28:49.246496] [INFO ] [CONFIGURE ] DLR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:28:49.246530] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:28:49.447874] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:49.644832] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:49.830922] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:50.016510] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:50.204718] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:50.403839] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:50.597854] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:50.787314] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:50.982423] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:51.208171] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:51.208394] [INFO ] [CONFIGURE ] DLR: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-10-16T23:28:51.208441] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1045 tests [2025-10-16T23:28:51.208476] [INFO ] [CONFIGURE ] DLR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:28:51.208506] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:28:51.379701] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:51.561093] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:51.732417] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:51.903377] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:52.072923] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:52.243299] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:52.424469] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:52.603109] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:52.777743] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:52.952035] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:52.952200] [INFO ] [CONFIGURE ] DLR: KEPT add_pbf_morning_momentum (score: 100.00%) [2025-10-16T23:28:52.952242] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1044 tests [2025-10-16T23:28:52.952276] [INFO ] [CONFIGURE ] DLR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:28:52.952306] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T23:28:53.128023] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:53.304888] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:53.483778] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:53.664346] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:53.845338] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:54.025865] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:28:54.245736] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:54.429043] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:54.607789] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:54.785403] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:54.785583] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_overnight_gap (score: 100.00%) [2025-10-16T23:28:54.785698] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1043 tests [2025-10-16T23:28:54.785751] [INFO ] [CONFIGURE ] DLR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:28:54.785785] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T23:28:54.993381] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:55.202481] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:55.416736] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:28:55.622751] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:55.833544] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:56.048811] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:56.254894] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:56.451293] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:56.646520] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:56.831825] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:56.832032] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:28:56.832078] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1042 tests [2025-10-16T23:28:56.832114] [INFO ] [CONFIGURE ] DLR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:28:56.832239] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T23:28:57.002074] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:57.176188] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:57.363211] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:28:57.579140] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:57.785684] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:57.994992] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:28:58.197149] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:28:58.402783] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:28:58.599396] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:28:58.784037] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:28:58.784223] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:28:58.784266] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1041 tests [2025-10-16T23:28:58.784301] [INFO ] [CONFIGURE ] DLR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:28:58.784333] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T23:28:58.954529] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:28:59.123360] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:28:59.292733] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:28:59.463112] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:28:59.654984] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:28:59.855991] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:00.037631] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:00.225469] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:00.411208] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:00.594126] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:00.594310] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:29:00.594356] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1040 tests [2025-10-16T23:29:00.594391] [INFO ] [CONFIGURE ] DLR: Testing feature 20/29: add_price_rejection [2025-10-16T23:29:00.594424] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T23:29:00.773857] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:29:00.954837] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:01.137434] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:01.309809] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:01.481962] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:01.656451] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:01.836810] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:02.013804] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:02.189214] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:02.367928] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:02.368128] [INFO ] [CONFIGURE ] DLR: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:29:02.368221] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1039 tests [2025-10-16T23:29:02.368263] [INFO ] [CONFIGURE ] DLR: Testing feature 21/29: add_range_position [2025-10-16T23:29:02.368295] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T23:29:02.551806] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:02.739818] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:02.924697] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:03.109774] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:03.324561] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:03.505208] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:03.685200] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:03.868889] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:04.055854] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:04.249004] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:04.249210] [INFO ] [CONFIGURE ] DLR: DISCARDED add_range_position (score: 90.00%) [2025-10-16T23:29:04.249270] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1038 tests [2025-10-16T23:29:04.249355] [INFO ] [CONFIGURE ] DLR: Testing feature 22/29: add_realized_volatility [2025-10-16T23:29:04.249409] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T23:29:04.457148] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:04.699384] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:04.910851] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:05.110476] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:05.310722] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:05.516413] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:05.750377] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:05.981293] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:06.215862] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:06.464738] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:06.464928] [INFO ] [CONFIGURE ] DLR: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:29:06.464973] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1037 tests [2025-10-16T23:29:06.465009] [INFO ] [CONFIGURE ] DLR: Testing feature 23/29: add_recent_range_context [2025-10-16T23:29:06.465041] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T23:29:06.666502] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:06.858487] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:07.036765] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:07.222341] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:07.402563] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:07.587919] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:07.773347] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:07.961347] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:08.161320] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:08.349943] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:08.350102] [INFO ] [CONFIGURE ] DLR: DISCARDED add_recent_range_context (score: 100.00%) [2025-10-16T23:29:08.350146] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1036 tests [2025-10-16T23:29:08.350180] [INFO ] [CONFIGURE ] DLR: Testing feature 24/29: add_rsi [2025-10-16T23:29:08.350211] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-10-16T23:29:08.544635] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:08.741618] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:08.933858] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:09.137487] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:09.339472] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:09.540850] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:09.739256] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:09.936023] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:10.139777] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:10.338585] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:10.338808] [INFO ] [CONFIGURE ] DLR: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:29:10.338862] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1035 tests [2025-10-16T23:29:10.338896] [INFO ] [CONFIGURE ] DLR: Testing feature 25/29: add_tick_distribution [2025-10-16T23:29:10.338927] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T23:29:10.512135] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:10.687785] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:10.868490] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:11.045202] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:11.219234] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:11.394585] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:11.573928] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:11.764090] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:11.946534] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:12.127547] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:12.127782] [INFO ] [CONFIGURE ] DLR: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:29:12.127836] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1034 tests [2025-10-16T23:29:12.127872] [INFO ] [CONFIGURE ] DLR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:29:12.127905] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T23:29:12.305949] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:12.514803] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:12.691307] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:12.870619] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:13.047192] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:13.235803] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:13.465939] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:13.736069] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:13.999551] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:14.225121] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:14.225367] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_momentum_confirmation (score: 100.00%) [2025-10-16T23:29:14.225419] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1033 tests [2025-10-16T23:29:14.225573] [INFO ] [CONFIGURE ] DLR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:29:14.225628] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T23:29:14.430764] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:14.621827] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:14.811363] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:15.000578] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:15.188926] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:15.383286] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:15.579909] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:15.779150] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:15.973780] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:16.160524] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:16.160748] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:29:16.160864] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1032 tests [2025-10-16T23:29:16.160912] [INFO ] [CONFIGURE ] DLR: Testing feature 28/29: add_volume_profile [2025-10-16T23:29:16.160948] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T23:29:16.334943] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:16.520347] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:16.704168] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:16.887619] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:29:17.087140] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:17.272548] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:17.461716] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:17.646590] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:17.836102] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:18.020283] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:18.020449] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:29:18.020492] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1031 tests [2025-10-16T23:29:18.020529] [INFO ] [CONFIGURE ] DLR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:29:18.020559] [INFO ] [CONFIGURE ] DLR: Best accuracy: 100.00% [2025-10-16T23:29:18.020588] [INFO ] [CONFIGURE ] DLR: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:29:18.020616] [INFO ] [CONFIGURE ] DLR: Improvement over baseline: 40.00% [2025-10-16T23:29:18.020664] [INFO ] [CONFIGURE ] DLR: Total time: 49.5 seconds [2025-10-16T23:29:18.020720] [INFO ] [CONFIGURE ] DLR: Average time per feature: 1.8 seconds [2025-10-16T23:29:18.020751] [INFO ] [CONFIGURE ] DLR: Average speed: 0.59 features/sec [2025-10-16T23:29:18.021289] [INFO ] [LOCAL ] Saved configuration for DLR: 4 features, 100.00% accuracy -> ./output/feature-sets/DLR.json [2025-10-16T23:29:18.021381] [INFO ] [CONFIGURE ] DLR: Configuration saved successfully: 4 features, 100.00% accuracy. [2025-10-16T23:29:18.021442] [INFO ] [sig ] [61/96] Successfully configured DLR | 0.02 sym/s | Total: 44.5m | ETA: 25.5m [2025-10-16T23:29:18.021477] [INFO ] [sig ] [62/96] Configuring DLY... [2025-10-16T23:29:18.021507] [INFO ] [CONFIGURE ] DLY: Configurate test run. [2025-10-16T23:29:18.021536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-10-16T23:29:18.034665] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLY'. [2025-10-16T23:29:18.035000] [INFO ] [CONFIGURE ] DLY: Testing with 29 available features [2025-10-16T23:29:18.035055] [INFO ] [CONFIGURE ] DLY: Establishing baseline with no features... [2025-10-16T23:29:18.143842] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:18.255958] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:18.366903] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:18.476749] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:18.591203] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:18.702838] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:18.818682] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:18.954672] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:19.068590] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:19.181198] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:19.181389] [INFO ] [CONFIGURE ] DLY: Baseline score (no features): 50.00% [2025-10-16T23:29:19.181439] [INFO ] [CONFIGURE ] DLY: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:29:19.181471] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:29:19.302397] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:19.427110] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:19.545160] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:19.665591] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:19.798907] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:19.925304] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:20.052149] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:20.180375] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:20.310304] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:20.448056] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:20.448250] [INFO ] [CONFIGURE ] DLY: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:29:20.448304] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1030 tests [2025-10-16T23:29:20.448338] [INFO ] [CONFIGURE ] DLY: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:29:20.448370] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:29:20.576106] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:20.706592] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:29:20.833034] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:20.960061] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:21.088032] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:21.217100] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:21.348702] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:29:21.483849] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:21.621069] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:21.753362] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:21.753506] [INFO ] [CONFIGURE ] DLY: DISCARDED add_cumulative_delta (score: 20.00%) [2025-10-16T23:29:21.753547] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1029 tests [2025-10-16T23:29:21.753580] [INFO ] [CONFIGURE ] DLY: Testing feature 3/29: add_daily_returns [2025-10-16T23:29:21.753609] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_daily_returns'] [2025-10-16T23:29:21.868320] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:21.980275] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:22.092342] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:22.207376] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:22.323858] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:22.438208] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:22.554681] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:22.675880] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:22.793164] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:22.913832] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:22.913968] [INFO ] [CONFIGURE ] DLY: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:29:22.914010] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1028 tests [2025-10-16T23:29:22.914042] [INFO ] [CONFIGURE ] DLY: Testing feature 4/29: add_ema [2025-10-16T23:29:22.914071] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_ema'] [2025-10-16T23:29:23.042737] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:23.169382] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:23.297582] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:23.425474] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:23.553447] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:23.682314] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:23.806104] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:23.929812] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:24.054323] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:24.182053] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:24.182214] [INFO ] [CONFIGURE ] DLY: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:29:24.182277] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1027 tests [2025-10-16T23:29:24.182312] [INFO ] [CONFIGURE ] DLY: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:29:24.182343] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:29:24.316153] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:24.444037] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:29:24.600381] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:24.728593] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:24.856503] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:24.983942] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:25.113467] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:25.255380] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:25.393849] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:25.530989] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:25.531211] [INFO ] [CONFIGURE ] DLY: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:29:25.532039] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1026 tests [2025-10-16T23:29:25.532098] [INFO ] [CONFIGURE ] DLY: Testing feature 6/29: add_failed_moves [2025-10-16T23:29:25.532154] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_failed_moves'] [2025-10-16T23:29:25.646970] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:25.761061] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:25.875208] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:25.988285] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:26.103184] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:26.217925] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:26.333824] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:26.450240] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:26.565623] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:26.683618] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:26.683808] [INFO ] [CONFIGURE ] DLY: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:29:26.683857] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1025 tests [2025-10-16T23:29:26.683892] [INFO ] [CONFIGURE ] DLY: Testing feature 7/29: add_lag_shelf [2025-10-16T23:29:26.683922] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_lag_shelf'] [2025-10-16T23:29:26.787936] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:26.894293] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:27.003545] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:27.111938] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:27.222793] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:27.328871] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:27.432246] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:27.537351] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:27.649743] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:27.756214] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:27.756365] [INFO ] [CONFIGURE ] DLY: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:29:27.756408] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1024 tests [2025-10-16T23:29:27.756442] [INFO ] [CONFIGURE ] DLY: Testing feature 8/29: add_macd [2025-10-16T23:29:27.756472] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:29:27.897896] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:28.037365] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:28.177173] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:28.318065] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:28.459010] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:28.606485] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:28.762304] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:28.911380] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:29.059031] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:29.202628] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:29.202814] [INFO ] [CONFIGURE ] DLY: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:29:29.202864] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1023 tests [2025-10-16T23:29:29.202900] [INFO ] [CONFIGURE ] DLY: Testing feature 9/29: add_mfi [2025-10-16T23:29:29.202931] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_mfi'] [2025-10-16T23:29:29.325201] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:29.457838] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:29.590739] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:29.712809] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:29.835932] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:29.955819] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:30.082507] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:30.214867] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:30.339228] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:30.483810] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:30.484029] [INFO ] [CONFIGURE ] DLY: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:29:30.484075] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1022 tests [2025-10-16T23:29:30.484112] [INFO ] [CONFIGURE ] DLY: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:29:30.484146] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:29:30.628815] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:30.766622] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:30.898030] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:31.031081] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:31.163874] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:31.293372] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:31.420496] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:31.556121] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:31.696005] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:31.841865] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:31.842059] [INFO ] [CONFIGURE ] DLY: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:29:31.842105] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1021 tests [2025-10-16T23:29:31.842140] [INFO ] [CONFIGURE ] DLY: Testing feature 11/29: add_obv_daily [2025-10-16T23:29:31.842171] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_obv_daily'] [2025-10-16T23:29:31.952967] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:32.062789] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:32.172264] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:32.281359] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:32.392338] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:32.503418] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:32.618144] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:32.729989] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:32.842246] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:32.960497] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:32.961471] [INFO ] [CONFIGURE ] DLY: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:29:32.961532] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1020 tests [2025-10-16T23:29:32.961568] [INFO ] [CONFIGURE ] DLY: Testing feature 12/29: add_obv_interval [2025-10-16T23:29:32.961599] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_obv_interval'] [2025-10-16T23:29:33.071287] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:33.180823] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:33.289603] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:33.399219] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:33.527180] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:33.642069] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:33.755779] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:33.868515] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:33.981530] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:34.094787] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:34.095011] [INFO ] [CONFIGURE ] DLY: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:29:34.095068] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1019 tests [2025-10-16T23:29:34.095103] [INFO ] [CONFIGURE ] DLY: Testing feature 13/29: add_opening_strength [2025-10-16T23:29:34.095132] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:29:34.212332] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:34.330380] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:34.452117] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:34.570261] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:34.689033] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:34.808168] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:34.927659] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:35.048701] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:35.169196] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:35.289995] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:35.290136] [INFO ] [CONFIGURE ] DLY: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:29:35.290179] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1018 tests [2025-10-16T23:29:35.290212] [INFO ] [CONFIGURE ] DLY: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:29:35.290242] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:29:35.408893] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:35.530086] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:35.650819] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:35.771518] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:35.892102] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:36.026030] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:36.158398] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:36.292402] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:36.422145] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:36.554619] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:36.554840] [INFO ] [CONFIGURE ] DLY: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:29:36.554890] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1017 tests [2025-10-16T23:29:36.554926] [INFO ] [CONFIGURE ] DLY: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:29:36.554957] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:29:36.668391] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:36.777873] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:36.889795] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:37.003577] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:37.119554] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:37.236404] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:37.350980] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:37.467530] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:37.579693] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:37.692916] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:37.693060] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-10-16T23:29:37.693102] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1016 tests [2025-10-16T23:29:37.693135] [INFO ] [CONFIGURE ] DLY: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:29:37.693164] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:29:37.812546] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:37.930133] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:38.047026] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:38.159834] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:38.273628] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:38.392778] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:38.516765] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:38.637672] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:38.759934] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:38.888098] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:38.888309] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:29:38.888384] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1015 tests [2025-10-16T23:29:38.888425] [INFO ] [CONFIGURE ] DLY: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:29:38.888455] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:29:39.013289] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:39.137804] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:29:39.261607] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:39.384063] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:39.509666] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:39.634672] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:39.777984] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:39.899462] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:40.021329] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:40.144807] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:40.144964] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:29:40.145007] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1014 tests [2025-10-16T23:29:40.145041] [INFO ] [CONFIGURE ] DLY: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:29:40.145094] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:29:40.252930] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:40.364503] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:40.471839] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:40.580200] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:40.689082] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:40.799260] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:40.909950] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:41.021727] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:41.132795] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:41.246076] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:41.246267] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:29:41.246329] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1013 tests [2025-10-16T23:29:41.246365] [INFO ] [CONFIGURE ] DLY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:29:41.246395] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:29:41.355103] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:41.464251] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:41.573489] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:41.683716] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:41.794227] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:41.909172] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:42.020611] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:42.135478] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:42.248419] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:42.363906] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:42.364084] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T23:29:42.364128] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1012 tests [2025-10-16T23:29:42.364161] [INFO ] [CONFIGURE ] DLY: Testing feature 20/29: add_price_rejection [2025-10-16T23:29:42.364192] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_price_rejection'] [2025-10-16T23:29:42.485413] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:42.606063] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:42.722749] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:42.841486] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:42.961759] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:43.082720] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:43.204404] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:43.328378] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:43.452859] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:43.579043] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:43.579201] [INFO ] [CONFIGURE ] DLY: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:29:43.579244] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1011 tests [2025-10-16T23:29:43.579279] [INFO ] [CONFIGURE ] DLY: Testing feature 21/29: add_range_position [2025-10-16T23:29:43.579309] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_range_position'] [2025-10-16T23:29:43.710830] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:43.840691] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:43.971568] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:44.101887] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:44.233939] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:44.365257] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:44.498477] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:44.634211] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:44.773523] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:44.910034] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:44.910196] [INFO ] [CONFIGURE ] DLY: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:29:44.910239] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1010 tests [2025-10-16T23:29:44.910343] [INFO ] [CONFIGURE ] DLY: Testing feature 22/29: add_realized_volatility [2025-10-16T23:29:44.910382] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_realized_volatility'] [2025-10-16T23:29:45.057194] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:45.203734] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:45.349968] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:45.502611] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:45.655490] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:45.830258] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:45.978000] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:46.125892] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:46.277067] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:46.424962] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:46.425126] [INFO ] [CONFIGURE ] DLY: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:29:46.425171] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1009 tests [2025-10-16T23:29:46.425205] [INFO ] [CONFIGURE ] DLY: Testing feature 23/29: add_recent_range_context [2025-10-16T23:29:46.425235] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context'] [2025-10-16T23:29:46.535162] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:46.645008] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:46.754265] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:46.864615] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:46.976453] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:47.089137] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:47.202017] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:47.315506] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:47.429832] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:47.551991] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:47.552140] [INFO ] [CONFIGURE ] DLY: KEPT add_recent_range_context (score: 60.00%) [2025-10-16T23:29:47.552184] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1008 tests [2025-10-16T23:29:47.552218] [INFO ] [CONFIGURE ] DLY: Testing feature 24/29: add_rsi [2025-10-16T23:29:47.552249] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi'] [2025-10-16T23:29:47.711839] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:47.859267] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:29:48.001198] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:48.148055] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:48.293523] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:48.440113] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:48.595816] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:48.753010] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:48.909372] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:49.061261] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:49.061421] [INFO ] [CONFIGURE ] DLY: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:29:49.061466] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1007 tests [2025-10-16T23:29:49.061500] [INFO ] [CONFIGURE ] DLY: Testing feature 25/29: add_tick_distribution [2025-10-16T23:29:49.061531] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context', 'add_tick_distribution'] [2025-10-16T23:29:49.186385] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:49.347001] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:49.483704] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:49.613938] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:49.756143] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:49.885025] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:50.013613] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:50.153810] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:50.282093] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:50.411502] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:50.411687] [INFO ] [CONFIGURE ] DLY: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:29:50.411837] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1006 tests [2025-10-16T23:29:50.411916] [INFO ] [CONFIGURE ] DLY: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:29:50.411974] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-10-16T23:29:50.536826] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:50.659881] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:29:50.788424] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:50.914918] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:51.048232] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:51.185779] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:51.315368] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:51.454249] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:51.586770] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:51.730979] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:51.731237] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T23:29:51.731290] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1005 tests [2025-10-16T23:29:51.731328] [INFO ] [CONFIGURE ] DLY: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:29:51.731362] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence'] [2025-10-16T23:29:51.906752] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:52.046892] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:52.188760] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:52.328797] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:52.469226] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:52.611594] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:52.761708] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:52.905458] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:53.046322] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:53.190824] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:53.190995] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:29:53.191041] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1004 tests [2025-10-16T23:29:53.191078] [INFO ] [CONFIGURE ] DLY: Testing feature 28/29: add_volume_profile [2025-10-16T23:29:53.191111] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context', 'add_volume_profile'] [2025-10-16T23:29:53.320838] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:53.452272] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:53.586317] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:29:53.723797] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:53.858714] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:53.986997] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:29:54.131263] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:54.258499] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:54.389198] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:54.522468] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:54.522624] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:29:54.522703] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1003 tests [2025-10-16T23:29:54.522749] [INFO ] [CONFIGURE ] DLY: Testing feature 29/29: add_vwap [2025-10-16T23:29:54.522781] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_recent_range_context', 'add_vwap'] [2025-10-16T23:29:54.667995] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:29:54.795603] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:29:54.942863] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:55.068232] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:29:55.199296] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:29:55.325635] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:29:55.453568] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:29:55.582515] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:29:55.723053] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:29:55.856858] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:29:55.857022] [INFO ] [CONFIGURE ] DLY: DISCARDED add_vwap (score: 40.00%) [2025-10-16T23:29:55.857065] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1002 tests [2025-10-16T23:29:55.857098] [INFO ] [CONFIGURE ] DLY: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:29:55.857127] [INFO ] [CONFIGURE ] DLY: Best accuracy: 60.00% [2025-10-16T23:29:55.857157] [INFO ] [CONFIGURE ] DLY: Best feature set (1 features): ['add_recent_range_context'] [2025-10-16T23:29:55.857184] [INFO ] [CONFIGURE ] DLY: Improvement over baseline: 10.00% [2025-10-16T23:29:55.857209] [INFO ] [CONFIGURE ] DLY: Total time: 36.7 seconds [2025-10-16T23:29:55.857235] [INFO ] [CONFIGURE ] DLY: Average time per feature: 1.3 seconds [2025-10-16T23:29:55.857261] [INFO ] [CONFIGURE ] DLY: Average speed: 0.79 features/sec [2025-10-16T23:29:55.857779] [INFO ] [LOCAL ] Saved configuration for DLY: 1 features, 60.00% accuracy -> ./output/feature-sets/DLY.json [2025-10-16T23:29:55.857845] [INFO ] [CONFIGURE ] DLY: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T23:29:55.857905] [INFO ] [sig ] [62/96] Successfully configured DLY | 0.02 sym/s | Total: 45.1m | ETA: 24.7m [2025-10-16T23:29:55.857940] [INFO ] [sig ] [63/96] Configuring DMA... [2025-10-16T23:29:55.857969] [INFO ] [CONFIGURE ] DMA: Configurate test run. [2025-10-16T23:29:55.857999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'. [2025-10-16T23:29:55.869967] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DMA'. [2025-10-16T23:29:55.870284] [INFO ] [CONFIGURE ] DMA: Testing with 29 available features [2025-10-16T23:29:55.870340] [INFO ] [CONFIGURE ] DMA: Establishing baseline with no features... [2025-10-16T23:29:55.974808] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:29:56.077757] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:29:56.179980] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:56.282902] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:29:56.386992] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:56.491327] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:29:56.601305] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:29:56.709904] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:56.818465] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:56.928194] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:56.928342] [INFO ] [CONFIGURE ] DMA: Baseline score (no features): 50.00% [2025-10-16T23:29:56.928389] [INFO ] [CONFIGURE ] DMA: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:29:56.928421] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:29:57.047882] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:29:57.166901] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:29:57.286557] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:57.405038] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:29:57.523267] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:57.641027] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:29:57.758051] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:29:57.876192] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:29:57.992189] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:58.112016] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:58.112184] [INFO ] [CONFIGURE ] DMA: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:29:58.112228] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1001 tests [2025-10-16T23:29:58.112261] [INFO ] [CONFIGURE ] DMA: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:29:58.112290] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:29:58.236074] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:29:58.362524] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:29:58.486696] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:58.611517] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:29:58.735942] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:58.858498] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:29:58.982138] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:29:59.103875] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:29:59.225478] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:29:59.347458] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:29:59.347663] [INFO ] [CONFIGURE ] DMA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:29:59.347725] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 1000 tests [2025-10-16T23:29:59.347762] [INFO ] [CONFIGURE ] DMA: Testing feature 3/29: add_daily_returns [2025-10-16T23:29:59.347791] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns'] [2025-10-16T23:29:59.451601] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:29:59.559955] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:29:59.665579] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:29:59.771528] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:29:59.876659] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:29:59.982331] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:00.089022] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:00.194027] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:00.300609] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:00.405787] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:00.405943] [INFO ] [CONFIGURE ] DMA: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:30:00.405987] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 999 tests [2025-10-16T23:30:00.406025] [INFO ] [CONFIGURE ] DMA: Testing feature 4/29: add_ema [2025-10-16T23:30:00.406057] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_ema'] [2025-10-16T23:30:00.521309] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:00.636099] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:00.750631] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:00.865742] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:01.002911] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:01.129070] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:01.255000] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:01.381826] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:01.532279] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:01.685927] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:01.686141] [INFO ] [CONFIGURE ] DMA: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:30:01.686201] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 998 tests [2025-10-16T23:30:01.686240] [INFO ] [CONFIGURE ] DMA: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:30:01.686273] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:30:01.851616] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:02.006002] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:02.153598] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:02.311597] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:02.477004] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:02.644963] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:02.809324] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:02.964718] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:30:03.096546] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:03.230701] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:03.230878] [INFO ] [CONFIGURE ] DMA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:30:03.230925] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 997 tests [2025-10-16T23:30:03.230959] [INFO ] [CONFIGURE ] DMA: Testing feature 6/29: add_failed_moves [2025-10-16T23:30:03.230990] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_failed_moves'] [2025-10-16T23:30:03.352671] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:03.481199] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:03.612836] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:03.746380] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:03.869328] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:04.021247] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:04.134105] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:04.249174] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:04.362907] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:04.475910] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:04.476074] [INFO ] [CONFIGURE ] DMA: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:30:04.476117] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 996 tests [2025-10-16T23:30:04.476149] [INFO ] [CONFIGURE ] DMA: Testing feature 7/29: add_lag_shelf [2025-10-16T23:30:04.476179] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_lag_shelf'] [2025-10-16T23:30:04.577187] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:04.680233] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:04.785325] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:04.894009] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:05.001382] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:05.107217] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:05.210333] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:05.316315] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:05.432764] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:05.552665] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:05.552849] [INFO ] [CONFIGURE ] DMA: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:30:05.552895] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 995 tests [2025-10-16T23:30:05.552928] [INFO ] [CONFIGURE ] DMA: Testing feature 8/29: add_macd [2025-10-16T23:30:05.552960] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:30:05.736753] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:05.948012] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:06.167467] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:06.342213] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:06.516627] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:06.689850] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:06.859822] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:07.029001] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:07.200129] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:07.370137] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:07.370370] [INFO ] [CONFIGURE ] DMA: KEPT add_macd (score: 60.00%) [2025-10-16T23:30:07.370420] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 994 tests [2025-10-16T23:30:07.370455] [INFO ] [CONFIGURE ] DMA: Testing feature 9/29: add_mfi [2025-10-16T23:30:07.370489] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:30:07.557985] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:07.744579] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:07.935595] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:08.124092] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:08.307375] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:08.496220] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:08.667802] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:08.827076] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:08.986970] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:09.147594] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:09.147828] [INFO ] [CONFIGURE ] DMA: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:30:09.147881] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 993 tests [2025-10-16T23:30:09.147917] [INFO ] [CONFIGURE ] DMA: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:30:09.147951] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:30:09.316498] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:09.484265] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:09.654304] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:09.823585] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:09.995366] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:10.172421] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:10.354434] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:10.552608] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:10.728690] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:10.905890] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:10.906069] [INFO ] [CONFIGURE ] DMA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:30:10.906113] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 992 tests [2025-10-16T23:30:10.906146] [INFO ] [CONFIGURE ] DMA: Testing feature 11/29: add_obv_daily [2025-10-16T23:30:10.906177] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:30:11.055086] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:11.201869] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:11.350080] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:11.506186] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:11.656477] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:11.820338] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:11.987943] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:12.152318] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:12.320280] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:12.492277] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:12.492438] [INFO ] [CONFIGURE ] DMA: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:30:12.492482] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 991 tests [2025-10-16T23:30:12.492515] [INFO ] [CONFIGURE ] DMA: Testing feature 12/29: add_obv_interval [2025-10-16T23:30:12.492545] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:30:12.641110] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:12.790758] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:12.937087] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:13.086709] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:13.234789] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:13.405753] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:13.561003] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:13.717234] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:13.867304] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:14.018552] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:14.018759] [INFO ] [CONFIGURE ] DMA: KEPT add_obv_interval (score: 80.00%) [2025-10-16T23:30:14.018814] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 990 tests [2025-10-16T23:30:14.018849] [INFO ] [CONFIGURE ] DMA: Testing feature 13/29: add_opening_strength [2025-10-16T23:30:14.018881] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:30:14.180764] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:14.344364] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:14.514417] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:14.688665] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:14.857984] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:15.027234] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:15.198027] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:15.372043] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:15.538771] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:15.707423] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:15.707582] [INFO ] [CONFIGURE ] DMA: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:30:15.707625] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 989 tests [2025-10-16T23:30:15.707695] [INFO ] [CONFIGURE ] DMA: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:30:15.707739] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-10-16T23:30:15.872975] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:16.039322] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:16.214479] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:16.384025] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:16.550980] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:16.718288] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:16.887044] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:17.059200] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:17.230766] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:17.404956] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:17.405105] [INFO ] [CONFIGURE ] DMA: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:30:17.405148] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 988 tests [2025-10-16T23:30:17.405182] [INFO ] [CONFIGURE ] DMA: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:30:17.405212] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-10-16T23:30:17.556431] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:17.705764] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:17.853285] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:18.001817] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:18.150029] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:18.299068] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:18.448272] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:18.599493] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:30:18.755126] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:18.908274] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:18.908425] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:30:18.908507] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 987 tests [2025-10-16T23:30:18.908565] [INFO ] [CONFIGURE ] DMA: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:30:18.908598] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-10-16T23:30:19.065790] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:19.224443] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:19.381381] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:19.538517] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:19.698741] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:19.856841] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:20.014546] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:20.174206] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:30:20.334451] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:20.509218] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:20.509421] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:30:20.509468] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 986 tests [2025-10-16T23:30:20.509507] [INFO ] [CONFIGURE ] DMA: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:30:20.509539] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_return_2d'] [2025-10-16T23:30:20.684812] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:20.857024] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:21.029679] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:21.196265] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:21.360920] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:21.524953] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:21.689518] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:21.860288] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:22.025613] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:22.194243] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:22.194410] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:30:22.194455] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 985 tests [2025-10-16T23:30:22.194489] [INFO ] [CONFIGURE ] DMA: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:30:22.194521] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-10-16T23:30:22.346995] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:22.527512] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:22.680122] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:22.847407] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:23.014226] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:23.180688] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:23.344930] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:23.499224] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:23.654468] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:23.810779] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:23.810984] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-10-16T23:30:23.811030] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 984 tests [2025-10-16T23:30:23.811065] [INFO ] [CONFIGURE ] DMA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:30:23.811097] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-10-16T23:30:23.987236] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:24.169849] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:24.320468] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:24.471585] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:24.623046] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:24.775397] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:24.928111] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:25.082209] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:25.238011] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:25.393944] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:25.394102] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:30:25.394145] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 983 tests [2025-10-16T23:30:25.394179] [INFO ] [CONFIGURE ] DMA: Testing feature 20/29: add_price_rejection [2025-10-16T23:30:25.394212] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_price_rejection'] [2025-10-16T23:30:25.572245] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:25.731627] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:25.890596] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:26.051200] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:26.214483] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:26.377048] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:26.536862] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:26.705574] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:26.873396] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:27.042892] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:27.043071] [INFO ] [CONFIGURE ] DMA: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:30:27.043118] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 982 tests [2025-10-16T23:30:27.043155] [INFO ] [CONFIGURE ] DMA: Testing feature 21/29: add_range_position [2025-10-16T23:30:27.043366] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_range_position'] [2025-10-16T23:30:27.225595] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:27.403520] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:27.581852] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:27.759665] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:27.943700] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:28.133504] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:28.350366] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:28.524840] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:28.697961] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:28.876002] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:28.876156] [INFO ] [CONFIGURE ] DMA: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:30:28.876230] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 981 tests [2025-10-16T23:30:28.876270] [INFO ] [CONFIGURE ] DMA: Testing feature 22/29: add_realized_volatility [2025-10-16T23:30:28.876300] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_realized_volatility'] [2025-10-16T23:30:29.057260] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:29.242626] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:29.433228] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:29.627743] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:29.819334] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:30.013959] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:30.203067] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:30.392623] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:30:30.589092] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:30.785424] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:30.785631] [INFO ] [CONFIGURE ] DMA: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:30:30.785719] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 980 tests [2025-10-16T23:30:30.785762] [INFO ] [CONFIGURE ] DMA: Testing feature 23/29: add_recent_range_context [2025-10-16T23:30:30.785795] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_recent_range_context'] [2025-10-16T23:30:30.941054] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:31.101758] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:31.257615] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:31.420263] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:31.622589] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:31.780349] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:31.939882] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:32.100638] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:32.266528] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:32.428721] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:32.428870] [INFO ] [CONFIGURE ] DMA: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:30:32.428914] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 979 tests [2025-10-16T23:30:32.428947] [INFO ] [CONFIGURE ] DMA: Testing feature 24/29: add_rsi [2025-10-16T23:30:32.428979] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-10-16T23:30:32.606985] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:32.794770] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:32.979229] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:33.166829] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:33.349768] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:33.534050] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:33.720162] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:33.906126] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:34.092123] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:34.285679] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:34.285910] [INFO ] [CONFIGURE ] DMA: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:30:34.285976] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 978 tests [2025-10-16T23:30:34.286015] [INFO ] [CONFIGURE ] DMA: Testing feature 25/29: add_tick_distribution [2025-10-16T23:30:34.286124] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_tick_distribution'] [2025-10-16T23:30:34.446839] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:34.626121] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:34.786082] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:34.953875] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:35.114929] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:35.279626] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:35.450459] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:35.647143] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:35.807713] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:35.975396] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:35.975547] [INFO ] [CONFIGURE ] DMA: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:30:35.975590] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 977 tests [2025-10-16T23:30:35.975624] [INFO ] [CONFIGURE ] DMA: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:30:35.975685] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-10-16T23:30:36.135133] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:36.295296] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:36.460739] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:30:36.623472] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:36.786309] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:36.963721] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:37.156209] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:37.329050] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:37.513501] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:37.727289] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:37.727509] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:30:37.727561] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 976 tests [2025-10-16T23:30:37.727596] [INFO ] [CONFIGURE ] DMA: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:30:37.727627] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_price_divergence'] [2025-10-16T23:30:37.895366] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:38.066285] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:38.239905] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:38.411841] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:38.630929] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:38.817629] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:30:38.984451] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:39.156025] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:39.333761] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:39.510498] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:30:39.510699] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:30:39.510764] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 975 tests [2025-10-16T23:30:39.510803] [INFO ] [CONFIGURE ] DMA: Testing feature 28/29: add_volume_profile [2025-10-16T23:30:39.510837] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_profile'] [2025-10-16T23:30:39.676607] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:30:39.836864] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:30:39.994501] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:30:40.153244] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:40.312466] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:40.469590] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:30:40.625262] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:40.786512] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:30:40.945519] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:41.108332] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:30:41.108499] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:30:41.108546] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 974 tests [2025-10-16T23:30:41.108581] [INFO ] [CONFIGURE ] DMA: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:30:41.108610] [INFO ] [CONFIGURE ] DMA: Best accuracy: 80.00% [2025-10-16T23:30:41.108640] [INFO ] [CONFIGURE ] DMA: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:30:41.108716] [INFO ] [CONFIGURE ] DMA: Improvement over baseline: 30.00% [2025-10-16T23:30:41.108749] [INFO ] [CONFIGURE ] DMA: Total time: 44.2 seconds [2025-10-16T23:30:41.108777] [INFO ] [CONFIGURE ] DMA: Average time per feature: 1.6 seconds [2025-10-16T23:30:41.108805] [INFO ] [CONFIGURE ] DMA: Average speed: 0.66 features/sec [2025-10-16T23:30:41.109354] [INFO ] [LOCAL ] Saved configuration for DMA: 3 features, 80.00% accuracy -> ./output/feature-sets/DMA.json [2025-10-16T23:30:41.109425] [INFO ] [CONFIGURE ] DMA: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:30:41.109487] [INFO ] [sig ] [63/96] Successfully configured DMA | 0.02 sym/s | Total: 45.9m | ETA: 24.0m [2025-10-16T23:30:41.109523] [INFO ] [sig ] [64/96] Configuring DNA... [2025-10-16T23:30:41.109555] [INFO ] [CONFIGURE ] DNA: Configurate test run. [2025-10-16T23:30:41.109617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-10-16T23:30:41.122737] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNA'. [2025-10-16T23:30:41.123077] [INFO ] [CONFIGURE ] DNA: Testing with 29 available features [2025-10-16T23:30:41.123139] [INFO ] [CONFIGURE ] DNA: Establishing baseline with no features... [2025-10-16T23:30:41.222070] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:30:41.322826] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:41.423021] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:41.525971] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:41.625950] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:41.727976] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:41.835148] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:41.937611] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:42.041570] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:42.145103] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:30:42.145248] [INFO ] [CONFIGURE ] DNA: Baseline score (no features): 50.00% [2025-10-16T23:30:42.145294] [INFO ] [CONFIGURE ] DNA: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:30:42.145327] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:30:42.260182] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:30:42.379545] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:42.494034] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:42.610294] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:42.724758] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:42.845949] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:30:42.969010] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:43.092421] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:43.205541] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:43.319636] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:30:43.319865] [INFO ] [CONFIGURE ] DNA: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:30:43.319916] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 973 tests [2025-10-16T23:30:43.319950] [INFO ] [CONFIGURE ] DNA: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:30:43.319982] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:30:43.441597] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:43.571330] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:43.701161] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:43.829323] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:43.954011] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:44.082282] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:44.208971] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:44.337745] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:44.481054] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:44.614283] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:44.614453] [INFO ] [CONFIGURE ] DNA: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:30:44.614498] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 972 tests [2025-10-16T23:30:44.614532] [INFO ] [CONFIGURE ] DNA: Testing feature 3/29: add_daily_returns [2025-10-16T23:30:44.614562] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:30:44.749879] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:44.884448] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:45.020462] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:45.156097] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:45.288626] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:45.424268] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:45.562418] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:45.699710] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:45.838405] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:45.972595] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:45.972781] [INFO ] [CONFIGURE ] DNA: KEPT add_daily_returns (score: 80.00%) [2025-10-16T23:30:45.972832] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 971 tests [2025-10-16T23:30:45.972867] [INFO ] [CONFIGURE ] DNA: Testing feature 4/29: add_ema [2025-10-16T23:30:45.972898] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-10-16T23:30:46.118603] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:46.261146] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:46.404443] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:46.555523] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:46.709465] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:46.855960] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:47.004064] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:47.153325] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:47.302605] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:47.452279] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:47.452495] [INFO ] [CONFIGURE ] DNA: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:30:47.452544] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 970 tests [2025-10-16T23:30:47.452578] [INFO ] [CONFIGURE ] DNA: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:30:47.452609] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:30:47.607340] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:47.765113] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:30:47.919806] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:48.074838] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:48.232068] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:48.387840] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:30:48.545493] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:48.708098] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:48.865163] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:49.020204] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:49.020381] [INFO ] [CONFIGURE ] DNA: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:30:49.020426] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 969 tests [2025-10-16T23:30:49.020460] [INFO ] [CONFIGURE ] DNA: Testing feature 6/29: add_failed_moves [2025-10-16T23:30:49.020491] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-10-16T23:30:49.152237] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:49.286210] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:49.417843] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:49.550957] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:49.683103] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:49.837871] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:49.971110] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:50.105747] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:50.251964] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:50.398617] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:50.398834] [INFO ] [CONFIGURE ] DNA: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:30:50.398896] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 968 tests [2025-10-16T23:30:50.398933] [INFO ] [CONFIGURE ] DNA: Testing feature 7/29: add_lag_shelf [2025-10-16T23:30:50.398964] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:30:50.523515] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:50.649520] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:50.778747] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:50.914697] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:51.044164] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:51.176674] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:51.306925] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:51.437942] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:51.568766] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:51.700182] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:51.700325] [INFO ] [CONFIGURE ] DNA: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:30:51.700370] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 967 tests [2025-10-16T23:30:51.700406] [INFO ] [CONFIGURE ] DNA: Testing feature 8/29: add_macd [2025-10-16T23:30:51.700439] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:30:51.867063] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:52.033737] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:30:52.201289] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:52.367150] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:30:52.546958] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:30:52.736164] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:30:52.918429] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:53.091917] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:53.254739] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:30:53.419271] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:30:53.419463] [INFO ] [CONFIGURE ] DNA: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:30:53.419509] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 966 tests [2025-10-16T23:30:53.419545] [INFO ] [CONFIGURE ] DNA: Testing feature 9/29: add_mfi [2025-10-16T23:30:53.419577] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-10-16T23:30:53.564148] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:53.706816] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:30:53.853583] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:53.995439] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:54.138948] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:54.282472] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:54.427325] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:54.576475] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:54.723502] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:54.874224] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:54.874391] [INFO ] [CONFIGURE ] DNA: KEPT add_mfi (score: 90.00%) [2025-10-16T23:30:54.874436] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 965 tests [2025-10-16T23:30:54.874470] [INFO ] [CONFIGURE ] DNA: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:30:54.874501] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:30:55.050451] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:30:55.229619] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:55.412886] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:55.590681] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:55.763104] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:55.937009] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:56.110272] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:30:56.289941] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:56.464017] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:56.640984] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:30:56.641165] [INFO ] [CONFIGURE ] DNA: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:30:56.641210] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 964 tests [2025-10-16T23:30:56.641245] [INFO ] [CONFIGURE ] DNA: Testing feature 11/29: add_obv_daily [2025-10-16T23:30:56.641276] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_obv_daily'] [2025-10-16T23:30:56.790589] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:56.940912] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:30:57.090751] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:57.244632] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:57.406067] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:57.566456] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:57.729434] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:57.907399] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:58.087889] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:30:58.312429] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:30:58.312721] [INFO ] [CONFIGURE ] DNA: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:30:58.312823] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 963 tests [2025-10-16T23:30:58.312883] [INFO ] [CONFIGURE ] DNA: Testing feature 12/29: add_obv_interval [2025-10-16T23:30:58.312932] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_obv_interval'] [2025-10-16T23:30:58.533977] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:30:58.717750] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:30:58.923211] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:30:59.118619] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:30:59.296671] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:30:59.447909] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:30:59.601838] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:30:59.760973] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:30:59.918562] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:00.073716] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:31:00.073895] [INFO ] [CONFIGURE ] DNA: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:31:00.073940] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 962 tests [2025-10-16T23:31:00.073976] [INFO ] [CONFIGURE ] DNA: Testing feature 13/29: add_opening_strength [2025-10-16T23:31:00.074008] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_opening_strength'] [2025-10-16T23:31:00.230797] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:00.383822] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:00.548290] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:00.707554] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:00.863937] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:01.023188] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:01.180182] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:01.344478] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:01.521481] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:01.673996] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:01.674162] [INFO ] [CONFIGURE ] DNA: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:31:01.674226] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 961 tests [2025-10-16T23:31:01.674265] [INFO ] [CONFIGURE ] DNA: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:31:01.674297] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_order_flow_imbalance'] [2025-10-16T23:31:01.834728] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:02.021279] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:02.186132] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:02.345009] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:02.505404] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:02.672375] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:02.832766] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:02.999987] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:03.163158] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:03.327212] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:03.327337] [INFO ] [CONFIGURE ] DNA: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-10-16T23:31:03.327380] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 960 tests [2025-10-16T23:31:03.327413] [INFO ] [CONFIGURE ] DNA: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:31:03.327443] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum'] [2025-10-16T23:31:03.472870] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:03.616195] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:03.767853] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:03.912184] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:31:04.056773] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:04.203351] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:04.353922] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:04.515867] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:04.667527] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:04.820373] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:04.820541] [INFO ] [CONFIGURE ] DNA: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-10-16T23:31:04.820599] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 959 tests [2025-10-16T23:31:04.820636] [INFO ] [CONFIGURE ] DNA: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:31:04.820709] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap'] [2025-10-16T23:31:04.995480] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:05.147904] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:05.304843] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:05.475832] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:05.635494] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:05.795576] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:05.951415] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:06.107442] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:06.264627] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:06.418814] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:06.419016] [INFO ] [CONFIGURE ] DNA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:31:06.419073] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 958 tests [2025-10-16T23:31:06.419108] [INFO ] [CONFIGURE ] DNA: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:31:06.419138] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_return_2d'] [2025-10-16T23:31:06.573449] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:06.727141] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:06.884938] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:07.039200] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:07.195182] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:07.349734] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:07.519157] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:07.700961] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:07.878795] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:08.090198] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:08.090367] [INFO ] [CONFIGURE ] DNA: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:31:08.090414] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 957 tests [2025-10-16T23:31:08.090448] [INFO ] [CONFIGURE ] DNA: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:31:08.090479] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_volatility_5d'] [2025-10-16T23:31:08.256781] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:08.414169] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:08.577218] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:08.719138] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:08.861416] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:09.009961] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:09.155525] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:09.310777] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:09.466951] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:09.623058] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:09.623194] [INFO ] [CONFIGURE ] DNA: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:31:09.623237] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 956 tests [2025-10-16T23:31:09.623271] [INFO ] [CONFIGURE ] DNA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:31:09.623300] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-10-16T23:31:09.771791] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:09.913806] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:10.063590] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:10.206115] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:10.347763] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:10.489973] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:10.634023] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:10.777770] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:10.923114] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:11.079721] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:11.079858] [INFO ] [CONFIGURE ] DNA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:31:11.079902] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 955 tests [2025-10-16T23:31:11.079935] [INFO ] [CONFIGURE ] DNA: Testing feature 20/29: add_price_rejection [2025-10-16T23:31:11.079965] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_price_rejection'] [2025-10-16T23:31:11.236481] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:11.387200] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:11.538907] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:11.693224] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:11.855517] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:12.014150] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:12.172403] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:12.334189] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:12.489997] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:12.647829] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:12.648002] [INFO ] [CONFIGURE ] DNA: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:31:12.648048] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 954 tests [2025-10-16T23:31:12.648081] [INFO ] [CONFIGURE ] DNA: Testing feature 21/29: add_range_position [2025-10-16T23:31:12.648112] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_range_position'] [2025-10-16T23:31:12.815499] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:12.981111] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:13.149108] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:13.319451] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:13.488945] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:13.663452] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:13.833373] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:14.005277] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:14.188352] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:14.360533] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:14.360721] [INFO ] [CONFIGURE ] DNA: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:31:14.360778] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 953 tests [2025-10-16T23:31:14.360850] [INFO ] [CONFIGURE ] DNA: Testing feature 22/29: add_realized_volatility [2025-10-16T23:31:14.360901] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_realized_volatility'] [2025-10-16T23:31:14.539902] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:14.719231] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:14.903374] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:15.088671] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:15.276830] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:15.479907] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:15.671782] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:15.869930] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:16.068692] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:16.256366] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:31:16.256539] [INFO ] [CONFIGURE ] DNA: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:31:16.256585] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 952 tests [2025-10-16T23:31:16.256619] [INFO ] [CONFIGURE ] DNA: Testing feature 23/29: add_recent_range_context [2025-10-16T23:31:16.256682] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_recent_range_context'] [2025-10-16T23:31:16.416738] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:16.582232] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:16.741822] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:16.906405] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:17.067548] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:17.227594] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:17.390936] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:17.547437] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:17.706193] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:17.863997] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:17.864210] [INFO ] [CONFIGURE ] DNA: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:31:17.864261] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 951 tests [2025-10-16T23:31:17.864353] [INFO ] [CONFIGURE ] DNA: Testing feature 24/29: add_rsi [2025-10-16T23:31:17.864393] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_ema', 'add_rsi'] [2025-10-16T23:31:18.038502] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:18.211989] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:18.385016] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:18.566017] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:18.749583] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:18.930302] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:19.111926] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:19.297931] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:19.486074] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:19.673898] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:19.674051] [INFO ] [CONFIGURE ] DNA: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:31:19.674094] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 950 tests [2025-10-16T23:31:19.674126] [INFO ] [CONFIGURE ] DNA: Testing feature 25/29: add_tick_distribution [2025-10-16T23:31:19.674156] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_tick_distribution'] [2025-10-16T23:31:19.828396] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:19.982449] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:20.136176] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:20.290374] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:20.444077] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:20.597970] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:20.754720] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:20.909856] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:21.064219] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:21.219325] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:21.219478] [INFO ] [CONFIGURE ] DNA: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:31:21.219521] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 949 tests [2025-10-16T23:31:21.219553] [INFO ] [CONFIGURE ] DNA: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:31:21.219583] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-10-16T23:31:21.372800] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:21.525551] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:31:21.679432] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:21.846241] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:22.031364] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:22.196931] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:22.370394] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:22.534335] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:22.702569] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:22.866108] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:22.866263] [INFO ] [CONFIGURE ] DNA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:31:22.866308] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 948 tests [2025-10-16T23:31:22.866342] [INFO ] [CONFIGURE ] DNA: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:31:22.866414] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_volume_price_divergence'] [2025-10-16T23:31:23.033857] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:23.199959] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:23.395069] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:23.565822] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:23.741879] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:23.918510] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:24.088902] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:24.252972] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:24.417722] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:24.588877] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:31:24.589083] [INFO ] [CONFIGURE ] DNA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:31:24.589141] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 947 tests [2025-10-16T23:31:24.589177] [INFO ] [CONFIGURE ] DNA: Testing feature 28/29: add_volume_profile [2025-10-16T23:31:24.589209] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_volume_profile'] [2025-10-16T23:31:24.751279] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:24.908943] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:25.066141] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:25.226067] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:25.394954] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:31:25.559250] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:25.721826] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:25.880334] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:26.041026] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:26.200269] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:31:26.200444] [INFO ] [CONFIGURE ] DNA: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:31:26.200488] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 946 tests [2025-10-16T23:31:26.200521] [INFO ] [CONFIGURE ] DNA: Testing feature 29/29: add_vwap [2025-10-16T23:31:26.200552] [INFO ] [CONFIGURE ] DNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_vwap'] [2025-10-16T23:31:26.364107] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:26.525290] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:26.689636] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:26.857807] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:27.029348] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:31:27.196757] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:27.366536] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:27.531372] [DEBUG] [FORECASTER] DNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:31:27.702808] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:27.880639] [DEBUG] [FORECASTER] DNA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:31:27.880827] [INFO ] [CONFIGURE ] DNA: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:31:27.880873] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 945 tests [2025-10-16T23:31:27.880909] [INFO ] [CONFIGURE ] DNA: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:31:27.880944] [INFO ] [CONFIGURE ] DNA: Best accuracy: 90.00% [2025-10-16T23:31:27.881047] [INFO ] [CONFIGURE ] DNA: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-10-16T23:31:27.881096] [INFO ] [CONFIGURE ] DNA: Improvement over baseline: 40.00% [2025-10-16T23:31:27.881125] [INFO ] [CONFIGURE ] DNA: Total time: 45.7 seconds [2025-10-16T23:31:27.881153] [INFO ] [CONFIGURE ] DNA: Average time per feature: 1.6 seconds [2025-10-16T23:31:27.881186] [INFO ] [CONFIGURE ] DNA: Average speed: 0.63 features/sec [2025-10-16T23:31:27.881851] [INFO ] [LOCAL ] Saved configuration for DNA: 3 features, 90.00% accuracy -> ./output/feature-sets/DNA.json [2025-10-16T23:31:27.881956] [INFO ] [CONFIGURE ] DNA: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-10-16T23:31:27.882019] [INFO ] [sig ] [64/96] Successfully configured DNA | 0.02 sym/s | Total: 46.6m | ETA: 23.3m [2025-10-16T23:31:27.882062] [INFO ] [sig ] [65/96] Configuring DOCN... [2025-10-16T23:31:27.882118] [INFO ] [CONFIGURE ] DOCN: Configurate test run. [2025-10-16T23:31:27.882152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-10-16T23:31:27.897273] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOCN'. [2025-10-16T23:31:27.897610] [INFO ] [CONFIGURE ] DOCN: Testing with 29 available features [2025-10-16T23:31:27.897693] [INFO ] [CONFIGURE ] DOCN: Establishing baseline with no features... [2025-10-16T23:31:28.014176] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:28.129148] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:28.239098] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:28.347775] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:28.456349] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:28.566928] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:28.678781] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:28.789531] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:28.906634] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:29.016768] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:29.016932] [INFO ] [CONFIGURE ] DOCN: Baseline score (no features): 40.00% [2025-10-16T23:31:29.016977] [INFO ] [CONFIGURE ] DOCN: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:31:29.017011] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:31:29.132800] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:29.250822] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:29.365413] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:31:29.481804] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:29.593808] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:29.707331] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:29.821671] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:29.937316] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:30.057537] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:30.177261] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:30.177433] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_bollinger_bands (score: 20.00%) [2025-10-16T23:31:30.177479] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 944 tests [2025-10-16T23:31:30.177515] [INFO ] [CONFIGURE ] DOCN: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:31:30.177547] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:31:30.299035] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:30.420792] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:30.552130] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:30.674560] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:31:30.795568] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:30.917974] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:31.044244] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:31.169086] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:31.303410] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:31.445582] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:31:31.445779] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:31:31.445828] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 943 tests [2025-10-16T23:31:31.445863] [INFO ] [CONFIGURE ] DOCN: Testing feature 3/29: add_daily_returns [2025-10-16T23:31:31.445894] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns'] [2025-10-16T23:31:31.561011] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:31.676128] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:31.788480] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:31.904547] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:32.015975] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:32.127579] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:32.255297] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:32.370753] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:32.489199] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:32.606375] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:32.606552] [INFO ] [CONFIGURE ] DOCN: KEPT add_daily_returns (score: 50.00%) [2025-10-16T23:31:32.606637] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 942 tests [2025-10-16T23:31:32.606772] [INFO ] [CONFIGURE ] DOCN: Testing feature 4/29: add_ema [2025-10-16T23:31:32.606824] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T23:31:32.743967] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:32.876526] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:33.010176] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:33.143411] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:33.280567] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:33.417472] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:33.566987] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:33.700472] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:33.839256] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:33.967923] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:33.968123] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:31:33.968208] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 941 tests [2025-10-16T23:31:33.968263] [INFO ] [CONFIGURE ] DOCN: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:31:33.968304] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:31:34.099316] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:34.238475] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:34.374354] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:34.506579] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:34.640603] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:34.772149] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:34.910060] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:35.046151] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:35.181363] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:35.315665] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:35.315846] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:31:35.315893] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 940 tests [2025-10-16T23:31:35.315926] [INFO ] [CONFIGURE ] DOCN: Testing feature 6/29: add_failed_moves [2025-10-16T23:31:35.315956] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-10-16T23:31:35.434086] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:35.553943] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:35.682399] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:35.816541] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:35.972540] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:36.104563] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:36.229227] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:36.353484] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:36.483328] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:36.610766] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:36.610935] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:31:36.610978] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 939 tests [2025-10-16T23:31:36.611012] [INFO ] [CONFIGURE ] DOCN: Testing feature 7/29: add_lag_shelf [2025-10-16T23:31:36.611043] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:31:36.725255] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:36.838075] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:36.952457] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:37.075107] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:37.189840] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:37.307293] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:37.425239] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:37.543367] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:37.666589] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:37.789854] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:37.790021] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:31:37.790065] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 938 tests [2025-10-16T23:31:37.790100] [INFO ] [CONFIGURE ] DOCN: Testing feature 8/29: add_macd [2025-10-16T23:31:37.790132] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:31:37.944698] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:38.089073] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:38.246610] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:38.398883] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:38.595207] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:38.781853] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:38.937881] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:39.091197] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:39.251718] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:39.413300] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:39.413483] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:31:39.413531] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 937 tests [2025-10-16T23:31:39.413566] [INFO ] [CONFIGURE ] DOCN: Testing feature 9/29: add_mfi [2025-10-16T23:31:39.413599] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-10-16T23:31:39.544794] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:39.674710] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:39.812256] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:39.944190] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:40.088448] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:40.250045] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:40.394752] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:40.530610] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:40.664899] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:40.801894] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:40.802074] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_mfi (score: 40.00%) [2025-10-16T23:31:40.802118] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 936 tests [2025-10-16T23:31:40.802152] [INFO ] [CONFIGURE ] DOCN: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:31:40.802182] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:31:40.952815] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:41.099128] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:41.246990] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:31:41.387728] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:41.534781] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:41.674269] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:41.817239] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:31:41.960497] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:42.104879] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:42.252563] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:42.252768] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:31:42.252848] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 935 tests [2025-10-16T23:31:42.252916] [INFO ] [CONFIGURE ] DOCN: Testing feature 11/29: add_obv_daily [2025-10-16T23:31:42.252958] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-10-16T23:31:42.373110] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:42.489402] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:42.607859] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:42.726694] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:42.845803] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:42.966772] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:43.088329] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:43.211197] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:43.332788] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:43.455270] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:43.455499] [INFO ] [CONFIGURE ] DOCN: KEPT add_obv_daily (score: 70.00%) [2025-10-16T23:31:43.455550] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 934 tests [2025-10-16T23:31:43.455585] [INFO ] [CONFIGURE ] DOCN: Testing feature 12/29: add_obv_interval [2025-10-16T23:31:43.455616] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_obv_interval'] [2025-10-16T23:31:43.579785] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:43.709357] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:43.841847] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:43.969306] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:44.101317] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:44.231939] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:44.363464] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:44.493334] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:44.623852] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:44.751215] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:44.751375] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:31:44.751418] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 933 tests [2025-10-16T23:31:44.751452] [INFO ] [CONFIGURE ] DOCN: Testing feature 13/29: add_opening_strength [2025-10-16T23:31:44.751482] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_opening_strength'] [2025-10-16T23:31:44.881480] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:45.012507] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:45.150007] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:45.287003] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:45.423538] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:45.556339] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:45.694699] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:45.833788] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:45.972593] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:46.112462] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:46.112635] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:31:46.112716] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 932 tests [2025-10-16T23:31:46.112756] [INFO ] [CONFIGURE ] DOCN: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:31:46.112787] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-10-16T23:31:46.251475] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:46.387412] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:46.526437] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:46.665045] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:46.805926] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:46.947436] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:47.091344] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:47.241075] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:47.393212] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:47.543540] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:47.543721] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:31:47.543778] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 931 tests [2025-10-16T23:31:47.543814] [INFO ] [CONFIGURE ] DOCN: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:31:47.543845] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-10-16T23:31:47.673151] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:47.802146] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:47.928672] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:48.053313] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:48.180306] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:48.308853] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:48.430634] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:48.571817] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:48.707784] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:48.838035] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:48.838292] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:31:48.838348] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 930 tests [2025-10-16T23:31:48.838384] [INFO ] [CONFIGURE ] DOCN: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:31:48.838416] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-10-16T23:31:48.964216] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:31:49.089898] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:49.218392] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:49.347028] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:49.476143] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:49.606845] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:49.739422] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:49.871628] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:50.005172] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:50.139414] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:50.139623] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:31:50.139709] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 929 tests [2025-10-16T23:31:50.139755] [INFO ] [CONFIGURE ] DOCN: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:31:50.139787] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d'] [2025-10-16T23:31:50.283804] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:50.433209] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:50.585026] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:50.760381] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:50.946085] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:51.152576] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:51.355882] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:51.555553] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:51.718825] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:51.874722] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:51.874897] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:31:51.874943] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 928 tests [2025-10-16T23:31:51.874978] [INFO ] [CONFIGURE ] DOCN: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:31:51.875009] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-10-16T23:31:51.996232] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:52.115528] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:52.234683] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:52.355569] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:52.475367] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:52.596079] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:52.716487] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:52.837062] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:52.957992] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:31:53.080230] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:53.080380] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:31:53.080423] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 927 tests [2025-10-16T23:31:53.080457] [INFO ] [CONFIGURE ] DOCN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:31:53.080488] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-10-16T23:31:53.195795] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:53.311099] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:53.427918] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:53.544058] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:53.691426] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:53.810030] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:53.929861] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:54.049532] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:54.172440] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:54.300580] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:54.300789] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:31:54.300840] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 926 tests [2025-10-16T23:31:54.300887] [INFO ] [CONFIGURE ] DOCN: Testing feature 20/29: add_price_rejection [2025-10-16T23:31:54.300944] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_price_rejection'] [2025-10-16T23:31:54.429400] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:54.552405] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:54.680741] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:54.806848] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:54.932133] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:55.060087] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:55.191825] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:55.327938] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:55.475134] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:55.631233] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:55.631419] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:31:55.631467] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 925 tests [2025-10-16T23:31:55.631503] [INFO ] [CONFIGURE ] DOCN: Testing feature 21/29: add_range_position [2025-10-16T23:31:55.631537] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_range_position'] [2025-10-16T23:31:55.770268] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:55.907862] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:56.052256] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:56.195736] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:56.338389] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:31:56.479324] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:31:56.632853] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:56.777117] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:56.924008] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:57.081269] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:57.081470] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:31:57.081581] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 924 tests [2025-10-16T23:31:57.081626] [INFO ] [CONFIGURE ] DOCN: Testing feature 22/29: add_realized_volatility [2025-10-16T23:31:57.081699] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_realized_volatility'] [2025-10-16T23:31:57.239210] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:57.401162] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:57.564828] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:57.730210] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:57.896302] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:58.061214] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:58.222126] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:58.389755] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:58.554314] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:31:58.716002] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:31:58.716187] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:31:58.716233] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 923 tests [2025-10-16T23:31:58.716269] [INFO ] [CONFIGURE ] DOCN: Testing feature 23/29: add_recent_range_context [2025-10-16T23:31:58.716301] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_recent_range_context'] [2025-10-16T23:31:58.853844] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:31:58.984469] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:31:59.113533] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:31:59.256405] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:31:59.394150] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:31:59.534185] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:31:59.672860] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:31:59.811325] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:31:59.940834] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:00.070981] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:00.071127] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:32:00.071172] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 922 tests [2025-10-16T23:32:00.071205] [INFO ] [CONFIGURE ] DOCN: Testing feature 24/29: add_rsi [2025-10-16T23:32:00.071235] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-10-16T23:32:00.211895] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:32:00.352199] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:00.492923] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:00.633747] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:00.775931] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:32:00.919274] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:01.062487] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:32:01.205522] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:32:01.354303] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:01.499724] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:01.499873] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:32:01.499917] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 921 tests [2025-10-16T23:32:01.499950] [INFO ] [CONFIGURE ] DOCN: Testing feature 25/29: add_tick_distribution [2025-10-16T23:32:01.499980] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_tick_distribution'] [2025-10-16T23:32:01.619166] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:32:01.739505] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:01.865520] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:01.999777] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:02.123916] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:32:02.249257] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:02.372082] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:32:02.495327] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:32:02.619111] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:02.758634] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:02.758805] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:32:02.758854] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 920 tests [2025-10-16T23:32:02.758888] [INFO ] [CONFIGURE ] DOCN: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:32:02.758920] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-10-16T23:32:02.883453] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:32:03.007849] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:03.136324] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:03.262341] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:03.390826] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:32:03.521168] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:03.652624] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:32:03.782392] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:32:03.918004] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:04.059022] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:04.059168] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:32:04.059213] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 919 tests [2025-10-16T23:32:04.059269] [INFO ] [CONFIGURE ] DOCN: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:32:04.059301] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence'] [2025-10-16T23:32:04.211357] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:32:04.381770] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:04.558619] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:04.728394] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:04.899133] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:32:05.067530] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:05.237334] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:32:05.390628] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:32:05.541333] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:05.689286] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:05.689467] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:32:05.689511] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 918 tests [2025-10-16T23:32:05.689544] [INFO ] [CONFIGURE ] DOCN: Testing feature 28/29: add_volume_profile [2025-10-16T23:32:05.689574] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_profile'] [2025-10-16T23:32:05.853702] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:32:05.985666] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:06.121629] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:06.261340] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:06.396327] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:32:06.529453] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:06.661620] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:32:06.790570] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:32:06.926447] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:07.061933] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:07.062100] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:32:07.062144] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 917 tests [2025-10-16T23:32:07.062178] [INFO ] [CONFIGURE ] DOCN: Testing feature 29/29: add_vwap [2025-10-16T23:32:07.062209] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_vwap'] [2025-10-16T23:32:07.195728] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:32:07.328965] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:07.472433] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:07.613499] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:07.763434] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:32:07.904010] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:08.043449] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:32:08.184267] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:32:08.321790] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:08.457667] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:08.457838] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:32:08.457919] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 916 tests [2025-10-16T23:32:08.457963] [INFO ] [CONFIGURE ] DOCN: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:32:08.457995] [INFO ] [CONFIGURE ] DOCN: Best accuracy: 70.00% [2025-10-16T23:32:08.458028] [INFO ] [CONFIGURE ] DOCN: Best feature set (2 features): ['add_daily_returns', 'add_obv_daily'] [2025-10-16T23:32:08.458057] [INFO ] [CONFIGURE ] DOCN: Improvement over baseline: 30.00% [2025-10-16T23:32:08.458086] [INFO ] [CONFIGURE ] DOCN: Total time: 39.4 seconds [2025-10-16T23:32:08.458113] [INFO ] [CONFIGURE ] DOCN: Average time per feature: 1.4 seconds [2025-10-16T23:32:08.458143] [INFO ] [CONFIGURE ] DOCN: Average speed: 0.74 features/sec [2025-10-16T23:32:08.458778] [INFO ] [LOCAL ] Saved configuration for DOCN: 2 features, 70.00% accuracy -> ./output/feature-sets/DOCN.json [2025-10-16T23:32:08.458845] [INFO ] [CONFIGURE ] DOCN: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T23:32:08.458906] [INFO ] [sig ] [65/96] Successfully configured DOCN | 0.02 sym/s | Total: 47.3m | ETA: 22.6m [2025-10-16T23:32:08.458942] [INFO ] [sig ] [66/96] Configuring DT... [2025-10-16T23:32:08.458975] [INFO ] [CONFIGURE ] DT: Configurate test run. [2025-10-16T23:32:08.459005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'. [2025-10-16T23:32:08.472065] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DT'. [2025-10-16T23:32:08.472409] [INFO ] [CONFIGURE ] DT: Testing with 29 available features [2025-10-16T23:32:08.472464] [INFO ] [CONFIGURE ] DT: Establishing baseline with no features... [2025-10-16T23:32:08.581238] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:08.691996] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:08.804790] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:08.913743] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:09.023833] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:09.132895] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:09.238791] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:09.348807] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:09.456374] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:09.564728] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:09.564917] [INFO ] [CONFIGURE ] DT: Baseline score (no features): 20.00% [2025-10-16T23:32:09.564980] [INFO ] [CONFIGURE ] DT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:32:09.565016] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:32:09.682296] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:09.807605] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:09.930768] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:10.049397] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:10.174138] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:10.317615] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:10.438478] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:10.558441] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:10.680158] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:10.803921] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:10.804078] [INFO ] [CONFIGURE ] DT: KEPT add_bollinger_bands (score: 40.00%) [2025-10-16T23:32:10.804123] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 915 tests [2025-10-16T23:32:10.804158] [INFO ] [CONFIGURE ] DT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:32:10.804190] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:32:10.941846] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:11.076382] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:11.217689] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:11.358200] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:11.499001] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:11.639465] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:11.779152] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:11.929221] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:12.075557] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:12.221973] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:12.222134] [INFO ] [CONFIGURE ] DT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:32:12.222179] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 914 tests [2025-10-16T23:32:12.222213] [INFO ] [CONFIGURE ] DT: Testing feature 3/29: add_daily_returns [2025-10-16T23:32:12.222243] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:32:12.343862] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:12.465786] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:12.589524] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:12.712608] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:12.837618] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:12.964801] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:13.107724] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:13.243755] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:13.376336] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:13.515338] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:13.515499] [INFO ] [CONFIGURE ] DT: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:32:13.515544] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 913 tests [2025-10-16T23:32:13.515626] [INFO ] [CONFIGURE ] DT: Testing feature 4/29: add_ema [2025-10-16T23:32:13.515704] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:32:13.655017] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:13.798426] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:13.943212] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:14.086233] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:14.226045] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:14.364794] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:14.528853] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:14.672245] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:14.813577] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:14.979782] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:14.979989] [INFO ] [CONFIGURE ] DT: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:32:14.980035] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 912 tests [2025-10-16T23:32:14.980071] [INFO ] [CONFIGURE ] DT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:32:14.980103] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:32:15.132426] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:15.278269] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:15.427228] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:15.579149] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:15.732376] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:15.886130] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:16.043198] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:16.204337] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:16.360856] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:16.519946] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:16.520165] [INFO ] [CONFIGURE ] DT: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-10-16T23:32:16.520245] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 911 tests [2025-10-16T23:32:16.520323] [INFO ] [CONFIGURE ] DT: Testing feature 6/29: add_failed_moves [2025-10-16T23:32:16.520384] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:32:16.651881] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:16.784801] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:16.916482] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:17.054819] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:17.187565] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:17.328555] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:17.466893] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:17.603955] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:17.738100] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:17.898126] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:17.898325] [INFO ] [CONFIGURE ] DT: DISCARDED add_failed_moves (score: 30.00%) [2025-10-16T23:32:17.898377] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 910 tests [2025-10-16T23:32:17.898413] [INFO ] [CONFIGURE ] DT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:32:17.898446] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:32:18.026694] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:18.154057] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:18.283635] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:18.411872] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:18.541977] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:18.668671] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:18.798182] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:18.929127] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:19.058779] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:19.188609] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:19.188799] [INFO ] [CONFIGURE ] DT: DISCARDED add_lag_shelf (score: 20.00%) [2025-10-16T23:32:19.188851] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 909 tests [2025-10-16T23:32:19.188887] [INFO ] [CONFIGURE ] DT: Testing feature 8/29: add_macd [2025-10-16T23:32:19.188919] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:32:19.356171] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:19.539082] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:19.722969] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:19.912775] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:20.100826] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:20.281045] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:20.462625] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:20.645888] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:20.838026] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:21.086037] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:21.086330] [INFO ] [CONFIGURE ] DT: KEPT add_macd (score: 50.00%) [2025-10-16T23:32:21.086393] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 908 tests [2025-10-16T23:32:21.086456] [INFO ] [CONFIGURE ] DT: Testing feature 9/29: add_mfi [2025-10-16T23:32:21.086494] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:32:21.283724] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:21.475837] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:21.679862] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:21.897141] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:22.091757] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:22.288696] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:22.495718] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:22.718405] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:22.929982] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:23.128922] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:23.129256] [INFO ] [CONFIGURE ] DT: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:32:23.129374] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 907 tests [2025-10-16T23:32:23.129429] [INFO ] [CONFIGURE ] DT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:32:23.129466] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:32:23.345577] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:23.565544] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:23.756403] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:23.946125] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:24.140191] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:24.336001] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:24.533817] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:24.721262] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:24.908853] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:25.099603] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:25.099812] [INFO ] [CONFIGURE ] DT: KEPT add_momentum_acceleration (score: 60.00%) [2025-10-16T23:32:25.099863] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 906 tests [2025-10-16T23:32:25.099898] [INFO ] [CONFIGURE ] DT: Testing feature 11/29: add_obv_daily [2025-10-16T23:32:25.099929] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-10-16T23:32:25.294773] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:25.488503] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:25.684052] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:25.885616] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:26.083947] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:26.283466] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:26.489897] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:26.694076] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:26.902136] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:27.131987] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:27.132153] [INFO ] [CONFIGURE ] DT: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:32:27.132198] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 905 tests [2025-10-16T23:32:27.132231] [INFO ] [CONFIGURE ] DT: Testing feature 12/29: add_obv_interval [2025-10-16T23:32:27.132261] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-10-16T23:32:27.319532] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:27.511600] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:27.718635] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:27.924087] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:28.126352] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:28.336319] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:28.533971] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:32:28.737008] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:28.943731] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:29.146817] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:29.147001] [INFO ] [CONFIGURE ] DT: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:32:29.147047] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 904 tests [2025-10-16T23:32:29.147082] [INFO ] [CONFIGURE ] DT: Testing feature 13/29: add_opening_strength [2025-10-16T23:32:29.147116] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:32:29.367063] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:29.600081] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:29.840771] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:30.050763] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:30.256230] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:30.466366] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:30.678509] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:30.894092] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:31.107922] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:31.325236] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:31.325415] [INFO ] [CONFIGURE ] DT: KEPT add_opening_strength (score: 70.00%) [2025-10-16T23:32:31.325461] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 903 tests [2025-10-16T23:32:31.325497] [INFO ] [CONFIGURE ] DT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:32:31.325530] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-10-16T23:32:31.562152] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:31.835963] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:32:32.071622] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:32.300637] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:32.534566] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:32.760731] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:32.987660] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:33.227777] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:33.457324] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:33.682928] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:33.683121] [INFO ] [CONFIGURE ] DT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:32:33.683190] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 902 tests [2025-10-16T23:32:33.683273] [INFO ] [CONFIGURE ] DT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:32:33.683316] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-10-16T23:32:33.891768] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:34.099503] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:34.308488] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:34.518901] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:34.729326] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:34.938749] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:35.150577] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:35.361471] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:35.596055] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:35.814831] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:35.815028] [INFO ] [CONFIGURE ] DT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:32:35.815074] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 901 tests [2025-10-16T23:32:35.815109] [INFO ] [CONFIGURE ] DT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:32:35.815142] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-10-16T23:32:36.044463] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:36.284555] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:36.532006] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:36.768300] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:36.996661] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:37.236692] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:37.469433] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:37.695587] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:37.920715] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:32:38.152745] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:38.152938] [INFO ] [CONFIGURE ] DT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:32:38.152985] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 900 tests [2025-10-16T23:32:38.153048] [INFO ] [CONFIGURE ] DT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:32:38.153108] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-10-16T23:32:38.369355] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:38.594335] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:38.821247] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:39.050347] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:39.284131] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:39.513577] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:39.731335] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:39.952381] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:40.173523] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:40.387278] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:40.387453] [INFO ] [CONFIGURE ] DT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:32:40.387501] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 899 tests [2025-10-16T23:32:40.387535] [INFO ] [CONFIGURE ] DT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:32:40.387572] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-10-16T23:32:40.600273] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:40.810132] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:41.015304] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:41.218011] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:41.421980] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:41.626238] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:41.841176] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:42.056357] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:42.301382] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:42.517042] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:42.517248] [INFO ] [CONFIGURE ] DT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:32:42.517295] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 898 tests [2025-10-16T23:32:42.517332] [INFO ] [CONFIGURE ] DT: Testing feature 20/29: add_price_rejection [2025-10-16T23:32:42.517365] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-10-16T23:32:42.740156] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:42.959880] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:43.190592] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:43.411425] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:43.635541] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:43.861972] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:44.089572] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:44.315107] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:44.543826] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:44.796730] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:44.796906] [INFO ] [CONFIGURE ] DT: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:32:44.796952] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 897 tests [2025-10-16T23:32:44.796987] [INFO ] [CONFIGURE ] DT: Testing feature 21/29: add_range_position [2025-10-16T23:32:44.797019] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-10-16T23:32:45.014832] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:45.243964] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:45.460951] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:45.679958] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:45.907738] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:46.131074] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:46.357382] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:46.581478] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:46.807593] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:47.052089] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:47.052251] [INFO ] [CONFIGURE ] DT: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:32:47.052294] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 896 tests [2025-10-16T23:32:47.052328] [INFO ] [CONFIGURE ] DT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:32:47.052359] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-10-16T23:32:47.289336] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:47.531702] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:47.772885] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:48.014636] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:48.255717] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:48.502145] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:48.746382] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:48.991443] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:49.243962] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:49.502354] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:49.502545] [INFO ] [CONFIGURE ] DT: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:32:49.502591] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 895 tests [2025-10-16T23:32:49.502628] [INFO ] [CONFIGURE ] DT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:32:49.502698] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-10-16T23:32:49.725772] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:49.944297] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:50.164590] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:50.385727] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:50.607746] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:50.827823] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:32:51.053198] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:51.276073] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:51.509257] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:51.744793] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:32:51.744964] [INFO ] [CONFIGURE ] DT: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:32:51.745050] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 894 tests [2025-10-16T23:32:51.745091] [INFO ] [CONFIGURE ] DT: Testing feature 24/29: add_rsi [2025-10-16T23:32:51.745126] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-10-16T23:32:51.982489] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:52.216404] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:52.455275] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:52.694070] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:32:52.929613] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:53.164606] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:53.403407] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:53.648829] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:53.895918] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:54.136492] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:54.136720] [INFO ] [CONFIGURE ] DT: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:32:54.136803] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 893 tests [2025-10-16T23:32:54.136843] [INFO ] [CONFIGURE ] DT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:32:54.136926] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-10-16T23:32:54.353998] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:54.572588] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:54.793793] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:55.022519] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:55.252565] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:55.473731] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:55.697931] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:55.925330] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:56.151836] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:56.383933] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:56.384170] [INFO ] [CONFIGURE ] DT: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:32:56.384240] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 892 tests [2025-10-16T23:32:56.384279] [INFO ] [CONFIGURE ] DT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:32:56.384311] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-10-16T23:32:56.604856] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:56.822448] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:57.046807] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:32:57.284575] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:32:57.550064] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:32:57.779476] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:32:58.017850] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:32:58.249752] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:32:58.491164] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:32:58.769113] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:32:58.769359] [INFO ] [CONFIGURE ] DT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:32:58.769424] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 891 tests [2025-10-16T23:32:58.769479] [INFO ] [CONFIGURE ] DT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:32:58.769530] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-10-16T23:32:59.107520] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:32:59.421606] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:32:59.704979] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:32:59.969975] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:33:00.239455] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:33:00.504033] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:33:00.731988] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:33:00.960585] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:01.192468] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:01.443792] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:33:01.443975] [INFO ] [CONFIGURE ] DT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:33:01.444019] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 890 tests [2025-10-16T23:33:01.444056] [INFO ] [CONFIGURE ] DT: Testing feature 28/29: add_volume_profile [2025-10-16T23:33:01.444089] [INFO ] [CONFIGURE ] DT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-10-16T23:33:01.661787] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:01.885301] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:33:02.119071] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:33:02.332780] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:33:02.553560] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:33:02.765612] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:33:02.980973] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:33:03.202364] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:03.420094] [DEBUG] [FORECASTER] DT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:03.651587] [DEBUG] [FORECASTER] DT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:33:03.651781] [INFO ] [CONFIGURE ] DT: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T23:33:03.651832] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 889 tests [2025-10-16T23:33:03.651869] [INFO ] [CONFIGURE ] DT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:33:03.651897] [INFO ] [CONFIGURE ] DT: Best accuracy: 70.00% [2025-10-16T23:33:03.651928] [INFO ] [CONFIGURE ] DT: Best feature set (7 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:33:03.651956] [INFO ] [CONFIGURE ] DT: Improvement over baseline: 50.00% [2025-10-16T23:33:03.651982] [INFO ] [CONFIGURE ] DT: Total time: 54.1 seconds [2025-10-16T23:33:03.652007] [INFO ] [CONFIGURE ] DT: Average time per feature: 2.0 seconds [2025-10-16T23:33:03.652034] [INFO ] [CONFIGURE ] DT: Average speed: 0.54 features/sec [2025-10-16T23:33:03.652668] [INFO ] [LOCAL ] Saved configuration for DT: 7 features, 70.00% accuracy -> ./output/feature-sets/DT.json [2025-10-16T23:33:03.652734] [INFO ] [CONFIGURE ] DT: Configuration saved successfully: 7 features, 70.00% accuracy. [2025-10-16T23:33:03.652838] [INFO ] [sig ] [66/96] Successfully configured DT | 0.02 sym/s | Total: 48.2m | ETA: 21.9m [2025-10-16T23:33:03.652879] [INFO ] [sig ] [67/96] Configuring DTE... [2025-10-16T23:33:03.652909] [INFO ] [CONFIGURE ] DTE: Configurate test run. [2025-10-16T23:33:03.652947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-10-16T23:33:03.666064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DTE'. [2025-10-16T23:33:03.666462] [INFO ] [CONFIGURE ] DTE: Testing with 29 available features [2025-10-16T23:33:03.666518] [INFO ] [CONFIGURE ] DTE: Establishing baseline with no features... [2025-10-16T23:33:03.767034] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:33:03.868328] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:03.970077] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:04.071214] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:04.173220] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:04.276171] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:04.386995] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:04.490177] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:04.593842] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:04.697281] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:04.697425] [INFO ] [CONFIGURE ] DTE: Baseline score (no features): 30.00% [2025-10-16T23:33:04.697469] [INFO ] [CONFIGURE ] DTE: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:33:04.697502] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:33:04.810784] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:33:04.924182] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:05.039366] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:05.159872] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:05.278556] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:05.395464] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:05.512289] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:05.646910] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:05.782824] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:33:05.915779] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:05.915983] [INFO ] [CONFIGURE ] DTE: KEPT add_bollinger_bands (score: 40.00%) [2025-10-16T23:33:05.916041] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 888 tests [2025-10-16T23:33:05.916079] [INFO ] [CONFIGURE ] DTE: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:33:05.916111] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:33:06.064340] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:06.219013] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:06.367100] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:06.505149] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:06.637914] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:06.777426] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:06.925246] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:07.082236] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:07.239087] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:07.399196] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:07.399398] [INFO ] [CONFIGURE ] DTE: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:33:07.399462] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 887 tests [2025-10-16T23:33:07.399501] [INFO ] [CONFIGURE ] DTE: Testing feature 3/29: add_daily_returns [2025-10-16T23:33:07.399532] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:33:07.554264] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:07.701807] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:07.849531] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:07.994030] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:08.139279] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:08.298008] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:08.474419] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:08.632394] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:08.793187] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:08.965769] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:08.966075] [INFO ] [CONFIGURE ] DTE: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:33:08.966134] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 886 tests [2025-10-16T23:33:08.966173] [INFO ] [CONFIGURE ] DTE: Testing feature 4/29: add_ema [2025-10-16T23:33:08.966205] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T23:33:09.141435] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:09.298319] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:09.456336] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:09.652252] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:09.808040] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:09.965896] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:10.126172] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:10.284614] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:10.444841] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:10.609399] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:10.609579] [INFO ] [CONFIGURE ] DTE: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:33:10.609622] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 885 tests [2025-10-16T23:33:10.609700] [INFO ] [CONFIGURE ] DTE: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:33:10.609746] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:33:10.765812] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:10.923088] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:11.079464] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:11.236626] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:11.395556] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:11.563890] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:11.730194] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:11.894920] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:12.058476] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:12.223107] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:12.223271] [INFO ] [CONFIGURE ] DTE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:33:12.223315] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 884 tests [2025-10-16T23:33:12.223350] [INFO ] [CONFIGURE ] DTE: Testing feature 6/29: add_failed_moves [2025-10-16T23:33:12.223382] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:33:12.364588] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:12.504594] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:12.689565] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:12.830999] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:12.974677] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:13.114374] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:13.262777] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:13.409767] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:13.560298] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:13.710452] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:13.710687] [INFO ] [CONFIGURE ] DTE: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:33:13.710748] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 883 tests [2025-10-16T23:33:13.710785] [INFO ] [CONFIGURE ] DTE: Testing feature 7/29: add_lag_shelf [2025-10-16T23:33:13.710816] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:33:13.857237] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:13.999812] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:14.142799] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:14.286451] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:14.434308] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:14.589155] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:14.734403] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:14.877000] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:15.017571] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:15.160671] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:15.160899] [INFO ] [CONFIGURE ] DTE: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:33:15.160951] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 882 tests [2025-10-16T23:33:15.160989] [INFO ] [CONFIGURE ] DTE: Testing feature 8/29: add_macd [2025-10-16T23:33:15.161023] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:33:15.340818] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:15.526358] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:15.749093] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:15.938196] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:16.119511] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:16.303378] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:16.507945] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:16.689775] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:16.880471] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:17.061533] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:17.061740] [INFO ] [CONFIGURE ] DTE: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:33:17.061798] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 881 tests [2025-10-16T23:33:17.061836] [INFO ] [CONFIGURE ] DTE: Testing feature 9/29: add_mfi [2025-10-16T23:33:17.061867] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-10-16T23:33:17.216888] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:17.373883] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:17.544450] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:17.696186] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:17.856008] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:18.008063] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:18.166887] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:18.329800] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:18.503881] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:18.667837] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:18.668023] [INFO ] [CONFIGURE ] DTE: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:33:18.668067] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 880 tests [2025-10-16T23:33:18.668103] [INFO ] [CONFIGURE ] DTE: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:33:18.668135] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:33:18.846389] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:19.028062] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:19.211824] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:19.394030] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:19.575384] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:19.747316] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:19.926086] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:20.121249] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:20.316897] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:20.515521] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:20.515730] [INFO ] [CONFIGURE ] DTE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:33:20.515788] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 879 tests [2025-10-16T23:33:20.515827] [INFO ] [CONFIGURE ] DTE: Testing feature 11/29: add_obv_daily [2025-10-16T23:33:20.515859] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:33:20.680788] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:20.828936] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:20.967915] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:21.112694] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:21.260607] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:21.405934] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:21.550603] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:21.697739] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:21.841357] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:21.984339] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:21.984493] [INFO ] [CONFIGURE ] DTE: KEPT add_obv_daily (score: 70.00%) [2025-10-16T23:33:21.984537] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 878 tests [2025-10-16T23:33:21.984571] [INFO ] [CONFIGURE ] DTE: Testing feature 12/29: add_obv_interval [2025-10-16T23:33:21.984602] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-10-16T23:33:22.130859] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:22.278087] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:22.426798] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:22.581126] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:22.735639] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:22.908708] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:23.089006] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:23.281514] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:23.468966] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:23.671397] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:23.671678] [INFO ] [CONFIGURE ] DTE: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:33:23.671764] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 877 tests [2025-10-16T23:33:23.671841] [INFO ] [CONFIGURE ] DTE: Testing feature 13/29: add_opening_strength [2025-10-16T23:33:23.671915] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:33:23.845361] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:24.008481] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:24.174760] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:24.342022] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:24.506077] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:24.672304] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:24.841335] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:25.007342] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:25.170101] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:25.333421] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:25.333575] [INFO ] [CONFIGURE ] DTE: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:33:25.333618] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 876 tests [2025-10-16T23:33:25.333678] [INFO ] [CONFIGURE ] DTE: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:33:25.333729] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-10-16T23:33:25.493592] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:25.653906] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:25.816236] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:25.979533] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:26.145064] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:26.308876] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:26.473566] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:26.636873] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:26.804107] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:26.969371] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:26.969531] [INFO ] [CONFIGURE ] DTE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:33:26.969574] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 875 tests [2025-10-16T23:33:26.969608] [INFO ] [CONFIGURE ] DTE: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:33:26.969637] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-10-16T23:33:27.112061] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:27.255235] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:27.403149] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:27.548090] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:27.695318] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:27.852270] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:28.003993] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:28.161773] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:28.317182] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:28.475126] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:28.475318] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:33:28.475363] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 874 tests [2025-10-16T23:33:28.475397] [INFO ] [CONFIGURE ] DTE: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:33:28.475429] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-10-16T23:33:28.638638] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:28.801218] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:28.966492] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:29.133501] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:29.296601] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:29.452066] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:29.630853] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:29.791111] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:29.953613] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:30.114969] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:30.115144] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:33:30.115188] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 873 tests [2025-10-16T23:33:30.115221] [INFO ] [CONFIGURE ] DTE: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:33:30.115252] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d'] [2025-10-16T23:33:30.286049] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:30.451189] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:30.621129] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:30.792854] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:30.963638] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:31.134376] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:31.307007] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:31.475552] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:31.652742] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:31.822509] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:31.822783] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:33:31.822847] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 872 tests [2025-10-16T23:33:31.822887] [INFO ] [CONFIGURE ] DTE: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:33:31.822919] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-10-16T23:33:31.972420] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:32.121873] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:32.272849] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:32.425904] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:32.579579] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:32.732846] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:32.890469] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:33.046701] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:33.208923] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:33.369112] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:33.369344] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:33:33.369394] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 871 tests [2025-10-16T23:33:33.369430] [INFO ] [CONFIGURE ] DTE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:33:33.369462] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-10-16T23:33:33.521433] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:33.673263] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:33.830630] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:33.987320] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:34.145594] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:34.306888] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:34.466670] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:34.619631] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:34.780450] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:34.942730] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:34.942915] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:33:34.942966] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 870 tests [2025-10-16T23:33:34.943005] [INFO ] [CONFIGURE ] DTE: Testing feature 20/29: add_price_rejection [2025-10-16T23:33:34.943039] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_price_rejection'] [2025-10-16T23:33:35.113509] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:35.282204] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:35.450473] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:35.619815] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:35.789859] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:35.960818] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:36.131141] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:36.301764] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:36.470448] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:36.635487] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:36.635695] [INFO ] [CONFIGURE ] DTE: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:33:36.635756] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 869 tests [2025-10-16T23:33:36.635794] [INFO ] [CONFIGURE ] DTE: Testing feature 21/29: add_range_position [2025-10-16T23:33:36.635825] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_range_position'] [2025-10-16T23:33:36.811054] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:36.986073] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:37.154213] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:37.322294] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:37.489803] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:37.662251] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:37.833437] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:38.004964] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:38.180940] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:38.358817] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:38.358994] [INFO ] [CONFIGURE ] DTE: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:33:38.359039] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 868 tests [2025-10-16T23:33:38.359097] [INFO ] [CONFIGURE ] DTE: Testing feature 22/29: add_realized_volatility [2025-10-16T23:33:38.359154] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility'] [2025-10-16T23:33:38.548096] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:38.739675] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:38.925764] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:39.109470] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:39.295561] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:39.480302] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:39.680730] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:39.873251] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:40.067463] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:40.261066] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:40.261291] [INFO ] [CONFIGURE ] DTE: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:33:40.261362] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 867 tests [2025-10-16T23:33:40.261421] [INFO ] [CONFIGURE ] DTE: Testing feature 23/29: add_recent_range_context [2025-10-16T23:33:40.261456] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context'] [2025-10-16T23:33:40.419520] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:40.577238] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:40.734850] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:40.894993] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:41.052136] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:41.209823] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:41.373218] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:41.535349] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:41.696999] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:41.864964] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:41.865132] [INFO ] [CONFIGURE ] DTE: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:33:41.865174] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 866 tests [2025-10-16T23:33:41.865208] [INFO ] [CONFIGURE ] DTE: Testing feature 24/29: add_rsi [2025-10-16T23:33:41.865240] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-10-16T23:33:42.042633] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:42.226537] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:42.406016] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:33:42.585866] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:42.766397] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:42.983940] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:43.167002] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:43.358011] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:33:43.547147] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:43.736512] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:43.736699] [INFO ] [CONFIGURE ] DTE: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:33:43.736760] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 865 tests [2025-10-16T23:33:43.736798] [INFO ] [CONFIGURE ] DTE: Testing feature 25/29: add_tick_distribution [2025-10-16T23:33:43.736829] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution'] [2025-10-16T23:33:43.900732] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:44.057424] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:33:44.214401] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:44.375239] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:44.532973] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:44.689797] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:44.850846] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:45.012135] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:45.169460] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:45.338424] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:45.338619] [INFO ] [CONFIGURE ] DTE: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:33:45.338700] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 864 tests [2025-10-16T23:33:45.338752] [INFO ] [CONFIGURE ] DTE: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:33:45.338787] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-10-16T23:33:45.520799] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:45.680234] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:45.834042] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:46.020801] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:46.172315] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:46.326879] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:46.506239] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:46.674719] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:46.847945] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:47.018716] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:47.018893] [INFO ] [CONFIGURE ] DTE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:33:47.018939] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 863 tests [2025-10-16T23:33:47.018974] [INFO ] [CONFIGURE ] DTE: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:33:47.019006] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence'] [2025-10-16T23:33:47.193308] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:47.369016] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:47.549235] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:47.729464] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:47.902160] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:48.079130] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:48.257899] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:48.430496] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:48.601457] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:48.780909] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:48.782035] [INFO ] [CONFIGURE ] DTE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:33:48.782235] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 862 tests [2025-10-16T23:33:48.782290] [INFO ] [CONFIGURE ] DTE: Testing feature 28/29: add_volume_profile [2025-10-16T23:33:48.782328] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_volume_profile'] [2025-10-16T23:33:48.941061] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:49.104626] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:49.268301] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:49.454721] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:49.628138] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:49.809437] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:49.987452] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:50.169052] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:50.345105] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:50.515538] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:50.515764] [INFO ] [CONFIGURE ] DTE: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:33:50.515826] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 861 tests [2025-10-16T23:33:50.515863] [INFO ] [CONFIGURE ] DTE: Testing feature 29/29: add_vwap [2025-10-16T23:33:50.515893] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_vwap'] [2025-10-16T23:33:50.677599] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:33:50.837610] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:33:50.994830] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:51.152806] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:51.326258] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:51.511552] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:51.732378] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:51.979243] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:33:52.201571] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:33:52.410284] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:33:52.410519] [INFO ] [CONFIGURE ] DTE: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:33:52.410572] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 860 tests [2025-10-16T23:33:52.410614] [INFO ] [CONFIGURE ] DTE: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:33:52.410677] [INFO ] [CONFIGURE ] DTE: Best accuracy: 70.00% [2025-10-16T23:33:52.410739] [INFO ] [CONFIGURE ] DTE: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:33:52.410777] [INFO ] [CONFIGURE ] DTE: Improvement over baseline: 40.00% [2025-10-16T23:33:52.410809] [INFO ] [CONFIGURE ] DTE: Total time: 47.7 seconds [2025-10-16T23:33:52.410842] [INFO ] [CONFIGURE ] DTE: Average time per feature: 1.6 seconds [2025-10-16T23:33:52.410877] [INFO ] [CONFIGURE ] DTE: Average speed: 0.61 features/sec [2025-10-16T23:33:52.411545] [INFO ] [LOCAL ] Saved configuration for DTE: 3 features, 70.00% accuracy -> ./output/feature-sets/DTE.json [2025-10-16T23:33:52.411619] [INFO ] [CONFIGURE ] DTE: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-10-16T23:33:52.411699] [INFO ] [sig ] [67/96] Successfully configured DTE | 0.02 sym/s | Total: 49.0m | ETA: 21.2m [2025-10-16T23:33:52.411752] [INFO ] [sig ] [68/96] Configuring DUKB... [2025-10-16T23:33:52.411789] [INFO ] [CONFIGURE ] DUKB: Configurate test run. [2025-10-16T23:33:52.411824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-10-16T23:33:52.424532] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DUKB'. [2025-10-16T23:33:52.424942] [INFO ] [CONFIGURE ] DUKB: Testing with 29 available features [2025-10-16T23:33:52.424997] [INFO ] [CONFIGURE ] DUKB: Establishing baseline with no features... [2025-10-16T23:33:52.539572] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:33:52.667944] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:33:52.798322] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:52.925227] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:53.054072] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:53.183968] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:53.315069] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:53.446522] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:53.579209] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:33:53.714176] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:53.714346] [INFO ] [CONFIGURE ] DUKB: Baseline score (no features): 50.00% [2025-10-16T23:33:53.714397] [INFO ] [CONFIGURE ] DUKB: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:33:53.714429] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:33:53.863252] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:33:54.004460] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:33:54.151754] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:54.303638] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:54.451869] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:54.598286] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:54.727959] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:54.856458] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:54.986377] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:33:55.142033] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:55.142199] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:33:55.142243] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 859 tests [2025-10-16T23:33:55.142276] [INFO ] [CONFIGURE ] DUKB: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:33:55.142306] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:33:55.288596] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:33:55.441476] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:33:55.592759] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:55.745182] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:55.899205] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:56.054213] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:56.203850] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:56.356118] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:56.493226] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:33:56.634051] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:56.634260] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:33:56.634336] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 858 tests [2025-10-16T23:33:56.634379] [INFO ] [CONFIGURE ] DUKB: Testing feature 3/29: add_daily_returns [2025-10-16T23:33:56.634413] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_daily_returns'] [2025-10-16T23:33:56.754104] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:33:56.873222] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:33:57.001120] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:57.126913] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:57.239200] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:57.354928] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:33:57.472480] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:57.593572] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:57.712547] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:33:57.835870] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:57.836045] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:33:57.836123] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 857 tests [2025-10-16T23:33:57.836189] [INFO ] [CONFIGURE ] DUKB: Testing feature 4/29: add_ema [2025-10-16T23:33:57.836241] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_ema'] [2025-10-16T23:33:57.978620] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:33:58.112961] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:33:58.240539] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:58.368618] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:33:58.497214] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:33:58.628878] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:33:58.761435] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:33:58.893835] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:33:59.026118] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:33:59.159094] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:33:59.159288] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:33:59.159332] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 856 tests [2025-10-16T23:33:59.159367] [INFO ] [CONFIGURE ] DUKB: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:33:59.159397] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:33:59.297397] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:33:59.438123] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:33:59.583162] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:33:59.721253] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:33:59.859320] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:00.000204] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:00.145954] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:00.286743] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:00.426133] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:00.567516] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:00.567632] [INFO ] [CONFIGURE ] DUKB: KEPT add_exhaustion_signals (score: 60.00%) [2025-10-16T23:34:00.567711] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 855 tests [2025-10-16T23:34:00.567754] [INFO ] [CONFIGURE ] DUKB: Testing feature 6/29: add_failed_moves [2025-10-16T23:34:00.567784] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:34:00.714873] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:00.857450] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:01.001678] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:01.153128] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:01.310744] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:01.458539] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:01.604208] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:01.753124] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:01.905971] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:02.061164] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:02.061313] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:34:02.061356] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 854 tests [2025-10-16T23:34:02.061390] [INFO ] [CONFIGURE ] DUKB: Testing feature 7/29: add_lag_shelf [2025-10-16T23:34:02.061420] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:34:02.195638] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:02.332171] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:02.466517] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:34:02.602445] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:02.739135] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:02.875040] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:03.011892] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:03.149003] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:03.293450] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:03.438136] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:03.438304] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:34:03.438352] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 853 tests [2025-10-16T23:34:03.438386] [INFO ] [CONFIGURE ] DUKB: Testing feature 8/29: add_macd [2025-10-16T23:34:03.438416] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:34:03.599063] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:03.759333] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:03.916933] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:04.077202] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:34:04.240459] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:34:04.402839] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:34:04.564198] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:04.728990] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:04.893339] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:05.055526] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:05.055734] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_macd (score: 30.00%) [2025-10-16T23:34:05.055791] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 852 tests [2025-10-16T23:34:05.055828] [INFO ] [CONFIGURE ] DUKB: Testing feature 9/29: add_mfi [2025-10-16T23:34:05.055860] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:34:05.206310] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:05.357592] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:05.509487] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:05.659111] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:05.811178] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:05.965796] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:06.116384] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:06.269966] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:06.422826] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:06.578531] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:06.578781] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:34:06.578838] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 851 tests [2025-10-16T23:34:06.578878] [INFO ] [CONFIGURE ] DUKB: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:34:06.578961] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:34:06.746912] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:06.909472] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:07.073211] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:34:07.236149] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:07.399893] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:07.563779] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:07.734513] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:07.904998] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:08.075931] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:08.242882] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:08.243045] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:34:08.243088] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 850 tests [2025-10-16T23:34:08.243122] [INFO ] [CONFIGURE ] DUKB: Testing feature 11/29: add_obv_daily [2025-10-16T23:34:08.243151] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:34:08.380908] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:08.519282] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:08.665002] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:08.808568] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:08.952973] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:34:09.101607] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:09.248901] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:09.392977] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:09.538672] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:09.683240] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:09.683385] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:34:09.683475] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 849 tests [2025-10-16T23:34:09.683531] [INFO ] [CONFIGURE ] DUKB: Testing feature 12/29: add_obv_interval [2025-10-16T23:34:09.683593] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:34:09.824599] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:09.966953] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:10.107710] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:10.249475] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:10.400245] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:10.553764] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:10.731152] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:10.880910] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:11.029720] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:11.179313] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:11.179484] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:34:11.179528] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 848 tests [2025-10-16T23:34:11.179562] [INFO ] [CONFIGURE ] DUKB: Testing feature 13/29: add_opening_strength [2025-10-16T23:34:11.179592] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:34:11.335558] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:11.487290] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:11.640151] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:11.791246] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:11.946235] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:12.099460] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:34:12.255292] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:12.410083] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:12.567588] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:12.729967] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:12.730140] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:34:12.730184] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 847 tests [2025-10-16T23:34:12.730219] [INFO ] [CONFIGURE ] DUKB: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:34:12.730250] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:34:12.888031] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:13.046443] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:13.202863] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:13.360806] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:13.516714] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:13.674423] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:13.831945] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:13.997232] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:14.160939] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:14.323549] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:14.323729] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:34:14.323784] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 846 tests [2025-10-16T23:34:14.323819] [INFO ] [CONFIGURE ] DUKB: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:34:14.323850] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:34:14.464301] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:14.601402] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:14.741509] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:14.877913] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:15.015280] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:15.152629] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:15.292935] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:15.431340] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:15.570351] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:15.709873] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:15.710055] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:34:15.710099] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 845 tests [2025-10-16T23:34:15.710133] [INFO ] [CONFIGURE ] DUKB: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:34:15.710162] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:34:15.857365] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:16.004918] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:16.152949] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:16.303011] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:16.457108] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:16.610743] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:34:16.752757] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:16.894774] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:17.038913] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:17.186376] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:17.186533] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:34:17.186576] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 844 tests [2025-10-16T23:34:17.186610] [INFO ] [CONFIGURE ] DUKB: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:34:17.186639] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:34:17.327347] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:17.469089] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:17.612149] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:17.760061] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:17.905374] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:18.050781] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:18.196358] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:18.342855] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:18.492266] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:18.649108] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:18.649292] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:34:18.649337] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 843 tests [2025-10-16T23:34:18.649375] [INFO ] [CONFIGURE ] DUKB: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:34:18.649409] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:34:18.794620] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:18.950859] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:19.089493] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:19.230531] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:19.366299] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:19.511784] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:19.655135] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:19.791120] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:19.937297] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:20.086051] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:20.086228] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:34:20.086273] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 842 tests [2025-10-16T23:34:20.086307] [INFO ] [CONFIGURE ] DUKB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:34:20.086338] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:34:20.220797] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:20.354604] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:20.491094] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:20.628240] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:20.764627] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:20.904422] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:21.064444] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:21.204368] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:21.344006] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:21.484579] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:21.484768] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:34:21.484820] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 841 tests [2025-10-16T23:34:21.484855] [INFO ] [CONFIGURE ] DUKB: Testing feature 20/29: add_price_rejection [2025-10-16T23:34:21.484887] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:34:21.628673] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:21.783260] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:21.955164] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:22.106946] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:22.263606] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:22.416634] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:22.580360] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:22.746555] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:22.897217] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:23.069771] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:23.069941] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:34:23.069984] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 840 tests [2025-10-16T23:34:23.070018] [INFO ] [CONFIGURE ] DUKB: Testing feature 21/29: add_range_position [2025-10-16T23:34:23.070048] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:34:23.226406] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:23.396794] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:23.553175] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:23.714614] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:34:23.878404] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:24.036843] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:24.200518] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:24.400089] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:24.585110] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:24.755329] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:24.755510] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_range_position (score: 30.00%) [2025-10-16T23:34:24.755554] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 839 tests [2025-10-16T23:34:24.755591] [INFO ] [CONFIGURE ] DUKB: Testing feature 22/29: add_realized_volatility [2025-10-16T23:34:24.755624] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:34:24.931110] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:25.112057] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:25.291031] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:25.468747] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:25.675722] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:25.847231] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:26.015907] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:26.187992] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:26.357893] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:26.529199] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:26.529359] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:34:26.529404] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 838 tests [2025-10-16T23:34:26.529439] [INFO ] [CONFIGURE ] DUKB: Testing feature 23/29: add_recent_range_context [2025-10-16T23:34:26.529470] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:34:26.670811] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:26.809326] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:26.947231] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:27.089618] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:27.229158] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:27.369713] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:27.515717] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:27.664276] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:27.811710] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:27.961902] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:27.962111] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:34:27.962187] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 837 tests [2025-10-16T23:34:27.962247] [INFO ] [CONFIGURE ] DUKB: Testing feature 24/29: add_rsi [2025-10-16T23:34:27.962289] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:34:28.127568] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:28.293519] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:28.459809] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:28.637337] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:28.811079] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:28.992064] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:34:29.163547] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:29.331466] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:29.502592] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:29.682379] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:29.682560] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:34:29.682606] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 836 tests [2025-10-16T23:34:29.682663] [INFO ] [CONFIGURE ] DUKB: Testing feature 25/29: add_tick_distribution [2025-10-16T23:34:29.682721] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:34:29.845518] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:29.997613] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:30.149547] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:30.302995] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:30.459031] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:30.614934] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:30.768874] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:30.915229] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:31.062735] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:31.220947] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:31.221116] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:34:31.221160] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 835 tests [2025-10-16T23:34:31.221197] [INFO ] [CONFIGURE ] DUKB: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:34:31.221229] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:34:31.375485] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:31.525500] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:31.689730] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:31.850581] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:32.001590] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:32.154455] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:32.303211] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:32.458703] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:32.609185] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:32.763376] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:32.763604] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:34:32.763683] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 834 tests [2025-10-16T23:34:32.763735] [INFO ] [CONFIGURE ] DUKB: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:34:32.763768] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:34:32.915745] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:33.069799] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:34:33.221447] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:34:33.372743] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:33.529056] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:33.685890] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:33.842533] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:33.998502] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:34.153814] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:34.311830] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:34:34.311988] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:34:34.312032] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 833 tests [2025-10-16T23:34:34.312067] [INFO ] [CONFIGURE ] DUKB: Testing feature 28/29: add_volume_profile [2025-10-16T23:34:34.312096] [INFO ] [CONFIGURE ] DUKB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:34:34.457918] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:34:34.602514] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:34:34.778300] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:34:34.926794] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:34:35.075212] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:34:35.235692] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:34:35.391193] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:35.541333] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:35.699280] [DEBUG] [FORECASTER] DUKB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:35.847980] [DEBUG] [FORECASTER] DUKB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:34:35.848145] [INFO ] [CONFIGURE ] DUKB: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T23:34:35.848219] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 832 tests [2025-10-16T23:34:35.848267] [INFO ] [CONFIGURE ] DUKB: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:34:35.848297] [INFO ] [CONFIGURE ] DUKB: Best accuracy: 60.00% [2025-10-16T23:34:35.848327] [INFO ] [CONFIGURE ] DUKB: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:34:35.848354] [INFO ] [CONFIGURE ] DUKB: Improvement over baseline: 10.00% [2025-10-16T23:34:35.848379] [INFO ] [CONFIGURE ] DUKB: Total time: 42.1 seconds [2025-10-16T23:34:35.848404] [INFO ] [CONFIGURE ] DUKB: Average time per feature: 1.5 seconds [2025-10-16T23:34:35.848430] [INFO ] [CONFIGURE ] DUKB: Average speed: 0.69 features/sec [2025-10-16T23:34:35.848872] [INFO ] [LOCAL ] Saved configuration for DUKB: 2 features, 60.00% accuracy -> ./output/feature-sets/DUKB.json [2025-10-16T23:34:35.848937] [INFO ] [CONFIGURE ] DUKB: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-10-16T23:34:35.848997] [INFO ] [sig ] [68/96] Successfully configured DUKB | 0.02 sym/s | Total: 49.8m | ETA: 20.5m [2025-10-16T23:34:35.849031] [INFO ] [sig ] [69/96] Configuring DVN... [2025-10-16T23:34:35.849060] [INFO ] [CONFIGURE ] DVN: Configurate test run. [2025-10-16T23:34:35.849090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-10-16T23:34:35.862774] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DVN'. [2025-10-16T23:34:35.863210] [INFO ] [CONFIGURE ] DVN: Testing with 29 available features [2025-10-16T23:34:35.863269] [INFO ] [CONFIGURE ] DVN: Establishing baseline with no features... [2025-10-16T23:34:35.975709] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:36.083973] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:34:36.191263] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:36.298196] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:36.406416] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:36.515589] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:36.625409] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:36.736333] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:36.848521] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:36.962271] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:36.962443] [INFO ] [CONFIGURE ] DVN: Baseline score (no features): 40.00% [2025-10-16T23:34:36.962489] [INFO ] [CONFIGURE ] DVN: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:34:36.962577] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:34:37.081191] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:37.198361] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:37.317217] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:37.436618] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:37.557167] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:37.679148] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:37.805949] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:37.930596] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:38.058639] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:38.185014] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:34:38.185178] [INFO ] [CONFIGURE ] DVN: KEPT add_bollinger_bands (score: 50.00%) [2025-10-16T23:34:38.185223] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 831 tests [2025-10-16T23:34:38.185257] [INFO ] [CONFIGURE ] DVN: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:34:38.185288] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:34:38.322550] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:38.461065] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:38.598834] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:38.752249] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:38.897851] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:39.045429] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:39.190168] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:39.339905] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:39.490785] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:39.636271] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:39.636428] [INFO ] [CONFIGURE ] DVN: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:34:39.636473] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 830 tests [2025-10-16T23:34:39.636507] [INFO ] [CONFIGURE ] DVN: Testing feature 3/29: add_daily_returns [2025-10-16T23:34:39.636538] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:34:39.791978] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:39.938420] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:40.085180] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:40.234485] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:40.384736] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:34:40.541433] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:40.694129] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:40.855487] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:41.018242] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:41.166585] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:41.166772] [INFO ] [CONFIGURE ] DVN: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:34:41.166822] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 829 tests [2025-10-16T23:34:41.166857] [INFO ] [CONFIGURE ] DVN: Testing feature 4/29: add_ema [2025-10-16T23:34:41.166887] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T23:34:41.324959] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:41.485449] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:41.650709] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:41.814106] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:41.976522] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:42.140180] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:42.306574] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:42.473141] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:42.639243] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:42.811407] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:42.811591] [INFO ] [CONFIGURE ] DVN: KEPT add_ema (score: 70.00%) [2025-10-16T23:34:42.811637] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 828 tests [2025-10-16T23:34:42.811715] [INFO ] [CONFIGURE ] DVN: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:34:42.811753] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:34:43.000119] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:43.215187] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:43.408925] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:43.610666] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:43.870388] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:44.124484] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:44.388399] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:44.630774] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:44.819435] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:34:44.999446] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:44.999638] [INFO ] [CONFIGURE ] DVN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:34:44.999721] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 827 tests [2025-10-16T23:34:44.999760] [INFO ] [CONFIGURE ] DVN: Testing feature 6/29: add_failed_moves [2025-10-16T23:34:44.999792] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-10-16T23:34:45.157043] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:45.314230] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:45.472762] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:45.632272] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:45.790837] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:45.951307] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:46.112859] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:46.274542] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:46.437697] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:46.600595] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:46.600763] [INFO ] [CONFIGURE ] DVN: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:34:46.600814] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 826 tests [2025-10-16T23:34:46.600849] [INFO ] [CONFIGURE ] DVN: Testing feature 7/29: add_lag_shelf [2025-10-16T23:34:46.600880] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-10-16T23:34:46.750381] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:46.926136] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:34:47.081615] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:47.231542] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:47.382318] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:47.538312] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:47.691062] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:47.848355] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:48.001974] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:48.163459] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:48.163627] [INFO ] [CONFIGURE ] DVN: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:34:48.163706] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 825 tests [2025-10-16T23:34:48.163750] [INFO ] [CONFIGURE ] DVN: Testing feature 8/29: add_macd [2025-10-16T23:34:48.163782] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-10-16T23:34:48.353849] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:48.546550] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:48.744720] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:48.940198] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:34:49.135276] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:49.330779] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:49.530607] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:49.738205] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:49.967977] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:50.172523] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:50.172735] [INFO ] [CONFIGURE ] DVN: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:34:50.172793] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 824 tests [2025-10-16T23:34:50.172835] [INFO ] [CONFIGURE ] DVN: Testing feature 9/29: add_mfi [2025-10-16T23:34:50.172871] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-10-16T23:34:50.346802] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:50.524129] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:50.702180] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:50.889246] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:51.057420] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:51.228490] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:51.409464] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:51.592523] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:51.774689] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:51.961021] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:51.961191] [INFO ] [CONFIGURE ] DVN: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:34:51.961234] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 823 tests [2025-10-16T23:34:51.961268] [INFO ] [CONFIGURE ] DVN: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:34:51.961300] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:34:52.147717] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:52.339190] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:52.521514] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:52.706790] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:52.891496] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:53.071079] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:53.271238] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:53.495823] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:34:53.721760] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:53.943225] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:53.943452] [INFO ] [CONFIGURE ] DVN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:34:53.943521] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 822 tests [2025-10-16T23:34:53.943560] [INFO ] [CONFIGURE ] DVN: Testing feature 11/29: add_obv_daily [2025-10-16T23:34:53.943592] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-10-16T23:34:54.137926] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:54.299670] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:54.466019] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:54.638610] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:54.803762] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:54.967590] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:55.138907] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:55.306399] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:55.485171] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:55.664591] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:55.664793] [INFO ] [CONFIGURE ] DVN: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:34:55.664845] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 821 tests [2025-10-16T23:34:55.664880] [INFO ] [CONFIGURE ] DVN: Testing feature 12/29: add_obv_interval [2025-10-16T23:34:55.664911] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-10-16T23:34:55.822447] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:56.007199] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:34:56.167574] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:34:56.342629] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:56.543361] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:34:56.756416] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:56.933980] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:34:57.123819] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:57.300121] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:57.487764] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:34:57.487956] [INFO ] [CONFIGURE ] DVN: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:34:57.488011] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 820 tests [2025-10-16T23:34:57.488075] [INFO ] [CONFIGURE ] DVN: Testing feature 13/29: add_opening_strength [2025-10-16T23:34:57.488134] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:34:57.673571] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:57.861952] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:34:58.047360] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:34:58.232186] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:34:58.409634] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:34:58.588054] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:34:58.767421] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:34:58.950802] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:34:59.132966] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:34:59.316442] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:34:59.316608] [INFO ] [CONFIGURE ] DVN: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:34:59.316679] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 819 tests [2025-10-16T23:34:59.316732] [INFO ] [CONFIGURE ] DVN: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:34:59.316764] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-10-16T23:34:59.496160] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:34:59.676981] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:34:59.857853] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:00.042152] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:00.222608] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:00.406253] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:00.592340] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:00.778194] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:00.963931] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:35:01.151178] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:01.151357] [INFO ] [CONFIGURE ] DVN: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:35:01.151401] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 818 tests [2025-10-16T23:35:01.151436] [INFO ] [CONFIGURE ] DVN: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:35:01.151468] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-10-16T23:35:01.323529] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:01.502566] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:35:01.672097] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:35:01.820551] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:01.992213] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:02.166185] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:02.344240] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:02.521157] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:02.694879] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:02.867115] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:02.867306] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:35:02.867353] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 817 tests [2025-10-16T23:35:02.867388] [INFO ] [CONFIGURE ] DVN: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:35:02.867419] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-10-16T23:35:03.057120] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:03.237241] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:03.421677] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:03.607438] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:03.788237] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:03.969261] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:04.146757] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:04.324892] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:04.508918] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:04.689138] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:04.689344] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:35:04.689426] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 816 tests [2025-10-16T23:35:04.689501] [INFO ] [CONFIGURE ] DVN: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:35:04.689556] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-10-16T23:35:04.865292] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:05.064445] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:05.272049] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:05.469113] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:05.652091] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:05.838721] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:06.020872] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:06.202892] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:06.407225] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:06.599606] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:06.599793] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:35:06.599844] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 815 tests [2025-10-16T23:35:06.599880] [INFO ] [CONFIGURE ] DVN: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:35:06.599912] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-10-16T23:35:06.770422] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:06.938104] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:07.105446] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:07.289426] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:07.455476] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:07.631074] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:07.811565] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:07.985316] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:08.167009] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:08.343463] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:08.343637] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:35:08.343722] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 814 tests [2025-10-16T23:35:08.343761] [INFO ] [CONFIGURE ] DVN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:35:08.343794] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-10-16T23:35:08.514090] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:08.679553] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:35:08.849313] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:35:09.017557] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:09.185078] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:09.351194] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:09.526043] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:09.708411] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:09.882844] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:10.053215] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:10.053393] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:35:10.053441] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 813 tests [2025-10-16T23:35:10.053477] [INFO ] [CONFIGURE ] DVN: Testing feature 20/29: add_price_rejection [2025-10-16T23:35:10.053509] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-10-16T23:35:10.227600] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:10.403053] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:10.587269] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:10.769659] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:10.954815] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:35:11.176781] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:11.360522] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:11.542079] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:11.727325] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:11.915538] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:11.915746] [INFO ] [CONFIGURE ] DVN: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:35:11.915830] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 812 tests [2025-10-16T23:35:11.915870] [INFO ] [CONFIGURE ] DVN: Testing feature 21/29: add_range_position [2025-10-16T23:35:11.915902] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-10-16T23:35:12.099864] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:12.284713] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:35:12.471104] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:12.657419] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:12.839422] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:35:13.022881] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:13.208185] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:13.398333] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:13.589756] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:13.780531] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:13.780732] [INFO ] [CONFIGURE ] DVN: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:35:13.780789] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 811 tests [2025-10-16T23:35:13.780827] [INFO ] [CONFIGURE ] DVN: Testing feature 22/29: add_realized_volatility [2025-10-16T23:35:13.780858] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-10-16T23:35:13.972078] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:14.173151] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:14.367264] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:14.560800] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:14.758465] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:14.952954] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:15.150202] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:15.348589] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:15.559671] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:15.759991] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:15.760174] [INFO ] [CONFIGURE ] DVN: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:35:15.760221] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 810 tests [2025-10-16T23:35:15.760255] [INFO ] [CONFIGURE ] DVN: Testing feature 23/29: add_recent_range_context [2025-10-16T23:35:15.760286] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-10-16T23:35:15.930638] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:16.099067] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:16.268582] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:16.438458] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:16.608757] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:16.781010] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:16.950370] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:17.122586] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:17.313563] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:17.535047] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:17.535241] [INFO ] [CONFIGURE ] DVN: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:35:17.535287] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 809 tests [2025-10-16T23:35:17.535324] [INFO ] [CONFIGURE ] DVN: Testing feature 24/29: add_rsi [2025-10-16T23:35:17.535357] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:35:17.733337] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:17.933015] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:18.127891] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:18.297842] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:35:18.462896] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:35:18.644011] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:18.812159] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:18.989892] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:19.164915] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:19.340776] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:19.340970] [INFO ] [CONFIGURE ] DVN: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:35:19.341100] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 808 tests [2025-10-16T23:35:19.341142] [INFO ] [CONFIGURE ] DVN: Testing feature 25/29: add_tick_distribution [2025-10-16T23:35:19.341174] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-10-16T23:35:19.508057] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:19.675980] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:35:19.852687] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:20.027831] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:20.201527] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:20.373310] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:20.593094] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:20.770321] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:20.949210] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:21.125162] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:21.125344] [INFO ] [CONFIGURE ] DVN: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:35:21.125388] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 807 tests [2025-10-16T23:35:21.125424] [INFO ] [CONFIGURE ] DVN: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:35:21.125522] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-10-16T23:35:21.292990] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:21.466422] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:35:21.637165] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:35:21.806138] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:21.978923] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:35:22.165537] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:22.336243] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:22.504948] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:22.673345] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:22.842025] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:22.842176] [INFO ] [CONFIGURE ] DVN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:35:22.842219] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 806 tests [2025-10-16T23:35:22.842252] [INFO ] [CONFIGURE ] DVN: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:35:22.842284] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-10-16T23:35:23.022932] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:23.206625] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:35:23.379800] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:35:23.560416] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:23.750308] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:23.935547] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:24.118403] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:24.296488] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:24.482937] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:24.669834] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:24.669998] [INFO ] [CONFIGURE ] DVN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:35:24.670081] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 805 tests [2025-10-16T23:35:24.670120] [INFO ] [CONFIGURE ] DVN: Testing feature 28/29: add_volume_profile [2025-10-16T23:35:24.670152] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-10-16T23:35:24.843053] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:25.019565] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:25.191373] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:35:25.367023] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:25.534446] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:25.711295] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:25.878091] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:26.045582] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:26.214376] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:35:26.385008] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:26.385208] [INFO ] [CONFIGURE ] DVN: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:35:26.385271] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 804 tests [2025-10-16T23:35:26.385309] [INFO ] [CONFIGURE ] DVN: Testing feature 29/29: add_vwap [2025-10-16T23:35:26.385342] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-10-16T23:35:26.553314] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:35:26.735593] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:35:26.911917] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:35:27.085160] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:35:27.255057] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:35:27.421894] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:35:27.606157] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:27.779963] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:27.968259] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:35:28.151304] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:28.151478] [INFO ] [CONFIGURE ] DVN: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:35:28.151524] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 803 tests [2025-10-16T23:35:28.151560] [INFO ] [CONFIGURE ] DVN: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:35:28.151591] [INFO ] [CONFIGURE ] DVN: Best accuracy: 70.00% [2025-10-16T23:35:28.151623] [INFO ] [CONFIGURE ] DVN: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T23:35:28.151687] [INFO ] [CONFIGURE ] DVN: Improvement over baseline: 30.00% [2025-10-16T23:35:28.151733] [INFO ] [CONFIGURE ] DVN: Total time: 51.2 seconds [2025-10-16T23:35:28.151763] [INFO ] [CONFIGURE ] DVN: Average time per feature: 1.8 seconds [2025-10-16T23:35:28.151790] [INFO ] [CONFIGURE ] DVN: Average speed: 0.57 features/sec [2025-10-16T23:35:28.152398] [INFO ] [LOCAL ] Saved configuration for DVN: 3 features, 70.00% accuracy -> ./output/feature-sets/DVN.json [2025-10-16T23:35:28.152464] [INFO ] [CONFIGURE ] DVN: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-10-16T23:35:28.152525] [INFO ] [sig ] [69/96] Successfully configured DVN | 0.02 sym/s | Total: 50.6m | ETA: 19.8m [2025-10-16T23:35:28.152560] [INFO ] [sig ] [70/96] Configuring EAI... [2025-10-16T23:35:28.152589] [INFO ] [CONFIGURE ] EAI: Configurate test run. [2025-10-16T23:35:28.152619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-10-16T23:35:28.165320] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAI'. [2025-10-16T23:35:28.165842] [INFO ] [CONFIGURE ] EAI: Testing with 29 available features [2025-10-16T23:35:28.165898] [INFO ] [CONFIGURE ] EAI: Establishing baseline with no features... [2025-10-16T23:35:28.274892] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:28.388838] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:28.497426] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:28.609225] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:28.719095] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:28.825216] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:28.936096] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:29.045827] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:29.161006] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:29.270489] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:29.270634] [INFO ] [CONFIGURE ] EAI: Baseline score (no features): 40.00% [2025-10-16T23:35:29.270716] [INFO ] [CONFIGURE ] EAI: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:35:29.270755] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:35:29.390888] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:29.508337] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:29.659896] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:29.778396] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:29.897782] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:30.020362] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:30.142168] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:30.266501] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:30.389988] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:30.511826] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:35:30.511996] [INFO ] [CONFIGURE ] EAI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T23:35:30.512038] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 802 tests [2025-10-16T23:35:30.512074] [INFO ] [CONFIGURE ] EAI: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:35:30.512104] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:35:30.635782] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:30.764486] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:30.891796] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:31.015802] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:31.142710] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:31.273118] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:31.404549] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:31.532230] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:31.667889] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:31.803423] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:31.803609] [INFO ] [CONFIGURE ] EAI: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:35:31.803708] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 801 tests [2025-10-16T23:35:31.803763] [INFO ] [CONFIGURE ] EAI: Testing feature 3/29: add_daily_returns [2025-10-16T23:35:31.803798] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:35:31.939360] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:32.072934] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:32.204917] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:32.335106] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:35:32.468942] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:32.599859] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:32.732066] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:32.866433] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:32.998020] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:33.130391] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:33.130555] [INFO ] [CONFIGURE ] EAI: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:35:33.130600] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 800 tests [2025-10-16T23:35:33.130637] [INFO ] [CONFIGURE ] EAI: Testing feature 4/29: add_ema [2025-10-16T23:35:33.130714] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:35:33.273784] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:33.422304] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:33.570205] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:33.713188] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:33.861581] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:34.005756] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:34.153983] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:34.299904] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:34.446965] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:34.589501] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:35:34.589692] [INFO ] [CONFIGURE ] EAI: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:35:34.589754] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 799 tests [2025-10-16T23:35:34.589791] [INFO ] [CONFIGURE ] EAI: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:35:34.589822] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:35:34.735736] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:34.881588] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:35.028231] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:35.181978] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:35.333885] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:35.487630] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:35.643088] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:35.794949] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:35.954601] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:36.132821] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:36.133014] [INFO ] [CONFIGURE ] EAI: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:35:36.133060] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 798 tests [2025-10-16T23:35:36.133098] [INFO ] [CONFIGURE ] EAI: Testing feature 6/29: add_failed_moves [2025-10-16T23:35:36.133131] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:35:36.285429] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:36.445256] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:36.640734] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:36.815873] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:36.986956] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:37.139465] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:37.290391] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:37.427274] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:37.565996] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:37.706085] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:37.706235] [INFO ] [CONFIGURE ] EAI: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:35:37.706279] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 797 tests [2025-10-16T23:35:37.706314] [INFO ] [CONFIGURE ] EAI: Testing feature 7/29: add_lag_shelf [2025-10-16T23:35:37.706346] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:35:37.835862] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:37.956362] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:38.076198] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:38.201162] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:38.329582] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:38.460099] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:38.591365] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:38.753727] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:38.883808] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:39.011590] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:39.011785] [INFO ] [CONFIGURE ] EAI: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:35:39.011836] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 796 tests [2025-10-16T23:35:39.011872] [INFO ] [CONFIGURE ] EAI: Testing feature 8/29: add_macd [2025-10-16T23:35:39.011906] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:35:39.176240] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:39.343863] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:39.507669] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:35:39.671859] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:39.833350] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:40.002287] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:40.167860] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:40.336039] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:40.501027] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:40.669283] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:35:40.669473] [INFO ] [CONFIGURE ] EAI: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:35:40.669522] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 795 tests [2025-10-16T23:35:40.669558] [INFO ] [CONFIGURE ] EAI: Testing feature 9/29: add_mfi [2025-10-16T23:35:40.669592] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:35:40.814166] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:40.959733] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:41.105485] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:41.254133] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:41.401440] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:41.544757] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:41.693833] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:41.845327] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:42.005017] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:42.166441] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:42.166629] [INFO ] [CONFIGURE ] EAI: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:35:42.166711] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 794 tests [2025-10-16T23:35:42.166754] [INFO ] [CONFIGURE ] EAI: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:35:42.166785] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:35:42.329721] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:42.497563] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:42.657634] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:35:42.823970] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:42.994381] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:43.166485] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:43.333577] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:43.494380] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:43.656419] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:43.827570] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:43.827768] [INFO ] [CONFIGURE ] EAI: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:35:43.827822] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 793 tests [2025-10-16T23:35:43.827859] [INFO ] [CONFIGURE ] EAI: Testing feature 11/29: add_obv_daily [2025-10-16T23:35:43.827891] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:35:43.970425] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:44.115292] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:44.254420] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:44.393423] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:44.533468] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:44.678775] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:44.845987] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:35:45.001703] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:45.145638] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:45.282214] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:45.282383] [INFO ] [CONFIGURE ] EAI: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:35:45.282429] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 792 tests [2025-10-16T23:35:45.282464] [INFO ] [CONFIGURE ] EAI: Testing feature 12/29: add_obv_interval [2025-10-16T23:35:45.282495] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:35:45.413591] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:45.545218] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:45.675976] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:35:45.813696] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:45.955916] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:46.091088] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:46.228360] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:46.381836] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:46.518582] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:46.662910] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:35:46.663095] [INFO ] [CONFIGURE ] EAI: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:35:46.663145] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 791 tests [2025-10-16T23:35:46.663183] [INFO ] [CONFIGURE ] EAI: Testing feature 13/29: add_opening_strength [2025-10-16T23:35:46.663220] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:35:46.809073] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:46.948157] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:47.087284] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:47.226282] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:47.372156] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:47.518790] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:47.675291] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:47.855878] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:47.996746] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:48.146684] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:35:48.146838] [INFO ] [CONFIGURE ] EAI: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:35:48.146883] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 790 tests [2025-10-16T23:35:48.146917] [INFO ] [CONFIGURE ] EAI: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:35:48.146947] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:35:48.293833] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:48.439225] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:48.579586] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:48.723716] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:48.870560] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:49.011116] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:49.153089] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:49.307182] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:49.465718] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:49.611071] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:49.611230] [INFO ] [CONFIGURE ] EAI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:35:49.611275] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 789 tests [2025-10-16T23:35:49.611308] [INFO ] [CONFIGURE ] EAI: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:35:49.611339] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:35:49.743720] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:49.876290] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:50.011057] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:35:50.144907] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:50.277985] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:50.415917] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:50.555103] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:50.692388] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:50.830117] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:50.959963] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:50.960162] [INFO ] [CONFIGURE ] EAI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:35:50.960257] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 788 tests [2025-10-16T23:35:50.960312] [INFO ] [CONFIGURE ] EAI: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:35:50.960347] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:35:51.093832] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:51.229972] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:51.371777] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:35:51.528706] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:35:51.680437] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:51.822812] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:51.974860] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:52.110262] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:52.248620] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:52.393792] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:52.393963] [INFO ] [CONFIGURE ] EAI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:35:52.394010] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 787 tests [2025-10-16T23:35:52.394044] [INFO ] [CONFIGURE ] EAI: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:35:52.394074] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:35:52.528601] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:52.663080] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:52.803110] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:52.948733] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:53.093112] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:53.239810] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:53.386529] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:53.529927] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:53.673794] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:53.815803] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:53.815974] [INFO ] [CONFIGURE ] EAI: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-10-16T23:35:53.816040] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 786 tests [2025-10-16T23:35:53.816100] [INFO ] [CONFIGURE ] EAI: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:35:53.816135] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:35:53.947637] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:54.078262] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:54.210382] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:54.343402] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:54.474782] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:54.601821] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:35:54.728954] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:54.855978] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:54.987203] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:55.119509] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:55.119708] [INFO ] [CONFIGURE ] EAI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:35:55.119766] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 785 tests [2025-10-16T23:35:55.119803] [INFO ] [CONFIGURE ] EAI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:35:55.119835] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:35:55.245768] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:55.372931] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:55.500959] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:55.630532] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:55.769416] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:35:55.908102] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:56.048574] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:56.186103] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:35:56.326238] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:35:56.463106] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:56.463283] [INFO ] [CONFIGURE ] EAI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T23:35:56.463329] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 784 tests [2025-10-16T23:35:56.463381] [INFO ] [CONFIGURE ] EAI: Testing feature 20/29: add_price_rejection [2025-10-16T23:35:56.463452] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:35:56.605621] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:56.806522] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:35:56.976561] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:57.121135] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:57.260632] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:57.398887] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:57.537659] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:35:57.680454] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:57.826377] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:57.969433] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:57.969608] [INFO ] [CONFIGURE ] EAI: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:35:57.969680] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 783 tests [2025-10-16T23:35:57.969734] [INFO ] [CONFIGURE ] EAI: Testing feature 21/29: add_range_position [2025-10-16T23:35:57.969789] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:35:58.126529] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:35:58.284865] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:35:58.438482] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:35:58.591135] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:35:58.743878] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:35:58.897900] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:35:59.050468] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:35:59.203542] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:35:59.355632] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:35:59.504815] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:35:59.504990] [INFO ] [CONFIGURE ] EAI: DISCARDED add_range_position (score: 20.00%) [2025-10-16T23:35:59.505053] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 782 tests [2025-10-16T23:35:59.505089] [INFO ] [CONFIGURE ] EAI: Testing feature 22/29: add_realized_volatility [2025-10-16T23:35:59.505119] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:35:59.666570] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:35:59.830490] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:36:00.033747] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:36:00.203197] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:00.368959] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:00.532757] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:00.698470] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:00.866276] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:01.032538] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:36:01.199136] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:01.199278] [INFO ] [CONFIGURE ] EAI: DISCARDED add_realized_volatility (score: 30.00%) [2025-10-16T23:36:01.199321] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 781 tests [2025-10-16T23:36:01.199442] [INFO ] [CONFIGURE ] EAI: Testing feature 23/29: add_recent_range_context [2025-10-16T23:36:01.199482] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:36:01.337117] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:01.472225] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:36:01.607492] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:36:01.746057] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:01.885228] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:02.031559] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:02.180249] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:02.318340] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:02.455618] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:36:02.591003] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:02.591112] [INFO ] [CONFIGURE ] EAI: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:36:02.591154] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 780 tests [2025-10-16T23:36:02.591188] [INFO ] [CONFIGURE ] EAI: Testing feature 24/29: add_rsi [2025-10-16T23:36:02.591217] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:36:02.737809] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:02.885769] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:36:03.069453] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:36:03.217181] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:03.385492] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:03.551575] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:03.722958] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:03.889515] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:04.054554] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:36:04.219373] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:04.219574] [INFO ] [CONFIGURE ] EAI: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:36:04.219620] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 779 tests [2025-10-16T23:36:04.219689] [INFO ] [CONFIGURE ] EAI: Testing feature 25/29: add_tick_distribution [2025-10-16T23:36:04.219739] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-10-16T23:36:04.360578] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:04.502772] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:36:04.649215] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:36:04.789757] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:04.931451] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:05.094154] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:05.238745] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:05.385967] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:05.531516] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:36:05.680010] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:05.680195] [INFO ] [CONFIGURE ] EAI: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:36:05.680239] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 778 tests [2025-10-16T23:36:05.680274] [INFO ] [CONFIGURE ] EAI: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:36:05.680307] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-10-16T23:36:05.821046] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:05.958147] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:06.099718] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:36:06.235806] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:06.374345] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:06.518670] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:06.657736] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:06.796008] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:06.935148] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:36:07.078159] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:07.078380] [INFO ] [CONFIGURE ] EAI: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-10-16T23:36:07.078451] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 777 tests [2025-10-16T23:36:07.078491] [INFO ] [CONFIGURE ] EAI: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:36:07.078521] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-10-16T23:36:07.222880] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:07.367884] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:07.516031] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:36:07.668506] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:07.823926] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:07.975109] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:08.124638] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:08.274895] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:08.431173] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:36:08.583315] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:08.583499] [INFO ] [CONFIGURE ] EAI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:36:08.583544] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 776 tests [2025-10-16T23:36:08.583577] [INFO ] [CONFIGURE ] EAI: Testing feature 28/29: add_volume_profile [2025-10-16T23:36:08.583607] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-10-16T23:36:08.718350] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:08.849261] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:36:08.980564] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:36:09.126330] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:09.264012] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:09.396517] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:36:09.531350] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:09.667965] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:09.808336] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:36:09.943628] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:09.943810] [INFO ] [CONFIGURE ] EAI: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:36:09.943855] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 775 tests [2025-10-16T23:36:09.943888] [INFO ] [CONFIGURE ] EAI: Testing feature 29/29: add_vwap [2025-10-16T23:36:09.943918] [INFO ] [CONFIGURE ] EAI: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-10-16T23:36:10.078924] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:10.214590] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:36:10.350477] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:36:10.488926] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:10.631013] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:10.771785] [DEBUG] [FORECASTER] EAI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:10.916394] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:36:11.056369] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:36:11.193792] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:36:11.334853] [DEBUG] [FORECASTER] EAI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:11.335011] [INFO ] [CONFIGURE ] EAI: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:36:11.335053] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 774 tests [2025-10-16T23:36:11.335088] [INFO ] [CONFIGURE ] EAI: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:36:11.335117] [INFO ] [CONFIGURE ] EAI: Best accuracy: 60.00% [2025-10-16T23:36:11.335147] [INFO ] [CONFIGURE ] EAI: Best feature set (1 features): ['add_cumulative_delta'] [2025-10-16T23:36:11.335174] [INFO ] [CONFIGURE ] EAI: Improvement over baseline: 20.00% [2025-10-16T23:36:11.335200] [INFO ] [CONFIGURE ] EAI: Total time: 42.1 seconds [2025-10-16T23:36:11.335226] [INFO ] [CONFIGURE ] EAI: Average time per feature: 1.5 seconds [2025-10-16T23:36:11.335253] [INFO ] [CONFIGURE ] EAI: Average speed: 0.69 features/sec [2025-10-16T23:36:11.335806] [INFO ] [LOCAL ] Saved configuration for EAI: 1 features, 60.00% accuracy -> ./output/feature-sets/EAI.json [2025-10-16T23:36:11.335870] [INFO ] [CONFIGURE ] EAI: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T23:36:11.335929] [INFO ] [sig ] [70/96] Successfully configured EAI | 0.02 sym/s | Total: 51.4m | ETA: 19.1m [2025-10-16T23:36:11.335964] [INFO ] [sig ] [71/96] Configuring EAT... [2025-10-16T23:36:11.335993] [INFO ] [CONFIGURE ] EAT: Configurate test run. [2025-10-16T23:36:11.336022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-10-16T23:36:11.349507] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAT'. [2025-10-16T23:36:11.349873] [INFO ] [CONFIGURE ] EAT: Testing with 29 available features [2025-10-16T23:36:11.349930] [INFO ] [CONFIGURE ] EAT: Establishing baseline with no features... [2025-10-16T23:36:11.451317] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:11.552283] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:11.653864] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:11.758119] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:11.863884] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:11.968273] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:12.074880] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:12.179183] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:12.283752] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:36:12.392414] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:12.392572] [INFO ] [CONFIGURE ] EAT: Baseline score (no features): 70.00% [2025-10-16T23:36:12.392616] [INFO ] [CONFIGURE ] EAT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:36:12.392675] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:36:12.507313] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:12.633736] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:12.748893] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:12.865743] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:12.981283] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:13.098051] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:13.221385] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:13.344439] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:13.462884] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:13.582148] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:13.582381] [INFO ] [CONFIGURE ] EAT: KEPT add_bollinger_bands (score: 80.00%) [2025-10-16T23:36:13.582431] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 773 tests [2025-10-16T23:36:13.582468] [INFO ] [CONFIGURE ] EAT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:36:13.582500] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:36:13.714763] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:13.853491] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:13.992069] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:14.126109] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:14.262669] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:14.402336] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:14.535894] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:14.672178] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:14.808103] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:14.943863] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:14.944033] [INFO ] [CONFIGURE ] EAT: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:36:14.944077] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 772 tests [2025-10-16T23:36:14.944112] [INFO ] [CONFIGURE ] EAT: Testing feature 3/29: add_daily_returns [2025-10-16T23:36:14.944145] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:36:15.065373] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:15.192974] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:15.318367] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:15.439706] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:15.562243] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:15.685430] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:15.811884] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:15.946822] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:16.090328] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:16.227821] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:16.227995] [INFO ] [CONFIGURE ] EAT: DISCARDED add_daily_returns (score: 80.00%) [2025-10-16T23:36:16.228078] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 771 tests [2025-10-16T23:36:16.228139] [INFO ] [CONFIGURE ] EAT: Testing feature 4/29: add_ema [2025-10-16T23:36:16.228215] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:36:16.377704] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:16.528259] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:16.692111] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:16.848038] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:17.006088] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:17.172597] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:17.328271] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:17.471483] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:17.610860] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:17.755481] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:17.755759] [INFO ] [CONFIGURE ] EAT: DISCARDED add_ema (score: 80.00%) [2025-10-16T23:36:17.755820] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 770 tests [2025-10-16T23:36:17.755857] [INFO ] [CONFIGURE ] EAT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:36:17.755889] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:36:17.902384] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:18.046117] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:18.199181] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:18.344797] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:18.506700] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:18.670813] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:18.837585] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:19.018571] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:19.190212] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:19.363024] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:19.363277] [INFO ] [CONFIGURE ] EAT: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-10-16T23:36:19.363339] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 769 tests [2025-10-16T23:36:19.363388] [INFO ] [CONFIGURE ] EAT: Testing feature 6/29: add_failed_moves [2025-10-16T23:36:19.363461] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:36:19.496972] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:19.618872] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:19.740232] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:19.863364] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:19.987065] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:20.109758] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:20.232248] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:20.360583] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:20.491418] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:20.612699] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:20.612842] [INFO ] [CONFIGURE ] EAT: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:36:20.612894] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 768 tests [2025-10-16T23:36:20.612935] [INFO ] [CONFIGURE ] EAT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:36:20.612972] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:36:20.721630] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:20.834824] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:20.950089] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:21.073696] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:21.192619] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:21.311237] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:21.429367] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:21.552787] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:21.674850] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:21.795853] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:21.796045] [INFO ] [CONFIGURE ] EAT: KEPT add_lag_shelf (score: 90.00%) [2025-10-16T23:36:21.796101] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 767 tests [2025-10-16T23:36:21.796137] [INFO ] [CONFIGURE ] EAT: Testing feature 8/29: add_macd [2025-10-16T23:36:21.796168] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-10-16T23:36:21.951170] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:22.107688] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:22.262415] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:22.416963] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:22.571181] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:22.726846] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:22.885240] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:23.040070] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:23.195342] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:23.352459] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:23.352684] [INFO ] [CONFIGURE ] EAT: DISCARDED add_macd (score: 90.00%) [2025-10-16T23:36:23.352756] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 766 tests [2025-10-16T23:36:23.352813] [INFO ] [CONFIGURE ] EAT: Testing feature 9/29: add_mfi [2025-10-16T23:36:23.352848] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-10-16T23:36:23.483452] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:23.615338] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:23.746291] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:23.880712] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:24.017457] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:24.154086] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:24.292349] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:24.432518] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:24.573939] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:24.719507] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:24.719764] [INFO ] [CONFIGURE ] EAT: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:36:24.719819] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 765 tests [2025-10-16T23:36:24.719857] [INFO ] [CONFIGURE ] EAT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:36:24.719889] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:36:24.869152] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:25.019090] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:25.172147] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:25.326250] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:25.481547] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:25.641009] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:25.797739] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:25.954998] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:26.113794] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:26.271970] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:26.272179] [INFO ] [CONFIGURE ] EAT: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-10-16T23:36:26.272225] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 764 tests [2025-10-16T23:36:26.272261] [INFO ] [CONFIGURE ] EAT: Testing feature 11/29: add_obv_daily [2025-10-16T23:36:26.272316] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily'] [2025-10-16T23:36:26.408475] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:26.542133] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:26.679141] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:26.814870] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:26.950490] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:27.089285] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:27.230103] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:27.381050] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:27.524881] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:27.665075] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:27.665253] [INFO ] [CONFIGURE ] EAT: DISCARDED add_obv_daily (score: 90.00%) [2025-10-16T23:36:27.665299] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 763 tests [2025-10-16T23:36:27.665336] [INFO ] [CONFIGURE ] EAT: Testing feature 12/29: add_obv_interval [2025-10-16T23:36:27.665370] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval'] [2025-10-16T23:36:27.797606] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:27.936936] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:28.069772] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:28.202135] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:28.334993] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:28.467424] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:28.602754] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:28.737451] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:28.871437] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:29.014709] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:29.014999] [INFO ] [CONFIGURE ] EAT: DISCARDED add_obv_interval (score: 90.00%) [2025-10-16T23:36:29.015051] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 762 tests [2025-10-16T23:36:29.015090] [INFO ] [CONFIGURE ] EAT: Testing feature 13/29: add_opening_strength [2025-10-16T23:36:29.015126] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:36:29.176508] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:29.328817] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:29.484357] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:29.671806] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:29.845046] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:30.003469] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:30.166870] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:30.332949] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:30.497856] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:30.659521] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:30.659804] [INFO ] [CONFIGURE ] EAT: DISCARDED add_opening_strength (score: 90.00%) [2025-10-16T23:36:30.659899] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 761 tests [2025-10-16T23:36:30.659967] [INFO ] [CONFIGURE ] EAT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:36:30.660004] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-10-16T23:36:30.812835] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:30.969043] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:31.133444] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:31.291769] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:31.448959] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:31.613402] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:31.771836] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:31.928349] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:32.088738] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:32.245132] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:32.245347] [INFO ] [CONFIGURE ] EAT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-10-16T23:36:32.245394] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 760 tests [2025-10-16T23:36:32.245430] [INFO ] [CONFIGURE ] EAT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:36:32.245465] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-10-16T23:36:32.379581] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:32.508891] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:32.645417] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:32.780951] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:32.924396] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:33.067608] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:33.202441] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:33.336677] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:33.477810] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:33.662599] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:33.662920] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-10-16T23:36:33.663001] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 759 tests [2025-10-16T23:36:33.663052] [INFO ] [CONFIGURE ] EAT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:36:33.663089] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-10-16T23:36:33.816665] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:33.959535] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:34.111007] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:34.252635] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:34.391504] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:34.533534] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:34.674520] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:34.813267] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:34.961060] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:35.107296] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:35.107509] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-10-16T23:36:35.107555] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 758 tests [2025-10-16T23:36:35.107592] [INFO ] [CONFIGURE ] EAT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:36:35.107627] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-10-16T23:36:35.252015] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:35.394185] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:35.538710] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:35.682863] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:35.849281] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:36.007445] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:36.167635] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:36.329746] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:36.493612] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:36.710793] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:36.711071] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-10-16T23:36:36.711122] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 757 tests [2025-10-16T23:36:36.711162] [INFO ] [CONFIGURE ] EAT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:36:36.711206] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-10-16T23:36:36.853114] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:36.999197] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:37.145250] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:37.286089] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:37.425975] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:37.568846] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:37.713008] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:37.851318] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:37.994907] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:38.134200] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:38.134398] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-10-16T23:36:38.134444] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 756 tests [2025-10-16T23:36:38.134481] [INFO ] [CONFIGURE ] EAT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:36:38.134515] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-10-16T23:36:38.262617] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:38.394757] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:38.538982] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:38.685510] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:38.831846] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:38.975431] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:39.120923] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:39.264137] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:39.403630] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:39.553283] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:39.553524] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:36:39.553578] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 755 tests [2025-10-16T23:36:39.553619] [INFO ] [CONFIGURE ] EAT: Testing feature 20/29: add_price_rejection [2025-10-16T23:36:39.553686] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection'] [2025-10-16T23:36:39.745200] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:39.893982] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:40.046988] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:40.200422] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:40.354192] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:40.509266] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:40.662295] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:40.821005] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:40.972252] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:41.126834] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:41.127078] [INFO ] [CONFIGURE ] EAT: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:36:41.127137] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 754 tests [2025-10-16T23:36:41.127180] [INFO ] [CONFIGURE ] EAT: Testing feature 21/29: add_range_position [2025-10-16T23:36:41.127213] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position'] [2025-10-16T23:36:41.283829] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:41.441522] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:41.607862] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:41.766111] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:41.924268] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:42.091257] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:42.254372] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:42.413562] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:42.574603] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:42.770935] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:42.771188] [INFO ] [CONFIGURE ] EAT: DISCARDED add_range_position (score: 90.00%) [2025-10-16T23:36:42.771236] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 753 tests [2025-10-16T23:36:42.771274] [INFO ] [CONFIGURE ] EAT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:36:42.771307] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility'] [2025-10-16T23:36:42.942350] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:43.116362] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:43.306149] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:43.478635] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:43.651130] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:43.821638] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:43.975507] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:44.132934] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:44.299127] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:44.467968] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:44.468145] [INFO ] [CONFIGURE ] EAT: DISCARDED add_realized_volatility (score: 90.00%) [2025-10-16T23:36:44.468226] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 752 tests [2025-10-16T23:36:44.468277] [INFO ] [CONFIGURE ] EAT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:36:44.468313] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context'] [2025-10-16T23:36:44.598628] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:44.723234] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:44.849243] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:44.976370] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:45.110167] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:45.246068] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:45.382107] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:45.513743] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:45.644482] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:45.807379] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:45.807559] [INFO ] [CONFIGURE ] EAT: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:36:45.807629] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 751 tests [2025-10-16T23:36:45.807700] [INFO ] [CONFIGURE ] EAT: Testing feature 24/29: add_rsi [2025-10-16T23:36:45.807744] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-10-16T23:36:45.962086] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:46.132281] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:46.321404] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:46.533082] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:46.716490] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:46.868363] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:47.019287] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:47.175658] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:47.326150] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:47.477330] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:47.477483] [INFO ] [CONFIGURE ] EAT: DISCARDED add_rsi (score: 90.00%) [2025-10-16T23:36:47.477527] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 750 tests [2025-10-16T23:36:47.477562] [INFO ] [CONFIGURE ] EAT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:36:47.477592] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution'] [2025-10-16T23:36:47.601264] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:47.724765] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:47.850738] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:47.978380] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:48.105986] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:48.232386] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:48.362582] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:48.495795] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:48.630802] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:48.767505] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:48.767707] [INFO ] [CONFIGURE ] EAT: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:36:48.767807] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 749 tests [2025-10-16T23:36:48.767850] [INFO ] [CONFIGURE ] EAT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:36:48.767884] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-10-16T23:36:48.901491] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:49.036160] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:49.170855] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:49.307610] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:49.443368] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:49.580160] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:49.713998] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:49.849723] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:49.983079] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:50.115719] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:50.115870] [INFO ] [CONFIGURE ] EAT: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-10-16T23:36:50.115912] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 748 tests [2025-10-16T23:36:50.115945] [INFO ] [CONFIGURE ] EAT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:36:50.115976] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-10-16T23:36:50.254289] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:50.395090] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:50.531446] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:50.669469] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:50.809343] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:50.948135] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:51.094074] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:51.237952] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:51.378361] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:51.515758] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:51.515915] [INFO ] [CONFIGURE ] EAT: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-10-16T23:36:51.515958] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 747 tests [2025-10-16T23:36:51.515993] [INFO ] [CONFIGURE ] EAT: Testing feature 28/29: add_volume_profile [2025-10-16T23:36:51.516023] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile'] [2025-10-16T23:36:51.639598] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:51.768232] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:51.892243] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:52.013425] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:36:52.134203] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:52.261283] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:52.392485] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:52.522009] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:52.657216] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:52.792576] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:52.792782] [INFO ] [CONFIGURE ] EAT: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:36:52.792843] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 746 tests [2025-10-16T23:36:52.792882] [INFO ] [CONFIGURE ] EAT: Testing feature 29/29: add_vwap [2025-10-16T23:36:52.792953] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap'] [2025-10-16T23:36:52.924026] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:36:53.058375] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:36:53.189271] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:53.324585] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:36:53.456917] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:53.592485] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:36:53.727138] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:53.864497] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:54.012451] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:54.150487] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:54.150636] [INFO ] [CONFIGURE ] EAT: DISCARDED add_vwap (score: 90.00%) [2025-10-16T23:36:54.150722] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 745 tests [2025-10-16T23:36:54.150762] [INFO ] [CONFIGURE ] EAT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:36:54.150793] [INFO ] [CONFIGURE ] EAT: Best accuracy: 90.00% [2025-10-16T23:36:54.150822] [INFO ] [CONFIGURE ] EAT: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:36:54.150850] [INFO ] [CONFIGURE ] EAT: Improvement over baseline: 20.00% [2025-10-16T23:36:54.150875] [INFO ] [CONFIGURE ] EAT: Total time: 41.8 seconds [2025-10-16T23:36:54.150901] [INFO ] [CONFIGURE ] EAT: Average time per feature: 1.4 seconds [2025-10-16T23:36:54.150928] [INFO ] [CONFIGURE ] EAT: Average speed: 0.69 features/sec [2025-10-16T23:36:54.151441] [INFO ] [LOCAL ] Saved configuration for EAT: 2 features, 90.00% accuracy -> ./output/feature-sets/EAT.json [2025-10-16T23:36:54.151505] [INFO ] [CONFIGURE ] EAT: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-10-16T23:36:54.151565] [INFO ] [sig ] [71/96] Successfully configured EAT | 0.02 sym/s | Total: 52.1m | ETA: 18.3m [2025-10-16T23:36:54.151608] [INFO ] [sig ] [72/96] Configuring ECC... [2025-10-16T23:36:54.151719] [INFO ] [CONFIGURE ] ECC: Configurate test run. [2025-10-16T23:36:54.151757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-10-16T23:36:54.166952] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECC'. [2025-10-16T23:36:54.167543] [INFO ] [CONFIGURE ] ECC: Testing with 29 available features [2025-10-16T23:36:54.167607] [INFO ] [CONFIGURE ] ECC: Establishing baseline with no features... [2025-10-16T23:36:54.295851] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:54.414676] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:54.549437] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:54.677066] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:36:54.804897] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:54.933167] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:36:55.068525] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:55.202286] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:55.336970] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:55.450512] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:55.450667] [INFO ] [CONFIGURE ] ECC: Baseline score (no features): 70.00% [2025-10-16T23:36:55.450742] [INFO ] [CONFIGURE ] ECC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:36:55.450785] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:36:55.578396] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:55.702602] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:55.843083] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:55.984365] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:36:56.128829] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:56.273489] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:36:56.418709] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:56.561691] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:56.699188] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:36:56.827566] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:56.827778] [INFO ] [CONFIGURE ] ECC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:36:56.827830] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 744 tests [2025-10-16T23:36:56.827865] [INFO ] [CONFIGURE ] ECC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:36:56.827895] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:36:56.959552] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:57.089411] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:57.219461] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:57.349879] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:36:57.479991] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:36:57.621035] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:36:57.752314] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:36:57.917793] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:58.047731] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:36:58.184993] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:36:58.185172] [INFO ] [CONFIGURE ] ECC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:36:58.185215] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 743 tests [2025-10-16T23:36:58.185249] [INFO ] [CONFIGURE ] ECC: Testing feature 3/29: add_daily_returns [2025-10-16T23:36:58.185279] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_daily_returns'] [2025-10-16T23:36:58.297585] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:58.412582] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:58.527614] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:36:58.640574] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:36:58.753545] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:36:58.872823] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:36:58.986987] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:36:59.103674] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:36:59.220512] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:36:59.341817] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:36:59.341984] [INFO ] [CONFIGURE ] ECC: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:36:59.342028] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 742 tests [2025-10-16T23:36:59.342060] [INFO ] [CONFIGURE ] ECC: Testing feature 4/29: add_ema [2025-10-16T23:36:59.342090] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_ema'] [2025-10-16T23:36:59.474170] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:36:59.602337] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:36:59.733153] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:36:59.885019] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:00.036183] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:00.185094] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:00.319406] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:00.451946] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:00.592377] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:00.730409] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:00.730583] [INFO ] [CONFIGURE ] ECC: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:37:00.730687] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 741 tests [2025-10-16T23:37:00.730738] [INFO ] [CONFIGURE ] ECC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:37:00.730773] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:37:00.871936] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:01.012773] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:01.149791] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:01.287008] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:01.429792] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:01.568016] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:01.734732] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:01.884672] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:02.023445] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:02.166552] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:02.166750] [INFO ] [CONFIGURE ] ECC: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-10-16T23:37:02.166825] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 740 tests [2025-10-16T23:37:02.166870] [INFO ] [CONFIGURE ] ECC: Testing feature 6/29: add_failed_moves [2025-10-16T23:37:02.166907] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_failed_moves'] [2025-10-16T23:37:02.285692] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:02.403109] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:02.522130] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:02.643064] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:02.770502] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:02.897072] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:03.019854] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:03.145267] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:03.268301] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:03.392359] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:03.392523] [INFO ] [CONFIGURE ] ECC: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:37:03.392580] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 739 tests [2025-10-16T23:37:03.392616] [INFO ] [CONFIGURE ] ECC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:37:03.392671] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_lag_shelf'] [2025-10-16T23:37:03.505285] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:03.617975] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:03.730031] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:03.841144] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:03.993007] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:04.112821] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:04.228283] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:04.350150] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:04.465961] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:04.585839] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:04.586059] [INFO ] [CONFIGURE ] ECC: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:37:04.586122] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 738 tests [2025-10-16T23:37:04.586159] [INFO ] [CONFIGURE ] ECC: Testing feature 8/29: add_macd [2025-10-16T23:37:04.586194] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:37:04.740373] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:04.888346] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:05.033185] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:05.179290] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:05.332875] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:05.485069] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:05.636071] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:05.788390] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:05.950451] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:06.106740] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:06.106945] [INFO ] [CONFIGURE ] ECC: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:37:06.106991] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 737 tests [2025-10-16T23:37:06.107028] [INFO ] [CONFIGURE ] ECC: Testing feature 9/29: add_mfi [2025-10-16T23:37:06.107060] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_mfi'] [2025-10-16T23:37:06.232967] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:06.358606] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:06.484123] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:06.616581] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:06.745887] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:06.875883] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:07.036489] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:07.159752] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:07.290463] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:07.414954] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:07.415135] [INFO ] [CONFIGURE ] ECC: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:37:07.415178] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 736 tests [2025-10-16T23:37:07.415212] [INFO ] [CONFIGURE ] ECC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:37:07.415243] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:37:07.548742] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:07.684019] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:07.819607] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:07.962873] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:08.100484] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:08.237584] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:08.377559] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:08.518187] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:08.664296] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:08.811906] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:08.812069] [INFO ] [CONFIGURE ] ECC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:37:08.812111] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 735 tests [2025-10-16T23:37:08.812145] [INFO ] [CONFIGURE ] ECC: Testing feature 11/29: add_obv_daily [2025-10-16T23:37:08.812174] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_obv_daily'] [2025-10-16T23:37:08.929972] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:09.042743] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:09.154279] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:09.273599] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:09.388597] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:09.504389] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:09.622300] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:09.760050] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:37:09.885313] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:10.005478] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:10.005604] [INFO ] [CONFIGURE ] ECC: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:37:10.005682] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 734 tests [2025-10-16T23:37:10.005741] [INFO ] [CONFIGURE ] ECC: Testing feature 12/29: add_obv_interval [2025-10-16T23:37:10.005774] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_obv_interval'] [2025-10-16T23:37:10.118624] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:10.232888] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:10.347675] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:10.461990] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:10.583192] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:10.698263] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:10.816573] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:10.936002] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:37:11.052158] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:11.171435] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:11.171608] [INFO ] [CONFIGURE ] ECC: DISCARDED add_obv_interval (score: 30.00%) [2025-10-16T23:37:11.171691] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 733 tests [2025-10-16T23:37:11.171741] [INFO ] [CONFIGURE ] ECC: Testing feature 13/29: add_opening_strength [2025-10-16T23:37:11.171773] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:37:11.293513] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:11.414173] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:11.535330] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:11.671752] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:11.795929] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:11.921622] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:12.044835] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:12.169479] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:12.293479] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:12.423121] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:12.423278] [INFO ] [CONFIGURE ] ECC: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:37:12.423321] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 732 tests [2025-10-16T23:37:12.423354] [INFO ] [CONFIGURE ] ECC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:37:12.423452] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:37:12.554130] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:12.693188] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:12.829766] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:12.961666] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:13.129177] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:13.260870] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:13.394748] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:13.533606] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:13.668545] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:13.803769] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:13.803941] [INFO ] [CONFIGURE ] ECC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:37:13.803987] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 731 tests [2025-10-16T23:37:13.804022] [INFO ] [CONFIGURE ] ECC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:37:13.804053] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:37:13.917788] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:14.032139] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:14.145581] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:14.259128] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:14.372032] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:14.487255] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:14.599835] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:14.710156] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:14.822139] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:14.934599] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:14.934775] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:37:14.934827] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 730 tests [2025-10-16T23:37:14.934862] [INFO ] [CONFIGURE ] ECC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:37:14.934892] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:37:15.050911] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:15.167856] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:15.284475] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:15.403971] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:15.519412] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:15.634342] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:15.749207] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:15.864932] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:37:15.984112] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:16.115461] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:16.115616] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:37:16.115690] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 729 tests [2025-10-16T23:37:16.115739] [INFO ] [CONFIGURE ] ECC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:37:16.115771] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:37:16.235942] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:16.356920] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:16.478496] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:16.600511] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:16.723141] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:16.847565] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:16.972312] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:17.098364] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:17.223923] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:17.348809] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:17.348980] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:37:17.349023] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 728 tests [2025-10-16T23:37:17.349057] [INFO ] [CONFIGURE ] ECC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:37:17.349086] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:37:17.462600] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:17.574052] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:17.686151] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:17.800613] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:17.914580] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:18.029416] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:18.143376] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:18.257669] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:18.373305] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:18.490520] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:18.490711] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:37:18.490768] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 727 tests [2025-10-16T23:37:18.490804] [INFO ] [CONFIGURE ] ECC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:37:18.490834] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:37:18.602578] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:18.715564] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:18.833404] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:18.947571] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:19.062825] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:19.178104] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:19.298329] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:19.420135] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:19.553015] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:19.669840] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:19.670011] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:37:19.670076] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 726 tests [2025-10-16T23:37:19.670135] [INFO ] [CONFIGURE ] ECC: Testing feature 20/29: add_price_rejection [2025-10-16T23:37:19.670170] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_price_rejection'] [2025-10-16T23:37:19.790431] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:19.912036] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:20.034505] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:20.163274] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:20.287617] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:20.412280] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:37:20.535789] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:20.658318] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:20.787381] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:20.914086] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:20.914234] [INFO ] [CONFIGURE ] ECC: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:37:20.914279] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 725 tests [2025-10-16T23:37:20.914314] [INFO ] [CONFIGURE ] ECC: Testing feature 21/29: add_range_position [2025-10-16T23:37:20.914345] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_range_position'] [2025-10-16T23:37:21.046950] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:21.177796] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:21.307546] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:21.437068] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:21.569502] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:21.702904] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:21.838973] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:21.972800] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:22.106703] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:22.245174] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:22.245340] [INFO ] [CONFIGURE ] ECC: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:37:22.245437] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 724 tests [2025-10-16T23:37:22.245491] [INFO ] [CONFIGURE ] ECC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:37:22.245524] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility'] [2025-10-16T23:37:22.388835] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:22.532063] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:22.677278] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:22.824571] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:22.976539] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:23.124521] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:23.270739] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:23.417418] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:23.563952] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:23.720031] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:23.720181] [INFO ] [CONFIGURE ] ECC: KEPT add_realized_volatility (score: 80.00%) [2025-10-16T23:37:23.720226] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 723 tests [2025-10-16T23:37:23.720260] [INFO ] [CONFIGURE ] ECC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:37:23.720290] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_recent_range_context'] [2025-10-16T23:37:23.876187] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:24.032305] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:24.194729] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:24.355916] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:24.516036] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:24.679063] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:24.869862] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:25.038318] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:25.203102] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:25.364379] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:25.364549] [INFO ] [CONFIGURE ] ECC: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:37:25.364592] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 722 tests [2025-10-16T23:37:25.364627] [INFO ] [CONFIGURE ] ECC: Testing feature 24/29: add_rsi [2025-10-16T23:37:25.364694] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi'] [2025-10-16T23:37:25.539834] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:25.719691] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:25.905585] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:26.083000] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:26.261258] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:26.447848] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:26.629436] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:26.812038] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:26.995585] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:27.176901] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:27.177137] [INFO ] [CONFIGURE ] ECC: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:37:27.177279] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 721 tests [2025-10-16T23:37:27.177333] [INFO ] [CONFIGURE ] ECC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:37:27.177367] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_tick_distribution'] [2025-10-16T23:37:27.330596] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:27.484029] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:27.640526] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:27.794391] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:27.949833] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:28.104216] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:28.262486] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:28.429369] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:28.600225] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:28.769257] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:28.769422] [INFO ] [CONFIGURE ] ECC: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:37:28.769469] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 720 tests [2025-10-16T23:37:28.769505] [INFO ] [CONFIGURE ] ECC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:37:28.769536] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-10-16T23:37:28.929130] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:29.090580] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:29.247511] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:29.404484] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:29.563661] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:29.723187] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:29.884933] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:30.049131] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:30.218835] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:30.388484] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:30.388815] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:37:30.388865] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 719 tests [2025-10-16T23:37:30.388899] [INFO ] [CONFIGURE ] ECC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:37:30.388929] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence'] [2025-10-16T23:37:30.583972] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:30.772328] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:30.962660] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:37:31.154872] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:31.345177] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:31.539283] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:31.736180] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:31.926622] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:32.100041] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:37:32.275154] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:32.275331] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:37:32.275374] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 718 tests [2025-10-16T23:37:32.275410] [INFO ] [CONFIGURE ] ECC: Testing feature 28/29: add_volume_profile [2025-10-16T23:37:32.275442] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_volume_profile'] [2025-10-16T23:37:32.433592] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:32.603341] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:32.771772] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:32.939941] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:33.097960] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:33.261221] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:33.420882] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:33.580930] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:33.749059] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:33.912385] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:37:33.912579] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:37:33.912676] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 717 tests [2025-10-16T23:37:33.912730] [INFO ] [CONFIGURE ] ECC: Testing feature 29/29: add_vwap [2025-10-16T23:37:33.912765] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_realized_volatility', 'add_vwap'] [2025-10-16T23:37:34.071233] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:34.234763] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:37:34.415058] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:34.580606] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:34.769607] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:37:34.938811] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:37:35.104992] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:35.266891] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:37:35.433269] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:37:35.596916] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:37:35.597054] [INFO ] [CONFIGURE ] ECC: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:37:35.597098] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 716 tests [2025-10-16T23:37:35.597131] [INFO ] [CONFIGURE ] ECC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:37:35.597159] [INFO ] [CONFIGURE ] ECC: Best accuracy: 80.00% [2025-10-16T23:37:35.597187] [INFO ] [CONFIGURE ] ECC: Best feature set (1 features): ['add_realized_volatility'] [2025-10-16T23:37:35.597214] [INFO ] [CONFIGURE ] ECC: Improvement over baseline: 10.00% [2025-10-16T23:37:35.597239] [INFO ] [CONFIGURE ] ECC: Total time: 40.1 seconds [2025-10-16T23:37:35.597267] [INFO ] [CONFIGURE ] ECC: Average time per feature: 1.4 seconds [2025-10-16T23:37:35.597294] [INFO ] [CONFIGURE ] ECC: Average speed: 0.72 features/sec [2025-10-16T23:37:35.597886] [INFO ] [LOCAL ] Saved configuration for ECC: 1 features, 80.00% accuracy -> ./output/feature-sets/ECC.json [2025-10-16T23:37:35.597951] [INFO ] [CONFIGURE ] ECC: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-10-16T23:37:35.598011] [INFO ] [sig ] [72/96] Successfully configured ECC | 0.02 sym/s | Total: 52.8m | ETA: 17.6m [2025-10-16T23:37:35.598054] [INFO ] [sig ] [73/96] Configuring ECO... [2025-10-16T23:37:35.598107] [INFO ] [CONFIGURE ] ECO: Configurate test run. [2025-10-16T23:37:35.598139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'. [2025-10-16T23:37:35.611260] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECO'. [2025-10-16T23:37:35.611587] [INFO ] [CONFIGURE ] ECO: Testing with 29 available features [2025-10-16T23:37:35.611672] [INFO ] [CONFIGURE ] ECO: Establishing baseline with no features... [2025-10-16T23:37:35.719278] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:35.826866] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:37:35.935609] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:36.048281] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:36.157230] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:36.267122] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:36.377636] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:36.486385] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:36.607614] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:36.738533] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:36.738726] [INFO ] [CONFIGURE ] ECO: Baseline score (no features): 50.00% [2025-10-16T23:37:36.738784] [INFO ] [CONFIGURE ] ECO: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:37:36.738821] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:37:36.868604] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:36.990150] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:37.114565] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:37.235783] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:37.357358] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:37.481628] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:37.606352] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:37.772057] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:37.900949] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:38.036464] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:38.036670] [INFO ] [CONFIGURE ] ECO: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:37:38.036733] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 715 tests [2025-10-16T23:37:38.036771] [INFO ] [CONFIGURE ] ECO: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:37:38.036988] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:37:38.194501] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:38.356080] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:38.513519] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:38.709686] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:38.915269] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:39.100382] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:39.259730] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:39.404419] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:39.544372] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:39.683024] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:39.683187] [INFO ] [CONFIGURE ] ECO: DISCARDED add_cumulative_delta (score: 70.00%) [2025-10-16T23:37:39.683230] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 714 tests [2025-10-16T23:37:39.683264] [INFO ] [CONFIGURE ] ECO: Testing feature 3/29: add_daily_returns [2025-10-16T23:37:39.683294] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:37:39.802048] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:39.924386] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:40.046933] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:40.168260] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:40.291250] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:40.417303] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:40.543724] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:40.668565] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:37:40.830795] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:40.958162] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:40.958370] [INFO ] [CONFIGURE ] ECO: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:37:40.958420] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 713 tests [2025-10-16T23:37:40.958454] [INFO ] [CONFIGURE ] ECO: Testing feature 4/29: add_ema [2025-10-16T23:37:40.958484] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:37:41.091050] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:41.221496] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:41.351115] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:41.483330] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:41.620193] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:41.753770] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:41.892567] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:42.034370] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:42.179393] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:42.322516] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:42.322721] [INFO ] [CONFIGURE ] ECO: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:37:42.322782] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 712 tests [2025-10-16T23:37:42.322819] [INFO ] [CONFIGURE ] ECO: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:37:42.322851] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:37:42.474515] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:42.627193] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:42.773817] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:42.923440] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:43.070948] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:43.217391] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:43.361284] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:43.506965] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:37:43.655549] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:43.807939] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:43.808097] [INFO ] [CONFIGURE ] ECO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:37:43.808141] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 711 tests [2025-10-16T23:37:43.808216] [INFO ] [CONFIGURE ] ECO: Testing feature 6/29: add_failed_moves [2025-10-16T23:37:43.808265] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:37:43.932789] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:44.056539] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:44.184323] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:44.307173] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:44.431252] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:44.554247] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:44.679006] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:44.803237] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:44.927116] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:45.051356] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:45.051493] [INFO ] [CONFIGURE ] ECO: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:37:45.051538] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 710 tests [2025-10-16T23:37:45.051573] [INFO ] [CONFIGURE ] ECO: Testing feature 7/29: add_lag_shelf [2025-10-16T23:37:45.051604] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:37:45.163573] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:45.276204] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:45.388982] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:45.507535] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:45.626381] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:45.746875] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:45.868055] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:45.988509] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:46.110177] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:46.230479] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:46.230581] [INFO ] [CONFIGURE ] ECO: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:37:46.230625] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 709 tests [2025-10-16T23:37:46.230693] [INFO ] [CONFIGURE ] ECO: Testing feature 8/29: add_macd [2025-10-16T23:37:46.230737] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:37:46.384919] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:46.538323] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:46.692200] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:46.873058] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:47.043918] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:47.204213] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:47.361792] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:47.519859] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:47.675905] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:47.835782] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:47.835914] [INFO ] [CONFIGURE ] ECO: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:37:47.835958] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 708 tests [2025-10-16T23:37:47.835991] [INFO ] [CONFIGURE ] ECO: Testing feature 9/29: add_mfi [2025-10-16T23:37:47.836020] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:37:47.967830] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:48.103896] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:48.232925] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:48.363548] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:48.497606] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:48.631495] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:48.766585] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:48.897825] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:49.029792] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:49.163112] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:49.163230] [INFO ] [CONFIGURE ] ECO: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:37:49.163275] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 707 tests [2025-10-16T23:37:49.163309] [INFO ] [CONFIGURE ] ECO: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:37:49.163340] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:37:49.307115] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:49.452398] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:49.597925] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:49.742702] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:49.896018] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:50.044170] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:50.190215] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:50.340317] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:50.484921] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:50.630670] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:50.630790] [INFO ] [CONFIGURE ] ECO: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T23:37:50.630834] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 706 tests [2025-10-16T23:37:50.630869] [INFO ] [CONFIGURE ] ECO: Testing feature 11/29: add_obv_daily [2025-10-16T23:37:50.630898] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:37:50.750206] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:37:50.868531] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:50.990980] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:51.113905] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:51.238019] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:51.363183] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:51.488965] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:51.616567] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:51.743199] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:51.870976] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:51.871085] [INFO ] [CONFIGURE ] ECO: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:37:51.871176] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 705 tests [2025-10-16T23:37:51.871231] [INFO ] [CONFIGURE ] ECO: Testing feature 12/29: add_obv_interval [2025-10-16T23:37:51.871264] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:37:51.990942] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:52.113073] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:52.232829] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:52.353900] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:52.476136] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:52.598692] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:52.724087] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:52.851053] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:37:52.989238] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:53.114945] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:53.115054] [INFO ] [CONFIGURE ] ECO: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:37:53.115100] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 704 tests [2025-10-16T23:37:53.115187] [INFO ] [CONFIGURE ] ECO: Testing feature 13/29: add_opening_strength [2025-10-16T23:37:53.115226] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:37:53.245584] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:53.376446] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:53.506146] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:53.637313] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:53.770092] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:53.903131] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:54.037086] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:54.171733] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:37:54.307361] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:37:54.444462] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:54.444587] [INFO ] [CONFIGURE ] ECO: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:37:54.444631] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 703 tests [2025-10-16T23:37:54.444702] [INFO ] [CONFIGURE ] ECO: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:37:54.444744] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:37:54.576050] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:54.709246] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:54.844390] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:54.980026] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:55.115935] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:55.251413] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:55.386163] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:55.520726] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:55.656520] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:55.795725] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:55.795851] [INFO ] [CONFIGURE ] ECO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:37:55.795894] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 702 tests [2025-10-16T23:37:55.795927] [INFO ] [CONFIGURE ] ECO: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:37:55.795956] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:37:55.912043] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:56.041931] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:37:56.176596] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:56.315392] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:56.456876] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:56.597097] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:56.750924] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:37:56.916151] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:37:57.056341] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:57.198727] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:57.198916] [INFO ] [CONFIGURE ] ECO: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:37:57.198970] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 701 tests [2025-10-16T23:37:57.199005] [INFO ] [CONFIGURE ] ECO: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:37:57.199038] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:37:57.345075] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:57.496106] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:57.641276] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:57.787002] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:57.937123] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:58.085419] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:58.238473] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:37:58.402154] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:37:58.559379] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:37:58.714449] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:37:58.714633] [INFO ] [CONFIGURE ] ECO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:37:58.714720] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 700 tests [2025-10-16T23:37:58.714761] [INFO ] [CONFIGURE ] ECO: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:37:58.714792] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:37:58.871314] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:37:59.062566] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:37:59.220239] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:37:59.377623] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:37:59.539112] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:37:59.702332] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:37:59.870934] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:00.041001] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:00.205403] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:00.368728] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:00.368899] [INFO ] [CONFIGURE ] ECO: KEPT add_pbf_return_2d (score: 80.00%) [2025-10-16T23:38:00.368950] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 699 tests [2025-10-16T23:38:00.368986] [INFO ] [CONFIGURE ] ECO: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:38:00.369016] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-10-16T23:38:00.532726] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:00.696919] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:00.859938] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:01.021437] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:01.187940] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:01.350095] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:01.516348] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:01.688780] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:01.855553] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:02.027382] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:02.027574] [INFO ] [CONFIGURE ] ECO: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-10-16T23:38:02.027619] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 698 tests [2025-10-16T23:38:02.027686] [INFO ] [CONFIGURE ] ECO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:38:02.027738] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-10-16T23:38:02.191733] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:02.353543] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:02.518426] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:02.680496] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:02.839046] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:02.984392] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:03.132408] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:03.277312] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:03.424851] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:03.569080] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:03.569250] [INFO ] [CONFIGURE ] ECO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:38:03.569294] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 697 tests [2025-10-16T23:38:03.569327] [INFO ] [CONFIGURE ] ECO: Testing feature 20/29: add_price_rejection [2025-10-16T23:38:03.569357] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_price_rejection'] [2025-10-16T23:38:03.717870] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:03.865472] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:04.016635] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:04.164628] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:04.317760] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:04.471840] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:04.623500] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:04.776451] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:04.930886] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:05.121175] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:05.121344] [INFO ] [CONFIGURE ] ECO: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:38:05.121388] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 696 tests [2025-10-16T23:38:05.121421] [INFO ] [CONFIGURE ] ECO: Testing feature 21/29: add_range_position [2025-10-16T23:38:05.121452] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_range_position'] [2025-10-16T23:38:05.282534] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:05.440344] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:05.598543] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:05.757810] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:05.919893] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:06.083711] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:06.245927] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:06.409535] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:06.578323] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:06.744091] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:06.744246] [INFO ] [CONFIGURE ] ECO: DISCARDED add_range_position (score: 70.00%) [2025-10-16T23:38:06.744291] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 695 tests [2025-10-16T23:38:06.744325] [INFO ] [CONFIGURE ] ECO: Testing feature 22/29: add_realized_volatility [2025-10-16T23:38:06.744356] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-10-16T23:38:06.919059] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:07.097135] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:07.272192] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:07.448998] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:07.635004] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:07.814974] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:07.997530] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:08.207522] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:08.393809] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:08.577535] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:08.577715] [INFO ] [CONFIGURE ] ECO: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:38:08.577770] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 694 tests [2025-10-16T23:38:08.577807] [INFO ] [CONFIGURE ] ECO: Testing feature 23/29: add_recent_range_context [2025-10-16T23:38:08.577839] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-10-16T23:38:08.725688] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:08.873385] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:09.027987] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:09.182841] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:09.334667] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:09.482520] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:09.631432] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:09.783889] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:09.934015] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:10.086955] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:10.087113] [INFO ] [CONFIGURE ] ECO: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:38:10.087156] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 693 tests [2025-10-16T23:38:10.087190] [INFO ] [CONFIGURE ] ECO: Testing feature 24/29: add_rsi [2025-10-16T23:38:10.087221] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-10-16T23:38:10.252332] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:10.418714] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:10.591896] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:10.762100] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:10.936879] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:11.109969] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:11.282889] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:11.455041] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:38:11.629085] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:11.810724] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:11.811625] [INFO ] [CONFIGURE ] ECO: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:38:11.811709] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 692 tests [2025-10-16T23:38:11.811753] [INFO ] [CONFIGURE ] ECO: Testing feature 25/29: add_tick_distribution [2025-10-16T23:38:11.811787] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-10-16T23:38:11.954863] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:12.099835] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:12.244798] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:12.393018] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:12.539558] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:12.689458] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:12.836984] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:13.005738] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:13.169137] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:13.325627] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:13.325840] [INFO ] [CONFIGURE ] ECO: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:38:13.325888] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 691 tests [2025-10-16T23:38:13.325922] [INFO ] [CONFIGURE ] ECO: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:38:13.325954] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-10-16T23:38:13.478002] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:13.634152] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:13.789381] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:13.942727] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:14.103383] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:14.280633] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:14.440101] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:14.591977] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:14.751071] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:14.907914] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:14.908119] [INFO ] [CONFIGURE ] ECO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:38:14.908182] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 690 tests [2025-10-16T23:38:14.908240] [INFO ] [CONFIGURE ] ECO: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:38:14.908274] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-10-16T23:38:15.066376] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:15.223875] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:15.402553] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:15.572044] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:15.735516] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:15.906774] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:16.072160] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:16.234353] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:16.399253] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:16.568325] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:16.568550] [INFO ] [CONFIGURE ] ECO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:38:16.568598] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 689 tests [2025-10-16T23:38:16.568637] [INFO ] [CONFIGURE ] ECO: Testing feature 28/29: add_volume_profile [2025-10-16T23:38:16.568716] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_profile'] [2025-10-16T23:38:16.723045] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:16.879602] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:17.039727] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:17.197236] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:17.356014] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:17.510626] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:17.665308] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:17.827125] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:17.976358] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:18.133548] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:18.133741] [INFO ] [CONFIGURE ] ECO: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:38:18.133816] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 688 tests [2025-10-16T23:38:18.133858] [INFO ] [CONFIGURE ] ECO: Testing feature 29/29: add_vwap [2025-10-16T23:38:18.133891] [INFO ] [CONFIGURE ] ECO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_vwap'] [2025-10-16T23:38:18.282738] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:18.432870] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:18.581869] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:38:18.731531] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:18.875076] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:38:19.031026] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:38:19.185180] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:38:19.336162] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:38:19.492144] [DEBUG] [FORECASTER] ECO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:38:19.648113] [DEBUG] [FORECASTER] ECO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:19.648309] [INFO ] [CONFIGURE ] ECO: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:38:19.648385] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 687 tests [2025-10-16T23:38:19.648424] [INFO ] [CONFIGURE ] ECO: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:38:19.648455] [INFO ] [CONFIGURE ] ECO: Best accuracy: 80.00% [2025-10-16T23:38:19.648484] [INFO ] [CONFIGURE ] ECO: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:38:19.648513] [INFO ] [CONFIGURE ] ECO: Improvement over baseline: 30.00% [2025-10-16T23:38:19.648540] [INFO ] [CONFIGURE ] ECO: Total time: 42.9 seconds [2025-10-16T23:38:19.648566] [INFO ] [CONFIGURE ] ECO: Average time per feature: 1.5 seconds [2025-10-16T23:38:19.648593] [INFO ] [CONFIGURE ] ECO: Average speed: 0.68 features/sec [2025-10-16T23:38:19.649239] [INFO ] [LOCAL ] Saved configuration for ECO: 2 features, 80.00% accuracy -> ./output/feature-sets/ECO.json [2025-10-16T23:38:19.649305] [INFO ] [CONFIGURE ] ECO: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T23:38:19.649388] [INFO ] [sig ] [73/96] Successfully configured ECO | 0.02 sym/s | Total: 53.5m | ETA: 16.9m [2025-10-16T23:38:19.649455] [INFO ] [sig ] [74/96] Configuring ED... [2025-10-16T23:38:19.649509] [INFO ] [CONFIGURE ] ED: Configurate test run. [2025-10-16T23:38:19.649543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-10-16T23:38:19.662589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ED'. [2025-10-16T23:38:19.662952] [INFO ] [CONFIGURE ] ED: Testing with 29 available features [2025-10-16T23:38:19.663008] [INFO ] [CONFIGURE ] ED: Establishing baseline with no features... [2025-10-16T23:38:19.775183] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:19.885964] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:38:19.996506] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:20.108542] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:20.218611] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:20.345027] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:20.458045] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:20.567632] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:38:20.673904] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:20.774449] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:20.774585] [INFO ] [CONFIGURE ] ED: Baseline score (no features): 50.00% [2025-10-16T23:38:20.774630] [INFO ] [CONFIGURE ] ED: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:38:20.774699] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:38:20.884088] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:20.993170] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:21.103796] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:38:21.214356] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:21.324952] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:21.435871] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:21.546167] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:21.661545] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:38:21.784047] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:21.901583] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:21.901762] [INFO ] [CONFIGURE ] ED: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T23:38:21.901812] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 686 tests [2025-10-16T23:38:21.901846] [INFO ] [CONFIGURE ] ED: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:38:21.901876] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:38:22.019920] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:22.138559] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:22.258597] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:22.377570] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:22.496803] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:22.617430] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:22.738002] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:22.860769] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:22.991519] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:23.116410] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:23.116566] [INFO ] [CONFIGURE ] ED: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:38:23.116609] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 685 tests [2025-10-16T23:38:23.116662] [INFO ] [CONFIGURE ] ED: Testing feature 3/29: add_daily_returns [2025-10-16T23:38:23.116718] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:38:23.240865] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:23.364685] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:23.490009] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:23.617202] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:23.744609] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:23.870285] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:23.995036] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:24.133591] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:24.303094] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:24.441663] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:24.441849] [INFO ] [CONFIGURE ] ED: KEPT add_daily_returns (score: 80.00%) [2025-10-16T23:38:24.441895] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 684 tests [2025-10-16T23:38:24.441929] [INFO ] [CONFIGURE ] ED: Testing feature 4/29: add_ema [2025-10-16T23:38:24.441962] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-10-16T23:38:24.594788] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:24.754059] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:24.913605] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:25.073955] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:25.223962] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:25.377715] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:25.532167] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:25.685835] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:25.837602] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:25.989613] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:25.989819] [INFO ] [CONFIGURE ] ED: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:38:25.989878] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 683 tests [2025-10-16T23:38:25.989916] [INFO ] [CONFIGURE ] ED: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:38:25.989947] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:38:26.156867] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:26.314873] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:26.506406] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:26.681094] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:26.865773] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:27.052351] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:27.217121] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:27.376082] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:27.533536] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:27.700088] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:27.700261] [INFO ] [CONFIGURE ] ED: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:38:27.700309] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 682 tests [2025-10-16T23:38:27.700344] [INFO ] [CONFIGURE ] ED: Testing feature 6/29: add_failed_moves [2025-10-16T23:38:27.700377] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-10-16T23:38:27.841627] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:27.982225] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:28.124223] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:28.270947] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:28.413540] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:28.556864] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:28.704263] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:28.848744] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:28.995151] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:29.144118] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:29.144298] [INFO ] [CONFIGURE ] ED: DISCARDED add_failed_moves (score: 80.00%) [2025-10-16T23:38:29.144369] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 681 tests [2025-10-16T23:38:29.144473] [INFO ] [CONFIGURE ] ED: Testing feature 7/29: add_lag_shelf [2025-10-16T23:38:29.144531] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:38:29.277208] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:29.411238] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:29.544440] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:29.678736] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:29.812500] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:29.946174] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:30.084787] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:30.224636] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:30.385356] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:30.543665] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:30.543876] [INFO ] [CONFIGURE ] ED: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:38:30.543939] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 680 tests [2025-10-16T23:38:30.544002] [INFO ] [CONFIGURE ] ED: Testing feature 8/29: add_macd [2025-10-16T23:38:30.544040] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:38:30.768571] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:30.993703] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:31.208033] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:31.409478] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:31.598696] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:31.787728] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:31.976083] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:32.153529] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:38:32.332356] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:32.516179] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:32.516375] [INFO ] [CONFIGURE ] ED: DISCARDED add_macd (score: 80.00%) [2025-10-16T23:38:32.516422] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 679 tests [2025-10-16T23:38:32.516457] [INFO ] [CONFIGURE ] ED: Testing feature 9/29: add_mfi [2025-10-16T23:38:32.516490] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-10-16T23:38:32.673381] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:32.826597] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:32.982080] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:33.137378] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:33.297616] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:33.453591] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:33.609629] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:33.769205] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:33.927351] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:34.085034] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:34.085215] [INFO ] [CONFIGURE ] ED: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:38:34.085259] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 678 tests [2025-10-16T23:38:34.085293] [INFO ] [CONFIGURE ] ED: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:38:34.085325] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:38:34.245243] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:34.405731] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:34.570797] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:34.739802] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:34.904513] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:35.071607] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:35.238598] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:35.406333] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:35.604943] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:35.770591] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:35.770773] [INFO ] [CONFIGURE ] ED: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-10-16T23:38:35.770824] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 677 tests [2025-10-16T23:38:35.770859] [INFO ] [CONFIGURE ] ED: Testing feature 11/29: add_obv_daily [2025-10-16T23:38:35.770943] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-10-16T23:38:35.917917] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:36.063557] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:36.204301] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:36.346363] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:36.496270] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:36.641754] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:36.788502] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:36.937892] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:37.086350] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:37.235972] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:37.236175] [INFO ] [CONFIGURE ] ED: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:38:37.236246] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 676 tests [2025-10-16T23:38:37.236299] [INFO ] [CONFIGURE ] ED: Testing feature 12/29: add_obv_interval [2025-10-16T23:38:37.236346] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-10-16T23:38:37.378325] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:37.518004] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:37.662885] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:37.804204] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:37.949067] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:38.095575] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:38.243135] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:38.397377] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:38.544900] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:38.689386] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:38.689539] [INFO ] [CONFIGURE ] ED: DISCARDED add_obv_interval (score: 80.00%) [2025-10-16T23:38:38.689581] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 675 tests [2025-10-16T23:38:38.689616] [INFO ] [CONFIGURE ] ED: Testing feature 13/29: add_opening_strength [2025-10-16T23:38:38.689668] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:38:38.832262] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:38.975243] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:39.121290] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:39.269476] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:39.417669] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:39.568065] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:39.720396] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:39.874427] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:40.030166] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:40.185523] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:40.185769] [INFO ] [CONFIGURE ] ED: DISCARDED add_opening_strength (score: 80.00%) [2025-10-16T23:38:40.185822] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 674 tests [2025-10-16T23:38:40.185856] [INFO ] [CONFIGURE ] ED: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:38:40.185886] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-10-16T23:38:40.338382] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:40.492380] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:38:40.646699] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:40.803215] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:40.958131] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:41.113551] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:41.292303] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:41.457863] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:41.657630] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:41.817553] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:41.817736] [INFO ] [CONFIGURE ] ED: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:38:41.817791] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 673 tests [2025-10-16T23:38:41.817827] [INFO ] [CONFIGURE ] ED: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:38:41.817858] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-10-16T23:38:41.961626] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:42.110139] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:42.258887] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:42.409060] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:42.556364] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:42.706022] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:42.854006] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:43.007473] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:43.163177] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:43.321891] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:43.322207] [INFO ] [CONFIGURE ] ED: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:38:43.322326] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 672 tests [2025-10-16T23:38:43.322402] [INFO ] [CONFIGURE ] ED: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:38:43.322461] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-10-16T23:38:43.476408] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:43.626904] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:43.799881] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:43.973037] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:44.129854] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:44.294359] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:44.467154] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:44.627831] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:44.794385] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:44.959476] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:44.959757] [INFO ] [CONFIGURE ] ED: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:38:44.959818] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 671 tests [2025-10-16T23:38:44.959856] [INFO ] [CONFIGURE ] ED: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:38:44.959888] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-10-16T23:38:45.119146] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:45.274823] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:45.444146] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:45.616163] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:45.784037] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:45.948352] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:46.119536] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:46.294168] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:46.481494] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:46.667439] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:46.667711] [INFO ] [CONFIGURE ] ED: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:38:46.667775] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 670 tests [2025-10-16T23:38:46.667814] [INFO ] [CONFIGURE ] ED: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:38:46.667848] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-10-16T23:38:46.824475] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:46.982551] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:47.168071] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:47.322504] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:38:47.473400] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:47.635283] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:47.787111] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:47.943513] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:38:48.090464] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:48.238469] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:48.238830] [INFO ] [CONFIGURE ] ED: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:38:48.238891] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 669 tests [2025-10-16T23:38:48.238930] [INFO ] [CONFIGURE ] ED: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:38:48.238962] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-10-16T23:38:48.392095] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:48.539092] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:48.684798] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:48.829587] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:48.970889] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:49.112862] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:49.255881] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:49.400991] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:49.542341] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:49.681611] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:49.681814] [INFO ] [CONFIGURE ] ED: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:38:49.681930] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 668 tests [2025-10-16T23:38:49.681984] [INFO ] [CONFIGURE ] ED: Testing feature 20/29: add_price_rejection [2025-10-16T23:38:49.682018] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-10-16T23:38:49.836263] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:49.996156] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:50.151335] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:50.313308] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:50.472793] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:50.638159] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:50.814831] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:50.986472] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:51.148853] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:51.311037] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:51.311292] [INFO ] [CONFIGURE ] ED: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:38:51.311339] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 667 tests [2025-10-16T23:38:51.311374] [INFO ] [CONFIGURE ] ED: Testing feature 21/29: add_range_position [2025-10-16T23:38:51.311407] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-10-16T23:38:51.476835] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:51.646088] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:38:51.807929] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:51.973161] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:52.142203] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:52.312024] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:52.488488] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:52.658388] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:38:52.832556] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:53.016503] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:53.016788] [INFO ] [CONFIGURE ] ED: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:38:53.016844] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 666 tests [2025-10-16T23:38:53.016881] [INFO ] [CONFIGURE ] ED: Testing feature 22/29: add_realized_volatility [2025-10-16T23:38:53.016915] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-10-16T23:38:53.208839] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:53.401764] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:53.588870] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:53.809790] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:53.992052] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:54.171619] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:54.366692] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:54.578754] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:54.762186] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:54.974464] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:54.974728] [INFO ] [CONFIGURE ] ED: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:38:54.974791] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 665 tests [2025-10-16T23:38:54.974832] [INFO ] [CONFIGURE ] ED: Testing feature 23/29: add_recent_range_context [2025-10-16T23:38:54.974869] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-10-16T23:38:55.132055] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:38:55.287398] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:55.448833] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:55.609757] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:55.766580] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:55.931441] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:38:56.097728] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:38:56.260185] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:38:56.421332] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:56.587218] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:56.587439] [INFO ] [CONFIGURE ] ED: DISCARDED add_recent_range_context (score: 30.00%) [2025-10-16T23:38:56.587487] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 664 tests [2025-10-16T23:38:56.587527] [INFO ] [CONFIGURE ] ED: Testing feature 24/29: add_rsi [2025-10-16T23:38:56.587562] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-10-16T23:38:56.775860] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:56.967960] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:57.137609] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:57.297983] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:57.470957] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:57.642122] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:57.810824] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:38:57.994566] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:58.178448] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:58.353525] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:38:58.353860] [INFO ] [CONFIGURE ] ED: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:38:58.353940] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 663 tests [2025-10-16T23:38:58.353985] [INFO ] [CONFIGURE ] ED: Testing feature 25/29: add_tick_distribution [2025-10-16T23:38:58.354094] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-10-16T23:38:58.506495] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:38:58.650068] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:38:58.799552] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:38:58.953037] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:38:59.101819] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:38:59.250211] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:38:59.406354] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:38:59.559093] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:38:59.714278] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:38:59.909000] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:38:59.909280] [INFO ] [CONFIGURE ] ED: DISCARDED add_tick_distribution (score: 80.00%) [2025-10-16T23:38:59.909343] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 662 tests [2025-10-16T23:38:59.909383] [INFO ] [CONFIGURE ] ED: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:38:59.909420] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-10-16T23:39:00.072951] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:39:00.242981] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:00.410536] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:00.569594] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:39:00.725404] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:39:00.879945] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:39:01.030910] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:01.186723] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:39:01.340289] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:01.502851] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:39:01.503052] [INFO ] [CONFIGURE ] ED: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:39:01.503110] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 661 tests [2025-10-16T23:39:01.503148] [INFO ] [CONFIGURE ] ED: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:39:01.503181] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-10-16T23:39:01.668368] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:39:01.855434] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:02.031495] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:02.193582] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:39:02.355539] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:39:02.527236] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:39:02.724985] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:02.950983] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:39:03.131214] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:03.311519] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:39:03.311791] [INFO ] [CONFIGURE ] ED: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-10-16T23:39:03.311848] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 660 tests [2025-10-16T23:39:03.311888] [INFO ] [CONFIGURE ] ED: Testing feature 28/29: add_volume_profile [2025-10-16T23:39:03.311922] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-10-16T23:39:03.471114] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:39:03.629636] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:03.786792] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:03.948899] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:39:04.114255] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:39:04.269268] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:04.429591] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:04.589747] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:39:04.749524] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:04.913829] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:39:04.914091] [INFO ] [CONFIGURE ] ED: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:39:04.914158] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 659 tests [2025-10-16T23:39:04.914199] [INFO ] [CONFIGURE ] ED: Testing feature 29/29: add_vwap [2025-10-16T23:39:04.914235] [INFO ] [CONFIGURE ] ED: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-10-16T23:39:05.071835] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:39:05.243052] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:05.423813] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:05.605891] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:39:05.758512] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:39:05.919360] [DEBUG] [FORECASTER] ED: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:06.079053] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:06.237289] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:39:06.387285] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:06.540804] [DEBUG] [FORECASTER] ED: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:39:06.540964] [INFO ] [CONFIGURE ] ED: DISCARDED add_vwap (score: 70.00%) [2025-10-16T23:39:06.541007] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 658 tests [2025-10-16T23:39:06.541042] [INFO ] [CONFIGURE ] ED: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:39:06.541074] [INFO ] [CONFIGURE ] ED: Best accuracy: 80.00% [2025-10-16T23:39:06.541104] [INFO ] [CONFIGURE ] ED: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:39:06.541134] [INFO ] [CONFIGURE ] ED: Improvement over baseline: 30.00% [2025-10-16T23:39:06.541219] [INFO ] [CONFIGURE ] ED: Total time: 45.8 seconds [2025-10-16T23:39:06.541333] [INFO ] [CONFIGURE ] ED: Average time per feature: 1.6 seconds [2025-10-16T23:39:06.541374] [INFO ] [CONFIGURE ] ED: Average speed: 0.63 features/sec [2025-10-16T23:39:06.542027] [INFO ] [LOCAL ] Saved configuration for ED: 2 features, 80.00% accuracy -> ./output/feature-sets/ED.json [2025-10-16T23:39:06.542094] [INFO ] [CONFIGURE ] ED: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T23:39:06.542166] [INFO ] [sig ] [74/96] Successfully configured ED | 0.02 sym/s | Total: 54.3m | ETA: 16.1m [2025-10-16T23:39:06.542222] [INFO ] [sig ] [75/96] Configuring EHC... [2025-10-16T23:39:06.542284] [INFO ] [CONFIGURE ] EHC: Configurate test run. [2025-10-16T23:39:06.542325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-10-16T23:39:06.556562] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHC'. [2025-10-16T23:39:06.556944] [INFO ] [CONFIGURE ] EHC: Testing with 29 available features [2025-10-16T23:39:06.556999] [INFO ] [CONFIGURE ] EHC: Establishing baseline with no features... [2025-10-16T23:39:06.665517] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:06.776210] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:06.886357] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:39:07.000174] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:07.111754] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:07.229729] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:07.341303] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:07.455724] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:07.569793] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:07.686596] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:07.686766] [INFO ] [CONFIGURE ] EHC: Baseline score (no features): 30.00% [2025-10-16T23:39:07.686815] [INFO ] [CONFIGURE ] EHC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:39:07.686848] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:39:07.812965] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:07.936851] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:08.062634] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:08.184475] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:08.309992] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:08.437778] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:08.561073] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:08.687478] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:08.810283] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:08.934472] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:08.934595] [INFO ] [CONFIGURE ] EHC: KEPT add_bollinger_bands (score: 40.00%) [2025-10-16T23:39:08.934637] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 657 tests [2025-10-16T23:39:08.934733] [INFO ] [CONFIGURE ] EHC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:39:08.934771] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:39:09.069394] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:09.205074] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:09.347721] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:09.490198] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:09.631570] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:09.772745] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:09.916828] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:10.061963] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:10.204748] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:10.344383] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:10.344534] [INFO ] [CONFIGURE ] EHC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:39:10.344577] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 656 tests [2025-10-16T23:39:10.344611] [INFO ] [CONFIGURE ] EHC: Testing feature 3/29: add_daily_returns [2025-10-16T23:39:10.344660] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:39:10.470665] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:10.604712] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:10.733533] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:39:10.864667] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:11.001746] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:11.136968] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:11.270770] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:11.410014] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:11.544829] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:11.677993] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:11.678253] [INFO ] [CONFIGURE ] EHC: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:39:11.678312] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 655 tests [2025-10-16T23:39:11.678350] [INFO ] [CONFIGURE ] EHC: Testing feature 4/29: add_ema [2025-10-16T23:39:11.678380] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:39:11.834834] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:12.021630] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:39:12.171833] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:39:12.324807] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:12.476936] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:12.629404] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:12.799081] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:12.957481] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:39:13.116549] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:13.273871] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:13.274116] [INFO ] [CONFIGURE ] EHC: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:39:13.274166] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 654 tests [2025-10-16T23:39:13.274203] [INFO ] [CONFIGURE ] EHC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:39:13.274236] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:39:13.431104] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:13.586220] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:13.742800] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:13.904904] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:14.071668] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:14.235847] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:14.385766] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:14.557027] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:14.722989] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:14.886299] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:14.886534] [INFO ] [CONFIGURE ] EHC: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:39:14.886581] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 653 tests [2025-10-16T23:39:14.886618] [INFO ] [CONFIGURE ] EHC: Testing feature 6/29: add_failed_moves [2025-10-16T23:39:14.886678] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:39:15.055463] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:15.196781] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:15.339408] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:15.486478] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:15.632460] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:15.776034] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:15.919330] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:16.065951] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:16.210059] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:16.356087] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:16.356312] [INFO ] [CONFIGURE ] EHC: DISCARDED add_failed_moves (score: 40.00%) [2025-10-16T23:39:16.356356] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 652 tests [2025-10-16T23:39:16.356393] [INFO ] [CONFIGURE ] EHC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:39:16.356425] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:39:16.486943] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:16.621072] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:16.757041] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:16.898351] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:17.042608] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:17.178250] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:17.315903] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:17.456240] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:17.602542] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:17.780072] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:17.780334] [INFO ] [CONFIGURE ] EHC: DISCARDED add_lag_shelf (score: 30.00%) [2025-10-16T23:39:17.780416] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 651 tests [2025-10-16T23:39:17.780490] [INFO ] [CONFIGURE ] EHC: Testing feature 8/29: add_macd [2025-10-16T23:39:17.780562] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:39:17.965779] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:18.132180] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:18.312244] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:18.496395] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:18.676099] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:18.856011] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:39:19.034162] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:19.216907] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:19.399442] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:19.584369] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:19.584695] [INFO ] [CONFIGURE ] EHC: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:39:19.584766] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 650 tests [2025-10-16T23:39:19.584807] [INFO ] [CONFIGURE ] EHC: Testing feature 9/29: add_mfi [2025-10-16T23:39:19.584842] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:39:19.732472] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:19.885598] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:20.035839] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:20.180504] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:20.327568] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:20.484005] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:20.639556] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:20.795411] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:20.952714] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:21.104456] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:21.104769] [INFO ] [CONFIGURE ] EHC: DISCARDED add_mfi (score: 30.00%) [2025-10-16T23:39:21.104833] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 649 tests [2025-10-16T23:39:21.104873] [INFO ] [CONFIGURE ] EHC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:39:21.104907] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:39:21.266172] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:21.433503] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:39:21.602339] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:21.771249] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:21.949596] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:22.118256] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:22.283819] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:22.450839] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:39:22.628596] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:22.812759] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:22.813049] [INFO ] [CONFIGURE ] EHC: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:39:22.813100] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 648 tests [2025-10-16T23:39:22.813140] [INFO ] [CONFIGURE ] EHC: Testing feature 11/29: add_obv_daily [2025-10-16T23:39:22.813183] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:39:22.977516] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:39:23.154467] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:39:23.363585] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:39:23.592443] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:23.777493] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:23.941760] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:24.089713] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:24.233368] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:24.386400] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:24.571818] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:24.572101] [INFO ] [CONFIGURE ] EHC: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:39:24.572152] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 647 tests [2025-10-16T23:39:24.572190] [INFO ] [CONFIGURE ] EHC: Testing feature 12/29: add_obv_interval [2025-10-16T23:39:24.572223] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:39:24.718854] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:24.871425] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:25.030570] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:25.179088] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:25.328418] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:25.478317] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:25.626105] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:25.773057] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:25.924486] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:39:26.075001] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:26.075234] [INFO ] [CONFIGURE ] EHC: DISCARDED add_obv_interval (score: 30.00%) [2025-10-16T23:39:26.075282] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 646 tests [2025-10-16T23:39:26.075321] [INFO ] [CONFIGURE ] EHC: Testing feature 13/29: add_opening_strength [2025-10-16T23:39:26.075357] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:39:26.221016] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:26.369735] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:26.524621] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:26.699159] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:26.856355] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:27.013196] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:27.173196] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:27.330637] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:27.506634] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:27.673168] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:27.673390] [INFO ] [CONFIGURE ] EHC: KEPT add_opening_strength (score: 50.00%) [2025-10-16T23:39:27.673437] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 645 tests [2025-10-16T23:39:27.673596] [INFO ] [CONFIGURE ] EHC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:39:27.673638] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-10-16T23:39:27.846338] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:28.023917] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:28.205072] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:28.374528] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:28.540303] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:28.712744] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:28.888565] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:29.061507] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:29.232161] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:29.412491] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:29.412722] [INFO ] [CONFIGURE ] EHC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:39:29.412819] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 644 tests [2025-10-16T23:39:29.413005] [INFO ] [CONFIGURE ] EHC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:39:29.413061] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-10-16T23:39:29.567259] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:29.721202] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:29.875795] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:30.053456] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:30.203216] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:30.354062] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:30.506330] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:30.679048] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:30.834389] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:31.003574] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:31.003887] [INFO ] [CONFIGURE ] EHC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:39:31.003956] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 643 tests [2025-10-16T23:39:31.004003] [INFO ] [CONFIGURE ] EHC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:39:31.004039] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-10-16T23:39:31.167301] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:31.335791] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:31.504041] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:31.671152] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:31.841929] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:32.008040] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:32.170278] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:32.334929] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:32.520621] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:32.684699] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:32.684949] [INFO ] [CONFIGURE ] EHC: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:39:32.684999] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 642 tests [2025-10-16T23:39:32.685036] [INFO ] [CONFIGURE ] EHC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:39:32.685071] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-10-16T23:39:32.866809] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:33.048701] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:33.230537] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:33.418115] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:33.603834] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:33.788329] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:33.968418] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:34.147930] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:34.333161] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:34.518202] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:34.518441] [INFO ] [CONFIGURE ] EHC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:39:34.518492] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 641 tests [2025-10-16T23:39:34.518531] [INFO ] [CONFIGURE ] EHC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:39:34.518566] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-10-16T23:39:34.691847] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:34.862130] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:35.030824] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:35.197993] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:35.368972] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:35.537565] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:35.697080] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:35.856414] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:36.019976] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:36.185368] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:36.185597] [INFO ] [CONFIGURE ] EHC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:39:36.185682] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 640 tests [2025-10-16T23:39:36.185743] [INFO ] [CONFIGURE ] EHC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:39:36.185779] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-10-16T23:39:36.338874] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:36.494023] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:36.652785] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:36.811783] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:36.969019] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:37.126860] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:37.289483] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:37.456622] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:37.622742] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:37.797124] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:37.797348] [INFO ] [CONFIGURE ] EHC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:39:37.797413] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 639 tests [2025-10-16T23:39:37.797500] [INFO ] [CONFIGURE ] EHC: Testing feature 20/29: add_price_rejection [2025-10-16T23:39:37.797554] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-10-16T23:39:37.986774] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:38.161343] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:38.332061] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:38.503569] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:38.680824] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:38.848618] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:39.053143] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:39.268461] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:39.443096] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:39.615864] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:39.616071] [INFO ] [CONFIGURE ] EHC: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:39:39.616145] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 638 tests [2025-10-16T23:39:39.616186] [INFO ] [CONFIGURE ] EHC: Testing feature 21/29: add_range_position [2025-10-16T23:39:39.616219] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_range_position'] [2025-10-16T23:39:39.801166] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:39.971929] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:40.146152] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:40.318066] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:40.494486] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:40.666328] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:40.844916] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:41.023522] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:41.200949] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:41.378734] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:41.378940] [INFO ] [CONFIGURE ] EHC: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:39:41.378988] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 637 tests [2025-10-16T23:39:41.379024] [INFO ] [CONFIGURE ] EHC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:39:41.379056] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-10-16T23:39:41.567113] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:41.760063] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:41.961851] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:42.146552] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:42.327516] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:42.510284] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:42.699850] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:42.903579] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:43.103943] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:43.301146] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:43.301384] [INFO ] [CONFIGURE ] EHC: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:39:43.301437] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 636 tests [2025-10-16T23:39:43.301472] [INFO ] [CONFIGURE ] EHC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:39:43.301504] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-10-16T23:39:43.466198] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:43.636219] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:43.806261] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:43.974845] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:44.144601] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:44.325728] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:44.490519] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:44.670950] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:44.864183] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:45.046293] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:45.046466] [INFO ] [CONFIGURE ] EHC: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:39:45.046511] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 635 tests [2025-10-16T23:39:45.046544] [INFO ] [CONFIGURE ] EHC: Testing feature 24/29: add_rsi [2025-10-16T23:39:45.046574] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-10-16T23:39:45.221704] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:45.397033] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:39:45.573018] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:39:45.753144] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:45.932512] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:46.112321] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:46.317099] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:46.529512] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:46.713843] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:46.896819] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:46.896953] [INFO ] [CONFIGURE ] EHC: DISCARDED add_rsi (score: 30.00%) [2025-10-16T23:39:46.897048] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 634 tests [2025-10-16T23:39:46.897101] [INFO ] [CONFIGURE ] EHC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:39:46.897132] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-10-16T23:39:47.051997] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:47.208809] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:47.366944] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:47.523300] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:47.680973] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:47.839815] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:47.998257] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:48.160482] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:48.319895] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:48.480623] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:48.480795] [INFO ] [CONFIGURE ] EHC: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:39:48.480892] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 633 tests [2025-10-16T23:39:48.480938] [INFO ] [CONFIGURE ] EHC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:39:48.480970] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-10-16T23:39:48.643052] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:48.855718] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:49.029116] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:49.207974] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:49.378893] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:49.550806] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:49.718216] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:49.884790] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:50.062902] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:50.257217] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:50.257452] [INFO ] [CONFIGURE ] EHC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:39:50.257521] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 632 tests [2025-10-16T23:39:50.257564] [INFO ] [CONFIGURE ] EHC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:39:50.257601] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-10-16T23:39:50.433128] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:50.609042] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:39:50.786473] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:50.973814] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:51.153527] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:51.334155] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:51.513721] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:51.706044] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:51.937903] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:52.124165] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:52.124373] [INFO ] [CONFIGURE ] EHC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:39:52.124474] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 631 tests [2025-10-16T23:39:52.124520] [INFO ] [CONFIGURE ] EHC: Testing feature 28/29: add_volume_profile [2025-10-16T23:39:52.124555] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-10-16T23:39:52.308372] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:52.500244] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:52.679013] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:52.869629] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:53.038426] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:39:53.209185] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:39:53.379818] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:53.555801] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:53.729226] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:53.904430] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:53.904704] [INFO ] [CONFIGURE ] EHC: KEPT add_volume_profile (score: 70.00%) [2025-10-16T23:39:53.904773] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 630 tests [2025-10-16T23:39:53.904815] [INFO ] [CONFIGURE ] EHC: Testing feature 29/29: add_vwap [2025-10-16T23:39:53.904852] [INFO ] [CONFIGURE ] EHC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile', 'add_vwap'] [2025-10-16T23:39:54.106559] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:39:54.306378] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:39:54.501832] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:39:54.694045] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:39:54.888361] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:39:55.079758] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:39:55.270567] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:39:55.460136] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:39:55.652267] [DEBUG] [FORECASTER] EHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:55.843409] [DEBUG] [FORECASTER] EHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:39:55.843680] [INFO ] [CONFIGURE ] EHC: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:39:55.843747] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 629 tests [2025-10-16T23:39:55.843789] [INFO ] [CONFIGURE ] EHC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:39:55.843821] [INFO ] [CONFIGURE ] EHC: Best accuracy: 70.00% [2025-10-16T23:39:55.843855] [INFO ] [CONFIGURE ] EHC: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-10-16T23:39:55.843887] [INFO ] [CONFIGURE ] EHC: Improvement over baseline: 40.00% [2025-10-16T23:39:55.843916] [INFO ] [CONFIGURE ] EHC: Total time: 48.2 seconds [2025-10-16T23:39:55.843943] [INFO ] [CONFIGURE ] EHC: Average time per feature: 1.7 seconds [2025-10-16T23:39:55.843971] [INFO ] [CONFIGURE ] EHC: Average speed: 0.60 features/sec [2025-10-16T23:39:55.844636] [INFO ] [LOCAL ] Saved configuration for EHC: 5 features, 70.00% accuracy -> ./output/feature-sets/EHC.json [2025-10-16T23:39:55.844728] [INFO ] [CONFIGURE ] EHC: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-10-16T23:39:55.844807] [INFO ] [sig ] [75/96] Successfully configured EHC | 0.02 sym/s | Total: 55.1m | ETA: 15.4m [2025-10-16T23:39:55.844876] [INFO ] [sig ] [76/96] Configuring EPRT... [2025-10-16T23:39:55.844932] [INFO ] [CONFIGURE ] EPRT: Configurate test run. [2025-10-16T23:39:55.844967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-10-16T23:39:55.861998] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPRT'. [2025-10-16T23:39:55.862437] [INFO ] [CONFIGURE ] EPRT: Testing with 29 available features [2025-10-16T23:39:55.862494] [INFO ] [CONFIGURE ] EPRT: Establishing baseline with no features... [2025-10-16T23:39:55.975466] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:39:56.090664] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:39:56.204484] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:39:56.321589] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:56.442232] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:39:56.566941] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:56.692521] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:56.819368] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:39:56.939999] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:57.064898] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:39:57.065095] [INFO ] [CONFIGURE ] EPRT: Baseline score (no features): 60.00% [2025-10-16T23:39:57.065144] [INFO ] [CONFIGURE ] EPRT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:39:57.065181] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:39:57.197044] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:39:57.345368] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:39:57.482273] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:39:57.618692] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:57.762111] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:39:57.902416] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:58.053308] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:58.196186] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:39:58.341474] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:58.482120] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:39:58.482357] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:39:58.482407] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 628 tests [2025-10-16T23:39:58.482442] [INFO ] [CONFIGURE ] EPRT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:39:58.482474] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:39:58.621955] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:39:58.762768] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:39:58.899745] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:39:59.037605] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:39:59.176918] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:39:59.315942] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:39:59.459906] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:39:59.617012] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:39:59.766849] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:39:59.907863] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:39:59.908057] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:39:59.908132] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 627 tests [2025-10-16T23:39:59.908205] [INFO ] [CONFIGURE ] EPRT: Testing feature 3/29: add_daily_returns [2025-10-16T23:39:59.908257] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_daily_returns'] [2025-10-16T23:40:00.025617] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:00.147332] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:00.277130] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:00.407072] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:40:00.530470] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:00.658270] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:00.782577] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:00.907719] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:01.042146] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:01.170036] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:01.170267] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:40:01.170339] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 626 tests [2025-10-16T23:40:01.170382] [INFO ] [CONFIGURE ] EPRT: Testing feature 4/29: add_ema [2025-10-16T23:40:01.170415] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_ema'] [2025-10-16T23:40:01.321619] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:01.486170] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:01.666304] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:01.847555] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:40:02.016295] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:02.188013] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:02.339337] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:02.492933] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:02.636593] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:02.787617] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:40:02.787858] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:40:02.787908] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 625 tests [2025-10-16T23:40:02.787945] [INFO ] [CONFIGURE ] EPRT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:40:02.787979] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:40:02.946988] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:03.124209] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:03.286547] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:03.454852] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:40:03.623324] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:03.783774] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:03.940264] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:04.082745] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:04.224239] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:04.368687] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:04.368889] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:40:04.368934] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 624 tests [2025-10-16T23:40:04.368968] [INFO ] [CONFIGURE ] EPRT: Testing feature 6/29: add_failed_moves [2025-10-16T23:40:04.368997] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_failed_moves'] [2025-10-16T23:40:04.486040] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:40:04.608181] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:04.727179] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:40:04.847249] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:04.978610] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:05.100424] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:05.217458] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:05.342345] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:05.463593] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:05.586083] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:05.586287] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:40:05.586330] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 623 tests [2025-10-16T23:40:05.586363] [INFO ] [CONFIGURE ] EPRT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:40:05.586392] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_lag_shelf'] [2025-10-16T23:40:05.695121] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:40:05.803865] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:05.913263] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:40:06.030404] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:06.144017] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:06.261468] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:06.390781] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:06.514080] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:06.628893] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:06.748133] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:06.748382] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:40:06.748433] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 622 tests [2025-10-16T23:40:06.748467] [INFO ] [CONFIGURE ] EPRT: Testing feature 8/29: add_macd [2025-10-16T23:40:06.748498] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:40:06.899151] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:07.105280] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:07.259623] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:07.425568] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:07.586262] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:07.752151] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:07.915694] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:08.081676] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:08.246115] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:08.401813] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:08.402017] [INFO ] [CONFIGURE ] EPRT: KEPT add_macd (score: 70.00%) [2025-10-16T23:40:08.402062] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 621 tests [2025-10-16T23:40:08.402095] [INFO ] [CONFIGURE ] EPRT: Testing feature 9/29: add_mfi [2025-10-16T23:40:08.402126] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:40:08.569100] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:08.734302] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:08.901592] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:09.072256] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:09.238622] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:09.413373] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:09.585229] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:09.767608] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:09.947016] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:10.154547] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:10.154807] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:40:10.154862] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 620 tests [2025-10-16T23:40:10.154897] [INFO ] [CONFIGURE ] EPRT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:40:10.154927] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:40:10.330499] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:10.515185] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:10.693228] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:10.871932] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:11.052566] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:11.241636] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:11.423866] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:11.608158] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:11.793765] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:11.973491] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:11.973727] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:40:11.973787] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 619 tests [2025-10-16T23:40:11.973823] [INFO ] [CONFIGURE ] EPRT: Testing feature 11/29: add_obv_daily [2025-10-16T23:40:11.973853] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:40:12.125359] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:12.282043] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:12.441279] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:12.612030] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:12.773024] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:12.940855] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:13.106459] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:13.268499] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:13.435355] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:13.601502] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:13.601715] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:40:13.601773] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 618 tests [2025-10-16T23:40:13.601808] [INFO ] [CONFIGURE ] EPRT: Testing feature 12/29: add_obv_interval [2025-10-16T23:40:13.601892] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:40:13.758048] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:13.913995] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:14.072035] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:40:14.227931] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:14.384545] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:14.546213] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:14.705603] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:14.867925] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:15.028074] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:40:15.189988] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:15.190167] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:40:15.190210] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 617 tests [2025-10-16T23:40:15.190244] [INFO ] [CONFIGURE ] EPRT: Testing feature 13/29: add_opening_strength [2025-10-16T23:40:15.190274] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:40:15.358064] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:40:15.525939] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:15.690894] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:15.857514] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:40:16.028615] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:16.236497] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:16.413904] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:16.591429] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:16.783699] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:16.958067] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:16.958283] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:40:16.958336] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 616 tests [2025-10-16T23:40:16.958372] [INFO ] [CONFIGURE ] EPRT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:40:16.958404] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:40:17.142539] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:17.314529] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:17.490434] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:17.667996] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:17.851725] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:18.029685] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:18.202956] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:18.374993] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:18.550824] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:18.729213] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:18.729432] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:40:18.729479] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 615 tests [2025-10-16T23:40:18.729518] [INFO ] [CONFIGURE ] EPRT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:40:18.729551] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:40:18.882341] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:19.036752] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:19.210977] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:19.369951] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:19.525973] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:19.680905] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:19.838329] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:19.988201] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:20.139328] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:20.290667] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:20.290847] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:40:20.290893] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 614 tests [2025-10-16T23:40:20.290929] [INFO ] [CONFIGURE ] EPRT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:40:20.290962] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-10-16T23:40:20.441094] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:20.602775] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:20.763972] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:20.922276] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:21.079190] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:21.237018] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:21.396153] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:21.561311] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:21.745464] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:21.919826] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:21.920061] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:40:21.920111] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 613 tests [2025-10-16T23:40:21.920151] [INFO ] [CONFIGURE ] EPRT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:40:21.920186] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T23:40:22.089139] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:22.259116] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:22.437439] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:22.605128] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:22.783819] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:22.957500] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:23.136715] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:23.315784] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:23.488214] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:23.669164] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:23.669391] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:40:23.669439] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 612 tests [2025-10-16T23:40:23.669475] [INFO ] [CONFIGURE ] EPRT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:40:23.669507] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-10-16T23:40:23.845556] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:24.005437] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:24.168039] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:24.331069] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:24.485341] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:24.637597] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:24.789348] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:24.960614] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:25.131897] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:25.310716] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:25.310940] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:40:25.310989] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 611 tests [2025-10-16T23:40:25.311025] [INFO ] [CONFIGURE ] EPRT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:40:25.311056] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-10-16T23:40:25.515629] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:25.677454] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:25.830531] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:40:25.986526] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:26.146738] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:26.312576] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:26.478966] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:26.654263] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:26.831243] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:26.991202] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:26.991419] [INFO ] [CONFIGURE ] EPRT: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-10-16T23:40:26.991467] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 610 tests [2025-10-16T23:40:26.991504] [INFO ] [CONFIGURE ] EPRT: Testing feature 20/29: add_price_rejection [2025-10-16T23:40:26.991539] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-10-16T23:40:27.173818] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:27.346895] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:27.521888] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:27.695873] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:27.865944] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:28.041171] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:28.213681] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:28.387388] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:28.593525] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:28.768884] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:28.769091] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:40:28.769137] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 609 tests [2025-10-16T23:40:28.769191] [INFO ] [CONFIGURE ] EPRT: Testing feature 21/29: add_range_position [2025-10-16T23:40:28.769292] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-10-16T23:40:28.941849] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:29.121753] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:29.326492] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:29.506920] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:29.691707] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:29.869539] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:30.053550] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:30.244421] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:30.436206] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:30.620913] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:40:30.621157] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:40:30.621223] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 608 tests [2025-10-16T23:40:30.621262] [INFO ] [CONFIGURE ] EPRT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:40:30.621295] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-10-16T23:40:30.838563] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:31.060340] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:31.328435] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:31.654383] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:31.910068] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:32.121524] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:32.311479] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:32.502710] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:32.696861] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:32.894565] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:32.894821] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:40:32.894875] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 607 tests [2025-10-16T23:40:32.894911] [INFO ] [CONFIGURE ] EPRT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:40:32.894942] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-10-16T23:40:33.065074] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:33.242161] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:33.419009] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:33.599688] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:33.775857] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:33.943044] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:34.109288] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:34.275427] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:34.442152] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:34.652326] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:34.652509] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:40:34.652555] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 606 tests [2025-10-16T23:40:34.652588] [INFO ] [CONFIGURE ] EPRT: Testing feature 24/29: add_rsi [2025-10-16T23:40:34.652619] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-10-16T23:40:34.837714] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:35.019425] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:35.205346] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:35.391661] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:40:35.588129] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:35.795615] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:35.997754] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:36.188359] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:40:36.397078] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:36.600664] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:36.600939] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:40:36.601003] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 605 tests [2025-10-16T23:40:36.601054] [INFO ] [CONFIGURE ] EPRT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:40:36.601309] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-10-16T23:40:36.778968] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:36.963146] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:37.159889] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:37.364695] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:37.585018] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:37.775733] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:37.946075] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:38.140504] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:38.325909] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:38.512372] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:38.512594] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:40:38.512714] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 604 tests [2025-10-16T23:40:38.512779] [INFO ] [CONFIGURE ] EPRT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:40:38.512823] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-10-16T23:40:38.699710] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:38.903555] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:39.091156] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:39.270920] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:39.451176] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:39.642209] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:39.827936] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:40.022817] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:40.205921] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:40.398531] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:40.398798] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:40:40.398857] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 603 tests [2025-10-16T23:40:40.398897] [INFO ] [CONFIGURE ] EPRT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:40:40.398931] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-10-16T23:40:40.587416] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:40.775560] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:40.967271] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:40:41.155813] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:41.345894] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:41.542526] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:41.749170] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:40:41.945976] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:42.149358] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:42.344298] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:42.344572] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:40:42.344676] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 602 tests [2025-10-16T23:40:42.344737] [INFO ] [CONFIGURE ] EPRT: Testing feature 28/29: add_volume_profile [2025-10-16T23:40:42.344777] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-10-16T23:40:42.523548] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:42.705316] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:42.891591] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:40:43.070247] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:40:43.251911] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:40:43.439295] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:40:43.626666] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:40:43.821749] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:44.007016] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:44.195115] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:40:44.195332] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:40:44.195385] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 601 tests [2025-10-16T23:40:44.195429] [INFO ] [CONFIGURE ] EPRT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:40:44.195468] [INFO ] [CONFIGURE ] EPRT: Best accuracy: 80.00% [2025-10-16T23:40:44.195502] [INFO ] [CONFIGURE ] EPRT: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-10-16T23:40:44.195532] [INFO ] [CONFIGURE ] EPRT: Improvement over baseline: 20.00% [2025-10-16T23:40:44.195560] [INFO ] [CONFIGURE ] EPRT: Total time: 47.1 seconds [2025-10-16T23:40:44.195587] [INFO ] [CONFIGURE ] EPRT: Average time per feature: 1.7 seconds [2025-10-16T23:40:44.195614] [INFO ] [CONFIGURE ] EPRT: Average speed: 0.62 features/sec [2025-10-16T23:40:44.196625] [INFO ] [LOCAL ] Saved configuration for EPRT: 3 features, 80.00% accuracy -> ./output/feature-sets/EPRT.json [2025-10-16T23:40:44.196729] [INFO ] [CONFIGURE ] EPRT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-10-16T23:40:44.196808] [INFO ] [sig ] [76/96] Successfully configured EPRT | 0.02 sym/s | Total: 55.9m | ETA: 14.7m [2025-10-16T23:40:44.196885] [INFO ] [sig ] [77/96] Configuring EVTR... [2025-10-16T23:40:44.196940] [INFO ] [CONFIGURE ] EVTR: Configurate test run. [2025-10-16T23:40:44.196976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'. [2025-10-16T23:40:44.216190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVTR'. [2025-10-16T23:40:44.216718] [INFO ] [CONFIGURE ] EVTR: Testing with 29 available features [2025-10-16T23:40:44.216780] [INFO ] [CONFIGURE ] EVTR: Establishing baseline with no features... [2025-10-16T23:40:44.337159] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:40:44.453777] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:40:44.570182] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:44.692747] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:40:44.803178] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:44.911940] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:40:45.025208] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:45.143693] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:45.264326] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:45.377776] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:45.377940] [INFO ] [CONFIGURE ] EVTR: Baseline score (no features): 40.00% [2025-10-16T23:40:45.377983] [INFO ] [CONFIGURE ] EVTR: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:40:45.378015] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:40:45.502084] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:45.626261] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:45.748883] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:45.871787] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:40:45.995364] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:46.121764] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:40:46.251321] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:46.376487] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:46.506744] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:46.634047] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:46.634239] [INFO ] [CONFIGURE ] EVTR: KEPT add_bollinger_bands (score: 60.00%) [2025-10-16T23:40:46.634283] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 600 tests [2025-10-16T23:40:46.634317] [INFO ] [CONFIGURE ] EVTR: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:40:46.634347] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:40:46.814110] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:46.960094] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:47.117889] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:47.262292] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:40:47.408143] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:47.547860] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:40:47.693913] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:47.859054] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:48.010477] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:48.164636] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:48.164874] [INFO ] [CONFIGURE ] EVTR: KEPT add_cumulative_delta (score: 70.00%) [2025-10-16T23:40:48.164923] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 599 tests [2025-10-16T23:40:48.164961] [INFO ] [CONFIGURE ] EVTR: Testing feature 3/29: add_daily_returns [2025-10-16T23:40:48.164992] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:40:48.319917] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:48.480085] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:48.642855] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:48.807000] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:40:48.972494] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:40:49.132969] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:40:49.290511] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:49.438215] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:49.581314] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:49.729204] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:49.729388] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:40:49.729433] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 598 tests [2025-10-16T23:40:49.729467] [INFO ] [CONFIGURE ] EVTR: Testing feature 4/29: add_ema [2025-10-16T23:40:49.729498] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-10-16T23:40:49.889025] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:50.063994] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:50.232815] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:50.408053] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:40:50.587044] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:50.763956] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:40:50.934292] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:51.093176] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:51.250890] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:51.409862] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:51.410051] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_ema (score: 70.00%) [2025-10-16T23:40:51.410097] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 597 tests [2025-10-16T23:40:51.410131] [INFO ] [CONFIGURE ] EVTR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:40:51.410163] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:40:51.603803] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:51.784468] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:51.973550] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:52.156028] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:40:52.343960] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:40:52.531759] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:40:52.715966] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:52.920600] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:53.115358] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:53.310668] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:53.310898] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:40:53.310953] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 596 tests [2025-10-16T23:40:53.310994] [INFO ] [CONFIGURE ] EVTR: Testing feature 6/29: add_failed_moves [2025-10-16T23:40:53.311036] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:40:53.470473] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:53.639993] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:53.827134] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:53.995441] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:40:54.161507] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:54.331460] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:40:54.512299] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:54.677489] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:54.841221] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:55.000862] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:55.001046] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:40:55.001089] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 595 tests [2025-10-16T23:40:55.001123] [INFO ] [CONFIGURE ] EVTR: Testing feature 7/29: add_lag_shelf [2025-10-16T23:40:55.001154] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:40:55.143045] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:55.285901] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:55.430479] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:55.578058] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:40:55.726184] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:55.906287] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:40:56.052718] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:56.200020] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:56.347469] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:56.510392] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:56.510709] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:40:56.510788] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 594 tests [2025-10-16T23:40:56.510861] [INFO ] [CONFIGURE ] EVTR: Testing feature 8/29: add_macd [2025-10-16T23:40:56.510934] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:40:56.712714] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:56.899921] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:57.079159] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:57.273625] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:40:57.462938] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:57.643080] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:40:57.832439] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:58.013724] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:40:58.198936] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:40:58.388027] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:40:58.388318] [INFO ] [CONFIGURE ] EVTR: KEPT add_macd (score: 80.00%) [2025-10-16T23:40:58.388391] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 593 tests [2025-10-16T23:40:58.388429] [INFO ] [CONFIGURE ] EVTR: Testing feature 9/29: add_mfi [2025-10-16T23:40:58.388459] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:40:58.587051] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:40:58.783387] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:40:58.984544] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:40:59.180058] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:40:59.380419] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:40:59.580599] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:40:59.787257] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:40:59.997691] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:00.213113] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:00.426137] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:00.426807] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:41:00.426891] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 592 tests [2025-10-16T23:41:00.426975] [INFO ] [CONFIGURE ] EVTR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:41:00.427052] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:41:00.647142] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:00.863956] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:01.090928] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:01.305532] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:01.516941] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:01.733794] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:01.974720] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:02.189903] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:02.400233] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:02.612346] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:02.612578] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-10-16T23:41:02.612635] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 591 tests [2025-10-16T23:41:02.612713] [INFO ] [CONFIGURE ] EVTR: Testing feature 11/29: add_obv_daily [2025-10-16T23:41:02.612752] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:41:02.795241] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:02.977437] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:03.164976] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:03.351088] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:03.551034] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:41:03.746319] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:03.944364] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:04.142358] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:04.331868] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:04.521945] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:04.522145] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:41:04.522190] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 590 tests [2025-10-16T23:41:04.522224] [INFO ] [CONFIGURE ] EVTR: Testing feature 12/29: add_obv_interval [2025-10-16T23:41:04.522257] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:41:04.704757] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:04.895934] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:05.078980] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:41:05.289179] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:41:05.477521] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:41:05.699177] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:05.889454] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:06.104246] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:06.318482] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:06.513144] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:06.513372] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:41:06.513446] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 589 tests [2025-10-16T23:41:06.513488] [INFO ] [CONFIGURE ] EVTR: Testing feature 13/29: add_opening_strength [2025-10-16T23:41:06.513521] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:41:06.710932] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:06.894490] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:07.081269] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:41:07.286663] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:07.481184] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:41:07.677741] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:07.875266] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:08.101462] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:08.300794] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:08.499693] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:08.499894] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:41:08.499939] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 588 tests [2025-10-16T23:41:08.499973] [INFO ] [CONFIGURE ] EVTR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:41:08.500003] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:41:08.693850] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:08.894404] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:09.092467] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:41:09.293432] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:41:09.497525] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:41:09.696166] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:09.893896] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:10.089595] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:10.295536] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:10.500867] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:10.501103] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:41:10.501240] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 587 tests [2025-10-16T23:41:10.501283] [INFO ] [CONFIGURE ] EVTR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:41:10.501322] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:41:10.676187] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:10.869310] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:11.051547] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:11.231213] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:11.409933] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:11.597189] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:11.781805] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:11.967798] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:12.154488] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:12.337473] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:12.337679] [INFO ] [CONFIGURE ] EVTR: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-10-16T23:41:12.337742] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 586 tests [2025-10-16T23:41:12.337779] [INFO ] [CONFIGURE ] EVTR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:41:12.337812] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T23:41:12.521748] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:12.706317] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:12.889479] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:13.077073] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:13.277499] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:13.465136] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:13.653422] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:13.838565] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:14.027975] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:14.232681] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:14.232918] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-10-16T23:41:14.232978] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 585 tests [2025-10-16T23:41:14.233016] [INFO ] [CONFIGURE ] EVTR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:41:14.233049] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T23:41:14.425941] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:14.617708] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:14.832355] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:15.028785] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:15.230231] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:15.456877] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:15.686114] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:15.886542] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:16.086450] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:16.299614] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:16.299831] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:41:16.299884] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 584 tests [2025-10-16T23:41:16.299921] [INFO ] [CONFIGURE ] EVTR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:41:16.299956] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T23:41:16.532416] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:16.755315] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:16.963390] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:17.157552] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:17.347615] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:17.534602] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:17.739823] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:17.935845] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:18.123994] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:18.317065] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:18.317248] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:41:18.317292] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 583 tests [2025-10-16T23:41:18.317325] [INFO ] [CONFIGURE ] EVTR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:41:18.317356] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T23:41:18.496029] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:18.678253] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:18.873226] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:19.087487] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:19.297909] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:19.507984] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:19.753225] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:19.966466] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:20.243434] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:20.455417] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:20.455687] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:41:20.455754] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 582 tests [2025-10-16T23:41:20.455795] [INFO ] [CONFIGURE ] EVTR: Testing feature 20/29: add_price_rejection [2025-10-16T23:41:20.455831] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T23:41:20.672298] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:20.899093] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:21.100806] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:21.304507] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:21.504895] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:21.710609] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:21.912434] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:22.118233] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:22.326172] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:22.533011] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:22.533272] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:41:22.533326] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 581 tests [2025-10-16T23:41:22.533364] [INFO ] [CONFIGURE ] EVTR: Testing feature 21/29: add_range_position [2025-10-16T23:41:22.533396] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T23:41:22.740781] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:22.945873] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:23.155592] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:23.382760] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:23.623092] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:23.859509] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:24.132606] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:24.422561] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:24.669025] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:24.883399] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:24.883595] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_range_position (score: 80.00%) [2025-10-16T23:41:24.883707] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 580 tests [2025-10-16T23:41:24.883769] [INFO ] [CONFIGURE ] EVTR: Testing feature 22/29: add_realized_volatility [2025-10-16T23:41:24.883805] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T23:41:25.105038] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:25.325260] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:25.547759] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:25.764317] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:25.986241] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:26.210007] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:26.464608] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:26.705839] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:26.955946] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:27.206915] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:27.207153] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:41:27.207201] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 579 tests [2025-10-16T23:41:27.207237] [INFO ] [CONFIGURE ] EVTR: Testing feature 23/29: add_recent_range_context [2025-10-16T23:41:27.207269] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T23:41:27.410264] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:27.642041] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:27.854686] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:28.056639] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:28.247967] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:28.444773] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:28.644323] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:28.843178] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:29.046875] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:29.251898] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:29.252124] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:41:29.252173] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 578 tests [2025-10-16T23:41:29.252237] [INFO ] [CONFIGURE ] EVTR: Testing feature 24/29: add_rsi [2025-10-16T23:41:29.252297] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-10-16T23:41:29.488119] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:29.693848] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:29.897078] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:30.101768] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:30.304707] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:30.507878] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:30.712404] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:30.923377] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:31.129982] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:31.356436] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:31.357383] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_rsi (score: 90.00%) [2025-10-16T23:41:31.357452] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 577 tests [2025-10-16T23:41:31.357493] [INFO ] [CONFIGURE ] EVTR: Testing feature 25/29: add_tick_distribution [2025-10-16T23:41:31.357529] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T23:41:31.567960] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:31.795971] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:32.024598] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:32.234148] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:32.493555] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:32.714689] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:32.958828] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:33.193262] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:33.423298] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:33.659950] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:33.660225] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:41:33.660354] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 576 tests [2025-10-16T23:41:33.660432] [INFO ] [CONFIGURE ] EVTR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:41:33.660501] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T23:41:33.888157] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:34.110743] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:34.304462] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:34.503281] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:34.696172] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:34.896573] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:35.087211] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:35.280508] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:35.523086] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:35.725349] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:35.725548] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:41:35.725613] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 575 tests [2025-10-16T23:41:35.725681] [INFO ] [CONFIGURE ] EVTR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:41:35.725735] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T23:41:35.929884] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:36.126630] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:36.348976] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:36.577109] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:36.780707] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:36.999685] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:41:37.236663] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:37.447910] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:37.651959] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:37.858917] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:37.859139] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-10-16T23:41:37.859194] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 574 tests [2025-10-16T23:41:37.859231] [INFO ] [CONFIGURE ] EVTR: Testing feature 28/29: add_volume_profile [2025-10-16T23:41:37.859262] [INFO ] [CONFIGURE ] EVTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T23:41:38.046544] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:41:38.243722] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:41:38.470367] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:41:38.669941] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:41:38.865338] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:39.067832] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:41:39.266426] [DEBUG] [FORECASTER] EVTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:41:39.463146] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:39.664268] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:39.861937] [DEBUG] [FORECASTER] EVTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:39.862113] [INFO ] [CONFIGURE ] EVTR: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:41:39.862158] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 573 tests [2025-10-16T23:41:39.862193] [INFO ] [CONFIGURE ] EVTR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:41:39.862222] [INFO ] [CONFIGURE ] EVTR: Best accuracy: 90.00% [2025-10-16T23:41:39.862252] [INFO ] [CONFIGURE ] EVTR: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:41:39.862279] [INFO ] [CONFIGURE ] EVTR: Improvement over baseline: 50.00% [2025-10-16T23:41:39.862305] [INFO ] [CONFIGURE ] EVTR: Total time: 54.5 seconds [2025-10-16T23:41:39.862331] [INFO ] [CONFIGURE ] EVTR: Average time per feature: 1.9 seconds [2025-10-16T23:41:39.862358] [INFO ] [CONFIGURE ] EVTR: Average speed: 0.53 features/sec [2025-10-16T23:41:39.863068] [INFO ] [LOCAL ] Saved configuration for EVTR: 5 features, 90.00% accuracy -> ./output/feature-sets/EVTR.json [2025-10-16T23:41:39.863134] [INFO ] [CONFIGURE ] EVTR: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-10-16T23:41:39.863195] [INFO ] [sig ] [77/96] Successfully configured EVTR | 0.02 sym/s | Total: 56.8m | ETA: 14.0m [2025-10-16T23:41:39.863239] [INFO ] [sig ] [78/96] Configuring FCF... [2025-10-16T23:41:39.863294] [INFO ] [CONFIGURE ] FCF: Configurate test run. [2025-10-16T23:41:39.863327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-10-16T23:41:39.878026] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCF'. [2025-10-16T23:41:39.878427] [INFO ] [CONFIGURE ] FCF: Testing with 29 available features [2025-10-16T23:41:39.878484] [INFO ] [CONFIGURE ] FCF: Establishing baseline with no features... [2025-10-16T23:41:39.986093] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:40.096427] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:40.205975] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:40.313729] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:40.420796] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:40.529012] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:40.646677] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:40.759258] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:40.880457] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:40.992616] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:40.992792] [INFO ] [CONFIGURE ] FCF: Baseline score (no features): 70.00% [2025-10-16T23:41:40.992843] [INFO ] [CONFIGURE ] FCF: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:41:40.992876] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:41:41.120262] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:41.251962] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:41.379806] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:41.508053] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:41.643179] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:41.771695] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:41.897937] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:42.022865] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:42.149935] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:42.281660] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:42.281857] [INFO ] [CONFIGURE ] FCF: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:41:42.281903] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 572 tests [2025-10-16T23:41:42.281938] [INFO ] [CONFIGURE ] FCF: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:41:42.281970] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:41:42.414834] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:42.547537] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:42.683991] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:42.820667] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:42.956815] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:43.097392] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:43.240072] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:43.380841] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:43.521425] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:43.663343] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:43.663567] [INFO ] [CONFIGURE ] FCF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:41:43.663613] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 571 tests [2025-10-16T23:41:43.663676] [INFO ] [CONFIGURE ] FCF: Testing feature 3/29: add_daily_returns [2025-10-16T23:41:43.663730] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_daily_returns'] [2025-10-16T23:41:43.783505] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:43.903332] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:44.028309] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:44.151923] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:44.281638] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:44.414332] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:44.542457] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:44.671446] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:44.797380] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:44.932640] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:44.932889] [INFO ] [CONFIGURE ] FCF: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:41:44.932937] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 570 tests [2025-10-16T23:41:44.932975] [INFO ] [CONFIGURE ] FCF: Testing feature 4/29: add_ema [2025-10-16T23:41:44.933010] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_ema'] [2025-10-16T23:41:45.072155] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:45.210566] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:45.349454] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:45.496998] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:45.642584] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:45.783431] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:45.933406] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:46.095322] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:46.242171] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:46.393876] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:46.394092] [INFO ] [CONFIGURE ] FCF: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:41:46.394140] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 569 tests [2025-10-16T23:41:46.394175] [INFO ] [CONFIGURE ] FCF: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:41:46.394208] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:41:46.539303] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:46.688208] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:46.841434] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:46.996353] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:47.153582] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:47.305828] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:47.464037] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:47.654573] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:47.804579] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:47.955582] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:47.955850] [INFO ] [CONFIGURE ] FCF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:41:47.955929] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 568 tests [2025-10-16T23:41:47.955990] [INFO ] [CONFIGURE ] FCF: Testing feature 6/29: add_failed_moves [2025-10-16T23:41:47.956026] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_failed_moves'] [2025-10-16T23:41:48.087519] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:48.214973] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:48.343563] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:48.468091] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:48.601675] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:48.736861] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:48.864046] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:48.997001] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:49.132623] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:49.275565] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:49.275833] [INFO ] [CONFIGURE ] FCF: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:41:49.275887] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 567 tests [2025-10-16T23:41:49.275925] [INFO ] [CONFIGURE ] FCF: Testing feature 7/29: add_lag_shelf [2025-10-16T23:41:49.275957] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_lag_shelf'] [2025-10-16T23:41:49.390119] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:49.514625] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:49.639814] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:49.761375] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:49.889628] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:50.012606] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:50.135451] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:50.259024] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:50.394023] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:50.524036] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:50.524236] [INFO ] [CONFIGURE ] FCF: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:41:50.524319] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 566 tests [2025-10-16T23:41:50.524366] [INFO ] [CONFIGURE ] FCF: Testing feature 8/29: add_macd [2025-10-16T23:41:50.524398] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:41:50.720486] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:50.857853] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:50.996773] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:51.135239] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:51.273623] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:51.412904] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:51.551898] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:51.691799] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:51.836564] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:51.986070] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:51.986254] [INFO ] [CONFIGURE ] FCF: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:41:51.986301] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 565 tests [2025-10-16T23:41:51.986335] [INFO ] [CONFIGURE ] FCF: Testing feature 9/29: add_mfi [2025-10-16T23:41:51.986365] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_mfi'] [2025-10-16T23:41:52.106987] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:52.232239] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:52.353356] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:52.473488] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:52.595219] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:52.718496] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:52.837792] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:52.961983] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:41:53.087561] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:53.228670] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:53.228894] [INFO ] [CONFIGURE ] FCF: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:41:53.228951] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 564 tests [2025-10-16T23:41:53.228990] [INFO ] [CONFIGURE ] FCF: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:41:53.229023] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:41:53.360152] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:53.497596] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:53.632050] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:53.770454] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:53.908044] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:54.049856] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:54.189493] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:41:54.330277] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:54.470127] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:54.615755] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:41:54.615928] [INFO ] [CONFIGURE ] FCF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:41:54.615971] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 563 tests [2025-10-16T23:41:54.616004] [INFO ] [CONFIGURE ] FCF: Testing feature 11/29: add_obv_daily [2025-10-16T23:41:54.616033] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_obv_daily'] [2025-10-16T23:41:54.729932] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:54.845093] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:54.960286] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:55.074708] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:55.195196] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:41:55.312588] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:55.425186] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:41:55.537914] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:55.652705] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:55.770736] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:55.770899] [INFO ] [CONFIGURE ] FCF: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:41:55.770943] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 562 tests [2025-10-16T23:41:55.770975] [INFO ] [CONFIGURE ] FCF: Testing feature 12/29: add_obv_interval [2025-10-16T23:41:55.771004] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_obv_interval'] [2025-10-16T23:41:55.888582] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:56.000139] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:41:56.112809] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:56.225427] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:56.339964] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:56.460418] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:56.575954] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:56.692319] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:56.823410] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:56.951475] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:56.951701] [INFO ] [CONFIGURE ] FCF: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:41:56.951792] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 561 tests [2025-10-16T23:41:56.951832] [INFO ] [CONFIGURE ] FCF: Testing feature 13/29: add_opening_strength [2025-10-16T23:41:56.951862] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:41:57.084804] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:57.207372] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:57.330691] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:41:57.454566] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:57.583962] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:57.717410] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:57.843335] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:41:57.969818] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:58.099809] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:58.238960] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:58.239196] [INFO ] [CONFIGURE ] FCF: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T23:41:58.239255] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 560 tests [2025-10-16T23:41:58.239291] [INFO ] [CONFIGURE ] FCF: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:41:58.239321] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:41:58.366789] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:58.493156] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:41:58.620081] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:41:58.751195] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:41:58.897963] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:41:59.044486] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:41:59.186789] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:41:59.332425] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:41:59.479408] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:41:59.627929] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:41:59.628143] [INFO ] [CONFIGURE ] FCF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:41:59.628225] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 559 tests [2025-10-16T23:41:59.628273] [INFO ] [CONFIGURE ] FCF: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:41:59.628306] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:41:59.785510] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:41:59.896887] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:00.004078] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:00.118777] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:00.232574] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:00.346830] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:00.459433] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:00.571385] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:00.687151] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:00.796882] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:42:00.797058] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:42:00.797101] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 558 tests [2025-10-16T23:42:00.797135] [INFO ] [CONFIGURE ] FCF: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:42:00.797237] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:42:00.913603] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:01.044356] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:01.181345] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:01.309007] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:01.432499] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:01.552151] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:01.661726] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:01.772695] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:42:01.886257] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:01.996457] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:01.996606] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:42:01.996674] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 557 tests [2025-10-16T23:42:01.996728] [INFO ] [CONFIGURE ] FCF: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:42:01.996761] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:42:02.110940] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:02.225117] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:02.340993] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:02.456393] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:02.576730] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:02.692788] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:02.845102] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:02.963289] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:42:03.086266] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:03.205877] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:03.206032] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:42:03.206074] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 556 tests [2025-10-16T23:42:03.206108] [INFO ] [CONFIGURE ] FCF: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:42:03.206141] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:42:03.310081] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:03.413232] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:03.516812] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:03.622479] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:03.735674] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:03.847724] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:03.955186] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:04.073398] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:04.191205] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:04.313614] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:04.313821] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:42:04.313871] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 555 tests [2025-10-16T23:42:04.313905] [INFO ] [CONFIGURE ] FCF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:42:04.313935] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:42:04.419539] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:04.530443] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:04.639558] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:04.754223] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:04.867151] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:04.991317] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:05.108152] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:05.223575] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:05.337416] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:05.456438] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:42:05.456693] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:42:05.456758] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 554 tests [2025-10-16T23:42:05.456798] [INFO ] [CONFIGURE ] FCF: Testing feature 20/29: add_price_rejection [2025-10-16T23:42:05.456832] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_price_rejection'] [2025-10-16T23:42:05.587368] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:05.704978] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:05.834401] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:05.958122] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:06.086754] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:06.208104] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:06.329534] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:42:06.450129] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:06.579717] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:06.706257] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:06.706443] [INFO ] [CONFIGURE ] FCF: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:42:06.706487] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 553 tests [2025-10-16T23:42:06.706521] [INFO ] [CONFIGURE ] FCF: Testing feature 21/29: add_range_position [2025-10-16T23:42:06.706553] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_range_position'] [2025-10-16T23:42:06.833140] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:06.963119] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:07.093190] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:07.225523] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:07.352473] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:07.480269] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:07.608064] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:42:07.741972] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:07.871502] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:08.002429] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:08.002599] [INFO ] [CONFIGURE ] FCF: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:42:08.002662] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 552 tests [2025-10-16T23:42:08.002720] [INFO ] [CONFIGURE ] FCF: Testing feature 22/29: add_realized_volatility [2025-10-16T23:42:08.002753] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_realized_volatility'] [2025-10-16T23:42:08.143549] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:08.283814] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:08.425929] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:08.569519] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:08.712810] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:08.867883] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:09.017968] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:42:09.170818] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:09.322377] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:09.474432] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:09.474618] [INFO ] [CONFIGURE ] FCF: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:42:09.474698] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 551 tests [2025-10-16T23:42:09.474748] [INFO ] [CONFIGURE ] FCF: Testing feature 23/29: add_recent_range_context [2025-10-16T23:42:09.474780] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_recent_range_context'] [2025-10-16T23:42:09.597374] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:09.721982] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:09.846179] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:09.958301] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:10.075480] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:10.195445] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:10.316310] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:10.437016] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:10.559169] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:10.682620] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:42:10.682809] [INFO ] [CONFIGURE ] FCF: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:42:10.682917] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 550 tests [2025-10-16T23:42:10.682972] [INFO ] [CONFIGURE ] FCF: Testing feature 24/29: add_rsi [2025-10-16T23:42:10.683006] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:42:10.818731] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:10.962341] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:11.106787] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:11.251129] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:11.390205] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:11.528773] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:11.675166] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:11.834604] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:42:11.987956] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:12.130709] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:12.130850] [INFO ] [CONFIGURE ] FCF: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:42:12.130895] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 549 tests [2025-10-16T23:42:12.130928] [INFO ] [CONFIGURE ] FCF: Testing feature 25/29: add_tick_distribution [2025-10-16T23:42:12.130957] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_tick_distribution'] [2025-10-16T23:42:12.242560] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:12.353790] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:12.465085] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:12.576993] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:12.689594] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:12.804732] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:12.918798] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:13.033783] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:13.152512] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:13.274540] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:42:13.274766] [INFO ] [CONFIGURE ] FCF: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:42:13.274819] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 548 tests [2025-10-16T23:42:13.274853] [INFO ] [CONFIGURE ] FCF: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:42:13.274883] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:42:13.392104] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:13.509504] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:13.627593] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:13.753885] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:13.887230] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:14.019944] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:14.142660] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:14.268634] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:14.401028] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:14.533721] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:14.533884] [INFO ] [CONFIGURE ] FCF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:42:14.533929] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 547 tests [2025-10-16T23:42:14.533962] [INFO ] [CONFIGURE ] FCF: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:42:14.533991] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:42:14.663636] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:14.795828] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:14.950020] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:15.096796] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:15.242164] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:15.375368] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:15.503911] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:15.632289] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:15.762237] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:15.889960] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:42:15.890122] [INFO ] [CONFIGURE ] FCF: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:42:15.890167] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 546 tests [2025-10-16T23:42:15.890200] [INFO ] [CONFIGURE ] FCF: Testing feature 28/29: add_volume_profile [2025-10-16T23:42:15.890229] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_volume_profile'] [2025-10-16T23:42:16.025049] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:16.166172] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:16.298876] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:16.432399] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:16.607700] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:16.792959] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:16.959408] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:17.084124] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:42:17.212230] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:17.329023] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:42:17.329210] [INFO ] [CONFIGURE ] FCF: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:42:17.329254] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 545 tests [2025-10-16T23:42:17.329288] [INFO ] [CONFIGURE ] FCF: Testing feature 29/29: add_vwap [2025-10-16T23:42:17.329318] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_vwap'] [2025-10-16T23:42:17.447182] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:42:17.560756] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:17.677267] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:42:17.793203] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:17.910536] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:18.043689] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:18.160924] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:18.278781] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:42:18.397837] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:42:18.516599] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:42:18.516784] [INFO ] [CONFIGURE ] FCF: DISCARDED add_vwap (score: 30.00%) [2025-10-16T23:42:18.516835] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 544 tests [2025-10-16T23:42:18.516871] [INFO ] [CONFIGURE ] FCF: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:42:18.516902] [INFO ] [CONFIGURE ] FCF: Best accuracy: 70.00% [2025-10-16T23:42:18.516930] [INFO ] [CONFIGURE ] FCF: Best feature set (0 features): [] [2025-10-16T23:42:18.516957] [INFO ] [CONFIGURE ] FCF: Improvement over baseline: 0.00% [2025-10-16T23:42:18.516983] [INFO ] [CONFIGURE ] FCF: Total time: 37.5 seconds [2025-10-16T23:42:18.517009] [INFO ] [CONFIGURE ] FCF: Average time per feature: 1.3 seconds [2025-10-16T23:42:18.517037] [INFO ] [CONFIGURE ] FCF: Average speed: 0.77 features/sec [2025-10-16T23:42:18.517812] [INFO ] [LOCAL ] Saved configuration for FCF: 0 features, 70.00% accuracy -> ./output/feature-sets/FCF.json [2025-10-16T23:42:18.517890] [INFO ] [CONFIGURE ] FCF: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-10-16T23:42:18.517951] [INFO ] [sig ] [78/96] Successfully configured FCF | 0.02 sym/s | Total: 57.5m | ETA: 13.3m [2025-10-16T23:42:18.517995] [INFO ] [sig ] [79/96] Configuring FNV... [2025-10-16T23:42:18.518049] [INFO ] [CONFIGURE ] FNV: Configurate test run. [2025-10-16T23:42:18.518081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'. [2025-10-16T23:42:18.533107] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FNV'. [2025-10-16T23:42:18.533485] [INFO ] [CONFIGURE ] FNV: Testing with 29 available features [2025-10-16T23:42:18.533540] [INFO ] [CONFIGURE ] FNV: Establishing baseline with no features... [2025-10-16T23:42:18.636728] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:18.737171] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:18.838299] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:18.939618] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:19.039755] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:19.139265] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:19.243070] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:19.347887] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:19.457516] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:19.563120] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:19.563247] [INFO ] [CONFIGURE ] FNV: Baseline score (no features): 60.00% [2025-10-16T23:42:19.563341] [INFO ] [CONFIGURE ] FNV: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:42:19.563392] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:42:19.675791] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:19.789136] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:19.901724] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:20.019781] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:20.136400] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:20.254580] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:20.371092] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:20.487167] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:20.607047] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:20.726246] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:20.726409] [INFO ] [CONFIGURE ] FNV: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:42:20.726454] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 543 tests [2025-10-16T23:42:20.726488] [INFO ] [CONFIGURE ] FNV: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:42:20.726519] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:42:20.848084] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:20.968719] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:21.092995] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:21.224423] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:21.354912] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:21.483067] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:21.613344] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:21.747780] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:21.892488] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:22.027782] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:22.027963] [INFO ] [CONFIGURE ] FNV: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:42:22.028010] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 542 tests [2025-10-16T23:42:22.028047] [INFO ] [CONFIGURE ] FNV: Testing feature 3/29: add_daily_returns [2025-10-16T23:42:22.028078] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_daily_returns'] [2025-10-16T23:42:22.143206] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:22.255716] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:22.365710] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:22.482100] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:22.598848] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:22.718845] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:22.837378] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:22.955389] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:23.076332] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:23.195594] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:23.195806] [INFO ] [CONFIGURE ] FNV: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:42:23.195857] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 541 tests [2025-10-16T23:42:23.195892] [INFO ] [CONFIGURE ] FNV: Testing feature 4/29: add_ema [2025-10-16T23:42:23.195924] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_ema'] [2025-10-16T23:42:23.324182] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:23.455348] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:23.583103] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:23.701961] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:23.830662] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:23.962990] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:24.097419] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:24.232242] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:24.359100] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:42:24.481153] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:24.481362] [INFO ] [CONFIGURE ] FNV: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:42:24.481414] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 540 tests [2025-10-16T23:42:24.481449] [INFO ] [CONFIGURE ] FNV: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:42:24.481479] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:42:24.609516] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:24.742111] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:24.873211] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:25.008205] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:25.138639] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:25.270772] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:25.406809] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:25.546998] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:25.683235] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:25.830901] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:25.831071] [INFO ] [CONFIGURE ] FNV: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:42:25.831115] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 539 tests [2025-10-16T23:42:25.831148] [INFO ] [CONFIGURE ] FNV: Testing feature 6/29: add_failed_moves [2025-10-16T23:42:25.831177] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_failed_moves'] [2025-10-16T23:42:25.936797] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:26.043069] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:26.149455] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:26.257033] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:26.364377] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:26.477299] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:26.591831] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:26.707195] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:26.822248] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:26.939031] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:26.939184] [INFO ] [CONFIGURE ] FNV: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:42:26.939226] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 538 tests [2025-10-16T23:42:26.939260] [INFO ] [CONFIGURE ] FNV: Testing feature 7/29: add_lag_shelf [2025-10-16T23:42:26.939290] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_lag_shelf'] [2025-10-16T23:42:27.042688] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:27.155894] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:27.265288] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:27.374304] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:27.484421] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:27.593155] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:27.699053] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:27.801032] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:27.904362] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:28.008150] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:28.008306] [INFO ] [CONFIGURE ] FNV: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:42:28.008352] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 537 tests [2025-10-16T23:42:28.008385] [INFO ] [CONFIGURE ] FNV: Testing feature 8/29: add_macd [2025-10-16T23:42:28.008416] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:42:28.146116] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:28.287901] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:28.426048] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:28.564067] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:28.705250] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:28.853041] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:28.996053] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:29.141479] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:29.286914] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:29.436745] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:29.436938] [INFO ] [CONFIGURE ] FNV: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:42:29.437070] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 536 tests [2025-10-16T23:42:29.437123] [INFO ] [CONFIGURE ] FNV: Testing feature 9/29: add_mfi [2025-10-16T23:42:29.437158] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_mfi'] [2025-10-16T23:42:29.553997] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:29.670939] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:29.791355] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:29.914154] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:30.046337] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:30.170865] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:30.298454] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:30.423959] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:30.550512] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:30.682267] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:30.682437] [INFO ] [CONFIGURE ] FNV: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:42:30.682483] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 535 tests [2025-10-16T23:42:30.682518] [INFO ] [CONFIGURE ] FNV: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:42:30.682548] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:42:30.810731] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:30.941139] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:31.070833] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:31.201866] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:31.342923] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:31.480480] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:31.619124] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:31.762813] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:31.909385] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:32.049212] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:32.049366] [INFO ] [CONFIGURE ] FNV: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:42:32.049410] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 534 tests [2025-10-16T23:42:32.049444] [INFO ] [CONFIGURE ] FNV: Testing feature 11/29: add_obv_daily [2025-10-16T23:42:32.049475] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_obv_daily'] [2025-10-16T23:42:32.163412] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:32.276124] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:32.386338] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:32.502564] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:32.613938] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:32.726465] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:32.848246] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:32.962041] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:33.080315] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:33.195472] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:33.195629] [INFO ] [CONFIGURE ] FNV: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:42:33.195714] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 533 tests [2025-10-16T23:42:33.195758] [INFO ] [CONFIGURE ] FNV: Testing feature 12/29: add_obv_interval [2025-10-16T23:42:33.195791] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_obv_interval'] [2025-10-16T23:42:33.306213] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:33.414829] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:33.524241] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:33.640898] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:33.752732] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:33.863454] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:33.978434] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:34.090622] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:34.206344] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:34.323094] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:34.323262] [INFO ] [CONFIGURE ] FNV: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:42:34.323306] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 532 tests [2025-10-16T23:42:34.323340] [INFO ] [CONFIGURE ] FNV: Testing feature 13/29: add_opening_strength [2025-10-16T23:42:34.323372] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:42:34.446150] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:34.567164] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:34.687333] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:34.811461] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:34.927824] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:35.044125] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:35.167766] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:35.291317] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:35.419616] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:35.545329] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:35.545483] [INFO ] [CONFIGURE ] FNV: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:42:35.545527] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 531 tests [2025-10-16T23:42:35.545559] [INFO ] [CONFIGURE ] FNV: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:42:35.545589] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:42:35.663039] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:35.780816] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:35.899243] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:36.025985] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:36.150395] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:36.312306] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:36.436449] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:36.561445] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:36.692368] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:36.819877] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:36.820038] [INFO ] [CONFIGURE ] FNV: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:42:36.820082] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 530 tests [2025-10-16T23:42:36.820114] [INFO ] [CONFIGURE ] FNV: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:42:36.820143] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:42:36.925535] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:37.033026] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:37.140438] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:37.251744] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:37.357245] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:37.463995] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:37.571151] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:37.684695] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:37.797833] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:37.906755] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:37.906916] [INFO ] [CONFIGURE ] FNV: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:42:37.906958] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 529 tests [2025-10-16T23:42:37.906992] [INFO ] [CONFIGURE ] FNV: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:42:37.907022] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:42:38.021407] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:38.136461] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:38.255338] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:38.370415] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:38.492447] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:38.609906] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:38.729352] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:38.847877] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:38.966498] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:39.087398] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:42:39.087593] [INFO ] [CONFIGURE ] FNV: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:42:39.087676] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 528 tests [2025-10-16T23:42:39.087784] [INFO ] [CONFIGURE ] FNV: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:42:39.087824] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:42:39.206924] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:39.361346] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:39.479960] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:39.598758] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:39.738583] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:39.884789] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:40.027189] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:40.170790] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:40.322432] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:40.472071] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:40.472270] [INFO ] [CONFIGURE ] FNV: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:42:40.472335] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 527 tests [2025-10-16T23:42:40.472373] [INFO ] [CONFIGURE ] FNV: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:42:40.472405] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_pbf_volatility_5d'] [2025-10-16T23:42:40.604467] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:40.718052] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:40.834611] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:40.953066] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:41.071625] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:41.186079] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:41.307040] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:41.421870] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:41.537419] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:41.655792] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:41.655946] [INFO ] [CONFIGURE ] FNV: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:42:41.655989] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 526 tests [2025-10-16T23:42:41.656022] [INFO ] [CONFIGURE ] FNV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:42:41.656052] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_pbf_vs_sma_5'] [2025-10-16T23:42:41.772979] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:41.892001] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:42.010450] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:42.131288] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:42.245930] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:42.403910] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:42.521954] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:42.638093] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:42.758296] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:42.876532] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:42.876710] [INFO ] [CONFIGURE ] FNV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:42:42.876768] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 525 tests [2025-10-16T23:42:42.876809] [INFO ] [CONFIGURE ] FNV: Testing feature 20/29: add_price_rejection [2025-10-16T23:42:42.876840] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_price_rejection'] [2025-10-16T23:42:42.997859] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:43.118407] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:43.239564] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:43.361378] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:43.484325] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:43.612123] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:43.735876] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:43.864543] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:43.990717] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:44.116637] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:44.116825] [INFO ] [CONFIGURE ] FNV: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:42:44.116870] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 524 tests [2025-10-16T23:42:44.116903] [INFO ] [CONFIGURE ] FNV: Testing feature 21/29: add_range_position [2025-10-16T23:42:44.116932] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_range_position'] [2025-10-16T23:42:44.252954] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:44.383133] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:44.510153] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:44.634073] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:44.769121] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:44.939536] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:45.092027] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:45.234895] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:45.380902] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:45.521290] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:45.521453] [INFO ] [CONFIGURE ] FNV: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:42:45.521554] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 523 tests [2025-10-16T23:42:45.521596] [INFO ] [CONFIGURE ] FNV: Testing feature 22/29: add_realized_volatility [2025-10-16T23:42:45.521674] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_realized_volatility'] [2025-10-16T23:42:45.671202] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:45.822257] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:45.982291] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:46.133941] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:46.296283] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:46.457026] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:46.606737] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:46.755388] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:46.910000] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:47.066984] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:47.067162] [INFO ] [CONFIGURE ] FNV: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:42:47.067206] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 522 tests [2025-10-16T23:42:47.067241] [INFO ] [CONFIGURE ] FNV: Testing feature 23/29: add_recent_range_context [2025-10-16T23:42:47.067271] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_recent_range_context'] [2025-10-16T23:42:47.194921] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:47.317421] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:47.440063] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:47.563906] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:47.690839] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:47.814580] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:47.937087] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:48.061205] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:42:48.188192] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:48.317320] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:48.317928] [INFO ] [CONFIGURE ] FNV: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:42:48.317992] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 521 tests [2025-10-16T23:42:48.318031] [INFO ] [CONFIGURE ] FNV: Testing feature 24/29: add_rsi [2025-10-16T23:42:48.318064] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:42:48.502265] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:48.644954] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:48.784959] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:48.924984] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:49.065514] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:49.210438] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:49.352326] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:49.518672] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:49.693958] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:49.846845] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:49.847015] [INFO ] [CONFIGURE ] FNV: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:42:49.847061] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 520 tests [2025-10-16T23:42:49.847096] [INFO ] [CONFIGURE ] FNV: Testing feature 25/29: add_tick_distribution [2025-10-16T23:42:49.847126] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_tick_distribution'] [2025-10-16T23:42:49.974848] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:50.107024] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:50.240352] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:50.372623] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:50.520715] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:50.667740] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:50.828535] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:50.969467] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:51.099886] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:51.239607] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:51.239801] [INFO ] [CONFIGURE ] FNV: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:42:51.239855] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 519 tests [2025-10-16T23:42:51.239911] [INFO ] [CONFIGURE ] FNV: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:42:51.239987] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_volume_momentum_confirmation'] [2025-10-16T23:42:51.378712] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:51.555851] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:51.711031] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:51.839057] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:51.965265] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:52.089089] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:52.213901] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:52.340988] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:52.478090] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:52.616076] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:52.616302] [INFO ] [CONFIGURE ] FNV: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:42:52.616352] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 518 tests [2025-10-16T23:42:52.616429] [INFO ] [CONFIGURE ] FNV: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:42:52.616486] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_volume_price_divergence'] [2025-10-16T23:42:52.752809] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:52.892810] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:53.032334] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:53.172086] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:53.315797] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:53.458891] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:53.591811] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:53.729189] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:53.864260] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:54.004947] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:54.005802] [INFO ] [CONFIGURE ] FNV: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:42:54.005866] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 517 tests [2025-10-16T23:42:54.005906] [INFO ] [CONFIGURE ] FNV: Testing feature 28/29: add_volume_profile [2025-10-16T23:42:54.005938] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_volume_profile'] [2025-10-16T23:42:54.126583] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:54.245976] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:54.365947] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:54.494735] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:42:54.622516] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:54.753036] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:54.883817] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:55.022235] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:55.154732] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:55.291639] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:55.291938] [INFO ] [CONFIGURE ] FNV: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:42:55.291993] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 516 tests [2025-10-16T23:42:55.292030] [INFO ] [CONFIGURE ] FNV: Testing feature 29/29: add_vwap [2025-10-16T23:42:55.292065] [INFO ] [CONFIGURE ] FNV: Testing with features: ['add_vwap'] [2025-10-16T23:42:55.423534] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:42:55.567135] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:42:55.704324] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:55.838740] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:42:55.980354] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:42:56.116249] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:56.253478] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:42:56.392455] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:42:56.543370] [DEBUG] [FORECASTER] FNV: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:42:56.683268] [DEBUG] [FORECASTER] FNV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:42:56.683532] [INFO ] [CONFIGURE ] FNV: DISCARDED add_vwap (score: 40.00%) [2025-10-16T23:42:56.683700] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 515 tests [2025-10-16T23:42:56.683756] [INFO ] [CONFIGURE ] FNV: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:42:56.683790] [INFO ] [CONFIGURE ] FNV: Best accuracy: 60.00% [2025-10-16T23:42:56.683821] [INFO ] [CONFIGURE ] FNV: Best feature set (0 features): [] [2025-10-16T23:42:56.683848] [INFO ] [CONFIGURE ] FNV: Improvement over baseline: 0.00% [2025-10-16T23:42:56.683874] [INFO ] [CONFIGURE ] FNV: Total time: 37.1 seconds [2025-10-16T23:42:56.683901] [INFO ] [CONFIGURE ] FNV: Average time per feature: 1.3 seconds [2025-10-16T23:42:56.683928] [INFO ] [CONFIGURE ] FNV: Average speed: 0.78 features/sec [2025-10-16T23:42:56.685183] [INFO ] [LOCAL ] Saved configuration for FNV: 0 features, 60.00% accuracy -> ./output/feature-sets/FNV.json [2025-10-16T23:42:56.685252] [INFO ] [CONFIGURE ] FNV: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-10-16T23:42:56.685315] [INFO ] [sig ] [79/96] Successfully configured FNV | 0.02 sym/s | Total: 58.1m | ETA: 12.5m [2025-10-16T23:42:56.685379] [INFO ] [sig ] [80/96] Configuring GFR... [2025-10-16T23:42:56.685437] [INFO ] [CONFIGURE ] GFR: Configurate test run. [2025-10-16T23:42:56.685473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'. [2025-10-16T23:42:56.705013] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFR'. [2025-10-16T23:42:56.705864] [INFO ] [CONFIGURE ] GFR: Testing with 29 available features [2025-10-16T23:42:56.705939] [INFO ] [CONFIGURE ] GFR: Establishing baseline with no features... [2025-10-16T23:42:56.844817] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:42:56.963740] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:57.091763] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:42:57.217084] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:42:57.340506] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:57.460988] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:42:57.630700] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:57.759611] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:42:57.885266] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:42:58.009334] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:42:58.009527] [INFO ] [CONFIGURE ] GFR: Baseline score (no features): 40.00% [2025-10-16T23:42:58.009585] [INFO ] [CONFIGURE ] GFR: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:42:58.009620] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:42:58.146576] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:42:58.271204] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:58.392469] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:42:58.517062] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:42:58.647755] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:42:58.777615] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:42:58.911877] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:42:59.056065] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:42:59.194725] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:42:59.331125] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:42:59.331388] [INFO ] [CONFIGURE ] GFR: DISCARDED add_bollinger_bands (score: 40.00%) [2025-10-16T23:42:59.331435] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 514 tests [2025-10-16T23:42:59.331470] [INFO ] [CONFIGURE ] GFR: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:42:59.331501] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:42:59.462722] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:42:59.594460] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:42:59.729221] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:42:59.858552] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:43:00.010606] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:00.152141] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:00.292787] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:00.429144] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:00.574619] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:00.713386] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:00.713557] [INFO ] [CONFIGURE ] GFR: KEPT add_cumulative_delta (score: 50.00%) [2025-10-16T23:43:00.713600] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 513 tests [2025-10-16T23:43:00.713634] [INFO ] [CONFIGURE ] GFR: Testing feature 3/29: add_daily_returns [2025-10-16T23:43:00.713706] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:43:00.851227] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:00.989251] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:01.129453] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:01.268857] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:01.413196] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:01.558141] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:01.699953] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:01.839190] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:01.977120] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:02.121925] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:02.122111] [INFO ] [CONFIGURE ] GFR: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:43:02.122175] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 512 tests [2025-10-16T23:43:02.122212] [INFO ] [CONFIGURE ] GFR: Testing feature 4/29: add_ema [2025-10-16T23:43:02.122242] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:43:02.269287] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:43:02.416689] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:02.566110] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:02.719566] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:02.870993] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:03.021813] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:03.175091] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:03.326317] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:03.476792] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:03.635414] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:03.635582] [INFO ] [CONFIGURE ] GFR: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:43:03.635627] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 511 tests [2025-10-16T23:43:03.635700] [INFO ] [CONFIGURE ] GFR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:43:03.635744] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:43:03.792546] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:03.946413] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:04.104243] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:04.261016] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:04.418155] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:04.573944] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:04.729263] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:04.887448] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:05.053596] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:05.221115] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:05.221281] [INFO ] [CONFIGURE ] GFR: KEPT add_exhaustion_signals (score: 60.00%) [2025-10-16T23:43:05.221328] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 510 tests [2025-10-16T23:43:05.221362] [INFO ] [CONFIGURE ] GFR: Testing feature 6/29: add_failed_moves [2025-10-16T23:43:05.221392] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:43:05.385605] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:05.563151] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:05.763069] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:05.943796] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:06.125521] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:06.303339] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:06.501247] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:06.688590] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:06.870318] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:07.058058] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:07.058334] [INFO ] [CONFIGURE ] GFR: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:43:07.058392] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 509 tests [2025-10-16T23:43:07.058499] [INFO ] [CONFIGURE ] GFR: Testing feature 7/29: add_lag_shelf [2025-10-16T23:43:07.058556] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:43:07.236362] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:07.411412] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:07.593465] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:07.783189] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:07.964527] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:08.139864] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:08.322252] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:08.520314] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:08.743015] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:08.991351] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:08.991586] [INFO ] [CONFIGURE ] GFR: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:43:08.991679] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 508 tests [2025-10-16T23:43:08.991755] [INFO ] [CONFIGURE ] GFR: Testing feature 8/29: add_macd [2025-10-16T23:43:08.991811] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:43:09.256922] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:09.502216] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:09.719720] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:09.907594] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:10.092866] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:10.278120] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:10.466818] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:10.686857] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:10.902675] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:11.106110] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:11.106401] [INFO ] [CONFIGURE ] GFR: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:43:11.106468] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 507 tests [2025-10-16T23:43:11.106510] [INFO ] [CONFIGURE ] GFR: Testing feature 9/29: add_mfi [2025-10-16T23:43:11.106546] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:43:11.305539] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:11.485463] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:11.663755] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:11.843026] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:12.020847] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:12.201516] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:12.385047] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:12.566606] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:12.733404] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:12.917082] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:12.917299] [INFO ] [CONFIGURE ] GFR: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:43:12.917364] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 506 tests [2025-10-16T23:43:12.917416] [INFO ] [CONFIGURE ] GFR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:43:12.917476] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:43:13.105805] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:13.297857] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:13.496952] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:13.685719] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:13.871526] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:14.061857] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:43:14.248098] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:14.435266] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:14.623443] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:14.814840] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:14.814998] [INFO ] [CONFIGURE ] GFR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:43:14.815041] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 505 tests [2025-10-16T23:43:14.815075] [INFO ] [CONFIGURE ] GFR: Testing feature 11/29: add_obv_daily [2025-10-16T23:43:14.815106] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:43:14.977070] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:43:15.140356] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:15.311666] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:15.478202] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:15.645166] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:15.845920] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:16.010672] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:16.176825] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:16.343394] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:16.539139] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:16.539427] [INFO ] [CONFIGURE ] GFR: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:43:16.539491] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 504 tests [2025-10-16T23:43:16.539533] [INFO ] [CONFIGURE ] GFR: Testing feature 12/29: add_obv_interval [2025-10-16T23:43:16.539707] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:43:16.722237] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:16.918589] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:17.100984] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:17.276186] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:17.443793] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:17.609780] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:17.781047] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:17.945622] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:18.109088] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:18.272472] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:18.272745] [INFO ] [CONFIGURE ] GFR: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:43:18.272808] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 503 tests [2025-10-16T23:43:18.272846] [INFO ] [CONFIGURE ] GFR: Testing feature 13/29: add_opening_strength [2025-10-16T23:43:18.272877] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:43:18.440751] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:18.609868] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:18.780838] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:18.953052] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:19.126182] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:19.299563] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:19.472781] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:19.649061] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:19.827293] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:20.001609] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:20.001796] [INFO ] [CONFIGURE ] GFR: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T23:43:20.001845] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 502 tests [2025-10-16T23:43:20.001880] [INFO ] [CONFIGURE ] GFR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:43:20.001910] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:43:20.171498] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:20.341244] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:20.511214] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:20.687857] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:20.864052] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:21.041998] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:21.226923] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:21.407399] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:21.590298] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:21.777913] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:21.778107] [INFO ] [CONFIGURE ] GFR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:43:21.778208] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 501 tests [2025-10-16T23:43:21.778272] [INFO ] [CONFIGURE ] GFR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:43:21.778314] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:43:21.943244] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:22.099801] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:22.256126] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:22.418474] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:22.585797] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:22.742496] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:22.903726] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:23.062380] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:23.213837] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:23.376992] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:23.377191] [INFO ] [CONFIGURE ] GFR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:43:23.377256] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 500 tests [2025-10-16T23:43:23.377294] [INFO ] [CONFIGURE ] GFR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:43:23.377327] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:43:23.575174] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:23.753395] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:23.912858] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:24.071635] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:43:24.243571] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:24.407717] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:24.571520] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:24.742869] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:24.946561] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:25.119550] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:25.119756] [INFO ] [CONFIGURE ] GFR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:43:25.119815] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 499 tests [2025-10-16T23:43:25.119852] [INFO ] [CONFIGURE ] GFR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:43:25.119884] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:43:25.294756] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:25.467180] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:25.646593] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:25.814917] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:25.984847] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:26.160584] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:43:26.334211] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:26.514272] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:26.693512] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:26.873623] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:26.873814] [INFO ] [CONFIGURE ] GFR: KEPT add_pbf_return_2d (score: 70.00%) [2025-10-16T23:43:26.873862] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 498 tests [2025-10-16T23:43:26.873898] [INFO ] [CONFIGURE ] GFR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:43:26.873929] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-10-16T23:43:27.043469] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:27.226949] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:27.435664] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:27.625848] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:27.799583] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:28.013814] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:28.211476] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:28.419742] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:28.634134] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:28.848977] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:28.849175] [INFO ] [CONFIGURE ] GFR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:43:28.849222] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 497 tests [2025-10-16T23:43:28.849266] [INFO ] [CONFIGURE ] GFR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:43:28.849328] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-10-16T23:43:29.054538] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:29.268540] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:29.450511] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:29.627040] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:29.804598] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:29.982157] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:43:30.163607] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:30.347219] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:30.527374] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:30.716108] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:30.716277] [INFO ] [CONFIGURE ] GFR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:43:30.716396] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 496 tests [2025-10-16T23:43:30.716451] [INFO ] [CONFIGURE ] GFR: Testing feature 20/29: add_price_rejection [2025-10-16T23:43:30.716488] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection'] [2025-10-16T23:43:30.917393] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:31.105756] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:31.318843] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:31.531571] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:31.746392] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:31.941731] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:32.126859] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:32.315338] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:32.504808] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:32.702592] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:32.702801] [INFO ] [CONFIGURE ] GFR: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:43:32.702854] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 495 tests [2025-10-16T23:43:32.702891] [INFO ] [CONFIGURE ] GFR: Testing feature 21/29: add_range_position [2025-10-16T23:43:32.702924] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position'] [2025-10-16T23:43:32.903551] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:33.106477] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:33.303639] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:33.499946] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:43:33.703720] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:33.920447] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:34.119854] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:34.319536] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:34.524962] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:34.755481] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:34.755694] [INFO ] [CONFIGURE ] GFR: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:43:34.755759] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 494 tests [2025-10-16T23:43:34.755800] [INFO ] [CONFIGURE ] GFR: Testing feature 22/29: add_realized_volatility [2025-10-16T23:43:34.755834] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-10-16T23:43:34.966348] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:35.178931] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:35.386541] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:35.593513] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:35.811249] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:36.022864] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:36.248624] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:36.479473] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:36.711198] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:36.945530] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:36.945747] [INFO ] [CONFIGURE ] GFR: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T23:43:36.945806] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 493 tests [2025-10-16T23:43:36.945846] [INFO ] [CONFIGURE ] GFR: Testing feature 23/29: add_recent_range_context [2025-10-16T23:43:36.945880] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-10-16T23:43:37.132548] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:37.313375] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:37.498783] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:37.688457] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:37.877109] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:38.076786] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:43:38.266036] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:38.458834] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:38.660783] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:38.859446] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:38.859613] [INFO ] [CONFIGURE ] GFR: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:43:38.859710] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 492 tests [2025-10-16T23:43:38.859769] [INFO ] [CONFIGURE ] GFR: Testing feature 24/29: add_rsi [2025-10-16T23:43:38.859805] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-10-16T23:43:39.090263] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:39.292113] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:39.499673] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:39.707296] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:39.910999] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:40.149402] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:40.358888] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:40.577570] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:40.782404] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:40.997872] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:40.998097] [INFO ] [CONFIGURE ] GFR: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:43:40.998157] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 491 tests [2025-10-16T23:43:40.998246] [INFO ] [CONFIGURE ] GFR: Testing feature 25/29: add_tick_distribution [2025-10-16T23:43:40.998284] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-10-16T23:43:41.198274] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:41.381353] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:41.568905] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:41.756536] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:41.944225] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:42.129772] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:43:42.329731] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:42.517989] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:42.707131] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:42.897783] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:42.897970] [INFO ] [CONFIGURE ] GFR: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:43:42.898018] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 490 tests [2025-10-16T23:43:42.898054] [INFO ] [CONFIGURE ] GFR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:43:42.898085] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-10-16T23:43:43.078132] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:43.257670] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:43.444928] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:43.626971] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:43:43.810605] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:43.999888] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:44.186617] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:44.386465] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:44.588371] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:44.776280] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:44.776449] [INFO ] [CONFIGURE ] GFR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:43:44.776527] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 489 tests [2025-10-16T23:43:44.776567] [INFO ] [CONFIGURE ] GFR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:43:44.776599] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-10-16T23:43:44.970552] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:45.175867] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:45.375522] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:45.568379] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:45.786020] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:43:45.992157] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:46.230430] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:46.449384] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:46.663465] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:46.878602] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:46.878949] [INFO ] [CONFIGURE ] GFR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:43:46.879044] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 488 tests [2025-10-16T23:43:46.879091] [INFO ] [CONFIGURE ] GFR: Testing feature 28/29: add_volume_profile [2025-10-16T23:43:46.879129] [INFO ] [CONFIGURE ] GFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile'] [2025-10-16T23:43:47.077449] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:43:47.276603] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:43:47.475956] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:43:47.696901] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:43:47.900067] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:48.096296] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:43:48.295609] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:48.491117] [DEBUG] [FORECASTER] GFR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:48.677429] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:48.885477] [DEBUG] [FORECASTER] GFR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:48.885774] [INFO ] [CONFIGURE ] GFR: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T23:43:48.885872] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 487 tests [2025-10-16T23:43:48.885917] [INFO ] [CONFIGURE ] GFR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:43:48.885951] [INFO ] [CONFIGURE ] GFR: Best accuracy: 70.00% [2025-10-16T23:43:48.885987] [INFO ] [CONFIGURE ] GFR: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:43:48.886113] [INFO ] [CONFIGURE ] GFR: Improvement over baseline: 30.00% [2025-10-16T23:43:48.886152] [INFO ] [CONFIGURE ] GFR: Total time: 50.9 seconds [2025-10-16T23:43:48.886182] [INFO ] [CONFIGURE ] GFR: Average time per feature: 1.8 seconds [2025-10-16T23:43:48.886213] [INFO ] [CONFIGURE ] GFR: Average speed: 0.57 features/sec [2025-10-16T23:43:48.887425] [INFO ] [LOCAL ] Saved configuration for GFR: 4 features, 70.00% accuracy -> ./output/feature-sets/GFR.json [2025-10-16T23:43:48.887518] [INFO ] [CONFIGURE ] GFR: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-10-16T23:43:48.887616] [INFO ] [sig ] [80/96] Successfully configured GFR | 0.02 sym/s | Total: 59.0m | ETA: 11.8m [2025-10-16T23:43:48.887725] [INFO ] [sig ] [81/96] Configuring IMAX... [2025-10-16T23:43:48.887784] [INFO ] [CONFIGURE ] IMAX: Configurate test run. [2025-10-16T23:43:48.887821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-10-16T23:43:48.909279] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IMAX'. [2025-10-16T23:43:48.910034] [INFO ] [CONFIGURE ] IMAX: Testing with 29 available features [2025-10-16T23:43:48.910100] [INFO ] [CONFIGURE ] IMAX: Establishing baseline with no features... [2025-10-16T23:43:49.027569] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:43:49.150116] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:49.266636] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:49.389112] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:49.507805] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:49.620618] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:49.734169] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:49.850015] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:49.969667] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:50.084873] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:50.085023] [INFO ] [CONFIGURE ] IMAX: Baseline score (no features): 60.00% [2025-10-16T23:43:50.085066] [INFO ] [CONFIGURE ] IMAX: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:43:50.085099] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:43:50.209813] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:43:50.334495] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:50.471169] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:50.606756] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:50.734244] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:50.863569] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:50.993616] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:51.124127] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:51.254925] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:51.385566] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:51.385770] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:43:51.385822] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 486 tests [2025-10-16T23:43:51.385857] [INFO ] [CONFIGURE ] IMAX: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:43:51.385888] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:43:51.519730] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:43:51.651022] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:51.786026] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:51.918737] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:52.051902] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:52.186023] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:52.346057] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:52.486470] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:52.627525] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:52.768297] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:52.768463] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:43:52.768506] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 485 tests [2025-10-16T23:43:52.768539] [INFO ] [CONFIGURE ] IMAX: Testing feature 3/29: add_daily_returns [2025-10-16T23:43:52.768568] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_daily_returns'] [2025-10-16T23:43:52.892876] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:43:53.014753] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:53.132962] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:53.255760] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:53.376994] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:53.501310] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:53.632827] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:53.756858] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:53.881230] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:54.005824] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:54.006000] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:43:54.006045] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 484 tests [2025-10-16T23:43:54.006082] [INFO ] [CONFIGURE ] IMAX: Testing feature 4/29: add_ema [2025-10-16T23:43:54.006120] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_ema'] [2025-10-16T23:43:54.144189] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:43:54.289352] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:54.428814] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:54.560982] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:54.691971] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:54.821855] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:54.953349] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:55.087372] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:55.220378] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:43:55.355240] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:55.355425] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:43:55.355471] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 483 tests [2025-10-16T23:43:55.355565] [INFO ] [CONFIGURE ] IMAX: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:43:55.355617] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:43:55.501239] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:43:55.639674] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:55.779594] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:55.913956] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:56.050970] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:56.191313] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:56.335027] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:56.480147] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:56.623228] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:56.765913] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:43:56.766141] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:43:56.766193] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 482 tests [2025-10-16T23:43:56.766228] [INFO ] [CONFIGURE ] IMAX: Testing feature 6/29: add_failed_moves [2025-10-16T23:43:56.766259] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_failed_moves'] [2025-10-16T23:43:56.886139] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:43:57.008557] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:57.143612] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:57.271155] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:57.402122] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:57.543152] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:57.676548] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:57.810407] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:57.949131] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:58.081854] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:58.082134] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:43:58.082188] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 481 tests [2025-10-16T23:43:58.082225] [INFO ] [CONFIGURE ] IMAX: Testing feature 7/29: add_lag_shelf [2025-10-16T23:43:58.082255] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_lag_shelf'] [2025-10-16T23:43:58.202185] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:43:58.323808] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:58.445117] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:58.575811] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:43:58.697380] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:43:58.821166] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:43:58.945494] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:43:59.064589] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:43:59.185258] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:43:59.304890] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:43:59.305110] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:43:59.305156] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 480 tests [2025-10-16T23:43:59.305190] [INFO ] [CONFIGURE ] IMAX: Testing feature 8/29: add_macd [2025-10-16T23:43:59.305224] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:43:59.464087] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:43:59.623905] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:43:59.789018] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:43:59.960835] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:00.135606] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:00.302157] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:00.467261] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:00.636994] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:00.804603] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:00.970602] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:00.970847] [INFO ] [CONFIGURE ] IMAX: KEPT add_macd (score: 70.00%) [2025-10-16T23:44:00.970902] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 479 tests [2025-10-16T23:44:00.970940] [INFO ] [CONFIGURE ] IMAX: Testing feature 9/29: add_mfi [2025-10-16T23:44:00.970972] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:44:01.141887] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:01.315123] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:01.486256] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:01.662184] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:01.839195] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:02.012916] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:02.185610] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:02.361799] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:02.544126] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:02.734307] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:02.734561] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:44:02.734609] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 478 tests [2025-10-16T23:44:02.734673] [INFO ] [CONFIGURE ] IMAX: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:44:02.734732] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:44:02.920634] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:03.114458] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:03.300146] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:03.491756] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:03.677522] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:03.872140] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:04.068891] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:04.259996] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:04.464853] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:04.667937] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:04.668210] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:44:04.668279] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 477 tests [2025-10-16T23:44:04.668319] [INFO ] [CONFIGURE ] IMAX: Testing feature 11/29: add_obv_daily [2025-10-16T23:44:04.668353] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:44:04.838049] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:05.012022] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:05.190233] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:05.374622] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:05.545376] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:05.718417] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:05.889756] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:06.063904] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:06.244947] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:06.428094] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:06.428464] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:44:06.428546] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 476 tests [2025-10-16T23:44:06.428617] [INFO ] [CONFIGURE ] IMAX: Testing feature 12/29: add_obv_interval [2025-10-16T23:44:06.428713] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:44:06.632896] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:06.823919] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:07.000788] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:07.176999] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:07.351686] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:07.522026] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:07.720271] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:07.896220] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:08.074854] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:08.256837] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:08.257067] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:44:08.257148] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 475 tests [2025-10-16T23:44:08.257192] [INFO ] [CONFIGURE ] IMAX: Testing feature 13/29: add_opening_strength [2025-10-16T23:44:08.257228] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:44:08.439767] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:08.658410] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:44:08.838250] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:09.018740] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:09.221190] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:09.401813] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:09.592746] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:09.783932] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:09.953486] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:10.125154] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:10.125397] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:44:10.125565] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 474 tests [2025-10-16T23:44:10.125610] [INFO ] [CONFIGURE ] IMAX: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:44:10.125690] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:44:10.297020] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:10.460913] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:10.674298] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:10.843195] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:11.016887] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:11.197075] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:11.370898] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:11.543126] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:11.721584] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:11.895478] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:11.895638] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:44:11.895721] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 473 tests [2025-10-16T23:44:11.895758] [INFO ] [CONFIGURE ] IMAX: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:44:11.895789] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:44:12.051943] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:12.213916] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:12.371584] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:12.530509] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:12.694306] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:12.851991] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:13.026328] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:13.192152] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:13.353446] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:13.514069] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:13.514223] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:44:13.514266] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 472 tests [2025-10-16T23:44:13.514299] [INFO ] [CONFIGURE ] IMAX: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:44:13.514329] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-10-16T23:44:13.715091] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:13.872013] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:14.031987] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:14.196223] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:14.360518] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:14.522784] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:14.687715] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:14.847342] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:15.006253] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:15.172231] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:15.172402] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:44:15.172446] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 471 tests [2025-10-16T23:44:15.172479] [INFO ] [CONFIGURE ] IMAX: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:44:15.172511] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T23:44:15.335300] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:15.501260] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:15.676296] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:15.842629] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:16.010108] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:16.180833] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:16.343198] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:16.521421] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:16.752223] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:16.983337] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:16.983576] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:44:16.983741] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 470 tests [2025-10-16T23:44:16.983816] [INFO ] [CONFIGURE ] IMAX: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:44:16.983873] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-10-16T23:44:17.199280] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:17.414452] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:17.571029] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:17.717203] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:17.859873] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:18.004350] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:18.147571] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:18.294212] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:18.440832] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:18.588880] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:18.589036] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:44:18.589080] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 469 tests [2025-10-16T23:44:18.589113] [INFO ] [CONFIGURE ] IMAX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:44:18.589144] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-10-16T23:44:18.737463] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:18.878120] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:19.017814] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:19.156186] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:19.298262] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:19.443139] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:19.585554] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:19.729579] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:19.875068] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:20.019416] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:20.019568] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:44:20.019611] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 468 tests [2025-10-16T23:44:20.019664] [INFO ] [CONFIGURE ] IMAX: Testing feature 20/29: add_price_rejection [2025-10-16T23:44:20.019720] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-10-16T23:44:20.171630] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:20.322966] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:20.474837] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:20.630544] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:20.784677] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:20.939032] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:21.098093] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:44:21.252817] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:21.410618] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:21.568849] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:21.569029] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:44:21.569097] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 467 tests [2025-10-16T23:44:21.569158] [INFO ] [CONFIGURE ] IMAX: Testing feature 21/29: add_range_position [2025-10-16T23:44:21.569192] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-10-16T23:44:21.724376] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:21.884737] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:22.043035] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:22.204091] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:22.361940] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:22.522548] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:22.682854] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:22.863716] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:23.029140] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:23.188186] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:23.188345] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:44:23.188388] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 466 tests [2025-10-16T23:44:23.188423] [INFO ] [CONFIGURE ] IMAX: Testing feature 22/29: add_realized_volatility [2025-10-16T23:44:23.188453] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-10-16T23:44:23.361352] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:23.537318] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:23.715282] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:23.895430] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:24.077681] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:24.269914] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:24.456232] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:24.641319] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:24.826740] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:25.014949] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:25.015136] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:44:25.015181] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 465 tests [2025-10-16T23:44:25.015216] [INFO ] [CONFIGURE ] IMAX: Testing feature 23/29: add_recent_range_context [2025-10-16T23:44:25.015303] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-10-16T23:44:25.180599] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:25.336637] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:25.494865] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:25.649817] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:25.804472] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:25.958320] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:26.119816] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:26.284202] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:26.449326] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:26.611590] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:26.611792] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_recent_range_context (score: 50.00%) [2025-10-16T23:44:26.611844] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 464 tests [2025-10-16T23:44:26.611879] [INFO ] [CONFIGURE ] IMAX: Testing feature 24/29: add_rsi [2025-10-16T23:44:26.611910] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-10-16T23:44:26.788889] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:26.976212] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:27.162883] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:27.338396] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:27.513695] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:27.694323] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:27.872631] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:28.050083] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:28.228195] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:28.406351] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:28.406524] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:44:28.406570] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 463 tests [2025-10-16T23:44:28.406608] [INFO ] [CONFIGURE ] IMAX: Testing feature 25/29: add_tick_distribution [2025-10-16T23:44:28.406639] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-10-16T23:44:28.557842] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:28.709355] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:28.873987] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:29.028101] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:29.181871] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:29.335873] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:29.491797] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:29.647250] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:29.803555] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:29.955191] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:29.955343] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:44:29.955388] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 462 tests [2025-10-16T23:44:29.955423] [INFO ] [CONFIGURE ] IMAX: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:44:29.955455] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-10-16T23:44:30.108110] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:30.262216] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:30.414166] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:30.569349] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:30.726302] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:30.901963] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:31.061356] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:31.215226] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:31.384346] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:31.545705] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:31.545895] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:44:31.545938] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 461 tests [2025-10-16T23:44:31.545972] [INFO ] [CONFIGURE ] IMAX: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:44:31.546002] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-10-16T23:44:31.714851] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:31.905060] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:32.081129] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:32.268957] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:44:32.436919] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:32.603393] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:32.774291] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:32.943813] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:33.123731] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:44:33.302765] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:33.303572] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:44:33.303634] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 460 tests [2025-10-16T23:44:33.303708] [INFO ] [CONFIGURE ] IMAX: Testing feature 28/29: add_volume_profile [2025-10-16T23:44:33.303749] [INFO ] [CONFIGURE ] IMAX: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-10-16T23:44:33.456978] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:33.612845] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:33.772519] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:33.927782] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:44:34.085276] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:34.251920] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:44:34.411786] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:34.574147] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:44:34.740565] [DEBUG] [FORECASTER] IMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:44:34.899391] [DEBUG] [FORECASTER] IMAX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:34.899571] [INFO ] [CONFIGURE ] IMAX: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:44:34.899616] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 459 tests [2025-10-16T23:44:34.899683] [INFO ] [CONFIGURE ] IMAX: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:44:34.899733] [INFO ] [CONFIGURE ] IMAX: Best accuracy: 70.00% [2025-10-16T23:44:34.899767] [INFO ] [CONFIGURE ] IMAX: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-10-16T23:44:34.899795] [INFO ] [CONFIGURE ] IMAX: Improvement over baseline: 10.00% [2025-10-16T23:44:34.899822] [INFO ] [CONFIGURE ] IMAX: Total time: 44.8 seconds [2025-10-16T23:44:34.899848] [INFO ] [CONFIGURE ] IMAX: Average time per feature: 1.6 seconds [2025-10-16T23:44:34.899876] [INFO ] [CONFIGURE ] IMAX: Average speed: 0.65 features/sec [2025-10-16T23:44:34.900682] [INFO ] [LOCAL ] Saved configuration for IMAX: 2 features, 70.00% accuracy -> ./output/feature-sets/IMAX.json [2025-10-16T23:44:34.900748] [INFO ] [CONFIGURE ] IMAX: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T23:44:34.900829] [INFO ] [sig ] [81/96] Successfully configured IMAX | 0.02 sym/s | Total: 59.8m | ETA: 11.1m [2025-10-16T23:44:34.900894] [INFO ] [sig ] [82/96] Configuring IVR... [2025-10-16T23:44:34.900948] [INFO ] [CONFIGURE ] IVR: Configurate test run. [2025-10-16T23:44:34.900981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'. [2025-10-16T23:44:34.915984] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVR'. [2025-10-16T23:44:34.916537] [INFO ] [CONFIGURE ] IVR: Testing with 29 available features [2025-10-16T23:44:34.916596] [INFO ] [CONFIGURE ] IVR: Establishing baseline with no features... [2025-10-16T23:44:35.035584] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:35.154832] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:35.275416] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:35.401171] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:35.521022] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:35.648963] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:35.773546] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:35.898003] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:36.017633] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:36.145047] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:36.145353] [INFO ] [CONFIGURE ] IVR: Baseline score (no features): 60.00% [2025-10-16T23:44:36.145475] [INFO ] [CONFIGURE ] IVR: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:44:36.145516] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:44:36.293310] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:36.430209] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:44:36.569248] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:36.711319] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:36.867387] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:37.004415] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:37.141820] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:37.270527] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:37.403225] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:44:37.529835] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:37.530003] [INFO ] [CONFIGURE ] IVR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:44:37.530047] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 458 tests [2025-10-16T23:44:37.530081] [INFO ] [CONFIGURE ] IVR: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:44:37.530109] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:44:37.655239] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:37.785976] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:37.914313] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:38.045111] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:38.172870] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:38.311304] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:38.445631] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:38.577228] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:38.706776] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:38.843118] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:38.843255] [INFO ] [CONFIGURE ] IVR: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:44:38.843300] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 457 tests [2025-10-16T23:44:38.843333] [INFO ] [CONFIGURE ] IVR: Testing feature 3/29: add_daily_returns [2025-10-16T23:44:38.843362] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_daily_returns'] [2025-10-16T23:44:38.954097] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:39.066191] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:39.176273] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:39.287802] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:39.394350] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:39.501288] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:39.609077] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:44:39.727943] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:39.841162] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:39.950880] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:39.950995] [INFO ] [CONFIGURE ] IVR: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:44:39.951038] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 456 tests [2025-10-16T23:44:39.951071] [INFO ] [CONFIGURE ] IVR: Testing feature 4/29: add_ema [2025-10-16T23:44:39.951100] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_ema'] [2025-10-16T23:44:40.070230] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:40.198171] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:40.322823] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:40.448073] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:40.581452] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:40.712556] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:40.841959] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:44:40.974556] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:41.108545] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:41.240138] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:41.240278] [INFO ] [CONFIGURE ] IVR: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:44:41.240349] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 455 tests [2025-10-16T23:44:41.240388] [INFO ] [CONFIGURE ] IVR: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:44:41.240417] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:44:41.373513] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:41.507072] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:41.645141] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:41.779880] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:41.915726] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:42.055006] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:42.190505] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:42.326314] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:42.461915] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:42.604761] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:42.604895] [INFO ] [CONFIGURE ] IVR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-10-16T23:44:42.604937] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 454 tests [2025-10-16T23:44:42.604970] [INFO ] [CONFIGURE ] IVR: Testing feature 6/29: add_failed_moves [2025-10-16T23:44:42.605000] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_failed_moves'] [2025-10-16T23:44:42.718042] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:42.832038] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:42.947078] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:43.067837] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:43.183441] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:43.299816] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:43.419469] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:43.531359] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:43.641715] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:43.753254] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:43.753371] [INFO ] [CONFIGURE ] IVR: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:44:43.753414] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 453 tests [2025-10-16T23:44:43.753446] [INFO ] [CONFIGURE ] IVR: Testing feature 7/29: add_lag_shelf [2025-10-16T23:44:43.753475] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_lag_shelf'] [2025-10-16T23:44:43.851894] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:43.952405] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:44.077576] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:44.202738] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:44.320354] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:44.439503] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:44.564629] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:44.686208] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:44.812549] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:44.934999] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:44.935233] [INFO ] [CONFIGURE ] IVR: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:44:44.935281] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 452 tests [2025-10-16T23:44:44.935318] [INFO ] [CONFIGURE ] IVR: Testing feature 8/29: add_macd [2025-10-16T23:44:44.935352] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:44:45.101407] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:45.262447] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:45.434600] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:45.588801] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:45.745358] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:45.897206] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:46.046451] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:46.201507] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:46.356122] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:46.511180] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:46.511408] [INFO ] [CONFIGURE ] IVR: KEPT add_macd (score: 70.00%) [2025-10-16T23:44:46.511469] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 451 tests [2025-10-16T23:44:46.511505] [INFO ] [CONFIGURE ] IVR: Testing feature 9/29: add_mfi [2025-10-16T23:44:46.511535] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:44:46.675995] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:46.839560] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:47.005142] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:47.176256] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:47.358887] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:47.547525] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:47.731713] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:47.917863] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:48.104010] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:48.306439] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:48.306751] [INFO ] [CONFIGURE ] IVR: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:44:48.306816] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 450 tests [2025-10-16T23:44:48.306859] [INFO ] [CONFIGURE ] IVR: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:44:48.306896] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:44:48.499925] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:48.686876] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:44:48.877477] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:49.068474] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:49.258793] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:49.457190] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:49.648634] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:49.846854] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:50.051943] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:50.250601] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:50.250853] [INFO ] [CONFIGURE ] IVR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:44:50.250946] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 449 tests [2025-10-16T23:44:50.251014] [INFO ] [CONFIGURE ] IVR: Testing feature 11/29: add_obv_daily [2025-10-16T23:44:50.251071] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:44:50.412234] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:50.586086] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:50.757490] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:50.934308] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:51.092923] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:51.252151] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:51.409563] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:51.562457] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:51.716936] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:51.888362] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:51.888578] [INFO ] [CONFIGURE ] IVR: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:44:51.888629] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 448 tests [2025-10-16T23:44:51.888698] [INFO ] [CONFIGURE ] IVR: Testing feature 12/29: add_obv_interval [2025-10-16T23:44:51.888742] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:44:52.038323] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:52.191390] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:52.343181] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:52.496141] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:52.650476] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:52.810538] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:52.996730] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:53.174716] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:53.332393] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:44:53.494206] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:44:53.494396] [INFO ] [CONFIGURE ] IVR: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:44:53.494446] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 447 tests [2025-10-16T23:44:53.494480] [INFO ] [CONFIGURE ] IVR: Testing feature 13/29: add_opening_strength [2025-10-16T23:44:53.494511] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:44:53.660040] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:53.823371] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:44:53.986836] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:54.156546] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:54.321329] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:54.487119] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:54.654986] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:54.823518] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:54.989898] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:44:55.166699] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:55.166870] [INFO ] [CONFIGURE ] IVR: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:44:55.166915] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 446 tests [2025-10-16T23:44:55.166950] [INFO ] [CONFIGURE ] IVR: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:44:55.167144] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-10-16T23:44:55.361805] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:55.556229] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:44:55.743520] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:44:55.916809] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:56.086196] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:56.253481] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:56.438930] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:56.621252] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:56.821972] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:44:57.011398] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:57.011674] [INFO ] [CONFIGURE ] IVR: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:44:57.011773] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 445 tests [2025-10-16T23:44:57.011817] [INFO ] [CONFIGURE ] IVR: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:44:57.011853] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-10-16T23:44:57.184598] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:44:57.352128] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:44:57.515673] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:57.683670] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:57.851372] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:58.021238] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:58.187849] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:44:58.358151] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:44:58.523047] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:44:58.692005] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:44:58.692298] [INFO ] [CONFIGURE ] IVR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:44:58.692368] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 444 tests [2025-10-16T23:44:58.692408] [INFO ] [CONFIGURE ] IVR: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:44:58.692443] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-10-16T23:44:58.868034] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:44:59.044855] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:44:59.216513] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:44:59.384743] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:44:59.595127] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:44:59.769435] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:44:59.945821] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:00.118098] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:00.282458] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:00.456737] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:00.456985] [INFO ] [CONFIGURE ] IVR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:45:00.457033] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 443 tests [2025-10-16T23:45:00.457117] [INFO ] [CONFIGURE ] IVR: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:45:00.457203] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-10-16T23:45:00.627420] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:00.804012] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:00.984886] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:01.171812] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:01.357617] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:01.541356] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:01.725611] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:01.933847] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:02.120073] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:02.306705] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:02.306957] [INFO ] [CONFIGURE ] IVR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:45:02.307091] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 442 tests [2025-10-16T23:45:02.307138] [INFO ] [CONFIGURE ] IVR: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:45:02.307172] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-10-16T23:45:02.490316] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:02.677516] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:02.861424] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:03.037585] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:03.244855] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:03.425630] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:03.604706] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:03.791804] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:03.973973] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:04.161461] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:04.161788] [INFO ] [CONFIGURE ] IVR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:45:04.161854] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 441 tests [2025-10-16T23:45:04.161923] [INFO ] [CONFIGURE ] IVR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:45:04.161990] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-10-16T23:45:04.331728] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:04.499955] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:04.659738] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:04.813489] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:04.971635] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:05.120142] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:05.273399] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:05.446809] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:05.643806] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:05.801474] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:05.801678] [INFO ] [CONFIGURE ] IVR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:45:05.801742] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 440 tests [2025-10-16T23:45:05.801782] [INFO ] [CONFIGURE ] IVR: Testing feature 20/29: add_price_rejection [2025-10-16T23:45:05.801814] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-10-16T23:45:05.965525] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:06.137808] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:45:06.301724] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:45:06.466939] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:06.640224] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:06.801688] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:06.961509] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:07.118346] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:07.275197] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:07.433372] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:45:07.433537] [INFO ] [CONFIGURE ] IVR: DISCARDED add_price_rejection (score: 30.00%) [2025-10-16T23:45:07.433581] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 439 tests [2025-10-16T23:45:07.433614] [INFO ] [CONFIGURE ] IVR: Testing feature 21/29: add_range_position [2025-10-16T23:45:07.433668] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-10-16T23:45:07.591191] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:07.752726] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:45:07.914384] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:45:08.096995] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:08.268591] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:08.447695] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:08.627324] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:08.832211] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:09.062324] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:09.290259] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:45:09.290524] [INFO ] [CONFIGURE ] IVR: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:45:09.290591] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 438 tests [2025-10-16T23:45:09.290664] [INFO ] [CONFIGURE ] IVR: Testing feature 22/29: add_realized_volatility [2025-10-16T23:45:09.290733] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-10-16T23:45:09.553299] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:09.763128] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:09.955593] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:45:10.135444] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:45:10.317443] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:10.511523] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:10.708248] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:10.902871] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:11.094518] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:11.279191] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:45:11.279343] [INFO ] [CONFIGURE ] IVR: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:45:11.279393] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 437 tests [2025-10-16T23:45:11.279427] [INFO ] [CONFIGURE ] IVR: Testing feature 23/29: add_recent_range_context [2025-10-16T23:45:11.279457] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-10-16T23:45:11.432520] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:11.587225] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:11.746102] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:11.905833] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:12.062901] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:12.219905] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:12.382016] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:12.539488] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:12.700116] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:12.861343] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:12.861510] [INFO ] [CONFIGURE ] IVR: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:45:12.861555] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 436 tests [2025-10-16T23:45:12.861589] [INFO ] [CONFIGURE ] IVR: Testing feature 24/29: add_rsi [2025-10-16T23:45:12.861621] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-10-16T23:45:13.031633] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:13.206295] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:13.378105] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:45:13.548811] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:13.723065] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:13.898828] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:14.081164] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:14.272992] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:14.476964] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:14.656488] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:45:14.656686] [INFO ] [CONFIGURE ] IVR: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:45:14.656747] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 435 tests [2025-10-16T23:45:14.656785] [INFO ] [CONFIGURE ] IVR: Testing feature 25/29: add_tick_distribution [2025-10-16T23:45:14.656817] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-10-16T23:45:14.809394] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:14.963843] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:45:15.118119] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:45:15.273694] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:15.428024] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:15.584222] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:15.736909] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:15.896045] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:16.050876] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:16.206129] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:16.206276] [INFO ] [CONFIGURE ] IVR: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:45:16.206323] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 434 tests [2025-10-16T23:45:16.206378] [INFO ] [CONFIGURE ] IVR: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:45:16.206442] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-10-16T23:45:16.360251] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:16.515730] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:45:16.670804] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:16.823573] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:16.971514] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:17.125865] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:17.271837] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:17.418553] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:17.568779] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:17.753904] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:17.754074] [INFO ] [CONFIGURE ] IVR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:45:17.754137] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 433 tests [2025-10-16T23:45:17.754219] [INFO ] [CONFIGURE ] IVR: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:45:17.754275] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-10-16T23:45:17.909420] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:18.064717] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:45:18.220142] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:18.381052] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:18.550416] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:18.721447] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:18.893103] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:19.057680] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:19.222889] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:45:19.388895] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:45:19.389047] [INFO ] [CONFIGURE ] IVR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:45:19.389091] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 432 tests [2025-10-16T23:45:19.389125] [INFO ] [CONFIGURE ] IVR: Testing feature 28/29: add_volume_profile [2025-10-16T23:45:19.389155] [INFO ] [CONFIGURE ] IVR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-10-16T23:45:19.539492] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:19.691341] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:45:19.843212] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:45:19.996269] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:45:20.151340] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:45:20.307434] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:45:20.460613] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:45:20.612153] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:45:20.803772] [DEBUG] [FORECASTER] IVR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0 [2025-10-16T23:45:20.962448] [DEBUG] [FORECASTER] IVR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:45:20.962636] [INFO ] [CONFIGURE ] IVR: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:45:20.962720] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 431 tests [2025-10-16T23:45:20.962787] [INFO ] [CONFIGURE ] IVR: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:45:20.962841] [INFO ] [CONFIGURE ] IVR: Best accuracy: 70.00% [2025-10-16T23:45:20.962876] [INFO ] [CONFIGURE ] IVR: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-10-16T23:45:20.962904] [INFO ] [CONFIGURE ] IVR: Improvement over baseline: 10.00% [2025-10-16T23:45:20.962934] [INFO ] [CONFIGURE ] IVR: Total time: 44.8 seconds [2025-10-16T23:45:20.962989] [INFO ] [CONFIGURE ] IVR: Average time per feature: 1.6 seconds [2025-10-16T23:45:20.963039] [INFO ] [CONFIGURE ] IVR: Average speed: 0.65 features/sec [2025-10-16T23:45:20.963628] [INFO ] [LOCAL ] Saved configuration for IVR: 2 features, 70.00% accuracy -> ./output/feature-sets/IVR.json [2025-10-16T23:45:20.963721] [INFO ] [CONFIGURE ] IVR: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T23:45:20.963794] [INFO ] [sig ] [82/96] Successfully configured IVR | 0.02 sym/s | Total: 1.0h | ETA: 10.3m [2025-10-16T23:45:20.963840] [INFO ] [sig ] [83/96] Configuring KF... [2025-10-16T23:45:20.963895] [INFO ] [CONFIGURE ] KF: Configurate test run. [2025-10-16T23:45:20.963931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-10-16T23:45:20.977735] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KF'. [2025-10-16T23:45:20.978231] [INFO ] [CONFIGURE ] KF: Testing with 29 available features [2025-10-16T23:45:20.978313] [INFO ] [CONFIGURE ] KF: Establishing baseline with no features... [2025-10-16T23:45:21.083142] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:21.184539] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:21.289754] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:45:21.392164] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:21.495305] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:21.600448] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:45:21.705238] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:21.809541] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:21.920543] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:22.029110] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:22.029288] [INFO ] [CONFIGURE ] KF: Baseline score (no features): 30.00% [2025-10-16T23:45:22.029333] [INFO ] [CONFIGURE ] KF: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:45:22.029365] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:45:22.142320] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:22.255839] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:45:22.369401] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:45:22.487757] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:22.602154] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:22.717551] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:22.839343] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:22.959838] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:23.079333] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:23.192016] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:23.192158] [INFO ] [CONFIGURE ] KF: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T23:45:23.192200] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 430 tests [2025-10-16T23:45:23.192233] [INFO ] [CONFIGURE ] KF: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:45:23.192262] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:45:23.305155] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:23.420261] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:23.537432] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:23.659204] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:23.782089] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:23.899539] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:24.016412] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:24.133727] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:24.256848] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:24.376548] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:24.376724] [INFO ] [CONFIGURE ] KF: KEPT add_cumulative_delta (score: 40.00%) [2025-10-16T23:45:24.376807] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 429 tests [2025-10-16T23:45:24.376846] [INFO ] [CONFIGURE ] KF: Testing feature 3/29: add_daily_returns [2025-10-16T23:45:24.376877] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:45:24.494954] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:24.614426] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:24.735025] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:24.861365] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:24.983818] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:25.107060] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:25.240058] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:25.363385] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:25.493427] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:25.620817] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:25.620971] [INFO ] [CONFIGURE ] KF: KEPT add_daily_returns (score: 50.00%) [2025-10-16T23:45:25.621032] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 428 tests [2025-10-16T23:45:25.621069] [INFO ] [CONFIGURE ] KF: Testing feature 4/29: add_ema [2025-10-16T23:45:25.621106] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-10-16T23:45:25.758629] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:25.898464] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:26.042471] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:26.181126] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:26.319910] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:26.460117] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:26.607179] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:26.756353] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:26.905935] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:27.055730] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:27.055898] [INFO ] [CONFIGURE ] KF: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:45:27.055945] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 427 tests [2025-10-16T23:45:27.056039] [INFO ] [CONFIGURE ] KF: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:45:27.056093] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:45:27.212996] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:27.368543] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:27.517057] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:27.666847] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:27.820533] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:27.970037] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:28.120076] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:28.274318] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:28.430597] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:28.583610] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:28.583788] [INFO ] [CONFIGURE ] KF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:45:28.583840] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 426 tests [2025-10-16T23:45:28.583875] [INFO ] [CONFIGURE ] KF: Testing feature 6/29: add_failed_moves [2025-10-16T23:45:28.583905] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-10-16T23:45:28.714719] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:28.847114] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:28.980347] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:29.117202] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:29.243455] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:29.370813] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:29.511363] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:29.656747] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:29.816823] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:29.964974] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:29.965133] [INFO ] [CONFIGURE ] KF: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:45:29.965178] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 425 tests [2025-10-16T23:45:29.965213] [INFO ] [CONFIGURE ] KF: Testing feature 7/29: add_lag_shelf [2025-10-16T23:45:29.965245] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:45:30.090394] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:30.229277] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:30.354762] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:30.484204] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:30.615010] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:30.756142] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:30.890407] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:31.019988] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:31.151195] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:31.283252] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:31.283442] [INFO ] [CONFIGURE ] KF: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:45:31.283487] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 424 tests [2025-10-16T23:45:31.283522] [INFO ] [CONFIGURE ] KF: Testing feature 8/29: add_macd [2025-10-16T23:45:31.283553] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:45:31.449431] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:31.614467] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:31.785446] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:31.953459] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:32.121855] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:32.285510] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:32.451726] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:32.623598] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:32.788927] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:32.979674] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:32.979852] [INFO ] [CONFIGURE ] KF: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:45:32.979899] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 423 tests [2025-10-16T23:45:32.979933] [INFO ] [CONFIGURE ] KF: Testing feature 9/29: add_mfi [2025-10-16T23:45:32.979963] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-10-16T23:45:33.129755] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:33.267529] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:33.405535] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:33.546427] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:33.693338] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:33.840149] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:33.983318] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:34.131927] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:34.276892] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:34.424915] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:34.425135] [INFO ] [CONFIGURE ] KF: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:45:34.425195] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 422 tests [2025-10-16T23:45:34.425233] [INFO ] [CONFIGURE ] KF: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:45:34.425265] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:45:34.581488] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:34.736887] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:34.906142] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:35.086479] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:35.250519] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:35.417311] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:35.581102] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:35.742431] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:35.904579] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:36.069296] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:36.069489] [INFO ] [CONFIGURE ] KF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:45:36.069535] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 421 tests [2025-10-16T23:45:36.069572] [INFO ] [CONFIGURE ] KF: Testing feature 11/29: add_obv_daily [2025-10-16T23:45:36.069605] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-10-16T23:45:36.205077] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:36.343316] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:36.480498] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:36.620162] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:36.756606] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:36.893583] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:37.033067] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:37.173118] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:37.312993] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:37.454866] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:37.455027] [INFO ] [CONFIGURE ] KF: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:45:37.455073] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 420 tests [2025-10-16T23:45:37.455108] [INFO ] [CONFIGURE ] KF: Testing feature 12/29: add_obv_interval [2025-10-16T23:45:37.455140] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-10-16T23:45:37.588361] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:37.724186] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:37.858976] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:37.993660] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:38.129234] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:38.264120] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:38.398373] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:38.535540] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:38.679279] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:38.819489] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:38.819666] [INFO ] [CONFIGURE ] KF: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:45:38.819727] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 419 tests [2025-10-16T23:45:38.819765] [INFO ] [CONFIGURE ] KF: Testing feature 13/29: add_opening_strength [2025-10-16T23:45:38.819795] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:45:38.986310] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:39.121522] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:39.256330] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:39.391614] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:39.537563] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:39.684054] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:39.823062] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:39.963129] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:40.116847] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:40.266779] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:40.266936] [INFO ] [CONFIGURE ] KF: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:45:40.266981] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 418 tests [2025-10-16T23:45:40.267015] [INFO ] [CONFIGURE ] KF: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:45:40.267047] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-10-16T23:45:40.414442] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:40.561726] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:40.707186] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:40.860492] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:41.003527] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:41.151497] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:41.307021] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:41.455097] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:41.606862] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:41.774098] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:41.774272] [INFO ] [CONFIGURE ] KF: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:45:41.774318] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 417 tests [2025-10-16T23:45:41.774354] [INFO ] [CONFIGURE ] KF: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:45:41.774390] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-10-16T23:45:41.912532] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:42.043727] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:42.181940] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:42.314137] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:42.455068] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:42.597635] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:42.729915] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:42.861185] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:42.991344] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:43.144066] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:43.144292] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-10-16T23:45:43.144355] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 416 tests [2025-10-16T23:45:43.144405] [INFO ] [CONFIGURE ] KF: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:45:43.144463] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-10-16T23:45:43.302408] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:43.457136] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:43.621825] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:43.782292] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:43.927395] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:44.062849] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:44.200660] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:44.340053] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:44.483165] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:44.619693] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:44.619849] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:45:44.619895] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 415 tests [2025-10-16T23:45:44.619930] [INFO ] [CONFIGURE ] KF: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:45:44.619965] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-10-16T23:45:44.755921] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:44.898115] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:45.083719] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:45.220497] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:45.356666] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:45.495859] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:45.642691] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:45.782773] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:45.925443] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:46.077051] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:46.077207] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:45:46.077299] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 414 tests [2025-10-16T23:45:46.077352] [INFO ] [CONFIGURE ] KF: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:45:46.077385] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-10-16T23:45:46.209710] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:46.342203] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:46.475852] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:46.613502] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:46.749337] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:46.888346] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:47.023131] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:47.158581] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:47.294339] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:47.430788] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:47.430923] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:45:47.430965] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 413 tests [2025-10-16T23:45:47.430998] [INFO ] [CONFIGURE ] KF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:45:47.431028] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-10-16T23:45:47.561774] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:47.700519] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:47.838113] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:47.973740] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:48.131127] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:48.269557] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:48.415780] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:48.559332] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:48.715457] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:48.852351] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:48.852510] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-10-16T23:45:48.852553] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 412 tests [2025-10-16T23:45:48.852586] [INFO ] [CONFIGURE ] KF: Testing feature 20/29: add_price_rejection [2025-10-16T23:45:48.852617] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-10-16T23:45:48.995881] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:49.159073] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:49.328438] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:49.492793] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:49.658465] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:49.817318] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:49.974663] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:50.139470] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:50.302402] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:50.462702] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:50.462862] [INFO ] [CONFIGURE ] KF: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:45:50.462906] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 411 tests [2025-10-16T23:45:50.462940] [INFO ] [CONFIGURE ] KF: Testing feature 21/29: add_range_position [2025-10-16T23:45:50.462970] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-10-16T23:45:50.619629] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:50.793116] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:50.946088] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:45:51.095496] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:51.249694] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:51.394879] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:45:51.542856] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:51.703931] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:51.860002] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:45:52.014905] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:52.015107] [INFO ] [CONFIGURE ] KF: DISCARDED add_range_position (score: 30.00%) [2025-10-16T23:45:52.015267] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 410 tests [2025-10-16T23:45:52.015321] [INFO ] [CONFIGURE ] KF: Testing feature 22/29: add_realized_volatility [2025-10-16T23:45:52.015357] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-10-16T23:45:52.184073] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:45:52.348521] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:52.508989] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:52.675924] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:52.836931] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:52.999853] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:53.166885] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:53.333048] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:53.508231] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:53.684530] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:53.684785] [INFO ] [CONFIGURE ] KF: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:45:53.684845] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 409 tests [2025-10-16T23:45:53.684882] [INFO ] [CONFIGURE ] KF: Testing feature 23/29: add_recent_range_context [2025-10-16T23:45:53.684978] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-10-16T23:45:53.820984] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:53.963599] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:54.107504] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:54.245909] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:54.381913] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:54.517191] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:54.654055] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:54.793878] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:54.933831] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:55.072109] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:55.072297] [INFO ] [CONFIGURE ] KF: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:45:55.072354] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 408 tests [2025-10-16T23:45:55.072400] [INFO ] [CONFIGURE ] KF: Testing feature 24/29: add_rsi [2025-10-16T23:45:55.072441] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-10-16T23:45:55.228660] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:55.377548] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:55.525034] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:55.674510] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:55.827106] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:55.974565] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:56.122837] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:56.275844] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:56.442087] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:56.606667] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:56.606821] [INFO ] [CONFIGURE ] KF: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:45:56.606865] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 407 tests [2025-10-16T23:45:56.606899] [INFO ] [CONFIGURE ] KF: Testing feature 25/29: add_tick_distribution [2025-10-16T23:45:56.606929] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-10-16T23:45:56.746817] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:56.878844] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:57.012634] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:57.148756] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:57.293957] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:57.449435] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:57.588691] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:57.727250] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:45:57.872507] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:45:58.013245] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:58.013444] [INFO ] [CONFIGURE ] KF: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:45:58.013490] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 406 tests [2025-10-16T23:45:58.013524] [INFO ] [CONFIGURE ] KF: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:45:58.013554] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-10-16T23:45:58.150242] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:58.295170] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:58.436092] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:45:58.578957] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:45:58.719977] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:45:58.866086] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:45:59.005028] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:45:59.145600] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:45:59.293386] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:45:59.438764] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:45:59.438927] [INFO ] [CONFIGURE ] KF: KEPT add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:45:59.438973] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 405 tests [2025-10-16T23:45:59.439009] [INFO ] [CONFIGURE ] KF: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:45:59.439041] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-10-16T23:45:59.598554] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:45:59.760125] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:45:59.918367] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:46:00.077583] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:00.242160] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:00.408761] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:46:00.575280] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:46:00.739760] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:46:00.904552] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:01.068784] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:46:01.068959] [INFO ] [CONFIGURE ] KF: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-10-16T23:46:01.069004] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 404 tests [2025-10-16T23:46:01.069038] [INFO ] [CONFIGURE ] KF: Testing feature 28/29: add_volume_profile [2025-10-16T23:46:01.069070] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-10-16T23:46:01.240760] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:01.413140] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:01.592998] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:46:01.811919] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:02.054719] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:02.274944] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:02.505996] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:46:02.656248] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:46:02.803537] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:02.947708] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:46:02.947862] [INFO ] [CONFIGURE ] KF: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:46:02.947905] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 403 tests [2025-10-16T23:46:02.947939] [INFO ] [CONFIGURE ] KF: Testing feature 29/29: add_vwap [2025-10-16T23:46:02.947971] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-10-16T23:46:03.092785] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:03.235135] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:03.382992] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:46:03.577154] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:03.730404] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:03.885936] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:04.043961] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:46:04.208144] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:46:04.390853] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:04.556800] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:46:04.557029] [INFO ] [CONFIGURE ] KF: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:46:04.557081] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 402 tests [2025-10-16T23:46:04.557119] [INFO ] [CONFIGURE ] KF: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:46:04.557148] [INFO ] [CONFIGURE ] KF: Best accuracy: 60.00% [2025-10-16T23:46:04.557178] [INFO ] [CONFIGURE ] KF: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-10-16T23:46:04.557206] [INFO ] [CONFIGURE ] KF: Improvement over baseline: 30.00% [2025-10-16T23:46:04.557232] [INFO ] [CONFIGURE ] KF: Total time: 42.5 seconds [2025-10-16T23:46:04.557257] [INFO ] [CONFIGURE ] KF: Average time per feature: 1.5 seconds [2025-10-16T23:46:04.557283] [INFO ] [CONFIGURE ] KF: Average speed: 0.68 features/sec [2025-10-16T23:46:04.558259] [INFO ] [LOCAL ] Saved configuration for KF: 3 features, 60.00% accuracy -> ./output/feature-sets/KF.json [2025-10-16T23:46:04.558340] [INFO ] [CONFIGURE ] KF: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-10-16T23:46:04.558403] [INFO ] [sig ] [83/96] Successfully configured KF | 0.02 sym/s | Total: 1.0h | ETA: 9.6m [2025-10-16T23:46:04.558449] [INFO ] [sig ] [84/96] Configuring KRC... [2025-10-16T23:46:04.558513] [INFO ] [CONFIGURE ] KRC: Configurate test run. [2025-10-16T23:46:04.558548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-10-16T23:46:04.575066] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRC'. [2025-10-16T23:46:04.575466] [INFO ] [CONFIGURE ] KRC: Testing with 29 available features [2025-10-16T23:46:04.575533] [INFO ] [CONFIGURE ] KRC: Establishing baseline with no features... [2025-10-16T23:46:04.691222] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:04.817834] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:04.949704] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:05.075249] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:05.193634] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:05.315719] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:05.442662] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:05.566397] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:05.686771] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:05.807347] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:05.807670] [INFO ] [CONFIGURE ] KRC: Baseline score (no features): 50.00% [2025-10-16T23:46:05.807739] [INFO ] [CONFIGURE ] KRC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:46:05.807777] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:46:05.940436] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:06.075659] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:06.212590] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:06.352630] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:06.491240] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:06.635315] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:06.771182] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:06.899376] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:07.024945] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:07.142621] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:07.142834] [INFO ] [CONFIGURE ] KRC: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:46:07.142897] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 401 tests [2025-10-16T23:46:07.142935] [INFO ] [CONFIGURE ] KRC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:46:07.142967] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:46:07.275798] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:07.424100] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:07.568125] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:07.717187] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:07.862902] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:08.018617] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:08.165409] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:08.312016] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:08.448140] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:08.580420] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:08.580570] [INFO ] [CONFIGURE ] KRC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:46:08.580627] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 400 tests [2025-10-16T23:46:08.580698] [INFO ] [CONFIGURE ] KRC: Testing feature 3/29: add_daily_returns [2025-10-16T23:46:08.580740] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:46:08.700444] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:08.819163] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:08.938548] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:09.068396] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:09.195982] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:09.324272] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:09.455901] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:09.620398] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:09.750481] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:09.873015] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:09.873158] [INFO ] [CONFIGURE ] KRC: DISCARDED add_daily_returns (score: 40.00%) [2025-10-16T23:46:09.873202] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 399 tests [2025-10-16T23:46:09.873236] [INFO ] [CONFIGURE ] KRC: Testing feature 4/29: add_ema [2025-10-16T23:46:09.873266] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:46:10.003987] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:10.133498] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:10.269614] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:10.405629] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:10.540715] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:10.675387] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:10.811422] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:10.945222] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:11.078882] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:11.215333] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:11.215497] [INFO ] [CONFIGURE ] KRC: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:46:11.215542] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 398 tests [2025-10-16T23:46:11.215576] [INFO ] [CONFIGURE ] KRC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:46:11.215608] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:46:11.363850] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:11.512427] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:11.653360] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:11.793639] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:11.936063] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:12.077965] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:12.221069] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:12.364516] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:12.507833] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:12.682157] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:12.682296] [INFO ] [CONFIGURE ] KRC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:46:12.682339] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 397 tests [2025-10-16T23:46:12.682372] [INFO ] [CONFIGURE ] KRC: Testing feature 6/29: add_failed_moves [2025-10-16T23:46:12.682403] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:46:12.802811] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:12.922559] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:13.046566] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:13.172230] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:13.295361] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:13.418313] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:13.545374] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:13.672000] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:13.799770] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:13.924609] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:13.924807] [INFO ] [CONFIGURE ] KRC: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:46:13.924859] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 396 tests [2025-10-16T23:46:13.924893] [INFO ] [CONFIGURE ] KRC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:46:13.924923] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:46:14.038457] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:14.152985] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:14.267170] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:14.389191] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:14.511445] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:14.626571] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:14.742177] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:14.859579] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:14.976133] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:15.097820] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:15.098181] [INFO ] [CONFIGURE ] KRC: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:46:15.098244] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 395 tests [2025-10-16T23:46:15.098281] [INFO ] [CONFIGURE ] KRC: Testing feature 8/29: add_macd [2025-10-16T23:46:15.098313] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:46:15.249768] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:15.400835] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:15.552992] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:15.730469] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:46:15.883666] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:16.033898] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:16.186187] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:16.346592] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:16.500981] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:16.653890] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:16.654040] [INFO ] [CONFIGURE ] KRC: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:46:16.654085] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 394 tests [2025-10-16T23:46:16.654118] [INFO ] [CONFIGURE ] KRC: Testing feature 9/29: add_mfi [2025-10-16T23:46:16.654148] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:46:16.782577] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:16.909102] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:17.045117] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:17.172262] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:17.301225] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:17.429745] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:17.566030] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:17.707882] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:17.839094] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:17.970717] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:17.970923] [INFO ] [CONFIGURE ] KRC: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:46:17.971011] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 393 tests [2025-10-16T23:46:17.971051] [INFO ] [CONFIGURE ] KRC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:46:17.971084] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:46:18.130632] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:18.286932] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:18.438950] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:18.586615] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:18.765041] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:18.916256] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:19.071314] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:19.222832] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:19.373554] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:19.523937] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:19.524132] [INFO ] [CONFIGURE ] KRC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:46:19.524179] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 392 tests [2025-10-16T23:46:19.524213] [INFO ] [CONFIGURE ] KRC: Testing feature 11/29: add_obv_daily [2025-10-16T23:46:19.524245] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:46:19.645155] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:19.775188] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:19.900717] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:20.032322] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:20.166389] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:20.320486] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:20.447835] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:20.571975] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:20.694831] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:20.820494] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:20.820661] [INFO ] [CONFIGURE ] KRC: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:46:20.820724] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 391 tests [2025-10-16T23:46:20.820761] [INFO ] [CONFIGURE ] KRC: Testing feature 12/29: add_obv_interval [2025-10-16T23:46:20.820792] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:46:20.950007] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:21.080318] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:21.218439] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:21.338396] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:21.454101] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:21.573698] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:21.702962] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:21.829266] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:21.971064] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:22.096297] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:22.096460] [INFO ] [CONFIGURE ] KRC: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:46:22.096566] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 390 tests [2025-10-16T23:46:22.096621] [INFO ] [CONFIGURE ] KRC: Testing feature 13/29: add_opening_strength [2025-10-16T23:46:22.096687] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:46:22.225890] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:22.363383] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:22.493776] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:22.623355] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:22.753312] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:22.892130] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:23.032771] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:23.169165] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:23.303166] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:23.438288] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:23.438460] [INFO ] [CONFIGURE ] KRC: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:46:23.438505] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 389 tests [2025-10-16T23:46:23.438540] [INFO ] [CONFIGURE ] KRC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:46:23.438571] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:46:23.575008] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:23.714518] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:23.851502] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:23.989665] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:24.127751] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:24.267118] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:24.411591] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:24.550412] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:24.710777] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:24.890883] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:24.891177] [INFO ] [CONFIGURE ] KRC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:46:24.891240] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 388 tests [2025-10-16T23:46:24.891278] [INFO ] [CONFIGURE ] KRC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:46:24.891338] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:46:25.030382] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:25.204049] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:25.348752] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:25.495267] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:25.652428] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:25.796227] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:25.938555] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:26.075193] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:26.212150] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:26.351253] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:26.351485] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-10-16T23:46:26.351532] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 387 tests [2025-10-16T23:46:26.351567] [INFO ] [CONFIGURE ] KRC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:46:26.351601] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:46:26.513079] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:26.666860] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:26.812926] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:26.966894] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:27.102392] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:27.230378] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:27.360709] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:27.489475] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:27.618840] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:27.748495] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:27.748676] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:46:27.748738] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 386 tests [2025-10-16T23:46:27.748775] [INFO ] [CONFIGURE ] KRC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:46:27.748807] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:46:27.889520] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:28.023424] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:28.157673] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:28.292193] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:28.429542] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:28.566785] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:28.705540] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:28.836249] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:28.966543] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:29.099324] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:29.099537] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:46:29.099590] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 385 tests [2025-10-16T23:46:29.099625] [INFO ] [CONFIGURE ] KRC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:46:29.099690] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:46:29.213914] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:29.330237] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:29.447777] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:29.581407] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:29.704727] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:29.825349] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:29.947912] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:30.076515] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:30.198720] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:30.320386] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:30.320563] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:46:30.320607] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 384 tests [2025-10-16T23:46:30.320664] [INFO ] [CONFIGURE ] KRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:46:30.320722] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:46:30.437532] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:30.557361] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:30.680907] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:30.808272] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:30.932493] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:31.059419] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:31.185374] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:31.314631] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:31.437075] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:31.561955] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:31.562118] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:46:31.562161] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 383 tests [2025-10-16T23:46:31.562194] [INFO ] [CONFIGURE ] KRC: Testing feature 20/29: add_price_rejection [2025-10-16T23:46:31.562280] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:46:31.690661] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:31.821905] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:31.954195] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:32.079576] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:32.206264] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:32.333902] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:32.467522] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:32.598713] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:32.733196] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:32.866010] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:32.866181] [INFO ] [CONFIGURE ] KRC: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:46:32.866233] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 382 tests [2025-10-16T23:46:32.866268] [INFO ] [CONFIGURE ] KRC: Testing feature 21/29: add_range_position [2025-10-16T23:46:32.866298] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:46:33.006901] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:33.146958] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:33.289140] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:33.429789] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:33.573358] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:33.717874] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:33.895193] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:34.043863] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:34.193254] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:34.350810] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:34.351027] [INFO ] [CONFIGURE ] KRC: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:46:34.351101] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 381 tests [2025-10-16T23:46:34.351159] [INFO ] [CONFIGURE ] KRC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:46:34.351195] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:46:34.511038] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:34.670563] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:34.827031] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:34.981947] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:35.134382] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:35.287102] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:35.441414] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:35.600812] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:35.758234] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:35.920563] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:35.920781] [INFO ] [CONFIGURE ] KRC: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:46:35.920836] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 380 tests [2025-10-16T23:46:35.920872] [INFO ] [CONFIGURE ] KRC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:46:35.920903] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:46:36.055186] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:36.187062] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:36.319724] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:36.467769] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:36.615108] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:36.742607] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:36.873938] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:37.014280] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:37.143377] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:37.271677] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:37.271841] [INFO ] [CONFIGURE ] KRC: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:46:37.271886] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 379 tests [2025-10-16T23:46:37.271919] [INFO ] [CONFIGURE ] KRC: Testing feature 24/29: add_rsi [2025-10-16T23:46:37.271950] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:46:37.416548] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:46:37.569177] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:37.714793] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:37.863122] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:38.010940] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:38.160727] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:38.343383] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:38.510361] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:38.676794] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:38.846227] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:38.846470] [INFO ] [CONFIGURE ] KRC: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:46:38.846529] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 378 tests [2025-10-16T23:46:38.846609] [INFO ] [CONFIGURE ] KRC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:46:38.846691] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:46:38.969818] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:39.089370] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:39.209709] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:39.334350] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:39.455966] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:39.583186] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:39.707966] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:39.844056] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:39.980174] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:40.109080] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:40.109233] [INFO ] [CONFIGURE ] KRC: KEPT add_tick_distribution (score: 80.00%) [2025-10-16T23:46:40.109355] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 377 tests [2025-10-16T23:46:40.109408] [INFO ] [CONFIGURE ] KRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:46:40.109441] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-10-16T23:46:40.247773] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:40.383373] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:40.523000] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:40.661160] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:40.797034] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:40.932947] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:41.070710] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:41.208345] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:41.347177] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:41.485721] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:41.485873] [INFO ] [CONFIGURE ] KRC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:46:41.485916] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 376 tests [2025-10-16T23:46:41.485949] [INFO ] [CONFIGURE ] KRC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:46:41.485980] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-10-16T23:46:41.624052] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:41.763557] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:41.906365] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:42.053253] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:42.203347] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:42.351866] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:46:42.501102] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:42.655999] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:42.804300] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:42.955182] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:42.955385] [INFO ] [CONFIGURE ] KRC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:46:42.955462] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 375 tests [2025-10-16T23:46:42.955502] [INFO ] [CONFIGURE ] KRC: Testing feature 28/29: add_volume_profile [2025-10-16T23:46:42.955533] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_profile'] [2025-10-16T23:46:43.088476] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:43.229065] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:43.362017] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:43.502391] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:43.636153] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:43.770317] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:43.906919] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:44.042107] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:44.182125] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:44.316221] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:44.316381] [INFO ] [CONFIGURE ] KRC: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:46:44.316426] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 374 tests [2025-10-16T23:46:44.316461] [INFO ] [CONFIGURE ] KRC: Testing feature 29/29: add_vwap [2025-10-16T23:46:44.316492] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_vwap'] [2025-10-16T23:46:44.454827] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:46:44.589143] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:44.729604] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:46:44.866191] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:46:45.002954] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:45.143635] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:46:45.290433] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:45.427386] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:45.566291] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:45.705202] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:45.705357] [INFO ] [CONFIGURE ] KRC: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:46:45.705403] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 373 tests [2025-10-16T23:46:45.705454] [INFO ] [CONFIGURE ] KRC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:46:45.705509] [INFO ] [CONFIGURE ] KRC: Best accuracy: 80.00% [2025-10-16T23:46:45.705543] [INFO ] [CONFIGURE ] KRC: Best feature set (2 features): ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:46:45.705572] [INFO ] [CONFIGURE ] KRC: Improvement over baseline: 30.00% [2025-10-16T23:46:45.705599] [INFO ] [CONFIGURE ] KRC: Total time: 39.9 seconds [2025-10-16T23:46:45.705626] [INFO ] [CONFIGURE ] KRC: Average time per feature: 1.4 seconds [2025-10-16T23:46:45.705689] [INFO ] [CONFIGURE ] KRC: Average speed: 0.73 features/sec [2025-10-16T23:46:45.706359] [INFO ] [LOCAL ] Saved configuration for KRC: 2 features, 80.00% accuracy -> ./output/feature-sets/KRC.json [2025-10-16T23:46:45.706425] [INFO ] [CONFIGURE ] KRC: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T23:46:45.706486] [INFO ] [sig ] [84/96] Successfully configured KRC | 0.02 sym/s | Total: 1.0h | ETA: 8.8m [2025-10-16T23:46:45.706532] [INFO ] [sig ] [85/96] Configuring NQP... [2025-10-16T23:46:45.706588] [INFO ] [CONFIGURE ] NQP: Configurate test run. [2025-10-16T23:46:45.706621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-10-16T23:46:45.720473] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NQP'. [2025-10-16T23:46:45.720813] [INFO ] [CONFIGURE ] NQP: Testing with 29 available features [2025-10-16T23:46:45.720869] [INFO ] [CONFIGURE ] NQP: Establishing baseline with no features... [2025-10-16T23:46:45.824941] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:45.924496] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:46.024826] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:46.123593] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:46:46.222179] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:46.321448] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:46.425002] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:46.525939] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:46.626014] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:46.726857] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:46.726987] [INFO ] [CONFIGURE ] NQP: Baseline score (no features): 60.00% [2025-10-16T23:46:46.727030] [INFO ] [CONFIGURE ] NQP: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:46:46.727061] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:46:46.835910] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:46.949533] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:47.060515] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:47.228239] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:47.339604] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:47.449932] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:47.568554] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:47.681146] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:47.794010] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:47.907900] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:47.908048] [INFO ] [CONFIGURE ] NQP: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:46:47.908091] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 372 tests [2025-10-16T23:46:47.908125] [INFO ] [CONFIGURE ] NQP: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:46:47.908156] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:46:48.043409] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:48.174132] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:46:48.308947] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:48.444523] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:48.585680] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:48.721837] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:48.863730] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:49.038552] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:49.180078] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:46:49.333432] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:49.333626] [INFO ] [CONFIGURE ] NQP: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:46:49.333707] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 371 tests [2025-10-16T23:46:49.333755] [INFO ] [CONFIGURE ] NQP: Testing feature 3/29: add_daily_returns [2025-10-16T23:46:49.333789] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:46:49.455379] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:49.577892] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:49.697847] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:49.818278] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:46:49.942308] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:50.061879] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:50.181571] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:50.302799] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:50.424661] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:50.555361] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:50.555532] [INFO ] [CONFIGURE ] NQP: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:46:50.555576] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 370 tests [2025-10-16T23:46:50.555610] [INFO ] [CONFIGURE ] NQP: Testing feature 4/29: add_ema [2025-10-16T23:46:50.555662] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:46:50.710115] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:50.867123] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:51.016667] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:51.173386] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:51.337779] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:51.490623] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:51.639889] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:46:51.784908] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:51.930256] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:52.099001] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:46:52.099184] [INFO ] [CONFIGURE ] NQP: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:46:52.099235] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 369 tests [2025-10-16T23:46:52.099270] [INFO ] [CONFIGURE ] NQP: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:46:52.099301] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:46:52.242048] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:52.380850] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:52.525500] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:52.664344] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:46:52.802409] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:52.940150] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:46:53.080808] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:53.219864] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:53.357629] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:53.495946] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:53.496096] [INFO ] [CONFIGURE ] NQP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:46:53.496139] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 368 tests [2025-10-16T23:46:53.496172] [INFO ] [CONFIGURE ] NQP: Testing feature 6/29: add_failed_moves [2025-10-16T23:46:53.496202] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:46:53.614319] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:53.733821] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:53.853777] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:53.991610] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:54.172733] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:54.345010] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:54.532137] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:54.724351] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:46:54.915851] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:55.063197] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:55.063409] [INFO ] [CONFIGURE ] NQP: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:46:55.063462] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 367 tests [2025-10-16T23:46:55.063504] [INFO ] [CONFIGURE ] NQP: Testing feature 7/29: add_lag_shelf [2025-10-16T23:46:55.063543] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:46:55.182098] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:55.297600] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:55.429630] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:55.544969] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:55.661704] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:55.779181] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:55.895323] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:56.009442] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:56.124430] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:56.241050] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:56.241190] [INFO ] [CONFIGURE ] NQP: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:46:56.241232] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 366 tests [2025-10-16T23:46:56.241306] [INFO ] [CONFIGURE ] NQP: Testing feature 8/29: add_macd [2025-10-16T23:46:56.241357] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:46:56.390564] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:56.547571] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:56.704927] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:56.863089] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:57.023587] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:46:57.185938] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:57.345424] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:57.503435] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:57.659445] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:57.812385] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:57.812610] [INFO ] [CONFIGURE ] NQP: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:46:57.812691] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 365 tests [2025-10-16T23:46:57.812740] [INFO ] [CONFIGURE ] NQP: Testing feature 9/29: add_mfi [2025-10-16T23:46:57.812773] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:46:57.937944] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:58.066056] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:58.194623] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:58.334276] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:58.472226] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:46:58.600736] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:46:58.730475] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:46:58.859554] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:46:58.999206] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:46:59.135156] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:46:59.135340] [INFO ] [CONFIGURE ] NQP: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:46:59.135387] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 364 tests [2025-10-16T23:46:59.135423] [INFO ] [CONFIGURE ] NQP: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:46:59.135456] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:46:59.284492] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:46:59.433780] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:46:59.581080] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:46:59.724599] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:46:59.868405] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:00.016480] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:00.162412] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:00.307520] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:00.453505] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:00.602067] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:00.602231] [INFO ] [CONFIGURE ] NQP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:47:00.602274] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 363 tests [2025-10-16T23:47:00.602308] [INFO ] [CONFIGURE ] NQP: Testing feature 11/29: add_obv_daily [2025-10-16T23:47:00.602339] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:47:00.722923] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:00.844613] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:00.971457] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:01.097458] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:01.217538] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:01.352573] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:01.482260] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:01.621350] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:01.750800] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:01.881940] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:01.882118] [INFO ] [CONFIGURE ] NQP: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:47:01.882161] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 362 tests [2025-10-16T23:47:01.882218] [INFO ] [CONFIGURE ] NQP: Testing feature 12/29: add_obv_interval [2025-10-16T23:47:01.882274] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:47:02.017574] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:02.141928] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:02.273769] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:02.397458] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:02.522580] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:02.649077] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:02.778873] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:02.912157] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:03.047060] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:03.173398] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:03.173572] [INFO ] [CONFIGURE ] NQP: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:47:03.173616] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 361 tests [2025-10-16T23:47:03.173683] [INFO ] [CONFIGURE ] NQP: Testing feature 13/29: add_opening_strength [2025-10-16T23:47:03.173737] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:47:03.307500] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:03.437148] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:03.567115] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:03.698372] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:03.862385] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:03.991783] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:47:04.125907] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:04.259120] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:04.397206] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:04.538635] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:04.538800] [INFO ] [CONFIGURE ] NQP: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:47:04.538847] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 360 tests [2025-10-16T23:47:04.538884] [INFO ] [CONFIGURE ] NQP: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:47:04.538920] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:47:04.690294] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:04.827273] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:04.957797] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:05.092502] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:05.224389] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:05.356242] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:05.494524] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:05.630535] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:05.767121] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:05.901434] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:05.901604] [INFO ] [CONFIGURE ] NQP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:47:05.901671] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 359 tests [2025-10-16T23:47:05.901728] [INFO ] [CONFIGURE ] NQP: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:47:05.901760] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:47:06.014854] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:06.128006] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:06.241096] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:06.355053] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:06.468625] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:06.584637] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:06.700438] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:06.817788] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:06.943482] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:07.078881] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:07.079034] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:47:07.079078] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 358 tests [2025-10-16T23:47:07.079112] [INFO ] [CONFIGURE ] NQP: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:47:07.079143] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:47:07.225238] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:07.353759] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:07.478884] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:07.645453] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:07.768799] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:47:07.893171] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:47:08.018207] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:08.145366] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:08.271231] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:08.397322] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:08.397488] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:47:08.397531] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 357 tests [2025-10-16T23:47:08.397564] [INFO ] [CONFIGURE ] NQP: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:47:08.397594] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:47:08.524465] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:08.650340] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:08.801440] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:08.934056] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:09.073719] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:09.208888] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:47:09.339529] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:09.468611] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:09.600574] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:09.732252] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:09.732426] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:47:09.732471] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 356 tests [2025-10-16T23:47:09.732504] [INFO ] [CONFIGURE ] NQP: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:47:09.732534] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:47:09.852593] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:09.969198] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:10.084816] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:10.202724] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:10.322587] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:10.442541] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:10.564020] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:10.692776] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:10.815726] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:10.938824] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:10.938988] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:47:10.939031] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 355 tests [2025-10-16T23:47:10.939065] [INFO ] [CONFIGURE ] NQP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:47:10.939096] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:47:11.053835] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:11.168836] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:11.283782] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:11.399677] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:11.516762] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:11.632082] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:11.762616] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:11.904214] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:47:12.043570] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:12.184152] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:12.184327] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:47:12.184387] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 354 tests [2025-10-16T23:47:12.184444] [INFO ] [CONFIGURE ] NQP: Testing feature 20/29: add_price_rejection [2025-10-16T23:47:12.184479] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:47:12.318129] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:12.444801] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:12.579219] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:12.713481] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:12.850457] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:12.975993] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:13.103535] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:13.232335] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:13.357430] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:13.490079] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:13.490213] [INFO ] [CONFIGURE ] NQP: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:47:13.490256] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 353 tests [2025-10-16T23:47:13.490311] [INFO ] [CONFIGURE ] NQP: Testing feature 21/29: add_range_position [2025-10-16T23:47:13.490342] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:47:13.624546] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:13.759487] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:13.901246] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:14.043328] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:14.191030] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:14.336639] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:14.483261] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:14.630586] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:14.780336] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:14.927279] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:14.927464] [INFO ] [CONFIGURE ] NQP: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:47:14.927551] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 352 tests [2025-10-16T23:47:14.927593] [INFO ] [CONFIGURE ] NQP: Testing feature 22/29: add_realized_volatility [2025-10-16T23:47:14.927626] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:47:15.092989] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:15.260013] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:15.432561] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:15.601910] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:15.767948] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:15.932121] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:16.090504] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:16.256891] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:16.422891] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:16.582241] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:16.582416] [INFO ] [CONFIGURE ] NQP: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:47:16.582479] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 351 tests [2025-10-16T23:47:16.582516] [INFO ] [CONFIGURE ] NQP: Testing feature 23/29: add_recent_range_context [2025-10-16T23:47:16.582600] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:47:16.741231] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:16.870581] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:17.016499] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:17.156741] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:17.284473] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:17.417845] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:17.557816] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:17.692874] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:47:17.831036] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:17.968585] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:17.968926] [INFO ] [CONFIGURE ] NQP: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:47:17.968984] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 350 tests [2025-10-16T23:47:17.969019] [INFO ] [CONFIGURE ] NQP: Testing feature 24/29: add_rsi [2025-10-16T23:47:17.969051] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:47:18.130782] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:18.278674] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:18.428261] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:18.582748] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:18.734763] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:18.887700] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:19.042803] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:19.194329] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:19.346621] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:19.501476] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:47:19.501681] [INFO ] [CONFIGURE ] NQP: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:47:19.501743] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 349 tests [2025-10-16T23:47:19.501780] [INFO ] [CONFIGURE ] NQP: Testing feature 25/29: add_tick_distribution [2025-10-16T23:47:19.501811] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:47:19.629238] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:19.796301] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:19.924786] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:20.056401] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:20.188099] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:20.319815] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:20.452007] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:20.585278] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:47:20.714997] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:20.848705] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:20.848851] [INFO ] [CONFIGURE ] NQP: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:47:20.848902] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 348 tests [2025-10-16T23:47:20.848936] [INFO ] [CONFIGURE ] NQP: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:47:20.848965] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:47:20.975662] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:21.101246] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:21.238255] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:21.370010] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:21.503590] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:47:21.635945] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:21.771113] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:21.910028] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:47:22.042599] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:22.176808] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:47:22.176980] [INFO ] [CONFIGURE ] NQP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:47:22.177026] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 347 tests [2025-10-16T23:47:22.177060] [INFO ] [CONFIGURE ] NQP: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:47:22.177091] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:47:22.314480] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:22.449731] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:22.586714] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:22.725025] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:22.865765] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:47:23.012352] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:23.154371] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:23.292315] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:47:23.432584] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:23.601895] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:23.602601] [INFO ] [CONFIGURE ] NQP: KEPT add_volume_price_divergence (score: 80.00%) [2025-10-16T23:47:23.602694] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 346 tests [2025-10-16T23:47:23.602749] [INFO ] [CONFIGURE ] NQP: Testing feature 28/29: add_volume_profile [2025-10-16T23:47:23.602784] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_volume_profile'] [2025-10-16T23:47:23.760276] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:23.908425] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:24.062078] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:24.223446] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:47:24.398506] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:47:24.555432] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:24.711172] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:24.873891] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:47:25.056924] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:25.216337] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:47:25.216549] [INFO ] [CONFIGURE ] NQP: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:47:25.216609] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 345 tests [2025-10-16T23:47:25.216672] [INFO ] [CONFIGURE ] NQP: Testing feature 29/29: add_vwap [2025-10-16T23:47:25.216727] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_vwap'] [2025-10-16T23:47:25.368791] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:47:25.526889] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:47:25.681782] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:25.866525] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:26.021502] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:47:26.177749] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:47:26.340590] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:26.497907] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:47:26.659097] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:26.820411] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:47:26.820600] [INFO ] [CONFIGURE ] NQP: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:47:26.820669] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 344 tests [2025-10-16T23:47:26.820728] [INFO ] [CONFIGURE ] NQP: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:47:26.820761] [INFO ] [CONFIGURE ] NQP: Best accuracy: 80.00% [2025-10-16T23:47:26.820792] [INFO ] [CONFIGURE ] NQP: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:47:26.820821] [INFO ] [CONFIGURE ] NQP: Improvement over baseline: 20.00% [2025-10-16T23:47:26.820848] [INFO ] [CONFIGURE ] NQP: Total time: 40.1 seconds [2025-10-16T23:47:26.820875] [INFO ] [CONFIGURE ] NQP: Average time per feature: 1.4 seconds [2025-10-16T23:47:26.820903] [INFO ] [CONFIGURE ] NQP: Average speed: 0.72 features/sec [2025-10-16T23:47:26.821498] [INFO ] [LOCAL ] Saved configuration for NQP: 2 features, 80.00% accuracy -> ./output/feature-sets/NQP.json [2025-10-16T23:47:26.821564] [INFO ] [CONFIGURE ] NQP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-10-16T23:47:26.821636] [INFO ] [sig ] [85/96] Successfully configured NQP | 0.02 sym/s | Total: 1.0h | ETA: 8.1m [2025-10-16T23:47:26.821725] [INFO ] [sig ] [86/96] Configuring NUVB... [2025-10-16T23:47:26.821758] [INFO ] [CONFIGURE ] NUVB: Configurate test run. [2025-10-16T23:47:26.821788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-10-16T23:47:26.835665] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUVB'. [2025-10-16T23:47:26.836010] [INFO ] [CONFIGURE ] NUVB: Testing with 29 available features [2025-10-16T23:47:26.836066] [INFO ] [CONFIGURE ] NUVB: Establishing baseline with no features... [2025-10-16T23:47:26.949375] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:27.061203] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:27.171414] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:27.283831] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:47:27.405993] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:27.522743] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:27.629232] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:27.735931] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:27.842365] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:27.950497] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:27.950694] [INFO ] [CONFIGURE ] NUVB: Baseline score (no features): 20.00% [2025-10-16T23:47:27.950754] [INFO ] [CONFIGURE ] NUVB: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:47:27.950789] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:47:28.067495] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:28.184160] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:28.305480] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:28.427786] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:47:28.557742] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:28.699836] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:28.851354] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:28.994320] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:29.142315] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:29.289762] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:29.290013] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_bollinger_bands (score: 10.00%) [2025-10-16T23:47:29.290085] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 343 tests [2025-10-16T23:47:29.290124] [INFO ] [CONFIGURE ] NUVB: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:47:29.290158] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:47:29.438872] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:47:29.596431] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:29.752794] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:29.908527] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:47:30.058868] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:30.213264] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:30.368372] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:47:30.532183] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:30.695836] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:30.834805] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:30.835027] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_cumulative_delta (score: 20.00%) [2025-10-16T23:47:30.835786] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 342 tests [2025-10-16T23:47:30.835843] [INFO ] [CONFIGURE ] NUVB: Testing feature 3/29: add_daily_returns [2025-10-16T23:47:30.835889] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns'] [2025-10-16T23:47:30.957813] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:31.077964] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:31.194818] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:31.312222] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:31.429846] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:31.548064] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:31.668011] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:31.799522] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:31.952432] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:32.075944] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:32.076120] [INFO ] [CONFIGURE ] NUVB: KEPT add_daily_returns (score: 30.00%) [2025-10-16T23:47:32.076187] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 341 tests [2025-10-16T23:47:32.076233] [INFO ] [CONFIGURE ] NUVB: Testing feature 4/29: add_ema [2025-10-16T23:47:32.076267] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T23:47:32.214519] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:32.349279] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:32.484241] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:32.623966] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:47:32.761156] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:32.904056] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:33.038445] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:33.184482] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:33.325828] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:33.461846] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:33.462020] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_ema (score: 20.00%) [2025-10-16T23:47:33.462065] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 340 tests [2025-10-16T23:47:33.462099] [INFO ] [CONFIGURE ] NUVB: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:47:33.462129] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:47:33.604127] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:33.744605] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:33.882927] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:34.023000] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:34.164244] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:34.316175] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:34.459866] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:34.606552] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:34.758501] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:34.906327] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:34.906459] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:47:34.906505] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 339 tests [2025-10-16T23:47:34.906539] [INFO ] [CONFIGURE ] NUVB: Testing feature 6/29: add_failed_moves [2025-10-16T23:47:34.906570] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-10-16T23:47:35.028056] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:35.148402] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:35.268789] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:35.387817] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:35.509765] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:35.631258] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:35.757994] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:35.883188] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:36.022600] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:36.154203] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:36.154353] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_failed_moves (score: 30.00%) [2025-10-16T23:47:36.154396] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 338 tests [2025-10-16T23:47:36.154429] [INFO ] [CONFIGURE ] NUVB: Testing feature 7/29: add_lag_shelf [2025-10-16T23:47:36.154459] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:47:36.270624] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:36.387724] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:36.505008] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:36.624121] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:36.744997] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:36.867188] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:36.989786] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:37.117276] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:37.237200] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:37.359396] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:37.359557] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_lag_shelf (score: 30.00%) [2025-10-16T23:47:37.359601] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 337 tests [2025-10-16T23:47:37.359635] [INFO ] [CONFIGURE ] NUVB: Testing feature 8/29: add_macd [2025-10-16T23:47:37.359709] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:47:37.515145] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:37.674224] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:37.834056] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:38.028754] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:38.191452] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:38.356351] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:38.520142] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:38.683529] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:38.847447] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:39.009140] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:39.009338] [INFO ] [CONFIGURE ] NUVB: KEPT add_macd (score: 40.00%) [2025-10-16T23:47:39.009388] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 336 tests [2025-10-16T23:47:39.009423] [INFO ] [CONFIGURE ] NUVB: Testing feature 9/29: add_mfi [2025-10-16T23:47:39.009456] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-10-16T23:47:39.178372] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:39.347824] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:39.521859] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:39.691047] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:39.865967] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:40.040514] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:40.210752] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:40.385514] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:40.562727] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:40.740191] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:40.740371] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_mfi (score: 40.00%) [2025-10-16T23:47:40.740417] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 335 tests [2025-10-16T23:47:40.740454] [INFO ] [CONFIGURE ] NUVB: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:47:40.740486] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:47:40.931849] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:41.119948] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:41.314953] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:41.506233] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:41.695241] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:41.886831] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:42.087531] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:42.283678] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:42.478872] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:42.675873] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:42.676111] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:47:42.676170] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 334 tests [2025-10-16T23:47:42.676207] [INFO ] [CONFIGURE ] NUVB: Testing feature 11/29: add_obv_daily [2025-10-16T23:47:42.676239] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-10-16T23:47:42.849867] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:43.015336] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:43.181936] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:43.348869] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:47:43.518552] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:43.686872] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:43.848033] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:44.008630] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:44.180183] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:44.345455] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:47:44.345614] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:47:44.345688] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 333 tests [2025-10-16T23:47:44.345739] [INFO ] [CONFIGURE ] NUVB: Testing feature 12/29: add_obv_interval [2025-10-16T23:47:44.345771] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-10-16T23:47:44.504558] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:44.664062] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:44.824621] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:45.020662] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:45.191198] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:45.360152] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:45.529599] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:45.701889] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:45.875737] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:46.050565] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:46.050810] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:47:46.050864] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 332 tests [2025-10-16T23:47:46.050900] [INFO ] [CONFIGURE ] NUVB: Testing feature 13/29: add_opening_strength [2025-10-16T23:47:46.050932] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-10-16T23:47:46.223312] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:46.391908] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:46.566166] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:46.741570] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:46.917884] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:47.125338] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:47.297687] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:47.470356] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:47.658942] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:47:47.831279] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:47.831486] [INFO ] [CONFIGURE ] NUVB: KEPT add_opening_strength (score: 50.00%) [2025-10-16T23:47:47.831549] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 331 tests [2025-10-16T23:47:47.831586] [INFO ] [CONFIGURE ] NUVB: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:47:47.831616] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-10-16T23:47:48.019119] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:48.209587] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:48.401470] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:48.590275] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:48.778271] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:48.968019] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:49.160871] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:49.366906] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:49.563393] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:49.758554] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:49.758745] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:47:49.758800] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 330 tests [2025-10-16T23:47:49.758834] [INFO ] [CONFIGURE ] NUVB: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:47:49.758864] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-10-16T23:47:49.926811] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:50.121944] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:50.296661] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:50.476886] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:50.660428] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:50.841237] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:51.020635] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:51.199341] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:51.377684] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:51.560512] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:51.560976] [INFO ] [CONFIGURE ] NUVB: KEPT add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:47:51.561037] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 329 tests [2025-10-16T23:47:51.561075] [INFO ] [CONFIGURE ] NUVB: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:47:51.561128] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-10-16T23:47:51.753542] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:51.949172] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:52.144670] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:52.326592] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:52.510720] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:52.690333] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:52.885551] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:53.072192] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:53.256469] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:53.438439] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:53.438609] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:47:53.438682] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 328 tests [2025-10-16T23:47:53.438733] [INFO ] [CONFIGURE ] NUVB: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:47:53.438766] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-10-16T23:47:53.657315] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:53.842069] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:54.027659] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:54.218858] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:54.408110] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:54.596425] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:54.786110] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:54.974975] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:55.165572] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:55.357423] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:55.357580] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:47:55.357624] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 327 tests [2025-10-16T23:47:55.357690] [INFO ] [CONFIGURE ] NUVB: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:47:55.357737] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-10-16T23:47:55.536143] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:55.710680] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:55.885070] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:56.061298] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:56.238773] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:56.415529] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:56.592552] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:56.775977] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:47:56.957130] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:57.137449] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:57.137606] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:47:57.137675] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 326 tests [2025-10-16T23:47:57.137729] [INFO ] [CONFIGURE ] NUVB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:47:57.137762] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-10-16T23:47:57.305018] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:57.476510] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:57.650660] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:47:57.824781] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:58.003318] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:58.179547] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:47:58.348585] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:47:58.536524] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:47:58.712267] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:47:58.884664] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:47:58.884850] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:47:58.884896] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 325 tests [2025-10-16T23:47:58.884933] [INFO ] [CONFIGURE ] NUVB: Testing feature 20/29: add_price_rejection [2025-10-16T23:47:58.884967] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-10-16T23:47:59.061250] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:47:59.251016] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:47:59.430667] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:47:59.612411] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:47:59.794952] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:47:59.986174] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:00.165594] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:00.347007] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:00.533750] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:00.721979] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:00.722190] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:48:00.722266] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 324 tests [2025-10-16T23:48:00.722306] [INFO ] [CONFIGURE ] NUVB: Testing feature 21/29: add_range_position [2025-10-16T23:48:00.722338] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_range_position'] [2025-10-16T23:48:00.904574] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:01.089887] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:48:01.272049] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:48:01.464001] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:48:01.653439] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:01.844578] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:02.078616] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:02.413398] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:02.677020] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:02.938052] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:02.938304] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:48:02.938370] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 323 tests [2025-10-16T23:48:02.938410] [INFO ] [CONFIGURE ] NUVB: Testing feature 22/29: add_realized_volatility [2025-10-16T23:48:02.938444] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-10-16T23:48:03.173870] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:03.390825] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:48:03.607421] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:48:03.812228] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:48:04.019828] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:04.219416] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:04.416856] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:04.614994] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:04.817824] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:05.036884] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:05.037061] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:48:05.037104] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 322 tests [2025-10-16T23:48:05.037138] [INFO ] [CONFIGURE ] NUVB: Testing feature 23/29: add_recent_range_context [2025-10-16T23:48:05.037169] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-10-16T23:48:05.217309] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:05.439460] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:48:05.617706] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:48:05.797455] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:48:06.020563] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:06.200310] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:06.383501] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:06.596066] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:06.798293] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:06.974496] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:06.974702] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:48:06.974760] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 321 tests [2025-10-16T23:48:06.974797] [INFO ] [CONFIGURE ] NUVB: Testing feature 24/29: add_rsi [2025-10-16T23:48:06.974830] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-10-16T23:48:07.160619] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:07.345546] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:48:07.530918] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:07.720403] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:48:07.913264] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:08.104978] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:08.304176] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:08.502619] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:08.707904] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:08.904908] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:08.905069] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_rsi (score: 40.00%) [2025-10-16T23:48:08.905112] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 320 tests [2025-10-16T23:48:08.905146] [INFO ] [CONFIGURE ] NUVB: Testing feature 25/29: add_tick_distribution [2025-10-16T23:48:08.905176] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-10-16T23:48:09.079260] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:09.245847] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:48:09.414963] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:09.582987] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:48:09.754312] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:09.924901] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:10.095822] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:10.269256] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:10.448945] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:10.623986] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:10.624159] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_tick_distribution (score: 40.00%) [2025-10-16T23:48:10.624204] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 319 tests [2025-10-16T23:48:10.624238] [INFO ] [CONFIGURE ] NUVB: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:48:10.624270] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-10-16T23:48:10.801892] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:10.978401] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:48:11.157400] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:11.337063] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:48:11.519572] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:11.703312] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:11.889393] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:12.075181] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:12.261399] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:12.454040] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:12.454200] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-10-16T23:48:12.454245] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 318 tests [2025-10-16T23:48:12.454279] [INFO ] [CONFIGURE ] NUVB: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:48:12.454309] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-10-16T23:48:12.650284] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:12.853896] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:48:13.049326] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:13.245757] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:48:13.440215] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:13.641253] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:13.841151] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:14.044949] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:14.246796] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:14.455771] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:48:14.455932] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:48:14.455977] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 317 tests [2025-10-16T23:48:14.456012] [INFO ] [CONFIGURE ] NUVB: Testing feature 28/29: add_volume_profile [2025-10-16T23:48:14.456043] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-10-16T23:48:14.638562] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:14.821528] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:48:15.005681] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:15.188593] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:48:15.392725] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:15.578038] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:15.757848] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:15.942399] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:16.128563] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:16.314868] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:48:16.315036] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T23:48:16.315080] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 316 tests [2025-10-16T23:48:16.315141] [INFO ] [CONFIGURE ] NUVB: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:48:16.315195] [INFO ] [CONFIGURE ] NUVB: Best accuracy: 60.00% [2025-10-16T23:48:16.315229] [INFO ] [CONFIGURE ] NUVB: Best feature set (5 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-10-16T23:48:16.315258] [INFO ] [CONFIGURE ] NUVB: Improvement over baseline: 40.00% [2025-10-16T23:48:16.315285] [INFO ] [CONFIGURE ] NUVB: Total time: 48.4 seconds [2025-10-16T23:48:16.315311] [INFO ] [CONFIGURE ] NUVB: Average time per feature: 1.7 seconds [2025-10-16T23:48:16.315337] [INFO ] [CONFIGURE ] NUVB: Average speed: 0.60 features/sec [2025-10-16T23:48:16.316345] [INFO ] [LOCAL ] Saved configuration for NUVB: 5 features, 60.00% accuracy -> ./output/feature-sets/NUVB.json [2025-10-16T23:48:16.316420] [INFO ] [CONFIGURE ] NUVB: Configuration saved successfully: 5 features, 60.00% accuracy. [2025-10-16T23:48:16.316481] [INFO ] [sig ] [86/96] Successfully configured NUVB | 0.02 sym/s | Total: 1.1h | ETA: 7.4m [2025-10-16T23:48:16.316515] [INFO ] [sig ] [87/96] Configuring NXG... [2025-10-16T23:48:16.316544] [INFO ] [CONFIGURE ] NXG: Configurate test run. [2025-10-16T23:48:16.316574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-10-16T23:48:16.329951] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXG'. [2025-10-16T23:48:16.330319] [INFO ] [CONFIGURE ] NXG: Testing with 29 available features [2025-10-16T23:48:16.330374] [INFO ] [CONFIGURE ] NXG: Establishing baseline with no features... [2025-10-16T23:48:16.436971] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:16.548629] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:16.659192] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:16.767933] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:16.878213] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:16.989213] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:17.101271] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:17.212586] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:17.324331] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:17.438567] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:17.438777] [INFO ] [CONFIGURE ] NXG: Baseline score (no features): 80.00% [2025-10-16T23:48:17.438832] [INFO ] [CONFIGURE ] NXG: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:48:17.438868] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:48:17.569997] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:17.699089] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:17.828947] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:17.954421] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:18.079274] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:18.206592] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:18.335217] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:18.461611] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:18.587104] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:18.715323] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:18.715506] [INFO ] [CONFIGURE ] NXG: DISCARDED add_bollinger_bands (score: 80.00%) [2025-10-16T23:48:18.715550] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 315 tests [2025-10-16T23:48:18.715583] [INFO ] [CONFIGURE ] NXG: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:48:18.715614] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:48:18.842132] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:18.973614] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:19.110493] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:19.243685] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:19.378154] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:19.505756] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:19.637396] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:19.775419] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:19.910865] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:20.041860] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:20.042013] [INFO ] [CONFIGURE ] NXG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-10-16T23:48:20.042057] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 314 tests [2025-10-16T23:48:20.042089] [INFO ] [CONFIGURE ] NXG: Testing feature 3/29: add_daily_returns [2025-10-16T23:48:20.042118] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_daily_returns'] [2025-10-16T23:48:20.153870] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:20.272079] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:20.384355] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:20.517698] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:20.660388] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:48:20.792241] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:20.936916] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:21.062912] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:21.192968] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:21.314892] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:21.315055] [INFO ] [CONFIGURE ] NXG: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:48:21.315100] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 313 tests [2025-10-16T23:48:21.315136] [INFO ] [CONFIGURE ] NXG: Testing feature 4/29: add_ema [2025-10-16T23:48:21.315169] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_ema'] [2025-10-16T23:48:21.443524] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:21.568430] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:21.698832] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:21.828360] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:21.954678] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:48:22.081079] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:22.211277] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:22.340780] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:22.475819] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:22.626059] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:22.626250] [INFO ] [CONFIGURE ] NXG: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:48:22.626299] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 312 tests [2025-10-16T23:48:22.626337] [INFO ] [CONFIGURE ] NXG: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:48:22.626372] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:48:22.767262] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:22.907783] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:23.045865] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:23.181672] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:23.318764] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:23.453854] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:23.621636] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:23.760879] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:23.898012] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:24.033942] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:24.034108] [INFO ] [CONFIGURE ] NXG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:48:24.034151] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 311 tests [2025-10-16T23:48:24.034185] [INFO ] [CONFIGURE ] NXG: Testing feature 6/29: add_failed_moves [2025-10-16T23:48:24.034215] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_failed_moves'] [2025-10-16T23:48:24.145461] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:24.258356] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:24.371280] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:24.485196] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:24.599474] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:24.713790] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:24.828290] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:24.944736] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:25.068244] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:25.183034] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:25.183178] [INFO ] [CONFIGURE ] NXG: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:48:25.183221] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 310 tests [2025-10-16T23:48:25.183254] [INFO ] [CONFIGURE ] NXG: Testing feature 7/29: add_lag_shelf [2025-10-16T23:48:25.183284] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_lag_shelf'] [2025-10-16T23:48:25.286067] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:25.389506] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:25.492964] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:25.598618] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:25.705331] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:25.810668] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:25.917482] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:26.026675] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:26.134452] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:26.241980] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:26.242134] [INFO ] [CONFIGURE ] NXG: DISCARDED add_lag_shelf (score: 80.00%) [2025-10-16T23:48:26.242178] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 309 tests [2025-10-16T23:48:26.242212] [INFO ] [CONFIGURE ] NXG: Testing feature 8/29: add_macd [2025-10-16T23:48:26.242243] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_vwap', 'add_macd'] [2025-10-16T23:48:26.386738] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:26.530469] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:26.676660] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:26.824918] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:26.971364] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:27.123400] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:27.278698] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:27.444260] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:27.609216] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:27.779374] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:48:27.779560] [INFO ] [CONFIGURE ] NXG: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:48:27.779606] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 308 tests [2025-10-16T23:48:27.779662] [INFO ] [CONFIGURE ] NXG: Testing feature 9/29: add_mfi [2025-10-16T23:48:27.779722] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_mfi'] [2025-10-16T23:48:27.912003] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:28.038439] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:28.162111] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:28.292055] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:28.418293] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:28.538911] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:28.661797] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:28.784031] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:28.913512] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:29.039975] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:29.040161] [INFO ] [CONFIGURE ] NXG: DISCARDED add_mfi (score: 80.00%) [2025-10-16T23:48:29.040206] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 307 tests [2025-10-16T23:48:29.040242] [INFO ] [CONFIGURE ] NXG: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:48:29.040332] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:48:29.178198] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:29.322979] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:29.465976] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:29.618113] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:29.757684] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:48:29.904514] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:30.045359] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:30.187796] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:30.332469] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:30.477220] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:48:30.477390] [INFO ] [CONFIGURE ] NXG: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:48:30.477439] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 306 tests [2025-10-16T23:48:30.477476] [INFO ] [CONFIGURE ] NXG: Testing feature 11/29: add_obv_daily [2025-10-16T23:48:30.477510] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_obv_daily'] [2025-10-16T23:48:30.593843] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:30.709675] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:30.823985] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:30.940154] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:31.054916] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:31.173885] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:31.290779] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:31.405889] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:31.525666] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:31.641881] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:31.642046] [INFO ] [CONFIGURE ] NXG: DISCARDED add_obv_daily (score: 70.00%) [2025-10-16T23:48:31.642092] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 305 tests [2025-10-16T23:48:31.642126] [INFO ] [CONFIGURE ] NXG: Testing feature 12/29: add_obv_interval [2025-10-16T23:48:31.642156] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_obv_interval'] [2025-10-16T23:48:31.760638] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:31.883926] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:32.007961] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:32.125914] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:32.245688] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:32.371053] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:32.487212] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:32.621273] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:32.742447] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:32.865453] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:32.865665] [INFO ] [CONFIGURE ] NXG: DISCARDED add_obv_interval (score: 80.00%) [2025-10-16T23:48:32.865728] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 304 tests [2025-10-16T23:48:32.865766] [INFO ] [CONFIGURE ] NXG: Testing feature 13/29: add_opening_strength [2025-10-16T23:48:32.865796] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-10-16T23:48:32.987785] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:33.114454] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:33.235050] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:33.357046] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:33.481553] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:33.612869] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:33.736262] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:33.859932] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:33.981991] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:34.107154] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:34.107333] [INFO ] [CONFIGURE ] NXG: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:48:34.107401] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 303 tests [2025-10-16T23:48:34.107468] [INFO ] [CONFIGURE ] NXG: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:48:34.107556] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_order_flow_imbalance'] [2025-10-16T23:48:34.236962] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:34.361719] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:34.486904] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:34.613311] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:34.740244] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:48:34.866570] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:34.996166] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:35.125117] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:35.255692] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:35.386477] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:35.386670] [INFO ] [CONFIGURE ] NXG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:48:35.386772] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 302 tests [2025-10-16T23:48:35.386814] [INFO ] [CONFIGURE ] NXG: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:48:35.386845] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_morning_momentum'] [2025-10-16T23:48:35.493548] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:35.599508] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:35.716413] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:35.822516] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:35.929270] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:48:36.034732] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:36.141630] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:36.248861] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:36.356405] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:36.467351] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:36.467484] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-10-16T23:48:36.467526] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 301 tests [2025-10-16T23:48:36.467560] [INFO ] [CONFIGURE ] NXG: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:48:36.467590] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_overnight_gap'] [2025-10-16T23:48:36.581718] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:36.695071] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:36.810962] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:36.929537] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:37.053539] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:37.179922] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:37.297609] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:37.412884] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:37.526554] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:37.641928] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:37.642105] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:48:37.642149] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 300 tests [2025-10-16T23:48:37.642182] [INFO ] [CONFIGURE ] NXG: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:48:37.642213] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d'] [2025-10-16T23:48:37.756924] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:37.879989] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:37.995465] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:38.110420] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:38.225747] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:38.342096] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:38.458146] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:38.573512] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:38.692933] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:38.811134] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:38.811292] [INFO ] [CONFIGURE ] NXG: KEPT add_pbf_return_2d (score: 90.00%) [2025-10-16T23:48:38.811335] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 299 tests [2025-10-16T23:48:38.811369] [INFO ] [CONFIGURE ] NXG: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:48:38.811401] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-10-16T23:48:38.928532] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:39.045901] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:39.166690] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:39.287684] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:39.407631] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:39.527746] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:39.648382] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:39.772839] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:39.892750] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:40.014775] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:40.014931] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:48:40.014974] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 298 tests [2025-10-16T23:48:40.015008] [INFO ] [CONFIGURE ] NXG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:48:40.015040] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-10-16T23:48:40.133011] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:40.252395] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:40.375537] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:40.497609] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:40.619963] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:40.746807] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:40.870216] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:41.000991] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:41.127489] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:41.262333] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:41.262491] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:48:41.262534] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 297 tests [2025-10-16T23:48:41.262568] [INFO ] [CONFIGURE ] NXG: Testing feature 20/29: add_price_rejection [2025-10-16T23:48:41.262600] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_price_rejection'] [2025-10-16T23:48:41.393467] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:41.529868] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:41.659952] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:41.789106] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:41.917894] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:42.049936] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:42.179726] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:42.313288] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:42.445871] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:42.577764] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:42.577928] [INFO ] [CONFIGURE ] NXG: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:48:42.577972] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 296 tests [2025-10-16T23:48:42.578005] [INFO ] [CONFIGURE ] NXG: Testing feature 21/29: add_range_position [2025-10-16T23:48:42.578035] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_range_position'] [2025-10-16T23:48:42.714139] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:42.853946] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:43.001371] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:43.159880] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:43.307723] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:43.451634] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:43.594870] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:43.744055] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:43.890684] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:44.038532] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:44.038722] [INFO ] [CONFIGURE ] NXG: DISCARDED add_range_position (score: 60.00%) [2025-10-16T23:48:44.038850] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 295 tests [2025-10-16T23:48:44.038904] [INFO ] [CONFIGURE ] NXG: Testing feature 22/29: add_realized_volatility [2025-10-16T23:48:44.038940] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility'] [2025-10-16T23:48:44.192927] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:44.348579] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:44.532918] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:44.712882] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:44.883868] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:45.044316] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:45.204602] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:45.360569] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:45.521433] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:45.683319] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:45.683498] [INFO ] [CONFIGURE ] NXG: DISCARDED add_realized_volatility (score: 90.00%) [2025-10-16T23:48:45.683575] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 294 tests [2025-10-16T23:48:45.683615] [INFO ] [CONFIGURE ] NXG: Testing feature 23/29: add_recent_range_context [2025-10-16T23:48:45.683675] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context'] [2025-10-16T23:48:45.809519] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:45.939431] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:46.067370] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:46.198118] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:46.335223] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:46.462445] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:46.591002] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:46.727173] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:46.859351] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:46.992913] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:46.993103] [INFO ] [CONFIGURE ] NXG: DISCARDED add_recent_range_context (score: 80.00%) [2025-10-16T23:48:46.993150] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 293 tests [2025-10-16T23:48:46.993185] [INFO ] [CONFIGURE ] NXG: Testing feature 24/29: add_rsi [2025-10-16T23:48:46.993216] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-10-16T23:48:47.142365] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:47.292633] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:47.443792] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:48:47.589815] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:47.740162] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:47.890341] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:48.041474] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:48.197312] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:48.350596] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:48.502103] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:48.502260] [INFO ] [CONFIGURE ] NXG: DISCARDED add_rsi (score: 60.00%) [2025-10-16T23:48:48.502307] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 292 tests [2025-10-16T23:48:48.502345] [INFO ] [CONFIGURE ] NXG: Testing feature 25/29: add_tick_distribution [2025-10-16T23:48:48.502377] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution'] [2025-10-16T23:48:48.642346] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:48.773819] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:48.902785] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:49.025363] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:49.152178] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:49.280060] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:49.406512] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:49.535300] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:49.667804] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:49.791170] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:49.791317] [INFO ] [CONFIGURE ] NXG: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:48:49.791360] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 291 tests [2025-10-16T23:48:49.791393] [INFO ] [CONFIGURE ] NXG: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:48:49.791423] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-10-16T23:48:49.913876] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:50.035260] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:50.157068] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:50.280194] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:50.407289] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:50.530106] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:50.653204] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:48:50.781842] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:50.912692] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:51.042415] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:51.042551] [INFO ] [CONFIGURE ] NXG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:48:51.042594] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 290 tests [2025-10-16T23:48:51.042628] [INFO ] [CONFIGURE ] NXG: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:48:51.042693] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence'] [2025-10-16T23:48:51.180565] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:51.314836] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:48:51.449142] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:51.583677] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:51.718795] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:48:51.857561] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:51.993385] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:52.128396] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:52.262869] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:52.398601] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:52.398772] [INFO ] [CONFIGURE ] NXG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:48:52.398823] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 289 tests [2025-10-16T23:48:52.398858] [INFO ] [CONFIGURE ] NXG: Testing feature 28/29: add_volume_profile [2025-10-16T23:48:52.398889] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_volume_profile'] [2025-10-16T23:48:52.524593] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:52.653369] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:52.778430] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:52.904282] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:53.030362] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:53.157231] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:53.293230] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:53.433086] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:48:53.566252] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:53.702863] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:53.703005] [INFO ] [CONFIGURE ] NXG: DISCARDED add_volume_profile (score: 70.00%) [2025-10-16T23:48:53.703049] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 288 tests [2025-10-16T23:48:53.703082] [INFO ] [CONFIGURE ] NXG: Testing feature 29/29: add_vwap [2025-10-16T23:48:53.703112] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_pbf_return_2d', 'add_vwap'] [2025-10-16T23:48:53.837567] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:48:53.970779] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:54.109569] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:48:54.275086] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:48:54.449950] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:48:54.629887] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:48:54.827777] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:48:55.002377] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:48:55.177285] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:55.335482] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:55.335736] [INFO ] [CONFIGURE ] NXG: DISCARDED add_vwap (score: 60.00%) [2025-10-16T23:48:55.335799] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 287 tests [2025-10-16T23:48:55.335864] [INFO ] [CONFIGURE ] NXG: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:48:55.335920] [INFO ] [CONFIGURE ] NXG: Best accuracy: 90.00% [2025-10-16T23:48:55.335955] [INFO ] [CONFIGURE ] NXG: Best feature set (1 features): ['add_pbf_return_2d'] [2025-10-16T23:48:55.335986] [INFO ] [CONFIGURE ] NXG: Improvement over baseline: 10.00% [2025-10-16T23:48:55.336014] [INFO ] [CONFIGURE ] NXG: Total time: 37.9 seconds [2025-10-16T23:48:55.336043] [INFO ] [CONFIGURE ] NXG: Average time per feature: 1.3 seconds [2025-10-16T23:48:55.336071] [INFO ] [CONFIGURE ] NXG: Average speed: 0.77 features/sec [2025-10-16T23:48:55.336856] [INFO ] [LOCAL ] Saved configuration for NXG: 1 features, 90.00% accuracy -> ./output/feature-sets/NXG.json [2025-10-16T23:48:55.336924] [INFO ] [CONFIGURE ] NXG: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-10-16T23:48:55.336986] [INFO ] [sig ] [87/96] Successfully configured NXG | 0.02 sym/s | Total: 1.1h | ETA: 6.6m [2025-10-16T23:48:55.337022] [INFO ] [sig ] [88/96] Configuring OLP... [2025-10-16T23:48:55.337054] [INFO ] [CONFIGURE ] OLP: Configurate test run. [2025-10-16T23:48:55.337085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-10-16T23:48:55.354091] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OLP'. [2025-10-16T23:48:55.354698] [INFO ] [CONFIGURE ] OLP: Testing with 29 available features [2025-10-16T23:48:55.354762] [INFO ] [CONFIGURE ] OLP: Establishing baseline with no features... [2025-10-16T23:48:55.473284] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:55.578154] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:55.680806] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:55.784518] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:55.889807] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:48:55.994483] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:56.102003] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:48:56.208120] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:48:56.314089] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:56.421036] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:56.421172] [INFO ] [CONFIGURE ] OLP: Baseline score (no features): 60.00% [2025-10-16T23:48:56.421217] [INFO ] [CONFIGURE ] OLP: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:48:56.421252] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:48:56.537844] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:56.654432] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:56.768432] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:56.914827] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:57.033841] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:48:57.150551] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:57.267151] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:48:57.384092] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:48:57.501587] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:48:57.619683] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:57.619856] [INFO ] [CONFIGURE ] OLP: DISCARDED add_bollinger_bands (score: 60.00%) [2025-10-16T23:48:57.619900] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 286 tests [2025-10-16T23:48:57.619934] [INFO ] [CONFIGURE ] OLP: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:48:57.619964] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:48:57.737860] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:57.855791] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:57.973747] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:58.092602] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:58.218343] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:48:58.339171] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:58.459566] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:48:58.579498] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:48:58.698508] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:58.827875] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:48:58.828041] [INFO ] [CONFIGURE ] OLP: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:48:58.828085] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 285 tests [2025-10-16T23:48:58.828118] [INFO ] [CONFIGURE ] OLP: Testing feature 3/29: add_daily_returns [2025-10-16T23:48:58.828148] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_daily_returns'] [2025-10-16T23:48:58.937356] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:48:59.040182] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:48:59.143904] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:48:59.251422] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:48:59.361215] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:48:59.472706] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:48:59.581637] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:48:59.690928] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:48:59.799954] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:48:59.946831] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:48:59.946978] [INFO ] [CONFIGURE ] OLP: DISCARDED add_daily_returns (score: 30.00%) [2025-10-16T23:48:59.947020] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 284 tests [2025-10-16T23:48:59.947053] [INFO ] [CONFIGURE ] OLP: Testing feature 4/29: add_ema [2025-10-16T23:48:59.947083] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_ema'] [2025-10-16T23:49:00.069699] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:00.190280] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:00.311061] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:00.430991] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:00.550471] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:00.671750] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:00.792793] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:00.917337] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:01.041433] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:49:01.172610] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:01.172795] [INFO ] [CONFIGURE ] OLP: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:49:01.172848] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 283 tests [2025-10-16T23:49:01.172885] [INFO ] [CONFIGURE ] OLP: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:49:01.172917] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:49:01.303787] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:01.433968] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:01.561146] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:01.688020] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:01.819211] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:01.950609] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:02.078957] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:02.207725] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:02.336522] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:02.464791] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:02.464951] [INFO ] [CONFIGURE ] OLP: KEPT add_exhaustion_signals (score: 70.00%) [2025-10-16T23:49:02.464996] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 282 tests [2025-10-16T23:49:02.465031] [INFO ] [CONFIGURE ] OLP: Testing feature 6/29: add_failed_moves [2025-10-16T23:49:02.465063] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:49:02.601788] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:02.743398] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:02.883748] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:03.024527] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:03.166057] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:03.310466] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:03.453504] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:03.599248] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:03.744507] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:03.888836] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:03.889000] [INFO ] [CONFIGURE ] OLP: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:49:03.889044] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 281 tests [2025-10-16T23:49:03.889079] [INFO ] [CONFIGURE ] OLP: Testing feature 7/29: add_lag_shelf [2025-10-16T23:49:03.889110] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:49:04.021329] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:04.153728] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:04.289509] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:04.425725] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:04.560604] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:04.696846] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:04.840088] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:04.980736] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:05.121226] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:05.264965] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:05.265132] [INFO ] [CONFIGURE ] OLP: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:49:05.265188] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 280 tests [2025-10-16T23:49:05.265224] [INFO ] [CONFIGURE ] OLP: Testing feature 8/29: add_macd [2025-10-16T23:49:05.265254] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:49:05.423474] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:05.585526] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:05.747737] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:05.908143] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:06.076030] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:06.238385] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:49:06.400231] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:06.562608] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:06.731369] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:06.901005] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:06.901180] [INFO ] [CONFIGURE ] OLP: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:49:06.901225] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 279 tests [2025-10-16T23:49:06.901261] [INFO ] [CONFIGURE ] OLP: Testing feature 9/29: add_mfi [2025-10-16T23:49:06.901293] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:49:07.052229] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:07.206459] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:07.361910] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:07.514363] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:07.670882] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:07.829246] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:07.984418] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:08.144866] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:08.304907] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:08.463966] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:08.464167] [INFO ] [CONFIGURE ] OLP: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:49:08.464213] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 278 tests [2025-10-16T23:49:08.464249] [INFO ] [CONFIGURE ] OLP: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:49:08.464281] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:49:08.633595] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:08.805207] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:08.973129] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:09.140820] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:09.297508] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:09.454566] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:09.614422] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:09.779717] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:09.939355] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:10.104192] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:10.104390] [INFO ] [CONFIGURE ] OLP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:49:10.104437] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 277 tests [2025-10-16T23:49:10.104473] [INFO ] [CONFIGURE ] OLP: Testing feature 11/29: add_obv_daily [2025-10-16T23:49:10.104506] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:49:10.241719] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:10.381679] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:10.525194] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:10.687563] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:10.845370] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:11.008810] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:11.159082] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:11.323854] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:11.467673] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:11.613142] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:11.613334] [INFO ] [CONFIGURE ] OLP: DISCARDED add_obv_daily (score: 50.00%) [2025-10-16T23:49:11.613396] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 276 tests [2025-10-16T23:49:11.613481] [INFO ] [CONFIGURE ] OLP: Testing feature 12/29: add_obv_interval [2025-10-16T23:49:11.613532] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:49:11.754395] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:11.901922] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:12.071015] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:12.215175] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:12.363615] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:12.512063] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:12.658816] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:12.811108] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:12.960535] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:13.126578] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:13.126766] [INFO ] [CONFIGURE ] OLP: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:49:13.126819] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 275 tests [2025-10-16T23:49:13.126853] [INFO ] [CONFIGURE ] OLP: Testing feature 13/29: add_opening_strength [2025-10-16T23:49:13.126884] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:49:13.282121] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:13.437625] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:13.609525] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:13.769415] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:13.921814] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:14.077452] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:14.243628] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:14.400570] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:14.559333] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:49:14.712300] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:14.712472] [INFO ] [CONFIGURE ] OLP: DISCARDED add_opening_strength (score: 30.00%) [2025-10-16T23:49:14.712516] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 274 tests [2025-10-16T23:49:14.712552] [INFO ] [CONFIGURE ] OLP: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:49:14.712583] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:49:14.860725] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:15.008602] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:15.156932] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:15.305285] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:15.454265] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:15.604004] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:15.763342] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:15.937932] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:16.112799] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:16.281857] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:16.282057] [INFO ] [CONFIGURE ] OLP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:49:16.282117] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 273 tests [2025-10-16T23:49:16.282155] [INFO ] [CONFIGURE ] OLP: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:49:16.282188] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:49:16.422387] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:16.568136] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:16.707211] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:16.848893] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:16.991090] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:17.135142] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:17.280840] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:17.423289] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:17.567487] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:17.715755] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:17.715944] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:49:17.715992] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 272 tests [2025-10-16T23:49:17.716031] [INFO ] [CONFIGURE ] OLP: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:49:17.716064] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:49:17.883068] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:18.038989] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:18.187717] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:18.342105] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:18.487446] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:18.645879] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:18.795385] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:18.952410] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:19.102382] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:19.257852] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:19.258687] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-10-16T23:49:19.258748] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 271 tests [2025-10-16T23:49:19.258784] [INFO ] [CONFIGURE ] OLP: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:49:19.258814] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:49:19.409699] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:19.560523] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:19.712884] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:19.866071] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:20.014688] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:20.165750] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:20.321124] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:20.470615] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:20.626054] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:20.779717] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:20.779872] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-10-16T23:49:20.779916] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 270 tests [2025-10-16T23:49:20.779950] [INFO ] [CONFIGURE ] OLP: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:49:20.780109] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:49:20.928965] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:21.069493] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:21.211028] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:21.347314] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:21.484598] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:21.622121] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:21.762023] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:21.901154] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:22.044365] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:22.193278] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:22.193441] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:49:22.193486] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 269 tests [2025-10-16T23:49:22.193521] [INFO ] [CONFIGURE ] OLP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:49:22.193553] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:49:22.334040] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:22.474740] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:22.618373] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:22.760789] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:22.903549] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:23.047700] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:23.195903] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:23.341026] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:23.487044] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:23.646196] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:23.646362] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:49:23.646447] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 268 tests [2025-10-16T23:49:23.646488] [INFO ] [CONFIGURE ] OLP: Testing feature 20/29: add_price_rejection [2025-10-16T23:49:23.646521] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:49:23.795576] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:23.944825] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:24.099617] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:24.255592] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:24.408982] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:24.560161] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:24.713975] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:24.867333] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:25.016491] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:25.172470] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:25.172666] [INFO ] [CONFIGURE ] OLP: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:49:25.172728] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 267 tests [2025-10-16T23:49:25.172765] [INFO ] [CONFIGURE ] OLP: Testing feature 21/29: add_range_position [2025-10-16T23:49:25.172795] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:49:25.329760] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:25.483814] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:25.639874] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:25.793541] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:25.948919] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:26.109002] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:26.276107] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:26.435367] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:26.601686] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:26.767662] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:26.767831] [INFO ] [CONFIGURE ] OLP: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:49:26.767878] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 266 tests [2025-10-16T23:49:26.767912] [INFO ] [CONFIGURE ] OLP: Testing feature 22/29: add_realized_volatility [2025-10-16T23:49:26.767944] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:49:26.946926] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:27.125871] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:27.306498] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:27.491367] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:27.667550] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:27.839720] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:28.012573] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:28.184751] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:28.360114] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:49:28.535933] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:28.536160] [INFO ] [CONFIGURE ] OLP: DISCARDED add_realized_volatility (score: 50.00%) [2025-10-16T23:49:28.536214] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 265 tests [2025-10-16T23:49:28.536256] [INFO ] [CONFIGURE ] OLP: Testing feature 23/29: add_recent_range_context [2025-10-16T23:49:28.536293] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:49:28.683374] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:28.826830] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:28.971797] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:29.128796] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:49:29.278187] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:29.426741] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:29.574567] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:29.721179] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:29.869476] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:30.019308] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:30.019490] [INFO ] [CONFIGURE ] OLP: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:49:30.019534] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 264 tests [2025-10-16T23:49:30.019569] [INFO ] [CONFIGURE ] OLP: Testing feature 24/29: add_rsi [2025-10-16T23:49:30.019602] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:49:30.188456] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:30.369558] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:30.535283] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:30.700949] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:30.866708] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:31.034024] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:31.201215] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:31.368985] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:31.541354] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:31.712089] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:31.712249] [INFO ] [CONFIGURE ] OLP: DISCARDED add_rsi (score: 70.00%) [2025-10-16T23:49:31.712292] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 263 tests [2025-10-16T23:49:31.712327] [INFO ] [CONFIGURE ] OLP: Testing feature 25/29: add_tick_distribution [2025-10-16T23:49:31.712358] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:49:31.856613] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:31.999346] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:32.143417] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:32.285323] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:32.428472] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:32.571295] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:32.714816] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:32.869970] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:33.032336] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:33.179173] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:33.179363] [INFO ] [CONFIGURE ] OLP: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:49:33.179418] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 262 tests [2025-10-16T23:49:33.179461] [INFO ] [CONFIGURE ] OLP: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:49:33.179500] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:49:33.325523] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:33.471804] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:33.616944] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:33.763975] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:33.909358] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:34.056074] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:34.202287] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:34.349905] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:34.502075] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:34.651575] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:34.651785] [INFO ] [CONFIGURE ] OLP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-10-16T23:49:34.651838] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 261 tests [2025-10-16T23:49:34.651874] [INFO ] [CONFIGURE ] OLP: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:49:34.651905] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:49:34.804132] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:34.955909] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:35.108927] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:49:35.261696] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:35.415748] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:35.571595] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:35.726501] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:35.886895] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:36.058870] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:36.215746] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:36.215914] [INFO ] [CONFIGURE ] OLP: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:49:36.215958] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 260 tests [2025-10-16T23:49:36.215991] [INFO ] [CONFIGURE ] OLP: Testing feature 28/29: add_volume_profile [2025-10-16T23:49:36.216020] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:49:36.363468] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:36.511786] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:36.657945] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:49:36.804681] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:49:36.951824] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:37.098815] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:37.247358] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:49:37.403445] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:37.554916] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:37.704935] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:37.705099] [INFO ] [CONFIGURE ] OLP: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:49:37.705142] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 259 tests [2025-10-16T23:49:37.705176] [INFO ] [CONFIGURE ] OLP: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:49:37.705205] [INFO ] [CONFIGURE ] OLP: Best accuracy: 70.00% [2025-10-16T23:49:37.705235] [INFO ] [CONFIGURE ] OLP: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:49:37.705262] [INFO ] [CONFIGURE ] OLP: Improvement over baseline: 10.00% [2025-10-16T23:49:37.705288] [INFO ] [CONFIGURE ] OLP: Total time: 41.3 seconds [2025-10-16T23:49:37.705313] [INFO ] [CONFIGURE ] OLP: Average time per feature: 1.5 seconds [2025-10-16T23:49:37.705339] [INFO ] [CONFIGURE ] OLP: Average speed: 0.70 features/sec [2025-10-16T23:49:37.705899] [INFO ] [LOCAL ] Saved configuration for OLP: 2 features, 70.00% accuracy -> ./output/feature-sets/OLP.json [2025-10-16T23:49:37.705965] [INFO ] [CONFIGURE ] OLP: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-10-16T23:49:37.706036] [INFO ] [sig ] [88/96] Successfully configured OLP | 0.02 sym/s | Total: 1.1h | ETA: 5.9m [2025-10-16T23:49:37.706091] [INFO ] [sig ] [89/96] Configuring PHI... [2025-10-16T23:49:37.706124] [INFO ] [CONFIGURE ] PHI: Configurate test run. [2025-10-16T23:49:37.706154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-10-16T23:49:37.719635] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHI'. [2025-10-16T23:49:37.720029] [INFO ] [CONFIGURE ] PHI: Testing with 29 available features [2025-10-16T23:49:37.720106] [INFO ] [CONFIGURE ] PHI: Establishing baseline with no features... [2025-10-16T23:49:37.829790] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:37.933949] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:38.038709] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:49:38.143295] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:38.251369] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:38.359674] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:38.466571] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:49:38.574162] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:38.681958] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:38.789937] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:38.790096] [INFO ] [CONFIGURE ] PHI: Baseline score (no features): 50.00% [2025-10-16T23:49:38.790140] [INFO ] [CONFIGURE ] PHI: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:49:38.790173] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:49:38.912310] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:39.029797] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:39.147531] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:49:39.268727] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:39.390796] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:39.517120] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:39.644531] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:39.772779] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:39.896767] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:40.019966] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:40.020120] [INFO ] [CONFIGURE ] PHI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:49:40.020165] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 258 tests [2025-10-16T23:49:40.020200] [INFO ] [CONFIGURE ] PHI: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:49:40.020232] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:49:40.142949] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:40.264926] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:40.392957] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:40.520503] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:40.644803] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:40.768301] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:40.892530] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:49:41.028676] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:49:41.160277] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:41.292265] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:41.292439] [INFO ] [CONFIGURE ] PHI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:49:41.292484] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 257 tests [2025-10-16T23:49:41.292517] [INFO ] [CONFIGURE ] PHI: Testing feature 3/29: add_daily_returns [2025-10-16T23:49:41.292552] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns'] [2025-10-16T23:49:41.404090] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:41.517541] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:41.630293] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:41.746157] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:41.869157] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:41.987029] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:42.106775] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:49:42.223975] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:42.341468] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:42.496463] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:42.496672] [INFO ] [CONFIGURE ] PHI: KEPT add_daily_returns (score: 60.00%) [2025-10-16T23:49:42.496735] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 256 tests [2025-10-16T23:49:42.496772] [INFO ] [CONFIGURE ] PHI: Testing feature 4/29: add_ema [2025-10-16T23:49:42.496804] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T23:49:42.629568] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:42.761620] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:42.897364] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:43.032672] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:49:43.180462] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:43.321429] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:43.457803] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:49:43.595330] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:43.736328] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:49:43.877872] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:43.878045] [INFO ] [CONFIGURE ] PHI: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:49:43.878092] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 255 tests [2025-10-16T23:49:43.878127] [INFO ] [CONFIGURE ] PHI: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:49:43.878184] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:49:44.022997] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:44.170226] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:44.326127] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:44.476068] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:44.621789] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:44.766111] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:44.906155] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:45.055048] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:45.206865] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:45.351428] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:45.351589] [INFO ] [CONFIGURE ] PHI: KEPT add_exhaustion_signals (score: 70.00%) [2025-10-16T23:49:45.351633] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 254 tests [2025-10-16T23:49:45.351711] [INFO ] [CONFIGURE ] PHI: Testing feature 6/29: add_failed_moves [2025-10-16T23:49:45.351751] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:49:45.528444] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:45.676892] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:45.821690] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:45.968037] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:46.112818] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:46.262765] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:46.414489] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:46.577369] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:46.765001] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:46.953278] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:46.953509] [INFO ] [CONFIGURE ] PHI: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:49:46.953588] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 253 tests [2025-10-16T23:49:46.953688] [INFO ] [CONFIGURE ] PHI: Testing feature 7/29: add_lag_shelf [2025-10-16T23:49:46.953761] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:49:47.152815] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:47.341733] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:47.523418] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:49:47.697046] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:47.886043] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:48.045245] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:48.183470] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:48.324286] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:48.461136] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:48.599330] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:48.599549] [INFO ] [CONFIGURE ] PHI: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:49:48.599622] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 252 tests [2025-10-16T23:49:48.599689] [INFO ] [CONFIGURE ] PHI: Testing feature 8/29: add_macd [2025-10-16T23:49:48.599737] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:49:48.754451] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:48.922352] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:49.088121] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:49.247163] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:49:49.408852] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:49:49.577434] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:49.749217] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:49.916140] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:49:50.083256] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:50.250140] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:50.250383] [INFO ] [CONFIGURE ] PHI: DISCARDED add_macd (score: 70.00%) [2025-10-16T23:49:50.250446] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 251 tests [2025-10-16T23:49:50.250484] [INFO ] [CONFIGURE ] PHI: Testing feature 9/29: add_mfi [2025-10-16T23:49:50.250517] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:49:50.403770] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:50.556544] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:50.708789] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:50.864077] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:51.017870] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:51.171989] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:51.323335] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:51.475581] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:51.628495] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:51.800266] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:51.800551] [INFO ] [CONFIGURE ] PHI: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:49:51.800628] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 250 tests [2025-10-16T23:49:51.800727] [INFO ] [CONFIGURE ] PHI: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:49:51.800788] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:49:51.989822] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:52.158181] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:52.330970] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:52.500990] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:52.671924] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:52.838979] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:53.009446] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:53.189194] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:49:53.368770] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:53.557708] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:53.557901] [INFO ] [CONFIGURE ] PHI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:49:53.557964] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 249 tests [2025-10-16T23:49:53.558022] [INFO ] [CONFIGURE ] PHI: Testing feature 11/29: add_obv_daily [2025-10-16T23:49:53.558059] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:49:53.709991] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:53.865804] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:54.015006] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:54.164884] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:54.326979] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:54.482807] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:54.633870] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:54.784038] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:49:54.937726] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:55.096635] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:55.096843] [INFO ] [CONFIGURE ] PHI: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:49:55.096890] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 248 tests [2025-10-16T23:49:55.096924] [INFO ] [CONFIGURE ] PHI: Testing feature 12/29: add_obv_interval [2025-10-16T23:49:55.096958] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:49:55.242585] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:55.388477] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:55.530702] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:55.673910] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:55.820440] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:55.989677] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:56.134619] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:56.290082] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:56.431009] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:56.578611] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:56.578816] [INFO ] [CONFIGURE ] PHI: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:49:56.578867] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 247 tests [2025-10-16T23:49:56.578903] [INFO ] [CONFIGURE ] PHI: Testing feature 13/29: add_opening_strength [2025-10-16T23:49:56.578981] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-10-16T23:49:56.722176] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:49:56.876307] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:57.024580] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:57.172757] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:49:57.326016] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:57.497073] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:57.662300] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:57.814432] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:49:57.965446] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:58.116156] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:49:58.116335] [INFO ] [CONFIGURE ] PHI: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:49:58.116381] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 246 tests [2025-10-16T23:49:58.116415] [INFO ] [CONFIGURE ] PHI: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:49:58.116446] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:49:58.275080] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:49:58.430342] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:49:58.590496] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:49:58.752264] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:49:58.910676] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:49:59.072327] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:49:59.229997] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:49:59.390360] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:49:59.554117] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:49:59.716812] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:49:59.716977] [INFO ] [CONFIGURE ] PHI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:49:59.717052] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 245 tests [2025-10-16T23:49:59.717110] [INFO ] [CONFIGURE ] PHI: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:49:59.717146] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:49:59.859962] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:00.001249] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:00.145930] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:00.294376] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:00.440173] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:00.588045] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:00.734699] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:00.883864] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:01.033506] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:01.195274] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:01.195679] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:50:01.195743] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 244 tests [2025-10-16T23:50:01.195781] [INFO ] [CONFIGURE ] PHI: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:50:01.195814] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:50:01.350227] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:01.507045] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:01.671376] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:01.866452] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:02.047841] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:02.221725] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:02.399030] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:02.583915] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:02.771210] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:02.951059] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:02.951295] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-10-16T23:50:02.951381] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 243 tests [2025-10-16T23:50:02.951549] [INFO ] [CONFIGURE ] PHI: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:50:02.951593] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:50:03.122528] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:03.290785] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:03.470252] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:03.647127] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:03.866830] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:04.046777] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:04.224371] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:04.383116] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:04.553724] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:04.716541] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:04.716765] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-10-16T23:50:04.716855] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 242 tests [2025-10-16T23:50:04.716896] [INFO ] [CONFIGURE ] PHI: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:50:04.716928] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:50:04.867608] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:50:05.013393] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:05.155042] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:05.300497] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:05.445005] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:05.589617] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:05.740745] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:05.884842] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:06.034898] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:06.183533] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:06.183787] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-10-16T23:50:06.183854] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 241 tests [2025-10-16T23:50:06.183893] [INFO ] [CONFIGURE ] PHI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:50:06.183926] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:50:06.325307] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:06.473339] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:06.616120] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:06.758436] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:06.902329] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:07.052071] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:07.196615] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:07.345832] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:07.490455] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:07.631119] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:07.631282] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-10-16T23:50:07.631328] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 240 tests [2025-10-16T23:50:07.631364] [INFO ] [CONFIGURE ] PHI: Testing feature 20/29: add_price_rejection [2025-10-16T23:50:07.631397] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:50:07.779318] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:07.927874] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:08.081295] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:08.230557] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:08.379367] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:08.527185] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:08.676585] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:08.832381] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:08.988066] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:09.138941] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:09.139090] [INFO ] [CONFIGURE ] PHI: DISCARDED add_price_rejection (score: 70.00%) [2025-10-16T23:50:09.139136] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 239 tests [2025-10-16T23:50:09.139172] [INFO ] [CONFIGURE ] PHI: Testing feature 21/29: add_range_position [2025-10-16T23:50:09.139209] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:50:09.296700] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:09.450877] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:09.619206] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:50:09.788971] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:09.950379] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:10.120887] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:10.287259] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:10.458076] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:10.631776] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:10.797227] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:10.797384] [INFO ] [CONFIGURE ] PHI: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:50:10.797428] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 238 tests [2025-10-16T23:50:10.797461] [INFO ] [CONFIGURE ] PHI: Testing feature 22/29: add_realized_volatility [2025-10-16T23:50:10.797492] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:50:10.974443] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:11.155425] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:11.333170] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:11.516000] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:11.692538] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:11.872619] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:12.050059] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:12.227469] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:12.404123] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:12.577441] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:12.577627] [INFO ] [CONFIGURE ] PHI: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:50:12.577707] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 237 tests [2025-10-16T23:50:12.577752] [INFO ] [CONFIGURE ] PHI: Testing feature 23/29: add_recent_range_context [2025-10-16T23:50:12.577784] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:50:12.725661] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:12.873469] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:13.021290] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:13.174010] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:13.326062] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:13.483509] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:13.637574] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:13.792245] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:13.947737] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:14.104972] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:14.105153] [INFO ] [CONFIGURE ] PHI: DISCARDED add_recent_range_context (score: 70.00%) [2025-10-16T23:50:14.105197] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 236 tests [2025-10-16T23:50:14.105232] [INFO ] [CONFIGURE ] PHI: Testing feature 24/29: add_rsi [2025-10-16T23:50:14.105264] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:50:14.286437] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:14.452421] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:14.625409] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:14.797544] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:14.966984] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:15.132608] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:15.302370] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:15.474424] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:15.643338] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:15.852932] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:15.853103] [INFO ] [CONFIGURE ] PHI: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:50:15.853160] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 235 tests [2025-10-16T23:50:15.853196] [INFO ] [CONFIGURE ] PHI: Testing feature 25/29: add_tick_distribution [2025-10-16T23:50:15.853226] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:50:15.992514] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:16.132790] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:16.279210] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:16.426098] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:16.578734] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:16.726138] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:16.884630] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:17.043403] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:17.201083] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:17.355808] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:17.355987] [INFO ] [CONFIGURE ] PHI: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:50:17.356044] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 234 tests [2025-10-16T23:50:17.356080] [INFO ] [CONFIGURE ] PHI: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:50:17.356111] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:50:17.502430] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:17.647144] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:17.797935] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:50:17.946398] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:18.096544] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:18.247659] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:18.398074] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:18.545419] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:18.691699] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:18.866636] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:50:18.866865] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:50:18.866915] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 233 tests [2025-10-16T23:50:18.866949] [INFO ] [CONFIGURE ] PHI: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:50:18.866979] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:50:19.018104] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:19.169726] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:19.321830] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:19.473732] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:19.629364] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:19.788609] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:19.983387] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:20.168281] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:20.353856] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:20.518955] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:20.519185] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:50:20.519236] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 232 tests [2025-10-16T23:50:20.519271] [INFO ] [CONFIGURE ] PHI: Testing feature 28/29: add_volume_profile [2025-10-16T23:50:20.519301] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:50:20.667412] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:50:20.850529] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:50:21.008497] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:21.165953] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:50:21.315783] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:50:21.468144] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:50:21.624322] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:21.781616] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:21.942315] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:22.098212] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:50:22.098386] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:50:22.098430] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 231 tests [2025-10-16T23:50:22.098489] [INFO ] [CONFIGURE ] PHI: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:50:22.098544] [INFO ] [CONFIGURE ] PHI: Best accuracy: 70.00% [2025-10-16T23:50:22.098578] [INFO ] [CONFIGURE ] PHI: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:50:22.098606] [INFO ] [CONFIGURE ] PHI: Improvement over baseline: 20.00% [2025-10-16T23:50:22.098633] [INFO ] [CONFIGURE ] PHI: Total time: 43.3 seconds [2025-10-16T23:50:22.098699] [INFO ] [CONFIGURE ] PHI: Average time per feature: 1.5 seconds [2025-10-16T23:50:22.098740] [INFO ] [CONFIGURE ] PHI: Average speed: 0.67 features/sec [2025-10-16T23:50:22.099218] [INFO ] [LOCAL ] Saved configuration for PHI: 3 features, 70.00% accuracy -> ./output/feature-sets/PHI.json [2025-10-16T23:50:22.099284] [INFO ] [CONFIGURE ] PHI: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-10-16T23:50:22.099345] [INFO ] [sig ] [89/96] Successfully configured PHI | 0.02 sym/s | Total: 1.1h | ETA: 5.2m [2025-10-16T23:50:22.099382] [INFO ] [sig ] [90/96] Configuring RMMZ... [2025-10-16T23:50:22.099412] [INFO ] [CONFIGURE ] RMMZ: Configurate test run. [2025-10-16T23:50:22.099441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-10-16T23:50:22.112694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMMZ'. [2025-10-16T23:50:22.113118] [INFO ] [CONFIGURE ] RMMZ: Testing with 29 available features [2025-10-16T23:50:22.113190] [INFO ] [CONFIGURE ] RMMZ: Establishing baseline with no features... [2025-10-16T23:50:22.222468] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:22.330011] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:22.437616] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:22.543805] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:22.647574] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:22.752334] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:22.857864] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:22.962968] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:50:23.068904] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:23.177063] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:23.177205] [INFO ] [CONFIGURE ] RMMZ: Baseline score (no features): 50.00% [2025-10-16T23:50:23.177269] [INFO ] [CONFIGURE ] RMMZ: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:50:23.177305] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:50:23.294856] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:23.410539] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:23.528432] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:23.651235] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:23.773509] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:23.894873] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:24.019842] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:24.145891] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:24.272845] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:24.398222] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:24.398386] [INFO ] [CONFIGURE ] RMMZ: KEPT add_bollinger_bands (score: 70.00%) [2025-10-16T23:50:24.398428] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 230 tests [2025-10-16T23:50:24.398461] [INFO ] [CONFIGURE ] RMMZ: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:50:24.398491] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:50:24.537008] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:24.677297] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:24.824485] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:24.964206] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:25.107701] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:25.258235] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:25.398137] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:25.536188] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:25.673879] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:25.814469] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:25.814706] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_cumulative_delta (score: 50.00%) [2025-10-16T23:50:25.814765] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 229 tests [2025-10-16T23:50:25.814803] [INFO ] [CONFIGURE ] RMMZ: Testing feature 3/29: add_daily_returns [2025-10-16T23:50:25.814835] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:50:25.932915] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:26.053156] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:26.174967] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:26.301290] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:26.426257] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:50:26.548440] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:26.670726] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:26.795230] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:26.919542] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:27.042857] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:27.043013] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:50:27.043056] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 228 tests [2025-10-16T23:50:27.043089] [INFO ] [CONFIGURE ] RMMZ: Testing feature 4/29: add_ema [2025-10-16T23:50:27.043119] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-10-16T23:50:27.192484] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:27.335932] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:27.471272] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:27.606053] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:27.741147] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:27.878847] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:28.015434] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:28.151031] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:28.287438] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:28.425606] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:28.425823] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:50:28.425875] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 227 tests [2025-10-16T23:50:28.425911] [INFO ] [CONFIGURE ] RMMZ: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:50:28.425943] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:50:28.569838] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:28.710421] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:28.855313] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:29.014922] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:29.157808] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:29.300846] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:29.448874] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:29.593763] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:29.737992] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:29.883481] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:29.883685] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:50:29.883747] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 226 tests [2025-10-16T23:50:29.883784] [INFO ] [CONFIGURE ] RMMZ: Testing feature 6/29: add_failed_moves [2025-10-16T23:50:29.883816] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-10-16T23:50:30.005510] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:30.127811] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:30.249959] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:30.372729] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:30.495977] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:30.620444] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:30.751399] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:30.872779] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:31.002306] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:31.133677] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:31.133850] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_failed_moves (score: 70.00%) [2025-10-16T23:50:31.133896] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 225 tests [2025-10-16T23:50:31.133932] [INFO ] [CONFIGURE ] RMMZ: Testing feature 7/29: add_lag_shelf [2025-10-16T23:50:31.133964] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-10-16T23:50:31.254394] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:31.369059] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:31.489806] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:31.613380] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:31.735404] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:31.860227] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:31.985820] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:32.111709] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:32.238775] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:32.365880] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:32.366065] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_lag_shelf (score: 40.00%) [2025-10-16T23:50:32.366113] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 224 tests [2025-10-16T23:50:32.366148] [INFO ] [CONFIGURE ] RMMZ: Testing feature 8/29: add_macd [2025-10-16T23:50:32.366183] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-10-16T23:50:32.518331] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:32.667322] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:32.819890] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1 [2025-10-16T23:50:33.004728] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:33.193744] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:33.368245] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:33.531211] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:33.695087] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:33.859787] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:34.054166] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:34.054388] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:50:34.054447] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 223 tests [2025-10-16T23:50:34.054487] [INFO ] [CONFIGURE ] RMMZ: Testing feature 9/29: add_mfi [2025-10-16T23:50:34.054529] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-10-16T23:50:34.186669] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:34.322516] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:34.457904] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:34.593826] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:34.724071] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:34.854716] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:34.985570] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:35.119404] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:35.252002] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:35.384726] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:35.384929] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_mfi (score: 70.00%) [2025-10-16T23:50:35.384983] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 222 tests [2025-10-16T23:50:35.385016] [INFO ] [CONFIGURE ] RMMZ: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:50:35.385048] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:50:35.529946] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:35.674297] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:35.819487] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:35.966455] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:36.116322] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:36.267223] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:36.420804] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:36.570809] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:36.719213] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:36.870878] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:36.871051] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:50:36.871096] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 221 tests [2025-10-16T23:50:36.871129] [INFO ] [CONFIGURE ] RMMZ: Testing feature 11/29: add_obv_daily [2025-10-16T23:50:36.871243] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-10-16T23:50:36.995793] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:37.121484] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:37.246612] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:37.378791] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:37.505288] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:37.631450] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:37.758501] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:37.887168] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:38.019076] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:38.148007] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:38.148221] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_obv_daily (score: 60.00%) [2025-10-16T23:50:38.148284] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 220 tests [2025-10-16T23:50:38.148323] [INFO ] [CONFIGURE ] RMMZ: Testing feature 12/29: add_obv_interval [2025-10-16T23:50:38.148356] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-10-16T23:50:38.271073] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:38.395149] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:38.517944] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:38.640071] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:38.761342] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:38.883838] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:39.007330] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:39.131601] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:39.257274] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:39.384731] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:50:39.384888] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_obv_interval (score: 60.00%) [2025-10-16T23:50:39.384932] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 219 tests [2025-10-16T23:50:39.384964] [INFO ] [CONFIGURE ] RMMZ: Testing feature 13/29: add_opening_strength [2025-10-16T23:50:39.384994] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:50:39.516261] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:39.658882] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:39.796733] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:39.979879] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:40.184281] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:40.356627] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:40.544964] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:40.737463] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:40.895112] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:41.051748] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:41.051922] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_opening_strength (score: 60.00%) [2025-10-16T23:50:41.052056] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 218 tests [2025-10-16T23:50:41.052134] [INFO ] [CONFIGURE ] RMMZ: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:50:41.052206] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-10-16T23:50:41.201485] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:41.336412] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:41.472929] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:41.610325] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:41.748053] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:41.887845] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:42.031393] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:42.171524] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:42.313166] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:42.448484] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:42.448638] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-10-16T23:50:42.448721] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 217 tests [2025-10-16T23:50:42.448759] [INFO ] [CONFIGURE ] RMMZ: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:50:42.448789] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-10-16T23:50:42.562077] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:42.675898] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:42.789756] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:42.905728] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:43.020433] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:43.135195] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:43.249426] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:43.364627] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:43.480534] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:43.600630] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:43.600877] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:50:43.600926] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 216 tests [2025-10-16T23:50:43.600959] [INFO ] [CONFIGURE ] RMMZ: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:50:43.600989] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-10-16T23:50:43.719771] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:43.841186] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:43.957309] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:44.071436] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:44.192777] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:44.316973] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:44.440079] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:44.563526] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:44.687214] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:44.812085] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:44.812236] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:50:44.812279] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 215 tests [2025-10-16T23:50:44.812313] [INFO ] [CONFIGURE ] RMMZ: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:50:44.812343] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-10-16T23:50:44.950242] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:45.097294] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:45.245490] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:45.391462] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:45.533380] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:45.671717] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:45.799783] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:45.932284] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:46.064252] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:46.196632] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:46.196817] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:50:46.196864] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 214 tests [2025-10-16T23:50:46.196897] [INFO ] [CONFIGURE ] RMMZ: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:50:46.196927] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-10-16T23:50:46.309478] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:46.423052] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:46.541903] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:46.658876] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:46.776861] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:46.893733] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:47.015797] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:47.139032] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:47.256084] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:47.382263] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:47.382459] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:50:47.382519] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 213 tests [2025-10-16T23:50:47.382558] [INFO ] [CONFIGURE ] RMMZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:50:47.382615] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-10-16T23:50:47.503299] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:47.620176] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:47.740376] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:47.861184] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:47.984821] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:48.108265] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:48.234536] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:48.368796] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:48.504300] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:48.622144] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:48.622271] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:50:48.622314] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 212 tests [2025-10-16T23:50:48.622348] [INFO ] [CONFIGURE ] RMMZ: Testing feature 20/29: add_price_rejection [2025-10-16T23:50:48.622377] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-10-16T23:50:48.745375] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:48.867173] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:48.999310] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:49.150279] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:49.292897] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:49.428031] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:49.561455] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:49.696120] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:49.825535] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:49.954130] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:49.954322] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_price_rejection (score: 50.00%) [2025-10-16T23:50:49.954368] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 211 tests [2025-10-16T23:50:49.954402] [INFO ] [CONFIGURE ] RMMZ: Testing feature 21/29: add_range_position [2025-10-16T23:50:49.954433] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-10-16T23:50:50.089911] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:50.226624] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:50.364041] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:50.496863] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:50.629891] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:50.769234] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:50.903271] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:51.037744] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:51.174712] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:51.310746] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:51.310887] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:50:51.310933] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 210 tests [2025-10-16T23:50:51.310965] [INFO ] [CONFIGURE ] RMMZ: Testing feature 22/29: add_realized_volatility [2025-10-16T23:50:51.310995] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-10-16T23:50:51.456136] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:51.605945] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:51.753554] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:51.903188] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:52.056373] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:52.238403] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:52.405064] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:52.560285] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:52.720302] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:52.892156] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:52.892337] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_realized_volatility (score: 70.00%) [2025-10-16T23:50:52.892385] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 209 tests [2025-10-16T23:50:52.892420] [INFO ] [CONFIGURE ] RMMZ: Testing feature 23/29: add_recent_range_context [2025-10-16T23:50:52.892452] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-10-16T23:50:53.025192] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:53.159487] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:53.289475] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:53.418598] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:53.549993] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:53.684403] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:53.817265] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:53.947249] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:54.083172] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:54.212489] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:54.212668] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_recent_range_context (score: 60.00%) [2025-10-16T23:50:54.212743] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 208 tests [2025-10-16T23:50:54.212782] [INFO ] [CONFIGURE ] RMMZ: Testing feature 24/29: add_rsi [2025-10-16T23:50:54.212814] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-10-16T23:50:54.355454] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:54.496452] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:50:54.635375] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:54.771491] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:54.913097] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:55.050683] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:55.195858] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:55.339238] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:55.483859] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:55.628915] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:50:55.629053] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_rsi (score: 30.00%) [2025-10-16T23:50:55.629096] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 207 tests [2025-10-16T23:50:55.629129] [INFO ] [CONFIGURE ] RMMZ: Testing feature 25/29: add_tick_distribution [2025-10-16T23:50:55.629159] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-10-16T23:50:55.753377] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:50:55.874135] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:55.994427] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:56.114047] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:56.233770] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:56.355387] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:50:56.481160] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:56.603303] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:56.725869] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:56.864194] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:56.864363] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:50:56.864408] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 206 tests [2025-10-16T23:50:56.864443] [INFO ] [CONFIGURE ] RMMZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:50:56.864474] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-10-16T23:50:56.989210] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:57.112893] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:57.236420] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:57.365238] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:57.490154] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:57.616717] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:57.742817] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:50:57.870536] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:57.997110] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:50:58.124343] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:58.124504] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:50:58.124547] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 205 tests [2025-10-16T23:50:58.124580] [INFO ] [CONFIGURE ] RMMZ: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:50:58.124611] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-10-16T23:50:58.289332] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:58.418444] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:58.548833] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:58.681534] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:50:58.813962] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:50:58.946406] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:50:59.083632] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:50:59.215931] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:50:59.350712] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:50:59.486327] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:50:59.486482] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:50:59.486526] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 204 tests [2025-10-16T23:50:59.486560] [INFO ] [CONFIGURE ] RMMZ: Testing feature 28/29: add_volume_profile [2025-10-16T23:50:59.486590] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-10-16T23:50:59.609686] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:50:59.736476] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:50:59.867315] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:50:59.999344] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:00.124034] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:00.248286] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:51:00.372965] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:51:00.498963] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:00.624159] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:00.757504] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1 [2025-10-16T23:51:00.757733] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:51:00.757790] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 203 tests [2025-10-16T23:51:00.757825] [INFO ] [CONFIGURE ] RMMZ: Testing feature 29/29: add_vwap [2025-10-16T23:51:00.757856] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-10-16T23:51:00.882673] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:01.019898] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:51:01.150544] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:01.281466] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:01.428203] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:01.589363] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:01.742989] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:51:01.894599] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:02.053824] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:02.197583] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:51:02.197777] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_vwap (score: 40.00%) [2025-10-16T23:51:02.197829] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 202 tests [2025-10-16T23:51:02.197885] [INFO ] [CONFIGURE ] RMMZ: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:51:02.197940] [INFO ] [CONFIGURE ] RMMZ: Best accuracy: 70.00% [2025-10-16T23:51:02.197974] [INFO ] [CONFIGURE ] RMMZ: Best feature set (1 features): ['add_bollinger_bands'] [2025-10-16T23:51:02.198003] [INFO ] [CONFIGURE ] RMMZ: Improvement over baseline: 20.00% [2025-10-16T23:51:02.198095] [INFO ] [CONFIGURE ] RMMZ: Total time: 39.0 seconds [2025-10-16T23:51:02.198133] [INFO ] [CONFIGURE ] RMMZ: Average time per feature: 1.3 seconds [2025-10-16T23:51:02.198187] [INFO ] [CONFIGURE ] RMMZ: Average speed: 0.74 features/sec [2025-10-16T23:51:02.198773] [INFO ] [LOCAL ] Saved configuration for RMMZ: 1 features, 70.00% accuracy -> ./output/feature-sets/RMMZ.json [2025-10-16T23:51:02.198839] [INFO ] [CONFIGURE ] RMMZ: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-10-16T23:51:02.198911] [INFO ] [sig ] [90/96] Successfully configured RMMZ | 0.02 sym/s | Total: 1.1h | ETA: 4.4m [2025-10-16T23:51:02.198967] [INFO ] [sig ] [91/96] Configuring RZC... [2025-10-16T23:51:02.198999] [INFO ] [CONFIGURE ] RZC: Configurate test run. [2025-10-16T23:51:02.199029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-10-16T23:51:02.242678] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RZC'. [2025-10-16T23:51:02.243094] [INFO ] [CONFIGURE ] RZC: Testing with 29 available features [2025-10-16T23:51:02.243151] [INFO ] [CONFIGURE ] RZC: Establishing baseline with no features... [2025-10-16T23:51:02.361130] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:02.462339] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:02.584035] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:02.710276] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:02.830480] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:02.953082] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:03.074437] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:03.187388] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:03.291495] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:03.396476] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:03.396636] [INFO ] [CONFIGURE ] RZC: Baseline score (no features): 80.00% [2025-10-16T23:51:03.396718] [INFO ] [CONFIGURE ] RZC: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:51:03.396757] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:51:03.522827] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:03.658180] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:03.794801] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:03.932150] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:04.072427] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:04.206497] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:51:04.341001] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:04.481234] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:04.623436] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:04.753111] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:04.753277] [INFO ] [CONFIGURE ] RZC: DISCARDED add_bollinger_bands (score: 70.00%) [2025-10-16T23:51:04.753322] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 201 tests [2025-10-16T23:51:04.753356] [INFO ] [CONFIGURE ] RZC: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:51:04.753388] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:51:04.887066] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:51:05.013061] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:05.150038] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:05.292284] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:05.419135] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:05.541778] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:05.681078] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:05.825908] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:05.953339] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:06.085392] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:06.085545] [INFO ] [CONFIGURE ] RZC: DISCARDED add_cumulative_delta (score: 80.00%) [2025-10-16T23:51:06.085592] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 200 tests [2025-10-16T23:51:06.085630] [INFO ] [CONFIGURE ] RZC: Testing feature 3/29: add_daily_returns [2025-10-16T23:51:06.085703] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_daily_returns'] [2025-10-16T23:51:06.194583] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:51:06.300955] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:51:06.408404] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:06.523023] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:06.636194] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:06.750694] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:06.862116] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:06.983096] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:07.091985] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:07.200795] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:07.200943] [INFO ] [CONFIGURE ] RZC: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:51:07.200987] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 199 tests [2025-10-16T23:51:07.201020] [INFO ] [CONFIGURE ] RZC: Testing feature 4/29: add_ema [2025-10-16T23:51:07.201051] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema'] [2025-10-16T23:51:07.320590] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:07.466520] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:07.584523] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:07.702957] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:07.822471] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:07.942966] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:08.066126] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:08.193981] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:08.324523] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:08.465852] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:08.466131] [INFO ] [CONFIGURE ] RZC: KEPT add_ema (score: 90.00%) [2025-10-16T23:51:08.466215] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 198 tests [2025-10-16T23:51:08.466288] [INFO ] [CONFIGURE ] RZC: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:51:08.466359] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:51:08.633675] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:08.793327] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:08.961126] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:09.131609] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:09.283776] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:09.442943] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:09.606281] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:09.795514] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:09.950899] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:10.107240] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:10.107483] [INFO ] [CONFIGURE ] RZC: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-10-16T23:51:10.107537] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 197 tests [2025-10-16T23:51:10.107572] [INFO ] [CONFIGURE ] RZC: Testing feature 6/29: add_failed_moves [2025-10-16T23:51:10.107605] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_failed_moves'] [2025-10-16T23:51:10.238605] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:10.370357] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:10.511410] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:10.641387] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:10.779393] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:10.920154] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:11.056262] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:11.195954] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:11.341275] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:11.482847] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:11.483066] [INFO ] [CONFIGURE ] RZC: DISCARDED add_failed_moves (score: 90.00%) [2025-10-16T23:51:11.483118] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 196 tests [2025-10-16T23:51:11.483154] [INFO ] [CONFIGURE ] RZC: Testing feature 7/29: add_lag_shelf [2025-10-16T23:51:11.483187] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-10-16T23:51:11.610257] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:11.736287] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:11.862565] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:11.993427] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:12.121003] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:12.260752] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:12.395202] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:12.545316] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:12.693444] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:12.832337] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:12.832501] [INFO ] [CONFIGURE ] RZC: DISCARDED add_lag_shelf (score: 90.00%) [2025-10-16T23:51:12.832546] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 195 tests [2025-10-16T23:51:12.832581] [INFO ] [CONFIGURE ] RZC: Testing feature 8/29: add_macd [2025-10-16T23:51:12.832615] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-10-16T23:51:13.000077] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:13.170720] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:13.338620] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:13.545500] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:13.718051] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:13.894599] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:14.056860] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:14.219017] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:14.380874] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:14.541733] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:14.541949] [INFO ] [CONFIGURE ] RZC: DISCARDED add_macd (score: 80.00%) [2025-10-16T23:51:14.542003] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 194 tests [2025-10-16T23:51:14.542040] [INFO ] [CONFIGURE ] RZC: Testing feature 9/29: add_mfi [2025-10-16T23:51:14.542094] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_mfi'] [2025-10-16T23:51:14.680301] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:14.821010] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:14.963244] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:15.106248] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:15.249597] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:15.393494] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:15.535547] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:15.683794] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:15.832168] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:15.972542] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:15.972734] [INFO ] [CONFIGURE ] RZC: DISCARDED add_mfi (score: 90.00%) [2025-10-16T23:51:15.972790] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 193 tests [2025-10-16T23:51:15.972826] [INFO ] [CONFIGURE ] RZC: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:51:15.972858] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:51:16.134131] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:16.286180] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:16.444790] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:16.595222] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:16.756484] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:16.917093] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:17.085969] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:17.251256] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:17.438079] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:17.616322] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:17.616497] [INFO ] [CONFIGURE ] RZC: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-10-16T23:51:17.616543] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 192 tests [2025-10-16T23:51:17.616578] [INFO ] [CONFIGURE ] RZC: Testing feature 11/29: add_obv_daily [2025-10-16T23:51:17.616611] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_obv_daily'] [2025-10-16T23:51:17.753711] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:17.909979] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:18.059380] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:18.196963] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:51:18.336919] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:18.476310] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:18.617382] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:18.765171] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:18.917354] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:19.061805] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:19.061989] [INFO ] [CONFIGURE ] RZC: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:51:19.062035] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 191 tests [2025-10-16T23:51:19.062069] [INFO ] [CONFIGURE ] RZC: Testing feature 12/29: add_obv_interval [2025-10-16T23:51:19.062099] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_obv_interval'] [2025-10-16T23:51:19.203304] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:19.338457] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:19.477712] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:19.611070] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:19.737483] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:19.866417] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:20.005217] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:20.131615] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:20.265022] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:20.395215] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:20.395382] [INFO ] [CONFIGURE ] RZC: DISCARDED add_obv_interval (score: 80.00%) [2025-10-16T23:51:20.395444] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 190 tests [2025-10-16T23:51:20.395480] [INFO ] [CONFIGURE ] RZC: Testing feature 13/29: add_opening_strength [2025-10-16T23:51:20.395511] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:51:20.528881] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:51:20.662361] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:20.795857] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:20.930768] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:21.068783] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:21.216145] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:21.356340] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:21.496280] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:21.636835] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:21.779132] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:21.779305] [INFO ] [CONFIGURE ] RZC: DISCARDED add_opening_strength (score: 70.00%) [2025-10-16T23:51:21.779350] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 189 tests [2025-10-16T23:51:21.779384] [INFO ] [CONFIGURE ] RZC: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:51:21.779415] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-10-16T23:51:21.924380] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:22.072964] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:22.210806] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:22.348235] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:22.490212] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:22.637298] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:22.785276] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:22.933486] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:23.083567] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:23.229321] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:23.229494] [INFO ] [CONFIGURE ] RZC: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-10-16T23:51:23.229540] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 188 tests [2025-10-16T23:51:23.229574] [INFO ] [CONFIGURE ] RZC: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:51:23.229605] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-10-16T23:51:23.351464] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:23.476999] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:23.608581] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:23.743897] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:51:23.868086] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:23.991474] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:24.121135] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:24.252262] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:24.383989] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:24.521921] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:24.522083] [INFO ] [CONFIGURE ] RZC: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-10-16T23:51:24.522128] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 187 tests [2025-10-16T23:51:24.522162] [INFO ] [CONFIGURE ] RZC: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:51:24.522193] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-10-16T23:51:24.658827] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:24.799066] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:24.937096] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:25.075145] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:51:25.210799] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:25.349084] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:25.483128] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:25.645501] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:25.779811] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:25.914176] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:25.914384] [INFO ] [CONFIGURE ] RZC: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:51:25.914493] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 186 tests [2025-10-16T23:51:25.914549] [INFO ] [CONFIGURE ] RZC: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:51:25.914585] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-10-16T23:51:26.055128] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:26.185431] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:26.316633] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:26.446839] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:26.580803] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:26.719359] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:26.853621] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:26.988980] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:27.122573] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:27.258283] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:27.258443] [INFO ] [CONFIGURE ] RZC: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-10-16T23:51:27.258489] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 185 tests [2025-10-16T23:51:27.258523] [INFO ] [CONFIGURE ] RZC: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:51:27.258554] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-10-16T23:51:27.382309] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:27.504401] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:27.627372] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:27.751585] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:27.875944] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:28.001969] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:28.126929] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:28.255077] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:28.385276] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:28.511176] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:28.511328] [INFO ] [CONFIGURE ] RZC: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-10-16T23:51:28.511374] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 184 tests [2025-10-16T23:51:28.511500] [INFO ] [CONFIGURE ] RZC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:51:28.511542] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-10-16T23:51:28.661595] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:28.808785] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:28.929601] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:29.052737] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:29.180971] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:29.309013] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:29.443226] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:29.572236] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:29.697974] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:29.823957] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:29.824119] [INFO ] [CONFIGURE ] RZC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:51:29.824165] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 183 tests [2025-10-16T23:51:29.824204] [INFO ] [CONFIGURE ] RZC: Testing feature 20/29: add_price_rejection [2025-10-16T23:51:29.824237] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_price_rejection'] [2025-10-16T23:51:29.965227] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:30.105042] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:30.247111] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:30.382368] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:30.525813] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:30.661238] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:30.797857] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:30.944614] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:31.084236] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:31.225306] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:31.225503] [INFO ] [CONFIGURE ] RZC: DISCARDED add_price_rejection (score: 90.00%) [2025-10-16T23:51:31.225551] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 182 tests [2025-10-16T23:51:31.225587] [INFO ] [CONFIGURE ] RZC: Testing feature 21/29: add_range_position [2025-10-16T23:51:31.225619] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_range_position'] [2025-10-16T23:51:31.364857] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:31.505261] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:31.656673] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:31.796268] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:31.945431] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:32.090099] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:32.230248] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:32.375479] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:32.517877] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:32.663789] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:32.663971] [INFO ] [CONFIGURE ] RZC: DISCARDED add_range_position (score: 90.00%) [2025-10-16T23:51:32.664018] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 181 tests [2025-10-16T23:51:32.664053] [INFO ] [CONFIGURE ] RZC: Testing feature 22/29: add_realized_volatility [2025-10-16T23:51:32.664084] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-10-16T23:51:32.822857] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:32.980671] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:33.150447] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:33.310809] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:51:33.470731] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:33.627969] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:33.783253] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:33.941830] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:34.102222] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:34.256264] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:34.256444] [INFO ] [CONFIGURE ] RZC: DISCARDED add_realized_volatility (score: 80.00%) [2025-10-16T23:51:34.256490] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 180 tests [2025-10-16T23:51:34.256524] [INFO ] [CONFIGURE ] RZC: Testing feature 23/29: add_recent_range_context [2025-10-16T23:51:34.256555] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-10-16T23:51:34.386107] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:34.521449] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:34.659072] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:34.799172] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:34.949613] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:35.101583] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:35.250862] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:35.384957] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:35.520339] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:35.659343] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:35.659551] [INFO ] [CONFIGURE ] RZC: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:51:35.659602] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 179 tests [2025-10-16T23:51:35.659688] [INFO ] [CONFIGURE ] RZC: Testing feature 24/29: add_rsi [2025-10-16T23:51:35.659740] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_rsi'] [2025-10-16T23:51:35.792232] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:35.927886] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:36.066614] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:36.208737] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:36.343335] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:36.482165] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:36.616110] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:36.753428] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:36.889822] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:37.026730] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:37.026897] [INFO ] [CONFIGURE ] RZC: DISCARDED add_rsi (score: 90.00%) [2025-10-16T23:51:37.026980] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 178 tests [2025-10-16T23:51:37.027021] [INFO ] [CONFIGURE ] RZC: Testing feature 25/29: add_tick_distribution [2025-10-16T23:51:37.027054] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-10-16T23:51:37.154855] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:37.289637] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:37.418742] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:37.548826] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:37.678777] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:37.809261] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:37.940285] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:38.069571] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:38.202060] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:38.329791] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:38.329944] [INFO ] [CONFIGURE ] RZC: DISCARDED add_tick_distribution (score: 90.00%) [2025-10-16T23:51:38.330008] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 177 tests [2025-10-16T23:51:38.330044] [INFO ] [CONFIGURE ] RZC: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:51:38.330075] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-10-16T23:51:38.457135] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:38.585334] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:51:38.714999] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:38.843267] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:38.984097] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:39.112462] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:39.242015] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:39.372979] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:39.504302] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:39.636201] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:39.636358] [INFO ] [CONFIGURE ] RZC: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-10-16T23:51:39.636402] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 176 tests [2025-10-16T23:51:39.636436] [INFO ] [CONFIGURE ] RZC: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:51:39.636466] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-10-16T23:51:39.776481] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:39.911811] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:40.050861] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:40.194037] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:40.336201] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:40.480288] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:40.622933] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:40.798036] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:40.946324] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:41.086672] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:41.086825] [INFO ] [CONFIGURE ] RZC: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-10-16T23:51:41.086870] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 175 tests [2025-10-16T23:51:41.086904] [INFO ] [CONFIGURE ] RZC: Testing feature 28/29: add_volume_profile [2025-10-16T23:51:41.086932] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_volume_profile'] [2025-10-16T23:51:41.213259] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:41.342827] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:41.472516] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:41.605424] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:51:41.737688] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:41.868799] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:41.996875] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:51:42.124532] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:42.257796] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:42.386032] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:42.386179] [INFO ] [CONFIGURE ] RZC: DISCARDED add_volume_profile (score: 80.00%) [2025-10-16T23:51:42.386223] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 174 tests [2025-10-16T23:51:42.386257] [INFO ] [CONFIGURE ] RZC: Testing feature 29/29: add_vwap [2025-10-16T23:51:42.386288] [INFO ] [CONFIGURE ] RZC: Testing with features: ['add_ema', 'add_vwap'] [2025-10-16T23:51:42.514236] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:51:42.642829] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:51:42.774207] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1 [2025-10-16T23:51:42.904576] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:51:43.039362] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:51:43.169937] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:51:43.308409] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:51:43.446616] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:51:43.584056] [DEBUG] [FORECASTER] RZC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:43.723302] [DEBUG] [FORECASTER] RZC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:43.723480] [INFO ] [CONFIGURE ] RZC: DISCARDED add_vwap (score: 80.00%) [2025-10-16T23:51:43.723525] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 173 tests [2025-10-16T23:51:43.723585] [INFO ] [CONFIGURE ] RZC: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:51:43.723690] [INFO ] [CONFIGURE ] RZC: Best accuracy: 90.00% [2025-10-16T23:51:43.723742] [INFO ] [CONFIGURE ] RZC: Best feature set (1 features): ['add_ema'] [2025-10-16T23:51:43.723773] [INFO ] [CONFIGURE ] RZC: Improvement over baseline: 10.00% [2025-10-16T23:51:43.723800] [INFO ] [CONFIGURE ] RZC: Total time: 40.3 seconds [2025-10-16T23:51:43.723825] [INFO ] [CONFIGURE ] RZC: Average time per feature: 1.4 seconds [2025-10-16T23:51:43.723852] [INFO ] [CONFIGURE ] RZC: Average speed: 0.72 features/sec [2025-10-16T23:51:43.724363] [INFO ] [LOCAL ] Saved configuration for RZC: 1 features, 90.00% accuracy -> ./output/feature-sets/RZC.json [2025-10-16T23:51:43.724429] [INFO ] [CONFIGURE ] RZC: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-10-16T23:51:43.724488] [INFO ] [sig ] [91/96] Successfully configured RZC | 0.02 sym/s | Total: 1.1h | ETA: 3.7m [2025-10-16T23:51:43.724523] [INFO ] [sig ] [92/96] Configuring TJX... [2025-10-16T23:51:43.724552] [INFO ] [CONFIGURE ] TJX: Configurate test run. [2025-10-16T23:51:43.724581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-10-16T23:51:43.738730] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TJX'. [2025-10-16T23:51:43.739033] [INFO ] [CONFIGURE ] TJX: Testing with 29 available features [2025-10-16T23:51:43.739087] [INFO ] [CONFIGURE ] TJX: Establishing baseline with no features... [2025-10-16T23:51:43.855025] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:43.963897] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:51:44.071890] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:44.180467] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:44.290749] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:44.402209] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:51:44.515447] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:44.631220] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:44.742510] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:44.855132] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:44.855291] [INFO ] [CONFIGURE ] TJX: Baseline score (no features): 40.00% [2025-10-16T23:51:44.855335] [INFO ] [CONFIGURE ] TJX: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:51:44.855368] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:51:44.976422] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:45.097517] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:51:45.222451] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:45.346374] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:45.475784] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:45.599742] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:51:45.725263] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:51:45.850227] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:45.975785] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:51:46.102253] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:46.102475] [INFO ] [CONFIGURE ] TJX: DISCARDED add_bollinger_bands (score: 30.00%) [2025-10-16T23:51:46.102532] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 172 tests [2025-10-16T23:51:46.102567] [INFO ] [CONFIGURE ] TJX: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:51:46.102597] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:51:46.233316] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:51:46.359082] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:51:46.484453] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:46.611476] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:46.738552] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:46.880202] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:47.012453] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:47.143742] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:47.274238] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:47.403628] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:47.403801] [INFO ] [CONFIGURE ] TJX: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:51:47.403849] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 171 tests [2025-10-16T23:51:47.403881] [INFO ] [CONFIGURE ] TJX: Testing feature 3/29: add_daily_returns [2025-10-16T23:51:47.403910] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:51:47.536326] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:51:47.668302] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:51:47.805975] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:47.943930] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:48.074803] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:48.208908] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:48.361552] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:48.524287] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:48.717751] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:48.901300] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:48.901479] [INFO ] [CONFIGURE ] TJX: DISCARDED add_daily_returns (score: 50.00%) [2025-10-16T23:51:48.901527] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 170 tests [2025-10-16T23:51:48.901563] [INFO ] [CONFIGURE ] TJX: Testing feature 4/29: add_ema [2025-10-16T23:51:48.901596] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:51:49.058284] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:49.212583] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:51:49.364079] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:49.516620] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:49.671518] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:49.825788] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:49.977149] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:50.131960] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:50.291758] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:50.446251] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:50.446437] [INFO ] [CONFIGURE ] TJX: DISCARDED add_ema (score: 50.00%) [2025-10-16T23:51:50.446486] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 169 tests [2025-10-16T23:51:50.446520] [INFO ] [CONFIGURE ] TJX: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:51:50.446552] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:51:50.611922] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:50.761388] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:51:50.912880] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:51.065976] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:51.225538] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:51.394671] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:51.563409] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:51.722327] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:51.882967] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:52.042096] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:52.042315] [INFO ] [CONFIGURE ] TJX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:51:52.042366] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 168 tests [2025-10-16T23:51:52.042400] [INFO ] [CONFIGURE ] TJX: Testing feature 6/29: add_failed_moves [2025-10-16T23:51:52.042431] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:51:52.176834] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:51:52.315801] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:51:52.456294] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:52.609339] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:52.749219] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:52.925524] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:53.063413] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:53.201741] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:53.339330] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:53.485193] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:53.485413] [INFO ] [CONFIGURE ] TJX: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:51:53.485498] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 167 tests [2025-10-16T23:51:53.485562] [INFO ] [CONFIGURE ] TJX: Testing feature 7/29: add_lag_shelf [2025-10-16T23:51:53.485706] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:51:53.632243] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:51:53.764598] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:51:53.898389] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:54.033024] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:54.163295] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:54.292193] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:54.422916] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:54.555983] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:54.689278] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:54.822842] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:54.822994] [INFO ] [CONFIGURE ] TJX: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:51:54.823036] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 166 tests [2025-10-16T23:51:54.823070] [INFO ] [CONFIGURE ] TJX: Testing feature 8/29: add_macd [2025-10-16T23:51:54.823100] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:51:54.990954] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:51:55.158319] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:51:55.333527] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:55.529243] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:55.700737] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:55.869566] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:51:56.040597] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:56.214312] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:56.388622] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:56.559824] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:56.559983] [INFO ] [CONFIGURE ] TJX: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:51:56.560027] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 165 tests [2025-10-16T23:51:56.560061] [INFO ] [CONFIGURE ] TJX: Testing feature 9/29: add_mfi [2025-10-16T23:51:56.560091] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:51:56.700267] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:56.842880] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:51:56.987420] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:57.144272] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:57.290230] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:57.436410] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:57.585388] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:57.728028] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:57.881112] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:58.031249] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:58.031415] [INFO ] [CONFIGURE ] TJX: DISCARDED add_mfi (score: 50.00%) [2025-10-16T23:51:58.031460] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 164 tests [2025-10-16T23:51:58.031495] [INFO ] [CONFIGURE ] TJX: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:51:58.031524] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:51:58.192011] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:51:58.356788] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:51:58.518348] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:51:58.688438] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:51:58.852689] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:51:59.035007] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:51:59.202463] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:51:59.369723] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:51:59.536702] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:51:59.702514] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:51:59.702702] [INFO ] [CONFIGURE ] TJX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-10-16T23:51:59.702763] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 163 tests [2025-10-16T23:51:59.702799] [INFO ] [CONFIGURE ] TJX: Testing feature 11/29: add_obv_daily [2025-10-16T23:51:59.702830] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:51:59.840268] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:51:59.978455] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:00.127001] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:00.275996] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:00.415768] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:00.555255] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:52:00.694357] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:00.835232] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:00.971559] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:01.126981] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:01.127160] [INFO ] [CONFIGURE ] TJX: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:52:01.127206] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 162 tests [2025-10-16T23:52:01.127241] [INFO ] [CONFIGURE ] TJX: Testing feature 12/29: add_obv_interval [2025-10-16T23:52:01.127273] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:52:01.261993] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:01.395058] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:01.527684] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:01.665127] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:01.798471] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:01.957617] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:02.117741] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:02.268542] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:02.421275] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:02.562420] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:02.562577] [INFO ] [CONFIGURE ] TJX: DISCARDED add_obv_interval (score: 50.00%) [2025-10-16T23:52:02.562620] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 161 tests [2025-10-16T23:52:02.562683] [INFO ] [CONFIGURE ] TJX: Testing feature 13/29: add_opening_strength [2025-10-16T23:52:02.562732] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:52:02.709457] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:02.859242] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:52:03.007939] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:03.154843] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:03.305480] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:03.455693] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:52:03.604463] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:03.754536] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:03.908032] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:04.063277] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:04.063429] [INFO ] [CONFIGURE ] TJX: DISCARDED add_opening_strength (score: 40.00%) [2025-10-16T23:52:04.063472] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 160 tests [2025-10-16T23:52:04.063505] [INFO ] [CONFIGURE ] TJX: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:52:04.063536] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:52:04.229484] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:04.387907] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:04.544441] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:04.697179] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:04.848416] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:05.009519] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:05.176500] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:05.334207] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:05.488778] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:05.641631] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:05.641925] [INFO ] [CONFIGURE ] TJX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-10-16T23:52:05.641986] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 159 tests [2025-10-16T23:52:05.642022] [INFO ] [CONFIGURE ] TJX: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:52:05.642052] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:52:05.774575] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:05.906674] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:52:06.039783] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:06.174775] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:06.309353] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:06.443859] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:06.579475] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:06.719425] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:06.855742] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:06.993591] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:06.993800] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:52:06.993851] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 158 tests [2025-10-16T23:52:06.993885] [INFO ] [CONFIGURE ] TJX: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:52:06.993915] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:52:07.134356] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:07.274623] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:52:07.417015] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:07.559056] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:07.705882] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:07.849418] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:52:07.993163] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:08.138526] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:08.289123] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:08.433888] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:08.434053] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:52:08.434097] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 157 tests [2025-10-16T23:52:08.434129] [INFO ] [CONFIGURE ] TJX: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:52:08.434160] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:52:08.577118] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:08.722354] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:08.867428] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:09.013059] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:09.167635] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:09.322929] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:09.469984] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:09.623734] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:09.772423] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:09.922103] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:09.922311] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-10-16T23:52:09.922360] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 156 tests [2025-10-16T23:52:09.922397] [INFO ] [CONFIGURE ] TJX: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:52:09.922430] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:52:10.062843] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:10.200079] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:52:10.334054] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:10.466288] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:10.600402] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:10.736304] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:10.872786] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:11.012580] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:11.151109] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:11.285876] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:11.286050] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-10-16T23:52:11.286104] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 155 tests [2025-10-16T23:52:11.286145] [INFO ] [CONFIGURE ] TJX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:52:11.286181] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:52:11.417659] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:11.547450] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:11.682390] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:11.819917] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:11.957731] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:12.088114] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:12.217860] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:12.344812] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:12.471615] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:12.599117] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:12.599264] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-10-16T23:52:12.599307] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 154 tests [2025-10-16T23:52:12.599341] [INFO ] [CONFIGURE ] TJX: Testing feature 20/29: add_price_rejection [2025-10-16T23:52:12.599419] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:52:12.732303] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:12.875820] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:13.010763] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:13.142634] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:13.276016] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:13.410902] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:13.545501] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:13.682147] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:13.818813] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:13.957737] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:13.957878] [INFO ] [CONFIGURE ] TJX: DISCARDED add_price_rejection (score: 40.00%) [2025-10-16T23:52:13.957921] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 153 tests [2025-10-16T23:52:13.957955] [INFO ] [CONFIGURE ] TJX: Testing feature 21/29: add_range_position [2025-10-16T23:52:13.957986] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:52:14.100849] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:14.244895] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:14.392537] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:14.538194] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:14.691778] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:14.842431] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:52:14.994237] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:15.147635] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:15.300661] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:15.454639] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:15.454813] [INFO ] [CONFIGURE ] TJX: DISCARDED add_range_position (score: 30.00%) [2025-10-16T23:52:15.454858] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 152 tests [2025-10-16T23:52:15.454892] [INFO ] [CONFIGURE ] TJX: Testing feature 22/29: add_realized_volatility [2025-10-16T23:52:15.454924] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:52:15.618787] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:15.782759] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:52:15.950361] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:16.114141] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:16.284531] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:16.454037] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:16.619302] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:16.787718] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:16.958127] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:17.132500] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:17.132674] [INFO ] [CONFIGURE ] TJX: DISCARDED add_realized_volatility (score: 60.00%) [2025-10-16T23:52:17.132736] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 151 tests [2025-10-16T23:52:17.132773] [INFO ] [CONFIGURE ] TJX: Testing feature 23/29: add_recent_range_context [2025-10-16T23:52:17.132804] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:52:17.273380] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:17.417492] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:17.559056] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:17.698670] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:17.844312] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:17.985695] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:18.128165] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:18.271307] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:18.415409] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:18.560551] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:18.560868] [INFO ] [CONFIGURE ] TJX: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:52:18.560924] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 150 tests [2025-10-16T23:52:18.560960] [INFO ] [CONFIGURE ] TJX: Testing feature 24/29: add_rsi [2025-10-16T23:52:18.560991] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:52:18.717357] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:18.877838] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:52:19.038755] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:19.199972] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:19.363385] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:19.525630] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:19.691998] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:19.848887] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:20.004031] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:20.159856] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:20.160027] [INFO ] [CONFIGURE ] TJX: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:52:20.160072] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 149 tests [2025-10-16T23:52:20.160106] [INFO ] [CONFIGURE ] TJX: Testing feature 25/29: add_tick_distribution [2025-10-16T23:52:20.160137] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-10-16T23:52:20.295076] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:20.429632] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:20.567145] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:20.703614] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:20.842559] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:20.984988] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:21.130486] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:21.276939] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:21.423494] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:21.568818] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:21.568984] [INFO ] [CONFIGURE ] TJX: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:52:21.569071] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 148 tests [2025-10-16T23:52:21.569113] [INFO ] [CONFIGURE ] TJX: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:52:21.569144] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-10-16T23:52:21.715962] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:21.861786] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:21.999522] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:22.143359] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:22.277860] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:22.414152] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:52:22.546693] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:22.691555] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:22.831260] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:22.971359] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:22.971538] [INFO ] [CONFIGURE ] TJX: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-10-16T23:52:22.971669] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 147 tests [2025-10-16T23:52:22.971727] [INFO ] [CONFIGURE ] TJX: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:52:22.971761] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-10-16T23:52:23.125864] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:23.271035] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:23.414573] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:23.563617] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:52:23.712497] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:23.862843] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:24.015045] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:24.166994] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:24.317059] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:24.465533] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:24.465909] [INFO ] [CONFIGURE ] TJX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:52:24.465957] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 146 tests [2025-10-16T23:52:24.465990] [INFO ] [CONFIGURE ] TJX: Testing feature 28/29: add_volume_profile [2025-10-16T23:52:24.466020] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-10-16T23:52:24.602660] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:52:24.741438] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:24.886012] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:25.025798] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:25.167767] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:25.307327] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:25.445927] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:25.585154] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:25.724545] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:25.870583] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:25.870728] [INFO ] [CONFIGURE ] TJX: DISCARDED add_volume_profile (score: 50.00%) [2025-10-16T23:52:25.870781] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 145 tests [2025-10-16T23:52:25.870815] [INFO ] [CONFIGURE ] TJX: Testing feature 29/29: add_vwap [2025-10-16T23:52:25.870845] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-10-16T23:52:26.010913] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:52:26.150274] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:52:26.296054] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:52:26.430523] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:52:26.566482] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:52:26.704833] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:26.845035] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:52:26.986055] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:52:27.129183] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:27.271830] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:52:27.271957] [INFO ] [CONFIGURE ] TJX: DISCARDED add_vwap (score: 40.00%) [2025-10-16T23:52:27.272000] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 144 tests [2025-10-16T23:52:27.272033] [INFO ] [CONFIGURE ] TJX: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:52:27.272062] [INFO ] [CONFIGURE ] TJX: Best accuracy: 60.00% [2025-10-16T23:52:27.272091] [INFO ] [CONFIGURE ] TJX: Best feature set (1 features): ['add_cumulative_delta'] [2025-10-16T23:52:27.272119] [INFO ] [CONFIGURE ] TJX: Improvement over baseline: 20.00% [2025-10-16T23:52:27.272145] [INFO ] [CONFIGURE ] TJX: Total time: 42.4 seconds [2025-10-16T23:52:27.272170] [INFO ] [CONFIGURE ] TJX: Average time per feature: 1.5 seconds [2025-10-16T23:52:27.272197] [INFO ] [CONFIGURE ] TJX: Average speed: 0.68 features/sec [2025-10-16T23:52:27.272874] [INFO ] [LOCAL ] Saved configuration for TJX: 1 features, 60.00% accuracy -> ./output/feature-sets/TJX.json [2025-10-16T23:52:27.272941] [INFO ] [CONFIGURE ] TJX: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-10-16T23:52:27.273000] [INFO ] [sig ] [92/96] Successfully configured TJX | 0.02 sym/s | Total: 1.1h | ETA: 2.9m [2025-10-16T23:52:27.273034] [INFO ] [sig ] [93/96] Configuring UHT... [2025-10-16T23:52:27.273065] [INFO ] [CONFIGURE ] UHT: Configurate test run. [2025-10-16T23:52:27.273095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'. [2025-10-16T23:52:27.286390] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHT'. [2025-10-16T23:52:27.286824] [INFO ] [CONFIGURE ] UHT: Testing with 29 available features [2025-10-16T23:52:27.286889] [INFO ] [CONFIGURE ] UHT: Establishing baseline with no features... [2025-10-16T23:52:27.387397] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:27.491983] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:27.593217] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:27.696400] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:27.802703] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:27.909402] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:28.015113] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:28.120041] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:28.231097] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:28.342188] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:28.342421] [INFO ] [CONFIGURE ] UHT: Baseline score (no features): 20.00% [2025-10-16T23:52:28.342469] [INFO ] [CONFIGURE ] UHT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:52:28.342502] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:52:28.466439] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:28.587171] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:28.721260] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:28.835762] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:28.962807] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:29.093777] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:29.212519] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:29.333761] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:29.456354] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:29.582577] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:29.582756] [INFO ] [CONFIGURE ] UHT: DISCARDED add_bollinger_bands (score: 20.00%) [2025-10-16T23:52:29.582808] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 143 tests [2025-10-16T23:52:29.582842] [INFO ] [CONFIGURE ] UHT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:52:29.582872] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:52:29.703766] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:29.821083] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:29.939549] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:30.060788] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:30.184488] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:30.309210] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:30.433198] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:30.563040] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:30.697434] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:30.847414] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:30.847671] [INFO ] [CONFIGURE ] UHT: KEPT add_cumulative_delta (score: 40.00%) [2025-10-16T23:52:30.847740] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 142 tests [2025-10-16T23:52:30.847780] [INFO ] [CONFIGURE ] UHT: Testing feature 3/29: add_daily_returns [2025-10-16T23:52:30.847814] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:52:30.993777] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:31.135768] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:31.264057] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:31.408950] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:31.542762] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:31.681839] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:31.820742] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:31.969052] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:32.117819] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:32.259178] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:32.259365] [INFO ] [CONFIGURE ] UHT: DISCARDED add_daily_returns (score: 20.00%) [2025-10-16T23:52:32.259412] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 141 tests [2025-10-16T23:52:32.259448] [INFO ] [CONFIGURE ] UHT: Testing feature 4/29: add_ema [2025-10-16T23:52:32.259481] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:52:32.425252] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:32.570871] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:32.715779] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:32.868413] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:33.027842] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:33.179510] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:33.328428] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:33.469140] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:33.614475] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:33.765344] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:33.765510] [INFO ] [CONFIGURE ] UHT: DISCARDED add_ema (score: 10.00%) [2025-10-16T23:52:33.765554] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 140 tests [2025-10-16T23:52:33.765589] [INFO ] [CONFIGURE ] UHT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:52:33.765621] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:52:33.913971] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:34.063843] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:34.216107] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:34.361061] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:34.504441] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:34.658373] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:34.812472] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:34.963840] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:35.114754] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:35.264461] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:35.264628] [INFO ] [CONFIGURE ] UHT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-10-16T23:52:35.264708] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 139 tests [2025-10-16T23:52:35.264752] [INFO ] [CONFIGURE ] UHT: Testing feature 6/29: add_failed_moves [2025-10-16T23:52:35.264784] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:52:35.390831] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:35.521542] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:35.647939] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:35.778766] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:35.908785] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:36.038445] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:36.168632] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:36.302480] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:36.433094] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:36.563872] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:36.564068] [INFO ] [CONFIGURE ] UHT: DISCARDED add_failed_moves (score: 40.00%) [2025-10-16T23:52:36.564132] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 138 tests [2025-10-16T23:52:36.564169] [INFO ] [CONFIGURE ] UHT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:52:36.564201] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:52:36.681595] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:36.801690] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:36.922602] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:37.045463] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:37.173094] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:37.295952] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:37.419055] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:37.542767] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:37.666674] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:37.793311] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:37.793460] [INFO ] [CONFIGURE ] UHT: DISCARDED add_lag_shelf (score: 40.00%) [2025-10-16T23:52:37.793503] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 137 tests [2025-10-16T23:52:37.793537] [INFO ] [CONFIGURE ] UHT: Testing feature 8/29: add_macd [2025-10-16T23:52:37.793570] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:52:37.960416] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:38.120859] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:38.281857] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:38.444435] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:38.605392] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:38.772462] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:38.938740] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:39.104736] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:52:39.272938] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:39.441413] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:39.441626] [INFO ] [CONFIGURE ] UHT: DISCARDED add_macd (score: 40.00%) [2025-10-16T23:52:39.441709] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 136 tests [2025-10-16T23:52:39.441758] [INFO ] [CONFIGURE ] UHT: Testing feature 9/29: add_mfi [2025-10-16T23:52:39.441793] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:52:39.580422] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:39.723176] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:39.863850] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:40.006535] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:40.148881] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:40.295508] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:40.461444] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:40.626104] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:40.801544] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:40.993195] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:40.993429] [INFO ] [CONFIGURE ] UHT: DISCARDED add_mfi (score: 30.00%) [2025-10-16T23:52:40.993475] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 135 tests [2025-10-16T23:52:40.993514] [INFO ] [CONFIGURE ] UHT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:52:40.993663] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:52:41.191918] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:41.374212] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:41.554160] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:41.705847] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:41.866317] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:42.056725] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:42.212344] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:42.360741] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:42.508836] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:42.657951] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:42.658096] [INFO ] [CONFIGURE ] UHT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-10-16T23:52:42.658140] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 134 tests [2025-10-16T23:52:42.658202] [INFO ] [CONFIGURE ] UHT: Testing feature 11/29: add_obv_daily [2025-10-16T23:52:42.658247] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:52:42.781952] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:42.915498] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:43.050516] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:43.187375] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:43.324632] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:43.460879] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:43.598977] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:43.740608] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:43.882216] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:44.017719] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:44.017928] [INFO ] [CONFIGURE ] UHT: DISCARDED add_obv_daily (score: 30.00%) [2025-10-16T23:52:44.017978] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 133 tests [2025-10-16T23:52:44.018013] [INFO ] [CONFIGURE ] UHT: Testing feature 12/29: add_obv_interval [2025-10-16T23:52:44.018045] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:52:44.143049] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:44.270519] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:44.397618] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:44.551369] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:44.678827] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:44.807321] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:44.937050] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:45.067387] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:45.197580] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:45.327024] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:45.327162] [INFO ] [CONFIGURE ] UHT: DISCARDED add_obv_interval (score: 30.00%) [2025-10-16T23:52:45.327206] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 132 tests [2025-10-16T23:52:45.327239] [INFO ] [CONFIGURE ] UHT: Testing feature 13/29: add_opening_strength [2025-10-16T23:52:45.327269] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:52:45.460969] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:45.595157] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:45.732749] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:45.871852] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:46.010898] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:46.149793] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:46.289892] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:46.431531] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:46.572117] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:46.713837] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:46.713987] [INFO ] [CONFIGURE ] UHT: DISCARDED add_opening_strength (score: 20.00%) [2025-10-16T23:52:46.714032] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 131 tests [2025-10-16T23:52:46.714066] [INFO ] [CONFIGURE ] UHT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:52:46.714096] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:52:46.850882] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:46.990487] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:47.130543] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:47.269319] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:47.410186] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:47.578801] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:47.721128] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:47.863712] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:48.010783] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:48.154483] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:48.154632] [INFO ] [CONFIGURE ] UHT: DISCARDED add_order_flow_imbalance (score: 10.00%) [2025-10-16T23:52:48.154712] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 130 tests [2025-10-16T23:52:48.154753] [INFO ] [CONFIGURE ] UHT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:52:48.154784] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:52:48.276176] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:48.401377] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:48.524079] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:48.646485] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:48.770555] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:48.907132] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:49.038566] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:49.165356] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:49.291280] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:49.418983] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:49.419133] [INFO ] [CONFIGURE ] UHT: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-10-16T23:52:49.419177] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 129 tests [2025-10-16T23:52:49.419211] [INFO ] [CONFIGURE ] UHT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:52:49.419242] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:52:49.548563] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:49.680455] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:49.814517] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:49.948329] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:50.082689] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:50.217343] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:50.351420] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:50.485695] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:50.634088] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:50.769334] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:50.769472] [INFO ] [CONFIGURE ] UHT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:52:50.769517] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 128 tests [2025-10-16T23:52:50.769552] [INFO ] [CONFIGURE ] UHT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:52:50.769582] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:52:50.901781] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:51.034436] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:51.167728] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:51.301298] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:51.434033] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:51.577329] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:51.713343] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:51.857554] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:52.006059] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:52.154552] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:52.154807] [INFO ] [CONFIGURE ] UHT: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-10-16T23:52:52.154863] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 127 tests [2025-10-16T23:52:52.154901] [INFO ] [CONFIGURE ] UHT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:52:52.154935] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:52:52.285441] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:52.409145] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:52.532867] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:52.655597] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:52.780783] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:52.906105] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:53.039301] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:53.172850] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:53.307814] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:53.443132] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:53.443261] [INFO ] [CONFIGURE ] UHT: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-10-16T23:52:53.443306] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 126 tests [2025-10-16T23:52:53.443341] [INFO ] [CONFIGURE ] UHT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:52:53.443371] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:52:53.572587] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:53.699759] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:53.828297] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:53.955235] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:54.080156] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:54.206322] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:54.332831] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:52:54.460373] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:54.588150] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:54.717089] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:54.717222] [INFO ] [CONFIGURE ] UHT: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-10-16T23:52:54.717267] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 125 tests [2025-10-16T23:52:54.717301] [INFO ] [CONFIGURE ] UHT: Testing feature 20/29: add_price_rejection [2025-10-16T23:52:54.717331] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:52:54.853935] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:52:54.985770] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:55.117455] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:55.249571] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:55.381995] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:55.515230] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:55.652151] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:55.787371] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:55.923488] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:56.059760] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:56.059885] [INFO ] [CONFIGURE ] UHT: DISCARDED add_price_rejection (score: 20.00%) [2025-10-16T23:52:56.059928] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 124 tests [2025-10-16T23:52:56.059981] [INFO ] [CONFIGURE ] UHT: Testing feature 21/29: add_range_position [2025-10-16T23:52:56.060037] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:52:56.197823] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:56.335831] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:56.474957] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:56.618997] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:56.764560] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:56.933795] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:57.092380] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:57.245900] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:57.397897] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:52:57.548285] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:57.548436] [INFO ] [CONFIGURE ] UHT: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:52:57.548481] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 123 tests [2025-10-16T23:52:57.548514] [INFO ] [CONFIGURE ] UHT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:52:57.548543] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:52:57.705671] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:57.864788] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:58.024800] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:58.185361] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:58.352795] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:58.515205] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:52:58.677493] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:52:58.840440] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:52:59.002187] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:52:59.162922] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:52:59.163071] [INFO ] [CONFIGURE ] UHT: DISCARDED add_realized_volatility (score: 30.00%) [2025-10-16T23:52:59.163180] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 122 tests [2025-10-16T23:52:59.163239] [INFO ] [CONFIGURE ] UHT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:52:59.163271] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:52:59.292703] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:52:59.425333] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:52:59.555854] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:52:59.718961] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:52:59.851274] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:52:59.984339] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:00.125103] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:00.266422] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:00.406888] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:00.546523] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:00.546675] [INFO ] [CONFIGURE ] UHT: DISCARDED add_recent_range_context (score: 30.00%) [2025-10-16T23:53:00.546737] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 121 tests [2025-10-16T23:53:00.546774] [INFO ] [CONFIGURE ] UHT: Testing feature 24/29: add_rsi [2025-10-16T23:53:00.546804] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:53:00.699441] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:00.854599] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:01.008637] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:01.172015] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:53:01.333247] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:01.495028] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:01.661914] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:01.828851] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:01.995029] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:02.158110] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:02.158280] [INFO ] [CONFIGURE ] UHT: DISCARDED add_rsi (score: 20.00%) [2025-10-16T23:53:02.158330] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 120 tests [2025-10-16T23:53:02.158364] [INFO ] [CONFIGURE ] UHT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:53:02.158393] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-10-16T23:53:02.287251] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:02.416340] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:02.551515] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:02.683829] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:53:02.816254] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:02.950211] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:53:03.085291] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:03.222710] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:03.362583] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:03.497771] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:03.497913] [INFO ] [CONFIGURE ] UHT: DISCARDED add_tick_distribution (score: 20.00%) [2025-10-16T23:53:03.497957] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 119 tests [2025-10-16T23:53:03.497990] [INFO ] [CONFIGURE ] UHT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:53:03.498020] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-10-16T23:53:03.628628] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:03.760851] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:03.891659] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:04.023221] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:53:04.155826] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:04.293819] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:04.430069] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:04.565407] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:04.701469] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:04.840722] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:04.840875] [INFO ] [CONFIGURE ] UHT: DISCARDED add_volume_momentum_confirmation (score: 10.00%) [2025-10-16T23:53:04.840917] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 118 tests [2025-10-16T23:53:04.840951] [INFO ] [CONFIGURE ] UHT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:53:04.840981] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-10-16T23:53:04.981801] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:05.127100] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:05.272150] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:05.416348] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:53:05.560299] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:05.709938] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:53:05.858050] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:06.012512] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:06.162755] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:06.312937] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:06.313062] [INFO ] [CONFIGURE ] UHT: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-10-16T23:53:06.313142] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 117 tests [2025-10-16T23:53:06.313181] [INFO ] [CONFIGURE ] UHT: Testing feature 28/29: add_volume_profile [2025-10-16T23:53:06.313251] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-10-16T23:53:06.448622] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:06.586221] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:06.724462] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:06.867146] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:53:07.007373] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:07.148955] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:07.291525] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:07.447547] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:07.591027] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:07.738845] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:07.739039] [INFO ] [CONFIGURE ] UHT: DISCARDED add_volume_profile (score: 30.00%) [2025-10-16T23:53:07.739103] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 116 tests [2025-10-16T23:53:07.739141] [INFO ] [CONFIGURE ] UHT: Testing feature 29/29: add_vwap [2025-10-16T23:53:07.739172] [INFO ] [CONFIGURE ] UHT: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-10-16T23:53:07.878951] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:08.019814] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:08.163153] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:08.306858] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0 [2025-10-16T23:53:08.453113] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:08.607896] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:08.756801] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:08.904858] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:09.066473] [DEBUG] [FORECASTER] UHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:09.215722] [DEBUG] [FORECASTER] UHT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1 [2025-10-16T23:53:09.215863] [INFO ] [CONFIGURE ] UHT: DISCARDED add_vwap (score: 30.00%) [2025-10-16T23:53:09.215976] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 115 tests [2025-10-16T23:53:09.216020] [INFO ] [CONFIGURE ] UHT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:53:09.216052] [INFO ] [CONFIGURE ] UHT: Best accuracy: 40.00% [2025-10-16T23:53:09.216084] [INFO ] [CONFIGURE ] UHT: Best feature set (1 features): ['add_cumulative_delta'] [2025-10-16T23:53:09.216113] [INFO ] [CONFIGURE ] UHT: Improvement over baseline: 20.00% [2025-10-16T23:53:09.216141] [INFO ] [CONFIGURE ] UHT: Total time: 40.9 seconds [2025-10-16T23:53:09.216169] [INFO ] [CONFIGURE ] UHT: Average time per feature: 1.4 seconds [2025-10-16T23:53:09.216198] [INFO ] [CONFIGURE ] UHT: Average speed: 0.71 features/sec [2025-10-16T23:53:09.216783] [INFO ] [LOCAL ] Saved configuration for UHT: 1 features, 40.00% accuracy -> ./output/feature-sets/UHT.json [2025-10-16T23:53:09.216850] [INFO ] [CONFIGURE ] UHT: Configuration saved successfully: 1 features, 40.00% accuracy. [2025-10-16T23:53:09.216911] [INFO ] [sig ] [93/96] Successfully configured UHT | 0.02 sym/s | Total: 1.1h | ETA: 2.2m [2025-10-16T23:53:09.216972] [INFO ] [sig ] [94/96] Configuring UNF... [2025-10-16T23:53:09.217022] [INFO ] [CONFIGURE ] UNF: Configurate test run. [2025-10-16T23:53:09.217053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-10-16T23:53:09.232907] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNF'. [2025-10-16T23:53:09.233449] [INFO ] [CONFIGURE ] UNF: Testing with 29 available features [2025-10-16T23:53:09.233506] [INFO ] [CONFIGURE ] UNF: Establishing baseline with no features... [2025-10-16T23:53:09.352543] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:09.470801] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:09.590403] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:09.713777] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:09.836969] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:09.960123] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:10.085042] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:10.206489] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:10.329697] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:10.452121] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:10.452368] [INFO ] [CONFIGURE ] UNF: Baseline score (no features): 50.00% [2025-10-16T23:53:10.452420] [INFO ] [CONFIGURE ] UNF: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:53:10.452455] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:53:10.582380] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:10.712848] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:10.852361] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:10.987662] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:11.129724] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:11.263527] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:11.395289] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:11.528450] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:11.664508] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:11.840919] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:11.841167] [INFO ] [CONFIGURE ] UNF: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:53:11.841214] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 114 tests [2025-10-16T23:53:11.841248] [INFO ] [CONFIGURE ] UNF: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:53:11.841280] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:53:11.978296] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:12.116888] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:12.256858] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:53:12.394777] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:12.535045] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:12.671403] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:12.833039] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:12.981197] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:13.123637] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:13.255453] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:13.255665] [INFO ] [CONFIGURE ] UNF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:53:13.255731] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 113 tests [2025-10-16T23:53:13.255768] [INFO ] [CONFIGURE ] UNF: Testing feature 3/29: add_daily_returns [2025-10-16T23:53:13.255800] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns'] [2025-10-16T23:53:13.366400] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:13.478114] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:13.595786] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:13.709926] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:13.825413] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:13.940741] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:14.057477] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:14.170128] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:14.281898] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:14.393160] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:14.393325] [INFO ] [CONFIGURE ] UNF: KEPT add_daily_returns (score: 60.00%) [2025-10-16T23:53:14.393369] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 112 tests [2025-10-16T23:53:14.393486] [INFO ] [CONFIGURE ] UNF: Testing feature 4/29: add_ema [2025-10-16T23:53:14.393527] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_ema'] [2025-10-16T23:53:14.524781] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:14.651001] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:14.784316] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:14.917982] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:15.052783] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0 [2025-10-16T23:53:15.187629] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:15.328864] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:15.464856] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:15.603855] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:15.741120] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:15.741306] [INFO ] [CONFIGURE ] UNF: DISCARDED add_ema (score: 40.00%) [2025-10-16T23:53:15.741351] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 111 tests [2025-10-16T23:53:15.741386] [INFO ] [CONFIGURE ] UNF: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:53:15.741416] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:53:15.886514] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:16.029896] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:16.178672] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:16.322956] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:16.464998] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:16.608388] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:16.751441] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:16.897001] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:17.051055] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:17.202133] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:17.202291] [INFO ] [CONFIGURE ] UNF: KEPT add_exhaustion_signals (score: 90.00%) [2025-10-16T23:53:17.202336] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 110 tests [2025-10-16T23:53:17.202368] [INFO ] [CONFIGURE ] UNF: Testing feature 6/29: add_failed_moves [2025-10-16T23:53:17.202399] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-10-16T23:53:17.351116] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:17.498876] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:17.650214] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:17.802813] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:17.962817] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:18.114197] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:18.266247] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:18.420102] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:18.573079] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:18.726236] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:18.726391] [INFO ] [CONFIGURE ] UNF: DISCARDED add_failed_moves (score: 90.00%) [2025-10-16T23:53:18.726435] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 109 tests [2025-10-16T23:53:18.726468] [INFO ] [CONFIGURE ] UNF: Testing feature 7/29: add_lag_shelf [2025-10-16T23:53:18.726498] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-10-16T23:53:18.896711] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:19.052101] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:19.195787] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:19.340003] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:19.484953] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:19.634367] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:19.780165] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:19.925283] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:20.069619] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:20.215312] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:20.215470] [INFO ] [CONFIGURE ] UNF: DISCARDED add_lag_shelf (score: 70.00%) [2025-10-16T23:53:20.215513] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 108 tests [2025-10-16T23:53:20.215546] [INFO ] [CONFIGURE ] UNF: Testing feature 8/29: add_macd [2025-10-16T23:53:20.215577] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-10-16T23:53:20.383282] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:20.567333] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:20.746383] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:20.974454] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:21.151723] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:21.326230] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:21.493862] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:21.663523] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:21.835944] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:22.005845] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:22.006052] [INFO ] [CONFIGURE ] UNF: DISCARDED add_macd (score: 60.00%) [2025-10-16T23:53:22.006102] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 107 tests [2025-10-16T23:53:22.006138] [INFO ] [CONFIGURE ] UNF: Testing feature 9/29: add_mfi [2025-10-16T23:53:22.006167] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-10-16T23:53:22.162192] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:22.320019] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:22.476851] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:22.636797] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:22.796806] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:22.952121] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:23.110123] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:23.270752] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:23.428797] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:23.589142] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:23.589302] [INFO ] [CONFIGURE ] UNF: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:53:23.589346] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 106 tests [2025-10-16T23:53:23.589380] [INFO ] [CONFIGURE ] UNF: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:53:23.589411] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:53:23.761383] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:23.933713] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:24.103083] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:24.285422] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:24.455796] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:24.626491] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:24.803060] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:24.980464] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:25.157341] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:25.333742] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:25.333914] [INFO ] [CONFIGURE ] UNF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:53:25.333967] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 105 tests [2025-10-16T23:53:25.334007] [INFO ] [CONFIGURE ] UNF: Testing feature 11/29: add_obv_daily [2025-10-16T23:53:25.334039] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-10-16T23:53:25.481546] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:25.630186] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:25.781329] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:25.931510] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:26.081137] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:26.238092] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:26.393058] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:26.551999] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:26.711920] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:26.870450] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:26.870624] [INFO ] [CONFIGURE ] UNF: DISCARDED add_obv_daily (score: 80.00%) [2025-10-16T23:53:26.870703] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 104 tests [2025-10-16T23:53:26.870749] [INFO ] [CONFIGURE ] UNF: Testing feature 12/29: add_obv_interval [2025-10-16T23:53:26.870782] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-10-16T23:53:27.048660] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:27.196084] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:27.343213] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:27.490323] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:27.637091] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:27.787082] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:27.936482] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:28.086212] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:28.238750] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:28.387943] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:28.388079] [INFO ] [CONFIGURE ] UNF: DISCARDED add_obv_interval (score: 70.00%) [2025-10-16T23:53:28.388139] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 103 tests [2025-10-16T23:53:28.388212] [INFO ] [CONFIGURE ] UNF: Testing feature 13/29: add_opening_strength [2025-10-16T23:53:28.388252] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-10-16T23:53:28.537423] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:28.688320] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:28.840159] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:28.990621] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:29.145011] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:29.303172] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:29.457030] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:29.609671] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:29.763958] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:53:29.922208] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:29.922361] [INFO ] [CONFIGURE ] UNF: DISCARDED add_opening_strength (score: 80.00%) [2025-10-16T23:53:29.922405] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 102 tests [2025-10-16T23:53:29.922462] [INFO ] [CONFIGURE ] UNF: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:53:29.922508] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-10-16T23:53:30.097042] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:30.258010] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:30.419458] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:30.581788] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:30.743321] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:30.906561] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:31.070375] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:31.234719] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:31.400573] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:31.571314] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:31.571511] [INFO ] [CONFIGURE ] UNF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-10-16T23:53:31.571557] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 101 tests [2025-10-16T23:53:31.571591] [INFO ] [CONFIGURE ] UNF: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:53:31.571622] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-10-16T23:53:31.713383] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:31.857593] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:31.996794] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:32.140128] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:32.289000] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:32.435309] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:32.584713] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:32.731164] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:32.896193] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:33.081507] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:33.081763] [INFO ] [CONFIGURE ] UNF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-10-16T23:53:33.081839] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 100 tests [2025-10-16T23:53:33.081890] [INFO ] [CONFIGURE ] UNF: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:53:33.081935] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-10-16T23:53:33.289917] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:33.514097] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:33.729466] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:33.905513] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:34.085031] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:34.258748] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:34.428934] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:34.602192] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:34.773833] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:34.945626] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:34.945819] [INFO ] [CONFIGURE ] UNF: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-10-16T23:53:34.945868] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 99 tests [2025-10-16T23:53:34.945902] [INFO ] [CONFIGURE ] UNF: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:53:34.945933] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-10-16T23:53:35.104324] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:35.281477] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:35.455599] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:35.634776] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:35.809984] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:35.963157] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:36.117066] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:36.295929] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:36.463829] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:36.644666] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:36.644903] [INFO ] [CONFIGURE ] UNF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-10-16T23:53:36.644969] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 1.5s/test | Remaining: 98 tests [2025-10-16T23:53:36.645008] [INFO ] [CONFIGURE ] UNF: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:53:36.645039] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-10-16T23:53:36.787630] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:36.928445] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:37.087822] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:37.229990] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:37.372977] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:37.516566] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:37.659632] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:37.803555] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:37.952079] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:38.105199] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:38.105399] [INFO ] [CONFIGURE ] UNF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-10-16T23:53:38.105446] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 1.5s/test | Remaining: 97 tests [2025-10-16T23:53:38.105482] [INFO ] [CONFIGURE ] UNF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:53:38.105515] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-10-16T23:53:38.251335] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:38.400468] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:38.555141] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:38.738341] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:38.908075] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:39.081639] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:39.280377] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:39.424899] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:39.568284] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:39.711671] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:39.711833] [INFO ] [CONFIGURE ] UNF: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-10-16T23:53:39.711878] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 1.5s/test | Remaining: 96 tests [2025-10-16T23:53:39.711912] [INFO ] [CONFIGURE ] UNF: Testing feature 20/29: add_price_rejection [2025-10-16T23:53:39.711944] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-10-16T23:53:39.862491] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:40.013602] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:40.163449] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:40.315056] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:40.466336] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:40.619033] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:40.772327] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:40.926299] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:41.080513] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:41.238594] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:41.238776] [INFO ] [CONFIGURE ] UNF: DISCARDED add_price_rejection (score: 80.00%) [2025-10-16T23:53:41.238827] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 1.5s/test | Remaining: 95 tests [2025-10-16T23:53:41.238860] [INFO ] [CONFIGURE ] UNF: Testing feature 21/29: add_range_position [2025-10-16T23:53:41.238891] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-10-16T23:53:41.398330] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:41.557667] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:41.716269] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:41.881574] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:42.041433] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:42.205130] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:42.372623] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:42.537627] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:42.706668] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:42.873014] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:42.873180] [INFO ] [CONFIGURE ] UNF: DISCARDED add_range_position (score: 90.00%) [2025-10-16T23:53:42.873224] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 1.5s/test | Remaining: 94 tests [2025-10-16T23:53:42.873258] [INFO ] [CONFIGURE ] UNF: Testing feature 22/29: add_realized_volatility [2025-10-16T23:53:42.873290] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-10-16T23:53:43.047856] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:43.223311] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:43.399487] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:43.580049] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:43.757464] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:43.935716] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:44.113205] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:44.293192] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:44.486130] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:44.674725] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:44.674943] [INFO ] [CONFIGURE ] UNF: DISCARDED add_realized_volatility (score: 90.00%) [2025-10-16T23:53:44.674995] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 1.5s/test | Remaining: 93 tests [2025-10-16T23:53:44.675053] [INFO ] [CONFIGURE ] UNF: Testing feature 23/29: add_recent_range_context [2025-10-16T23:53:44.675088] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-10-16T23:53:44.829549] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:44.986569] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:45.142402] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:45.340956] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:45.496358] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:45.655453] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:45.823450] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:45.983791] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:46.147608] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:46.315922] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:46.316113] [INFO ] [CONFIGURE ] UNF: DISCARDED add_recent_range_context (score: 90.00%) [2025-10-16T23:53:46.316166] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 1.5s/test | Remaining: 92 tests [2025-10-16T23:53:46.316202] [INFO ] [CONFIGURE ] UNF: Testing feature 24/29: add_rsi [2025-10-16T23:53:46.316235] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-10-16T23:53:46.499179] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:46.681471] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:46.855334] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:47.032420] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:47.207460] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:47.385132] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:47.562863] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:47.738049] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:53:47.915167] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:48.094454] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:48.094662] [INFO ] [CONFIGURE ] UNF: DISCARDED add_rsi (score: 50.00%) [2025-10-16T23:53:48.094725] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 1.5s/test | Remaining: 91 tests [2025-10-16T23:53:48.094763] [INFO ] [CONFIGURE ] UNF: Testing feature 25/29: add_tick_distribution [2025-10-16T23:53:48.094794] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-10-16T23:53:48.245787] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:48.401079] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:48.555672] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:48.713314] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:48.874265] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:49.035898] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:49.197488] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:49.356807] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:49.511637] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:49.670890] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:49.671084] [INFO ] [CONFIGURE ] UNF: DISCARDED add_tick_distribution (score: 60.00%) [2025-10-16T23:53:49.671130] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 1.5s/test | Remaining: 90 tests [2025-10-16T23:53:49.671163] [INFO ] [CONFIGURE ] UNF: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:53:49.671193] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-10-16T23:53:49.825780] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:49.982792] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:50.141976] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:50.304240] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:50.462712] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:50.622251] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:50.798927] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:50.955422] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:51.113043] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:51.271481] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:51.271633] [INFO ] [CONFIGURE ] UNF: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:53:51.271713] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 1.5s/test | Remaining: 89 tests [2025-10-16T23:53:51.271754] [INFO ] [CONFIGURE ] UNF: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:53:51.271785] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-10-16T23:53:51.434450] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:53:51.596103] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1 [2025-10-16T23:53:51.756777] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:51.916907] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:52.085178] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:52.249240] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:52.413233] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0 [2025-10-16T23:53:52.578324] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:52.741681] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:52.914600] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:52.914863] [INFO ] [CONFIGURE ] UNF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-10-16T23:53:52.914946] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 1.5s/test | Remaining: 88 tests [2025-10-16T23:53:52.915006] [INFO ] [CONFIGURE ] UNF: Testing feature 28/29: add_volume_profile [2025-10-16T23:53:52.915043] [INFO ] [CONFIGURE ] UNF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-10-16T23:53:53.077787] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:53:53.232810] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1 [2025-10-16T23:53:53.386541] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:53.546443] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:53.702960] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0 [2025-10-16T23:53:53.856058] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:53:54.011009] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0 [2025-10-16T23:53:54.166776] [DEBUG] [FORECASTER] UNF: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:54.325410] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:54.481175] [DEBUG] [FORECASTER] UNF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:54.481351] [INFO ] [CONFIGURE ] UNF: DISCARDED add_volume_profile (score: 60.00%) [2025-10-16T23:53:54.481412] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 1.5s/test | Remaining: 87 tests [2025-10-16T23:53:54.481450] [INFO ] [CONFIGURE ] UNF: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:53:54.481480] [INFO ] [CONFIGURE ] UNF: Best accuracy: 90.00% [2025-10-16T23:53:54.481511] [INFO ] [CONFIGURE ] UNF: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:53:54.481539] [INFO ] [CONFIGURE ] UNF: Improvement over baseline: 40.00% [2025-10-16T23:53:54.481566] [INFO ] [CONFIGURE ] UNF: Total time: 44.0 seconds [2025-10-16T23:53:54.481593] [INFO ] [CONFIGURE ] UNF: Average time per feature: 1.6 seconds [2025-10-16T23:53:54.481619] [INFO ] [CONFIGURE ] UNF: Average speed: 0.66 features/sec [2025-10-16T23:53:54.482129] [INFO ] [LOCAL ] Saved configuration for UNF: 3 features, 90.00% accuracy -> ./output/feature-sets/UNF.json [2025-10-16T23:53:54.482193] [INFO ] [CONFIGURE ] UNF: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-10-16T23:53:54.482252] [INFO ] [sig ] [94/96] Successfully configured UNF | 0.02 sym/s | Total: 1.2h | ETA: 1.5m [2025-10-16T23:53:54.482287] [INFO ] [sig ] [95/96] Configuring VIRT... [2025-10-16T23:53:54.482316] [INFO ] [CONFIGURE ] VIRT: Configurate test run. [2025-10-16T23:53:54.482345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'. [2025-10-16T23:53:54.495276] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIRT'. [2025-10-16T23:53:54.495604] [INFO ] [CONFIGURE ] VIRT: Testing with 29 available features [2025-10-16T23:53:54.495685] [INFO ] [CONFIGURE ] VIRT: Establishing baseline with no features... [2025-10-16T23:53:54.615339] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:53:54.730501] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:53:54.845311] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:54.957922] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:55.075770] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:53:55.190797] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:53:55.308021] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:53:55.426865] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:55.542851] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:55.659077] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:55.659219] [INFO ] [CONFIGURE ] VIRT: Baseline score (no features): 50.00% [2025-10-16T23:53:55.659261] [INFO ] [CONFIGURE ] VIRT: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:53:55.659292] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:53:55.785865] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:53:55.910501] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:53:56.035559] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:56.163379] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:56.291142] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:53:56.418894] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:53:56.545980] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:53:56.673063] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:56.800162] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:56.927120] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:53:56.927298] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-10-16T23:53:56.927343] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Avg: 1.5s/test | Remaining: 86 tests [2025-10-16T23:53:56.927377] [INFO ] [CONFIGURE ] VIRT: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:53:56.927407] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta'] [2025-10-16T23:53:57.054757] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:53:57.192945] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:57.321019] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:57.459946] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:53:57.591015] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:53:57.722447] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:53:57.853054] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:53:57.984966] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:58.119122] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:58.252968] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:58.253195] [INFO ] [CONFIGURE ] VIRT: KEPT add_cumulative_delta (score: 60.00%) [2025-10-16T23:53:58.253253] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Avg: 1.5s/test | Remaining: 85 tests [2025-10-16T23:53:58.253289] [INFO ] [CONFIGURE ] VIRT: Testing feature 3/29: add_daily_returns [2025-10-16T23:53:58.253320] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-10-16T23:53:58.390314] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:53:58.527962] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:53:58.664935] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:53:58.803266] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:53:58.946829] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:53:59.086355] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:53:59.227881] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:53:59.366736] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:53:59.507247] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:53:59.646941] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:53:59.647117] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_daily_returns (score: 60.00%) [2025-10-16T23:53:59.647160] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Avg: 1.5s/test | Remaining: 84 tests [2025-10-16T23:53:59.647194] [INFO ] [CONFIGURE ] VIRT: Testing feature 4/29: add_ema [2025-10-16T23:53:59.647223] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-10-16T23:53:59.800983] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:53:59.951384] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:00.105100] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:00.257822] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:00.415694] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:00.571673] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:00.741115] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:00.896044] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:01.047425] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:01.198150] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:01.198368] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_ema (score: 60.00%) [2025-10-16T23:54:01.198416] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Avg: 1.5s/test | Remaining: 83 tests [2025-10-16T23:54:01.198450] [INFO ] [CONFIGURE ] VIRT: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:54:01.198480] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:54:01.351963] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:01.506482] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:01.672345] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:01.852096] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:02.018440] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:02.179745] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:02.340593] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:02.497758] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:02.658735] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:02.820936] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:02.821119] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-10-16T23:54:02.821228] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Avg: 1.5s/test | Remaining: 82 tests [2025-10-16T23:54:02.821284] [INFO ] [CONFIGURE ] VIRT: Testing feature 6/29: add_failed_moves [2025-10-16T23:54:02.821319] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-10-16T23:54:02.957414] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:03.095586] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:03.232866] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:03.374846] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:03.518515] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:03.657156] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:03.814394] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:03.970502] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:04.113819] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:04.260858] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:04.261042] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_failed_moves (score: 60.00%) [2025-10-16T23:54:04.261087] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Avg: 1.5s/test | Remaining: 81 tests [2025-10-16T23:54:04.261123] [INFO ] [CONFIGURE ] VIRT: Testing feature 7/29: add_lag_shelf [2025-10-16T23:54:04.261155] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-10-16T23:54:04.400403] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:04.531821] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:04.661557] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:04.789756] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:04.919195] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:05.048781] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:05.182253] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:05.318496] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:05.455776] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:05.585510] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:05.585689] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_lag_shelf (score: 60.00%) [2025-10-16T23:54:05.585753] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Avg: 1.5s/test | Remaining: 80 tests [2025-10-16T23:54:05.585790] [INFO ] [CONFIGURE ] VIRT: Testing feature 8/29: add_macd [2025-10-16T23:54:05.585824] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-10-16T23:54:05.759349] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:05.927396] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:06.110319] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:06.287804] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:06.458553] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:06.627298] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:06.833235] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:07.005602] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:07.182112] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:07.354814] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:07.355011] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_macd (score: 50.00%) [2025-10-16T23:54:07.355059] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Avg: 1.5s/test | Remaining: 79 tests [2025-10-16T23:54:07.355093] [INFO ] [CONFIGURE ] VIRT: Testing feature 9/29: add_mfi [2025-10-16T23:54:07.355124] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-10-16T23:54:07.505910] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:07.653567] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:07.817875] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:07.964275] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:08.111341] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:08.264703] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:08.420037] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:08.573303] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:08.726153] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:08.883060] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:08.883232] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_mfi (score: 60.00%) [2025-10-16T23:54:08.883278] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 78 tests [2025-10-16T23:54:08.883313] [INFO ] [CONFIGURE ] VIRT: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:54:08.883344] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:54:09.051545] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:09.230041] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:09.397161] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:09.554814] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:09.715534] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:09.895414] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:10.062468] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:10.229450] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:10.392087] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:10.560484] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:10.560768] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-10-16T23:54:10.560854] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 77 tests [2025-10-16T23:54:10.560907] [INFO ] [CONFIGURE ] VIRT: Testing feature 11/29: add_obv_daily [2025-10-16T23:54:10.560942] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-10-16T23:54:10.699331] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:10.839627] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:10.978904] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:11.122452] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:11.258355] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:11.405503] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:11.548864] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:11.685917] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:11.830930] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:11.975812] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:11.975999] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:54:11.976044] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 76 tests [2025-10-16T23:54:11.976078] [INFO ] [CONFIGURE ] VIRT: Testing feature 12/29: add_obv_interval [2025-10-16T23:54:11.976109] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-10-16T23:54:12.115093] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:12.255988] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:12.399941] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:12.544853] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:12.684081] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:12.822236] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:12.965201] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:13.119829] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:13.262376] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:13.413723] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:13.413886] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:54:13.413929] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 75 tests [2025-10-16T23:54:13.413962] [INFO ] [CONFIGURE ] VIRT: Testing feature 13/29: add_opening_strength [2025-10-16T23:54:13.413991] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:54:13.563871] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0 [2025-10-16T23:54:13.711468] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:13.860552] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:14.014535] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:14.165558] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:14.323518] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:14.483476] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:14.647899] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:14.812667] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:14.973073] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:14.973250] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:54:14.973295] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.5s/test | Remaining: 74 tests [2025-10-16T23:54:14.973331] [INFO ] [CONFIGURE ] VIRT: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:54:14.973363] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-10-16T23:54:15.133127] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:15.288806] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:15.440905] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:15.592204] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:15.741598] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:15.926769] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:16.079737] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:16.229018] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:16.379239] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:16.528713] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:16.528879] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:54:16.528924] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.5s/test | Remaining: 73 tests [2025-10-16T23:54:16.528958] [INFO ] [CONFIGURE ] VIRT: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:54:16.528988] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-10-16T23:54:16.660138] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:16.793287] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:16.930829] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:17.082447] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:17.217058] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:17.352606] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:17.488137] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:17.628334] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:17.761479] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:17.897910] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:17.898069] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-10-16T23:54:17.898113] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.5s/test | Remaining: 72 tests [2025-10-16T23:54:17.898147] [INFO ] [CONFIGURE ] VIRT: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:54:17.898210] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-10-16T23:54:18.037146] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:18.177306] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:18.317531] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:18.459076] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:18.599902] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:18.755996] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:18.902892] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:19.051355] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:19.200593] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:19.353233] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:19.353528] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-10-16T23:54:19.353586] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.5s/test | Remaining: 71 tests [2025-10-16T23:54:19.353623] [INFO ] [CONFIGURE ] VIRT: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:54:19.353686] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-10-16T23:54:19.497730] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:19.642581] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:19.790298] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:19.935680] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:20.080266] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:20.229060] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:20.378069] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:20.540094] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:20.698445] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:20.842612] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:20.842821] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-10-16T23:54:20.842879] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.5s/test | Remaining: 70 tests [2025-10-16T23:54:20.842923] [INFO ] [CONFIGURE ] VIRT: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:54:20.842963] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-10-16T23:54:20.970937] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:21.097751] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:21.231056] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:21.369166] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:21.499706] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:21.627801] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:21.755339] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:21.889494] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:22.019046] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:22.148299] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:22.148447] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-10-16T23:54:22.148490] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.5s/test | Remaining: 69 tests [2025-10-16T23:54:22.148523] [INFO ] [CONFIGURE ] VIRT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:54:22.148552] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-10-16T23:54:22.278234] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:22.420204] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:22.545566] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:22.671088] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:22.797579] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:22.926021] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:23.062437] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:23.196229] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:23.322948] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:23.449143] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:23.449329] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-10-16T23:54:23.449379] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.5s/test | Remaining: 68 tests [2025-10-16T23:54:23.449413] [INFO ] [CONFIGURE ] VIRT: Testing feature 20/29: add_price_rejection [2025-10-16T23:54:23.449443] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-10-16T23:54:23.582280] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:23.717427] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:23.850311] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:23.984808] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:24.123198] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:24.265211] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:24.399667] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:24.535286] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:24.671569] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:24.807528] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:24.807687] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_price_rejection (score: 60.00%) [2025-10-16T23:54:24.807747] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.5s/test | Remaining: 67 tests [2025-10-16T23:54:24.807784] [INFO ] [CONFIGURE ] VIRT: Testing feature 21/29: add_range_position [2025-10-16T23:54:24.807814] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-10-16T23:54:24.949145] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:25.090104] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:25.248299] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:25.409961] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:25.600816] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:25.809082] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:26.030636] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:26.207146] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:26.372639] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:26.523826] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:26.523986] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_range_position (score: 50.00%) [2025-10-16T23:54:26.524032] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.5s/test | Remaining: 66 tests [2025-10-16T23:54:26.524069] [INFO ] [CONFIGURE ] VIRT: Testing feature 22/29: add_realized_volatility [2025-10-16T23:54:26.524102] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-10-16T23:54:26.683271] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:26.848722] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:27.013390] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:27.178470] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:27.341472] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:27.498088] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:27.656123] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:27.814468] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:27.977391] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:28.137903] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:28.138135] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T23:54:28.138218] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.5s/test | Remaining: 65 tests [2025-10-16T23:54:28.138268] [INFO ] [CONFIGURE ] VIRT: Testing feature 23/29: add_recent_range_context [2025-10-16T23:54:28.138302] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-10-16T23:54:28.271631] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:28.402628] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:28.535098] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:28.670325] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:28.802224] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:28.941257] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:29.074791] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:29.215538] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:29.351280] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:29.486417] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:29.486561] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_recent_range_context (score: 40.00%) [2025-10-16T23:54:29.486674] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.5s/test | Remaining: 64 tests [2025-10-16T23:54:29.486729] [INFO ] [CONFIGURE ] VIRT: Testing feature 24/29: add_rsi [2025-10-16T23:54:29.486764] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:54:29.636282] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:29.788963] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:29.938432] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:30.090741] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:30.242238] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:30.401943] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:30.561047] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:30.726000] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:30.889188] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:31.077298] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:31.077460] [INFO ] [CONFIGURE ] VIRT: KEPT add_rsi (score: 70.00%) [2025-10-16T23:54:31.077523] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.5s/test | Remaining: 63 tests [2025-10-16T23:54:31.077581] [INFO ] [CONFIGURE ] VIRT: Testing feature 25/29: add_tick_distribution [2025-10-16T23:54:31.077615] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-10-16T23:54:31.239146] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:31.399798] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:31.561394] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:31.724447] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:31.891222] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:32.060277] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:32.229899] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:32.401360] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:32.577503] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:32.750957] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0 [2025-10-16T23:54:32.751123] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_tick_distribution (score: 70.00%) [2025-10-16T23:54:32.751169] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.5s/test | Remaining: 62 tests [2025-10-16T23:54:32.751205] [INFO ] [CONFIGURE ] VIRT: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:54:32.751236] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-10-16T23:54:32.923453] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:33.104949] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:33.277340] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:33.442462] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1 [2025-10-16T23:54:33.612814] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:33.786719] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:33.959829] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:34.144514] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:54:34.311301] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:34.481212] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:34.481389] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:54:34.481497] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.5s/test | Remaining: 61 tests [2025-10-16T23:54:34.481539] [INFO ] [CONFIGURE ] VIRT: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:54:34.481571] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-10-16T23:54:34.651263] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:34.817019] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:34.984000] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:35.152532] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:35.322399] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:35.500334] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:35.672150] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:35.845216] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:36.021602] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1 [2025-10-16T23:54:36.196808] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:36.196946] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-10-16T23:54:36.196989] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.5s/test | Remaining: 60 tests [2025-10-16T23:54:36.197021] [INFO ] [CONFIGURE ] VIRT: Testing feature 28/29: add_volume_profile [2025-10-16T23:54:36.197051] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-10-16T23:54:36.361346] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:36.527877] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:36.699051] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:36.876849] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:37.040727] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:37.240910] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1 [2025-10-16T23:54:37.407321] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:37.571814] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0 [2025-10-16T23:54:37.740536] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:37.916606] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:37.916809] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_volume_profile (score: 30.00%) [2025-10-16T23:54:37.916860] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.5s/test | Remaining: 59 tests [2025-10-16T23:54:37.916897] [INFO ] [CONFIGURE ] VIRT: Testing feature 29/29: add_vwap [2025-10-16T23:54:37.916952] [INFO ] [CONFIGURE ] VIRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_vwap'] [2025-10-16T23:54:38.091695] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0 [2025-10-16T23:54:38.270048] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:38.444782] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0 [2025-10-16T23:54:38.631515] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1 [2025-10-16T23:54:38.842781] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1 [2025-10-16T23:54:39.035220] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1 [2025-10-16T23:54:39.205398] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:39.371999] [DEBUG] [FORECASTER] VIRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0 [2025-10-16T23:54:39.544281] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1 [2025-10-16T23:54:39.718202] [DEBUG] [FORECASTER] VIRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:39.718387] [INFO ] [CONFIGURE ] VIRT: DISCARDED add_vwap (score: 50.00%) [2025-10-16T23:54:39.718433] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 58 tests [2025-10-16T23:54:39.718467] [INFO ] [CONFIGURE ] VIRT: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:54:39.718497] [INFO ] [CONFIGURE ] VIRT: Best accuracy: 70.00% [2025-10-16T23:54:39.718528] [INFO ] [CONFIGURE ] VIRT: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-10-16T23:54:39.718558] [INFO ] [CONFIGURE ] VIRT: Improvement over baseline: 20.00% [2025-10-16T23:54:39.718585] [INFO ] [CONFIGURE ] VIRT: Total time: 44.1 seconds [2025-10-16T23:54:39.718612] [INFO ] [CONFIGURE ] VIRT: Average time per feature: 1.5 seconds [2025-10-16T23:54:39.718640] [INFO ] [CONFIGURE ] VIRT: Average speed: 0.66 features/sec [2025-10-16T23:54:39.719127] [INFO ] [LOCAL ] Saved configuration for VIRT: 3 features, 70.00% accuracy -> ./output/feature-sets/VIRT.json [2025-10-16T23:54:39.719182] [INFO ] [CONFIGURE ] VIRT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-10-16T23:54:39.719233] [INFO ] [sig ] [95/96] Successfully configured VIRT | 0.02 sym/s | Total: 1.2h | ETA: 44s [2025-10-16T23:54:39.719297] [INFO ] [sig ] [96/96] Configuring ZVIA... [2025-10-16T23:54:39.719330] [INFO ] [CONFIGURE ] ZVIA: Configurate test run. [2025-10-16T23:54:39.719361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-10-16T23:54:39.733456] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZVIA'. [2025-10-16T23:54:39.734010] [INFO ] [CONFIGURE ] ZVIA: Testing with 29 available features [2025-10-16T23:54:39.734068] [INFO ] [CONFIGURE ] ZVIA: Establishing baseline with no features... [2025-10-16T23:54:39.843110] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:39.947392] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:40.052397] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:40.163362] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:40.270093] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:40.377707] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:40.486231] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1 [2025-10-16T23:54:40.597208] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:40.712640] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:40.819895] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:40.820078] [INFO ] [CONFIGURE ] ZVIA: Baseline score (no features): 30.00% [2025-10-16T23:54:40.820124] [INFO ] [CONFIGURE ] ZVIA: Testing feature 1/29: add_bollinger_bands [2025-10-16T23:54:40.820158] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands'] [2025-10-16T23:54:40.934867] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:54:41.055014] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:41.173044] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:41.293403] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:41.412299] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:41.526964] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:54:41.642359] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:41.760108] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:41.887343] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:42.010991] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:42.011204] [INFO ] [CONFIGURE ] ZVIA: KEPT add_bollinger_bands (score: 40.00%) [2025-10-16T23:54:42.011268] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 57 tests [2025-10-16T23:54:42.011305] [INFO ] [CONFIGURE ] ZVIA: Testing feature 2/29: add_cumulative_delta [2025-10-16T23:54:42.011338] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-10-16T23:54:42.155127] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1 [2025-10-16T23:54:42.293775] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:42.433290] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:42.572131] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:42.715540] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:42.855809] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:54:42.993870] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:43.133698] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:43.295500] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:43.432619] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:43.432872] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-10-16T23:54:43.432935] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 56 tests [2025-10-16T23:54:43.432998] [INFO ] [CONFIGURE ] ZVIA: Testing feature 3/29: add_daily_returns [2025-10-16T23:54:43.433060] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:54:43.566620] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:43.689765] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:43.809353] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:43.927606] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:44.046616] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:44.165404] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:44.288824] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:44.408942] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:44.528557] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:44.649442] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:44.649605] [INFO ] [CONFIGURE ] ZVIA: KEPT add_daily_returns (score: 50.00%) [2025-10-16T23:54:44.649678] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 55 tests [2025-10-16T23:54:44.649733] [INFO ] [CONFIGURE ] ZVIA: Testing feature 4/29: add_ema [2025-10-16T23:54:44.649767] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-10-16T23:54:44.786638] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:44.925704] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:45.063056] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:45.212351] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:45.348859] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:45.485465] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:54:45.625204] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:45.768844] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:45.910684] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:46.051922] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:46.052122] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_ema (score: 30.00%) [2025-10-16T23:54:46.052199] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.5s/test | Remaining: 54 tests [2025-10-16T23:54:46.052241] [INFO ] [CONFIGURE ] ZVIA: Testing feature 5/29: add_exhaustion_signals [2025-10-16T23:54:46.052275] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-10-16T23:54:46.199459] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:46.348794] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:46.496721] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:46.644802] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:46.793802] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:46.942802] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:47.097987] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:47.248471] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:47.399091] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:47.549077] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:47.549253] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-10-16T23:54:47.549321] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.5s/test | Remaining: 53 tests [2025-10-16T23:54:47.549358] [INFO ] [CONFIGURE ] ZVIA: Testing feature 6/29: add_failed_moves [2025-10-16T23:54:47.549391] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-10-16T23:54:47.677766] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:47.812216] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:47.941832] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:48.073055] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:48.203234] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:48.336782] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:48.469633] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:48.608932] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:48.746509] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:48.886785] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:48.886961] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_failed_moves (score: 50.00%) [2025-10-16T23:54:48.887007] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.5s/test | Remaining: 52 tests [2025-10-16T23:54:48.887043] [INFO ] [CONFIGURE ] ZVIA: Testing feature 7/29: add_lag_shelf [2025-10-16T23:54:48.887079] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-10-16T23:54:49.012188] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:49.134886] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:49.260558] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:49.381485] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:49.501238] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:49.620860] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:49.740537] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:49.861800] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:49.992772] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:50.118635] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:50.118831] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_lag_shelf (score: 50.00%) [2025-10-16T23:54:50.118877] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.5s/test | Remaining: 51 tests [2025-10-16T23:54:50.118913] [INFO ] [CONFIGURE ] ZVIA: Testing feature 8/29: add_macd [2025-10-16T23:54:50.118946] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-10-16T23:54:50.277405] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:50.433477] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:50.588700] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:50.753069] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:50.914863] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:51.074185] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:54:51.235195] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:51.404031] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:51.562883] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:51.729128] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:51.729334] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_macd (score: 30.00%) [2025-10-16T23:54:51.729383] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.5s/test | Remaining: 50 tests [2025-10-16T23:54:51.729418] [INFO ] [CONFIGURE ] ZVIA: Testing feature 9/29: add_mfi [2025-10-16T23:54:51.729450] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-10-16T23:54:51.865905] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:52.001435] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:52.143245] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:52.280476] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:52.421532] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:52.558071] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:52.697573] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:52.851211] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:52.990620] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:53.145265] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:53.145438] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_mfi (score: 40.00%) [2025-10-16T23:54:53.145504] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.5s/test | Remaining: 49 tests [2025-10-16T23:54:53.145562] [INFO ] [CONFIGURE ] ZVIA: Testing feature 10/29: add_momentum_acceleration [2025-10-16T23:54:53.145597] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-10-16T23:54:53.298962] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:53.451289] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:53.612270] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:53.771514] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:53.935230] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:54.097988] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:54.264458] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:54.431300] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:54:54.594894] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:54.757162] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:54.757386] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-10-16T23:54:54.757436] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.5s/test | Remaining: 48 tests [2025-10-16T23:54:54.757472] [INFO ] [CONFIGURE ] ZVIA: Testing feature 11/29: add_obv_daily [2025-10-16T23:54:54.757526] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-10-16T23:54:54.892402] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:55.037061] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:55.171587] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:55.306784] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:55.442039] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:55.578141] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:54:55.725408] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:55.866927] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:56.007355] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:56.148586] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:56.148783] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_obv_daily (score: 40.00%) [2025-10-16T23:54:56.148835] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.5s/test | Remaining: 47 tests [2025-10-16T23:54:56.148870] [INFO ] [CONFIGURE ] ZVIA: Testing feature 12/29: add_obv_interval [2025-10-16T23:54:56.148900] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-10-16T23:54:56.279963] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:56.416194] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:56.550514] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:56.683575] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:56.817502] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:56.960072] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:57.096676] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:57.233874] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:57.370767] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:57.507797] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:57.507961] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_obv_interval (score: 40.00%) [2025-10-16T23:54:57.508006] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.5s/test | Remaining: 46 tests [2025-10-16T23:54:57.508041] [INFO ] [CONFIGURE ] ZVIA: Testing feature 13/29: add_opening_strength [2025-10-16T23:54:57.508072] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-10-16T23:54:57.644414] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:57.779482] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:54:57.915089] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:58.058192] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:58.197672] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:58.335384] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:58.473141] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:54:58.612514] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:54:58.749987] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:54:58.893173] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:54:58.893354] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_opening_strength (score: 50.00%) [2025-10-16T23:54:58.893401] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.5s/test | Remaining: 45 tests [2025-10-16T23:54:58.893438] [INFO ] [CONFIGURE ] ZVIA: Testing feature 14/29: add_order_flow_imbalance [2025-10-16T23:54:58.893472] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-10-16T23:54:59.047802] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:54:59.192434] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:54:59.335501] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:54:59.480286] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:54:59.626829] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:54:59.779781] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:54:59.938787] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:00.087901] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:00.242622] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:00.393504] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:00.393696] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-10-16T23:55:00.393757] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.5s/test | Remaining: 44 tests [2025-10-16T23:55:00.393797] [INFO ] [CONFIGURE ] ZVIA: Testing feature 15/29: add_pbf_morning_momentum [2025-10-16T23:55:00.393830] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-10-16T23:55:00.521807] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:00.655291] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:00.791100] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:00.927186] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:01.066075] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:01.199066] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:01.346207] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:01.486385] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:01.643507] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:01.806028] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:01.806220] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-10-16T23:55:01.806266] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.5s/test | Remaining: 43 tests [2025-10-16T23:55:01.806302] [INFO ] [CONFIGURE ] ZVIA: Testing feature 16/29: add_pbf_overnight_gap [2025-10-16T23:55:01.806336] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-10-16T23:55:01.954290] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:02.093696] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:02.232346] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:02.371449] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:02.512113] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:02.648584] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:55:02.805406] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:02.943901] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:03.086444] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:03.228467] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:03.228628] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-10-16T23:55:03.228707] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Avg: 1.5s/test | Remaining: 42 tests [2025-10-16T23:55:03.228751] [INFO ] [CONFIGURE ] ZVIA: Testing feature 17/29: add_pbf_return_2d [2025-10-16T23:55:03.228782] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-10-16T23:55:03.366745] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:03.506546] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:03.645945] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:03.786418] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:03.929374] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:04.074578] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:04.223594] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:04.376562] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:04.512746] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:04.656532] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:04.656709] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-10-16T23:55:04.656767] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Avg: 1.5s/test | Remaining: 41 tests [2025-10-16T23:55:04.656805] [INFO ] [CONFIGURE ] ZVIA: Testing feature 18/29: add_pbf_volatility_5d [2025-10-16T23:55:04.656837] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-10-16T23:55:04.785195] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:04.909986] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:55:05.031838] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:05.155867] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:05.278366] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:05.404964] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:05.537325] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:05.660962] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:05.785972] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:05.913016] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:05.913171] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-10-16T23:55:05.913216] [INFO ] [CONFIGURE ] JOB ETA: 60s | Avg: 1.5s/test | Remaining: 40 tests [2025-10-16T23:55:05.913251] [INFO ] [CONFIGURE ] ZVIA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-10-16T23:55:05.913284] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-10-16T23:55:06.035864] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:06.156109] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:06.282667] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:06.409153] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:06.532011] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:06.656943] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:55:06.783048] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:06.908994] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:07.039606] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:07.169914] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:07.170152] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-10-16T23:55:07.170234] [INFO ] [CONFIGURE ] JOB ETA: 58s | Avg: 1.5s/test | Remaining: 39 tests [2025-10-16T23:55:07.170299] [INFO ] [CONFIGURE ] ZVIA: Testing feature 20/29: add_price_rejection [2025-10-16T23:55:07.170342] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-10-16T23:55:07.303164] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:07.444473] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:07.583316] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:07.727665] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:07.867403] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:08.014795] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:08.151771] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:08.292242] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:08.434173] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:08.580831] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:08.581000] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_price_rejection (score: 30.00%) [2025-10-16T23:55:08.581045] [INFO ] [CONFIGURE ] JOB ETA: 57s | Avg: 1.5s/test | Remaining: 38 tests [2025-10-16T23:55:08.581081] [INFO ] [CONFIGURE ] ZVIA: Testing feature 21/29: add_range_position [2025-10-16T23:55:08.581113] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-10-16T23:55:08.720255] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:08.860258] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:09.010672] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:09.153430] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:09.313096] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:09.475489] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:55:09.622602] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:09.776707] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:09.931166] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:10.074566] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:10.074748] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_range_position (score: 40.00%) [2025-10-16T23:55:10.074801] [INFO ] [CONFIGURE ] JOB ETA: 55s | Avg: 1.5s/test | Remaining: 37 tests [2025-10-16T23:55:10.074836] [INFO ] [CONFIGURE ] ZVIA: Testing feature 22/29: add_realized_volatility [2025-10-16T23:55:10.074866] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-10-16T23:55:10.226099] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:10.378098] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:55:10.553920] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:10.707852] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:10.864362] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:11.023346] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:11.180123] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:11.341337] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:11.504307] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:11.674754] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:11.674936] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_realized_volatility (score: 40.00%) [2025-10-16T23:55:11.674983] [INFO ] [CONFIGURE ] JOB ETA: 54s | Avg: 1.5s/test | Remaining: 36 tests [2025-10-16T23:55:11.675019] [INFO ] [CONFIGURE ] ZVIA: Testing feature 23/29: add_recent_range_context [2025-10-16T23:55:11.675059] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-10-16T23:55:11.818293] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:11.961145] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:12.102764] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:12.243152] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:12.389346] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:12.555396] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:12.699295] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:12.844113] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:12.989491] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:13.136781] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:13.136954] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_recent_range_context (score: 30.00%) [2025-10-16T23:55:13.136999] [INFO ] [CONFIGURE ] JOB ETA: 52s | Avg: 1.5s/test | Remaining: 35 tests [2025-10-16T23:55:13.137035] [INFO ] [CONFIGURE ] ZVIA: Testing feature 24/29: add_rsi [2025-10-16T23:55:13.137069] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-10-16T23:55:13.299746] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:13.461296] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:13.617758] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:13.785965] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:13.956705] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:14.116426] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:14.266721] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:14.416428] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:14.569791] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:14.723054] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:14.723223] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_rsi (score: 30.00%) [2025-10-16T23:55:14.723268] [INFO ] [CONFIGURE ] JOB ETA: 51s | Avg: 1.5s/test | Remaining: 34 tests [2025-10-16T23:55:14.723302] [INFO ] [CONFIGURE ] ZVIA: Testing feature 25/29: add_tick_distribution [2025-10-16T23:55:14.723332] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-10-16T23:55:14.849487] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:14.973809] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:55:15.100039] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:15.225281] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:15.352836] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:15.485998] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:55:15.616590] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:15.746162] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:15.875266] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:16.005084] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:16.005228] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_tick_distribution (score: 50.00%) [2025-10-16T23:55:16.005271] [INFO ] [CONFIGURE ] JOB ETA: 49s | Avg: 1.5s/test | Remaining: 33 tests [2025-10-16T23:55:16.005306] [INFO ] [CONFIGURE ] ZVIA: Testing feature 26/29: add_volume_momentum_confirmation [2025-10-16T23:55:16.005338] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-10-16T23:55:16.132963] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:16.261267] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:55:16.392245] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:16.527781] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:16.659441] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:16.793786] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0 [2025-10-16T23:55:16.928066] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:17.062214] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:17.198091] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:17.332806] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:17.332973] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-10-16T23:55:17.333017] [INFO ] [CONFIGURE ] JOB ETA: 48s | Avg: 1.5s/test | Remaining: 32 tests [2025-10-16T23:55:17.333050] [INFO ] [CONFIGURE ] ZVIA: Testing feature 27/29: add_volume_price_divergence [2025-10-16T23:55:17.333080] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-10-16T23:55:17.471934] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:17.616914] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0 [2025-10-16T23:55:17.767123] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:17.907110] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:18.046233] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:18.188038] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:18.333974] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:18.477052] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:55:18.611292] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:18.745748] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:18.745905] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-10-16T23:55:18.745951] [INFO ] [CONFIGURE ] JOB ETA: 46s | Avg: 1.5s/test | Remaining: 31 tests [2025-10-16T23:55:18.745985] [INFO ] [CONFIGURE ] ZVIA: Testing feature 28/29: add_volume_profile [2025-10-16T23:55:18.746016] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-10-16T23:55:18.866743] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:18.997034] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:19.125197] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:19.245888] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:19.369502] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:19.499580] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:19.636095] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:19.781184] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1 [2025-10-16T23:55:19.934957] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:20.098539] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:20.098745] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_volume_profile (score: 40.00%) [2025-10-16T23:55:20.098800] [INFO ] [CONFIGURE ] JOB ETA: 45s | Avg: 1.5s/test | Remaining: 30 tests [2025-10-16T23:55:20.098838] [INFO ] [CONFIGURE ] ZVIA: Testing feature 29/29: add_vwap [2025-10-16T23:55:20.098871] [INFO ] [CONFIGURE ] ZVIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-10-16T23:55:20.234126] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1 [2025-10-16T23:55:20.371152] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0 [2025-10-16T23:55:20.505904] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0 [2025-10-16T23:55:20.637877] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0 [2025-10-16T23:55:20.770845] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1 [2025-10-16T23:55:20.907411] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0 [2025-10-16T23:55:21.043969] [DEBUG] [FORECASTER] ZVIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1 [2025-10-16T23:55:21.190062] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1 [2025-10-16T23:55:21.324580] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0 [2025-10-16T23:55:21.458177] [DEBUG] [FORECASTER] ZVIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0 [2025-10-16T23:55:21.458331] [INFO ] [CONFIGURE ] ZVIA: DISCARDED add_vwap (score: 30.00%) [2025-10-16T23:55:21.458375] [INFO ] [CONFIGURE ] JOB ETA: 43s | Avg: 1.5s/test | Remaining: 29 tests [2025-10-16T23:55:21.458409] [INFO ] [CONFIGURE ] ZVIA: ===== FEATURE SELECTION COMPLETE ===== [2025-10-16T23:55:21.458438] [INFO ] [CONFIGURE ] ZVIA: Best accuracy: 50.00% [2025-10-16T23:55:21.458469] [INFO ] [CONFIGURE ] ZVIA: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-10-16T23:55:21.458497] [INFO ] [CONFIGURE ] ZVIA: Improvement over baseline: 20.00% [2025-10-16T23:55:21.458523] [INFO ] [CONFIGURE ] ZVIA: Total time: 40.6 seconds [2025-10-16T23:55:21.458549] [INFO ] [CONFIGURE ] ZVIA: Average time per feature: 1.4 seconds [2025-10-16T23:55:21.458577] [INFO ] [CONFIGURE ] ZVIA: Average speed: 0.71 features/sec [2025-10-16T23:55:21.459355] [INFO ] [LOCAL ] Saved configuration for ZVIA: 2 features, 50.00% accuracy -> ./output/feature-sets/ZVIA.json [2025-10-16T23:55:21.459421] [INFO ] [CONFIGURE ] ZVIA: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-10-16T23:55:21.459494] [INFO ] [sig ] [96/96] Successfully configured ZVIA | 0.02 sym/s | Total: 1.2h | ETA: 0s [2025-10-16T23:55:21.459561] [INFO ] [sig ] ================================================== [2025-10-16T23:55:21.459615] [INFO ] [sig ] Configuration complete: 96/96 symbols succeeded [2025-10-16T23:55:22.182788] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION' [2025-10-16T23:55:22.182978] [INFO ] [sig ] Email notification sent [2025-10-16T23:55:22.183786] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-10-16T23:55:22.184019] [INFO ] [STATE ] Last completion updated: 2025-10-16T23:55:22.183853 [2025-10-16T23:55:24.457789] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-10-16T23:55:24.625876] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-10-16T23:55:24.800633] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-10-16T23:55:24.977013] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-10-16T23:55:24.977388] [WARN ] [STATE ] State set to: WAITING [2025-10-16T23:55:24.977471] [INFO ] [STATE ] Checking TDM service status... [2025-10-16T23:55:24.985495] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:24.990699] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:24.995270] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:24.999303] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:25.003252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:28.009601] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:28.014664] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:28.024743] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:28.030563] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:28.035927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:31.041092] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:31.045297] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:31.049224] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:31.052930] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:31.056691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:34.249632] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:34.253673] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:34.257354] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:34.260937] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:34.264339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:37.269502] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:37.273609] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:37.308085] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:37.342481] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:37.378080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:40.383710] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:40.388031] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:40.392192] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:40.396197] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:40.400159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:43.408242] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:43.413632] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:43.418146] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:43.424194] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:43.428989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:46.434343] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:46.438215] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:46.442308] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:46.446458] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:46.450091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:49.456547] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:49.460335] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:49.463960] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:49.467788] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:49.471415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:52.476963] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:52.480951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:52.484628] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:52.488176] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:52.491938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:55.497054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:55.500858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:55.504613] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:55.508180] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:55.511698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:55:58.517180] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:55:58.521085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:55:58.524887] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:55:58.529094] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:55:58.533030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:56:01.539032] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:56:01.543941] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:56:01.548018] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:56:01.552917] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:56:01.556876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-16T23:56:04.563989] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-16T23:56:04.568356] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-16), and is a dependency of this service. [2025-10-16T23:56:04.572193] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-16T23:56:04.576163] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-16T23:56:04.579711] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-16T23:56:04.579986] [WARN ] [STATE ] State set to: RUNNING [2025-10-16T23:56:04.580088] [INFO ] [sig ] Generating forecasts for all active symbols [2025-10-16T23:56:04.580181] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-10-16T23:56:04.615944] [DEBUG] [REMOTE ] Fetched 1803 unique symbols from directory listing. [2025-10-16T23:56:04.619971] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-10-16T23:56:04.620037] [INFO ] [sig ] Found 1803 active symbols to forecast [2025-10-16T23:56:04.620376] [INFO ] [sig ] [1/1803] Forecasting A... [2025-10-16T23:56:04.620411] [INFO ] [sig ] Generating forecast for: A [2025-10-16T23:56:04.620459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-10-16T23:56:04.631067] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'A'. [2025-10-16T23:56:04.631352] [INFO ] [FORECASTER] Starting predict_future for A [2025-10-16T23:56:04.660763] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:04.661479] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-10-16T23:56:04.661547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:04.661602] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:04.661696] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:04.661799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:04.679768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:04.680509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:04.680712] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:04.680768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:04.717168] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:04.717257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:04.717293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:04.717322] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:04.720858] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=89.35%) [2025-10-16T23:56:04.721127] [INFO ] [FORECASTER] Completed predict_future for A [2025-10-16T23:56:04.721260] [INFO ] [sig ] A: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:04.864967] [INFO ] [LOCAL ] Saved forecast: A 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/A.txt [2025-10-16T23:56:04.865188] [INFO ] [sig ] [1/1803] Completed A in 0.2s | 4.08 sym/s | Total: 0.2s | ETA: 7.4m [2025-10-16T23:56:04.865252] [INFO ] [sig ] [2/1803] Forecasting AA... [2025-10-16T23:56:04.865290] [INFO ] [sig ] Generating forecast for: AA [2025-10-16T23:56:04.865325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-10-16T23:56:04.874303] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AA'. [2025-10-16T23:56:04.874617] [INFO ] [FORECASTER] Starting predict_future for AA [2025-10-16T23:56:04.904045] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:04.904958] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-10-16T23:56:04.905018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:04.905063] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:04.905117] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:04.905180] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:04.922632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:04.923303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:04.923408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:04.923463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:04.957930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:04.958066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:04.958149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:04.958229] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:04.961707] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=48.64%) [2025-10-16T23:56:04.961984] [INFO ] [FORECASTER] Completed predict_future for AA [2025-10-16T23:56:04.962119] [INFO ] [sig ] AA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:05.170720] [INFO ] [LOCAL ] Saved forecast: AA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AA.txt [2025-10-16T23:56:05.170980] [INFO ] [sig ] [2/1803] Completed AA in 0.3s | 3.63 sym/s | Total: 0.6s | ETA: 8.3m [2025-10-16T23:56:05.171024] [INFO ] [sig ] [3/1803] Forecasting AAP... [2025-10-16T23:56:05.171055] [INFO ] [sig ] Generating forecast for: AAP [2025-10-16T23:56:05.171094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-10-16T23:56:05.181594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AAP'. [2025-10-16T23:56:05.181920] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-10-16T23:56:05.208131] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:05.208987] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-10-16T23:56:05.209044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:05.209079] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:05.209107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:05.209165] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:05.229808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:05.230367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:05.230452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:05.230494] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:05.265794] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:05.265893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:05.265931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:05.265961] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:05.269226] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=26.28%) [2025-10-16T23:56:05.269488] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-10-16T23:56:05.270034] [INFO ] [sig ] AAP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:05.413343] [INFO ] [LOCAL ] Saved forecast: AAP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AAP.txt [2025-10-16T23:56:05.413539] [INFO ] [sig ] [3/1803] Completed AAP in 0.2s | 3.78 sym/s | Total: 0.8s | ETA: 7.9m [2025-10-16T23:56:05.413581] [INFO ] [sig ] [4/1803] Forecasting AAT... [2025-10-16T23:56:05.413612] [INFO ] [sig ] Generating forecast for: AAT [2025-10-16T23:56:05.413667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-10-16T23:56:05.423070] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AAT'. [2025-10-16T23:56:05.423336] [INFO ] [FORECASTER] Starting predict_future for AAT [2025-10-16T23:56:05.448709] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:05.449396] [DEBUG] [LOCAL ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt [2025-10-16T23:56:05.449451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:05.449486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:05.449514] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:05.449591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:05.466994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:05.467568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:05.467684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:05.467739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:05.502110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:05.502190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:05.502227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:05.502257] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:05.505425] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: UP (p=90.84%) [2025-10-16T23:56:05.505767] [INFO ] [FORECASTER] Completed predict_future for AAT [2025-10-16T23:56:05.505903] [INFO ] [sig ] AAT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:05.653120] [INFO ] [LOCAL ] Saved forecast: AAT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AAT.txt [2025-10-16T23:56:05.653380] [INFO ] [sig ] [4/1803] Completed AAT in 0.2s | 3.87 sym/s | Total: 1.0s | ETA: 7.7m [2025-10-16T23:56:05.653443] [INFO ] [sig ] [5/1803] Forecasting AB... [2025-10-16T23:56:05.653479] [INFO ] [sig ] Generating forecast for: AB [2025-10-16T23:56:05.653513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-10-16T23:56:05.662695] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AB'. [2025-10-16T23:56:05.662972] [INFO ] [FORECASTER] Starting predict_future for AB [2025-10-16T23:56:05.689563] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:05.690332] [DEBUG] [LOCAL ] No optimal features file found for AB: ./output/feature-sets/AB.txt [2025-10-16T23:56:05.690389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:05.690423] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:05.690454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:05.690524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:05.708499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:05.709108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:05.709192] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:05.709228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:05.744752] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:05.744838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:05.744874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:05.744903] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:05.748081] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=87.03%) [2025-10-16T23:56:05.748371] [INFO ] [FORECASTER] Completed predict_future for AB [2025-10-16T23:56:05.748515] [INFO ] [sig ] AB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:05.890964] [INFO ] [LOCAL ] Saved forecast: AB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AB.txt [2025-10-16T23:56:05.891154] [INFO ] [sig ] [5/1803] Completed AB in 0.2s | 3.93 sym/s | Total: 1.3s | ETA: 7.6m [2025-10-16T23:56:05.891195] [INFO ] [sig ] [6/1803] Forecasting ABCB... [2025-10-16T23:56:05.891228] [INFO ] [sig ] Generating forecast for: ABCB [2025-10-16T23:56:05.891258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-10-16T23:56:05.900376] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABCB'. [2025-10-16T23:56:05.900706] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-10-16T23:56:05.926230] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:05.926971] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-10-16T23:56:05.927028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:05.927064] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:05.927095] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:05.927155] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:05.944991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:05.945530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:05.945610] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:05.945669] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:05.979579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:05.979687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:05.979738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:05.979771] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:05.982939] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=96.05%) [2025-10-16T23:56:05.983195] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-10-16T23:56:05.983324] [INFO ] [sig ] ABCB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:06.127474] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ABCB.txt [2025-10-16T23:56:06.127716] [INFO ] [sig ] [6/1803] Completed ABCB in 0.2s | 3.98 sym/s | Total: 1.5s | ETA: 7.5m [2025-10-16T23:56:06.127776] [INFO ] [sig ] [7/1803] Forecasting ABEV... [2025-10-16T23:56:06.127811] [INFO ] [sig ] Generating forecast for: ABEV [2025-10-16T23:56:06.127843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-10-16T23:56:06.136470] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABEV'. [2025-10-16T23:56:06.136812] [INFO ] [FORECASTER] Starting predict_future for ABEV [2025-10-16T23:56:06.162368] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:06.163185] [DEBUG] [LOCAL ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt [2025-10-16T23:56:06.163240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:06.163275] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:06.163304] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:06.163361] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:06.181273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:06.181861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:06.181974] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:06.182030] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:06.217233] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:06.217343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:06.217382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:06.217413] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:06.220910] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=8.24%) [2025-10-16T23:56:06.221177] [INFO ] [FORECASTER] Completed predict_future for ABEV [2025-10-16T23:56:06.221312] [INFO ] [sig ] ABEV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:06.366083] [INFO ] [LOCAL ] Saved forecast: ABEV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ABEV.txt [2025-10-16T23:56:06.366288] [INFO ] [sig ] [7/1803] Completed ABEV in 0.2s | 4.01 sym/s | Total: 1.7s | ETA: 7.5m [2025-10-16T23:56:06.366332] [INFO ] [sig ] [8/1803] Forecasting ABG... [2025-10-16T23:56:06.366371] [INFO ] [sig ] Generating forecast for: ABG [2025-10-16T23:56:06.366401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-10-16T23:56:06.374941] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABG'. [2025-10-16T23:56:06.375233] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-10-16T23:56:06.405265] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:06.406125] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-10-16T23:56:06.406187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:06.406233] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:06.406287] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:06.406350] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:06.424786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:06.425378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:06.425462] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:06.425504] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:06.459325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:06.459417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:06.459453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:06.459483] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:06.463063] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=62.57%) [2025-10-16T23:56:06.463329] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-10-16T23:56:06.463475] [INFO ] [sig ] ABG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:06.609137] [INFO ] [LOCAL ] Saved forecast: ABG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ABG.txt [2025-10-16T23:56:06.609353] [INFO ] [sig ] [8/1803] Completed ABG in 0.2s | 4.02 sym/s | Total: 2.0s | ETA: 7.4m [2025-10-16T23:56:06.609413] [INFO ] [sig ] [9/1803] Forecasting ABM... [2025-10-16T23:56:06.609448] [INFO ] [sig ] Generating forecast for: ABM [2025-10-16T23:56:06.609479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-10-16T23:56:06.619120] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABM'. [2025-10-16T23:56:06.619423] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-10-16T23:56:06.644569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:06.645265] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-10-16T23:56:06.645320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:06.645354] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:06.645384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:06.645441] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:06.663385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:06.664002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:06.664084] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:06.664120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:06.702851] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:06.702948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:06.702986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:06.703035] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:06.706256] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=3.50%) [2025-10-16T23:56:06.706523] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-10-16T23:56:06.706710] [INFO ] [sig ] ABM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:06.849074] [INFO ] [LOCAL ] Saved forecast: ABM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ABM.txt [2025-10-16T23:56:06.849261] [INFO ] [sig ] [9/1803] Completed ABM in 0.2s | 4.04 sym/s | Total: 2.2s | ETA: 7.4m [2025-10-16T23:56:06.849303] [INFO ] [sig ] [10/1803] Forecasting ABR... [2025-10-16T23:56:06.849333] [INFO ] [sig ] Generating forecast for: ABR [2025-10-16T23:56:06.849364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-10-16T23:56:06.860493] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABR'. [2025-10-16T23:56:06.860879] [INFO ] [FORECASTER] Starting predict_future for ABR [2025-10-16T23:56:06.886449] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:06.887224] [DEBUG] [LOCAL ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt [2025-10-16T23:56:06.887281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:06.887367] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:06.887407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:06.887510] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:06.905601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:06.906244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:06.906334] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:06.906370] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:06.942222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:06.942333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:06.942398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:06.942433] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:06.945681] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=38.67%) [2025-10-16T23:56:06.945953] [INFO ] [FORECASTER] Completed predict_future for ABR [2025-10-16T23:56:06.946090] [INFO ] [sig ] ABR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:07.094475] [INFO ] [LOCAL ] Saved forecast: ABR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ABR.txt [2025-10-16T23:56:07.094763] [INFO ] [sig ] [10/1803] Completed ABR in 0.2s | 4.04 sym/s | Total: 2.5s | ETA: 7.4m [2025-10-16T23:56:07.094826] [INFO ] [sig ] [11/1803] Forecasting ABT... [2025-10-16T23:56:07.094863] [INFO ] [sig ] Generating forecast for: ABT [2025-10-16T23:56:07.094898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'. [2025-10-16T23:56:07.104467] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABT'. [2025-10-16T23:56:07.104807] [INFO ] [FORECASTER] Starting predict_future for ABT [2025-10-16T23:56:07.129978] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:07.130756] [DEBUG] [LOCAL ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt [2025-10-16T23:56:07.130813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:07.130848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:07.130876] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:07.130935] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:07.149008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:07.149551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:07.149635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:07.149710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:07.186078] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:07.186201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:07.186239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:07.186269] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:07.189673] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: UP (p=89.34%) [2025-10-16T23:56:07.189957] [INFO ] [FORECASTER] Completed predict_future for ABT [2025-10-16T23:56:07.190104] [INFO ] [sig ] ABT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:07.330626] [INFO ] [LOCAL ] Saved forecast: ABT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ABT.txt [2025-10-16T23:56:07.330924] [INFO ] [sig ] [11/1803] Completed ABT in 0.2s | 4.06 sym/s | Total: 2.7s | ETA: 7.4m [2025-10-16T23:56:07.330969] [INFO ] [sig ] [12/1803] Forecasting ACCO... [2025-10-16T23:56:07.331001] [INFO ] [sig ] Generating forecast for: ACCO [2025-10-16T23:56:07.331031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-10-16T23:56:07.340247] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACCO'. [2025-10-16T23:56:07.340541] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-10-16T23:56:07.365478] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:07.366237] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-10-16T23:56:07.366291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:07.366326] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:07.366355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:07.366412] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:07.384097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:07.384697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:07.384792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:07.384828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:07.425537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:07.425766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:07.425822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:07.425856] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:07.429538] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=74.50%) [2025-10-16T23:56:07.429905] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-10-16T23:56:07.430047] [INFO ] [sig ] ACCO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:07.574749] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACCO.txt [2025-10-16T23:56:07.574988] [INFO ] [sig ] [12/1803] Completed ACCO in 0.2s | 4.06 sym/s | Total: 3.0s | ETA: 7.3m [2025-10-16T23:56:07.575036] [INFO ] [sig ] [13/1803] Forecasting ACEL... [2025-10-16T23:56:07.575070] [INFO ] [sig ] Generating forecast for: ACEL [2025-10-16T23:56:07.575103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-10-16T23:56:07.586165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACEL'. [2025-10-16T23:56:07.586550] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-10-16T23:56:07.616058] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:07.617238] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-10-16T23:56:07.617310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:07.617368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:07.617426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:07.617557] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:07.643215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:07.644055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:07.644152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:07.644206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:07.681925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:07.682068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:07.682108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:07.682138] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:07.685553] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=72.43%) [2025-10-16T23:56:07.685882] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-10-16T23:56:07.686021] [INFO ] [sig ] ACEL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:07.848275] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACEL.txt [2025-10-16T23:56:07.848591] [INFO ] [sig ] [13/1803] Completed ACEL in 0.3s | 4.03 sym/s | Total: 3.2s | ETA: 7.4m [2025-10-16T23:56:07.848855] [INFO ] [sig ] [14/1803] Forecasting ACHR... [2025-10-16T23:56:07.848921] [INFO ] [sig ] Generating forecast for: ACHR [2025-10-16T23:56:07.848974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-10-16T23:56:07.860454] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACHR'. [2025-10-16T23:56:07.860939] [INFO ] [FORECASTER] Starting predict_future for ACHR [2025-10-16T23:56:07.890197] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:07.891084] [DEBUG] [LOCAL ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt [2025-10-16T23:56:07.891146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:07.891181] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:07.891210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:07.891269] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:07.909145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:07.910036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:07.910127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:07.910163] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:07.951267] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:07.951441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:07.951486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:07.951516] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:07.955042] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: UP (p=66.11%) [2025-10-16T23:56:07.955321] [INFO ] [FORECASTER] Completed predict_future for ACHR [2025-10-16T23:56:07.955464] [INFO ] [sig ] ACHR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:08.093689] [INFO ] [LOCAL ] Saved forecast: ACHR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACHR.txt [2025-10-16T23:56:08.093881] [INFO ] [sig ] [14/1803] Completed ACHR in 0.2s | 4.03 sym/s | Total: 3.5s | ETA: 7.4m [2025-10-16T23:56:08.093934] [INFO ] [sig ] [15/1803] Forecasting ACI... [2025-10-16T23:56:08.093967] [INFO ] [sig ] Generating forecast for: ACI [2025-10-16T23:56:08.093998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-10-16T23:56:08.103254] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACI'. [2025-10-16T23:56:08.103534] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-10-16T23:56:08.128046] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:08.133083] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-10-16T23:56:08.133160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:08.133220] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:08.133264] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:08.133324] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:08.150956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:08.151857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:08.152006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:08.152069] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:08.190131] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:08.190208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:08.190244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:08.190272] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:08.193293] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=87.75%) [2025-10-16T23:56:08.193550] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-10-16T23:56:08.193713] [INFO ] [sig ] ACI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:08.334028] [INFO ] [LOCAL ] Saved forecast: ACI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACI.txt [2025-10-16T23:56:08.334228] [INFO ] [sig ] [15/1803] Completed ACI in 0.2s | 4.04 sym/s | Total: 3.7s | ETA: 7.4m [2025-10-16T23:56:08.334269] [INFO ] [sig ] [16/1803] Forecasting ACM... [2025-10-16T23:56:08.334310] [INFO ] [sig ] Generating forecast for: ACM [2025-10-16T23:56:08.334367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-10-16T23:56:08.344853] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACM'. [2025-10-16T23:56:08.345133] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-10-16T23:56:08.369869] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:08.370524] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-10-16T23:56:08.370578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:08.370610] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:08.370637] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:08.370738] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:08.388666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:08.389251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:08.389336] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:08.389371] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:08.434537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:08.434617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:08.434684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:08.434753] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:08.437811] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=25.31%) [2025-10-16T23:56:08.438064] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-10-16T23:56:08.438661] [INFO ] [sig ] ACM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:08.578208] [INFO ] [LOCAL ] Saved forecast: ACM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ACM.txt [2025-10-16T23:56:08.578407] [INFO ] [sig ] [16/1803] Completed ACM in 0.2s | 4.04 sym/s | Total: 4.0s | ETA: 7.4m [2025-10-16T23:56:08.578449] [INFO ] [sig ] [17/1803] Forecasting ACN... [2025-10-16T23:56:08.578480] [INFO ] [sig ] Generating forecast for: ACN [2025-10-16T23:56:08.578511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-10-16T23:56:08.588388] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACN'. [2025-10-16T23:56:08.588685] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-10-16T23:56:08.613611] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:08.614312] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-10-16T23:56:08.614365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:08.614398] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:08.614426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:08.614482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:08.631572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:08.632138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:08.632220] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:08.632254] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:08.679582] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:08.679686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:08.679737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:08.679768] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:08.682971] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=12.82%) [2025-10-16T23:56:08.683225] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-10-16T23:56:08.683361] [INFO ] [sig ] ACN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:08.821006] [INFO ] [LOCAL ] Saved forecast: ACN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ACN.txt [2025-10-16T23:56:08.821206] [INFO ] [sig ] [17/1803] Completed ACN in 0.2s | 4.05 sym/s | Total: 4.2s | ETA: 7.4m [2025-10-16T23:56:08.821247] [INFO ] [sig ] [18/1803] Forecasting ACP... [2025-10-16T23:56:08.821278] [INFO ] [sig ] Generating forecast for: ACP [2025-10-16T23:56:08.821307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-10-16T23:56:08.833271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACP'. [2025-10-16T23:56:08.833737] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-10-16T23:56:08.858776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:08.859469] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-10-16T23:56:08.859526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:08.859561] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:08.859588] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:08.859668] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:08.877097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:08.877664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:08.877752] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:08.877786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:08.917103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:08.917181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:08.917217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:08.917246] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:08.920284] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=90.67%) [2025-10-16T23:56:08.920538] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-10-16T23:56:08.920713] [INFO ] [sig ] ACP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:09.064866] [INFO ] [LOCAL ] Saved forecast: ACP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACP.txt [2025-10-16T23:56:09.065136] [INFO ] [sig ] [18/1803] Completed ACP in 0.2s | 4.05 sym/s | Total: 4.4s | ETA: 7.3m [2025-10-16T23:56:09.065197] [INFO ] [sig ] [19/1803] Forecasting ACR... [2025-10-16T23:56:09.065231] [INFO ] [sig ] Generating forecast for: ACR [2025-10-16T23:56:09.065262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-10-16T23:56:09.075618] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACR'. [2025-10-16T23:56:09.075923] [INFO ] [FORECASTER] Starting predict_future for ACR [2025-10-16T23:56:09.101140] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:09.101891] [DEBUG] [LOCAL ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt [2025-10-16T23:56:09.101945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:09.101979] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:09.102007] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:09.102069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:09.119220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:09.120105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:09.120199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:09.120233] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:09.164061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:09.164160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:09.164200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:09.164229] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:09.167371] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=9.21%) [2025-10-16T23:56:09.167692] [INFO ] [FORECASTER] Completed predict_future for ACR [2025-10-16T23:56:09.167848] [INFO ] [sig ] ACR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:09.306018] [INFO ] [LOCAL ] Saved forecast: ACR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ACR.txt [2025-10-16T23:56:09.306249] [INFO ] [sig ] [19/1803] Completed ACR in 0.2s | 4.05 sym/s | Total: 4.7s | ETA: 7.3m [2025-10-16T23:56:09.306290] [INFO ] [sig ] [20/1803] Forecasting ACRE... [2025-10-16T23:56:09.306320] [INFO ] [sig ] Generating forecast for: ACRE [2025-10-16T23:56:09.306396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-10-16T23:56:09.319358] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACRE'. [2025-10-16T23:56:09.320040] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-10-16T23:56:09.350821] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:09.351835] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-10-16T23:56:09.351895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:09.351931] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:09.351961] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:09.352021] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:09.371845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:09.372634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:09.372761] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:09.372798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:09.423458] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:09.423722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:09.423783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:09.423818] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:09.428032] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=9.33%) [2025-10-16T23:56:09.428412] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-10-16T23:56:09.428575] [INFO ] [sig ] ACRE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:09.586942] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ACRE.txt [2025-10-16T23:56:09.587241] [INFO ] [sig ] [20/1803] Completed ACRE in 0.3s | 4.03 sym/s | Total: 5.0s | ETA: 7.4m [2025-10-16T23:56:09.587289] [INFO ] [sig ] [21/1803] Forecasting ACV... [2025-10-16T23:56:09.587321] [INFO ] [sig ] Generating forecast for: ACV [2025-10-16T23:56:09.587354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-10-16T23:56:09.598597] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACV'. [2025-10-16T23:56:09.599050] [INFO ] [FORECASTER] Starting predict_future for ACV [2025-10-16T23:56:09.626716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:09.627533] [DEBUG] [LOCAL ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt [2025-10-16T23:56:09.627588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:09.627622] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:09.627680] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:09.627756] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:09.646821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:09.647479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:09.647566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:09.647599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:09.684263] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:09.684443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:09.684486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:09.684515] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:09.688023] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=67.89%) [2025-10-16T23:56:09.688335] [INFO ] [FORECASTER] Completed predict_future for ACV [2025-10-16T23:56:09.691880] [INFO ] [sig ] ACV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:09.832888] [INFO ] [LOCAL ] Saved forecast: ACV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACV.txt [2025-10-16T23:56:09.833169] [INFO ] [sig ] [21/1803] Completed ACV in 0.2s | 4.03 sym/s | Total: 5.2s | ETA: 7.4m [2025-10-16T23:56:09.833230] [INFO ] [sig ] [22/1803] Forecasting ACVA... [2025-10-16T23:56:09.833307] [INFO ] [sig ] Generating forecast for: ACVA [2025-10-16T23:56:09.833361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-10-16T23:56:09.843905] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACVA'. [2025-10-16T23:56:09.844256] [INFO ] [FORECASTER] Starting predict_future for ACVA [2025-10-16T23:56:09.869178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:09.869929] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-10-16T23:56:09.869983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:09.870016] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:09.870045] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:09.870102] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:09.887267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:09.887874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:09.887956] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:09.887990] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:09.923903] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:09.923984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:09.924020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:09.924048] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:09.927128] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=74.18%) [2025-10-16T23:56:09.927390] [INFO ] [FORECASTER] Completed predict_future for ACVA [2025-10-16T23:56:09.927522] [INFO ] [sig ] ACVA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:10.066042] [INFO ] [LOCAL ] Saved forecast: ACVA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ACVA.txt [2025-10-16T23:56:10.066264] [INFO ] [sig ] [22/1803] Completed ACVA in 0.2s | 4.04 sym/s | Total: 5.4s | ETA: 7.3m [2025-10-16T23:56:10.066306] [INFO ] [sig ] [23/1803] Forecasting ADCT... [2025-10-16T23:56:10.066336] [INFO ] [sig ] Generating forecast for: ADCT [2025-10-16T23:56:10.066366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'. [2025-10-16T23:56:10.075719] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADCT'. [2025-10-16T23:56:10.076089] [INFO ] [FORECASTER] Starting predict_future for ADCT [2025-10-16T23:56:10.101053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:10.101789] [DEBUG] [LOCAL ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt [2025-10-16T23:56:10.101880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:10.101921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:10.101950] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:10.102007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:10.118976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:10.119729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:10.119820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:10.119855] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:10.157195] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:10.157345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:10.157385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:10.157415] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:10.160850] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: UP (p=52.66%) [2025-10-16T23:56:10.161128] [INFO ] [FORECASTER] Completed predict_future for ADCT [2025-10-16T23:56:10.161266] [INFO ] [sig ] ADCT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:10.298995] [INFO ] [LOCAL ] Saved forecast: ADCT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ADCT.txt [2025-10-16T23:56:10.299225] [INFO ] [sig ] [23/1803] Completed ADCT in 0.2s | 4.05 sym/s | Total: 5.7s | ETA: 7.3m [2025-10-16T23:56:10.299268] [INFO ] [sig ] [24/1803] Forecasting ADNT... [2025-10-16T23:56:10.299299] [INFO ] [sig ] Generating forecast for: ADNT [2025-10-16T23:56:10.299330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-10-16T23:56:10.309697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADNT'. [2025-10-16T23:56:10.310109] [INFO ] [FORECASTER] Starting predict_future for ADNT [2025-10-16T23:56:10.334786] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:10.335457] [DEBUG] [LOCAL ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt [2025-10-16T23:56:10.335510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:10.335543] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:10.335571] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:10.335627] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:10.352879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:10.353814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:10.353906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:10.353939] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:10.392745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:10.392827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:10.392864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:10.392893] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:10.395947] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: UP (p=54.86%) [2025-10-16T23:56:10.396213] [INFO ] [FORECASTER] Completed predict_future for ADNT [2025-10-16T23:56:10.396353] [INFO ] [sig ] ADNT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:10.534842] [INFO ] [LOCAL ] Saved forecast: ADNT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ADNT.txt [2025-10-16T23:56:10.535077] [INFO ] [sig ] [24/1803] Completed ADNT in 0.2s | 4.06 sym/s | Total: 5.9s | ETA: 7.3m [2025-10-16T23:56:10.535120] [INFO ] [sig ] [25/1803] Forecasting ADT... [2025-10-16T23:56:10.535152] [INFO ] [sig ] Generating forecast for: ADT [2025-10-16T23:56:10.535183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-10-16T23:56:10.544679] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADT'. [2025-10-16T23:56:10.544967] [INFO ] [FORECASTER] Starting predict_future for ADT [2025-10-16T23:56:10.569810] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:10.570509] [DEBUG] [LOCAL ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt [2025-10-16T23:56:10.570563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:10.570596] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:10.570624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:10.570713] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:10.587731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:10.588362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:10.588448] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:10.588481] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:10.622388] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:10.622526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:10.622566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:10.622596] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:10.625948] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=3.66%) [2025-10-16T23:56:10.626219] [INFO ] [FORECASTER] Completed predict_future for ADT [2025-10-16T23:56:10.626359] [INFO ] [sig ] ADT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:10.764112] [INFO ] [LOCAL ] Saved forecast: ADT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ADT.txt [2025-10-16T23:56:10.764314] [INFO ] [sig ] [25/1803] Completed ADT in 0.2s | 4.07 sym/s | Total: 6.1s | ETA: 7.3m [2025-10-16T23:56:10.764354] [INFO ] [sig ] [26/1803] Forecasting ADX... [2025-10-16T23:56:10.764385] [INFO ] [sig ] Generating forecast for: ADX [2025-10-16T23:56:10.764416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-10-16T23:56:10.773676] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADX'. [2025-10-16T23:56:10.773946] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-10-16T23:56:10.798356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:10.799060] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-10-16T23:56:10.799114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:10.799147] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:10.799175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:10.799232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:10.816412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:10.817075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:10.817193] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:10.817232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:10.854370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:10.854504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:10.854553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:10.854583] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:10.857809] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=36.01%) [2025-10-16T23:56:10.858115] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-10-16T23:56:10.858281] [INFO ] [sig ] ADX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:10.996625] [INFO ] [LOCAL ] Saved forecast: ADX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ADX.txt [2025-10-16T23:56:10.996882] [INFO ] [sig ] [26/1803] Completed ADX in 0.2s | 4.08 sym/s | Total: 6.4s | ETA: 7.3m [2025-10-16T23:56:10.996929] [INFO ] [sig ] [27/1803] Forecasting AEE... [2025-10-16T23:56:10.996960] [INFO ] [sig ] Generating forecast for: AEE [2025-10-16T23:56:10.997004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-10-16T23:56:11.006713] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEE'. [2025-10-16T23:56:11.007008] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-10-16T23:56:11.032919] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:11.033692] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-10-16T23:56:11.033750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:11.033785] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:11.033814] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:11.033873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:11.050998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:11.051523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:11.051603] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:11.051636] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:11.083161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:11.083267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:11.083306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:11.083337] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:11.086516] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=53.65%) [2025-10-16T23:56:11.086815] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-10-16T23:56:11.086946] [INFO ] [sig ] AEE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:11.227201] [INFO ] [LOCAL ] Saved forecast: AEE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AEE.txt [2025-10-16T23:56:11.227422] [INFO ] [sig ] [27/1803] Completed AEE in 0.2s | 4.09 sym/s | Total: 6.6s | ETA: 7.2m [2025-10-16T23:56:11.227463] [INFO ] [sig ] [28/1803] Forecasting AEG... [2025-10-16T23:56:11.227495] [INFO ] [sig ] Generating forecast for: AEG [2025-10-16T23:56:11.227525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-10-16T23:56:11.236856] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEG'. [2025-10-16T23:56:11.237190] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-10-16T23:56:11.261955] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:11.262698] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-10-16T23:56:11.262754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:11.262788] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:11.262815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:11.262870] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:11.280502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:11.281090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:11.281174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:11.281210] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:11.317668] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:11.317750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:11.317787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:11.317816] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:11.320871] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=88.64%) [2025-10-16T23:56:11.321121] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-10-16T23:56:11.321244] [INFO ] [sig ] AEG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:11.462739] [INFO ] [LOCAL ] Saved forecast: AEG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AEG.txt [2025-10-16T23:56:11.462971] [INFO ] [sig ] [28/1803] Completed AEG in 0.2s | 4.09 sym/s | Total: 6.8s | ETA: 7.2m [2025-10-16T23:56:11.463013] [INFO ] [sig ] [29/1803] Forecasting AEM... [2025-10-16T23:56:11.463053] [INFO ] [sig ] Generating forecast for: AEM [2025-10-16T23:56:11.463085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-10-16T23:56:11.474023] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEM'. [2025-10-16T23:56:11.474489] [INFO ] [FORECASTER] Starting predict_future for AEM [2025-10-16T23:56:11.500801] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:11.501676] [DEBUG] [LOCAL ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt [2025-10-16T23:56:11.501753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:11.501795] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:11.501823] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:11.501881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:11.519954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:11.520903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:11.521008] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:11.521045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:11.556134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:11.556261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:11.556299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:11.556327] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:11.562141] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=81.50%) [2025-10-16T23:56:11.562404] [INFO ] [FORECASTER] Completed predict_future for AEM [2025-10-16T23:56:11.562540] [INFO ] [sig ] AEM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:11.700413] [INFO ] [LOCAL ] Saved forecast: AEM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AEM.txt [2025-10-16T23:56:11.700664] [INFO ] [sig ] [29/1803] Completed AEM in 0.2s | 4.10 sym/s | Total: 7.1s | ETA: 7.2m [2025-10-16T23:56:11.700726] [INFO ] [sig ] [30/1803] Forecasting AEO... [2025-10-16T23:56:11.700759] [INFO ] [sig ] Generating forecast for: AEO [2025-10-16T23:56:11.700790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-10-16T23:56:11.709299] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEO'. [2025-10-16T23:56:11.709605] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-10-16T23:56:11.734227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:11.734993] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-10-16T23:56:11.735048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:11.735081] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:11.735108] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:11.735164] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:11.752028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:11.752578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:11.752684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:11.752738] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:11.789110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:11.789254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:11.789294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:11.789324] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:11.792698] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=44.20%) [2025-10-16T23:56:11.792996] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-10-16T23:56:11.793135] [INFO ] [sig ] AEO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:11.936997] [INFO ] [LOCAL ] Saved forecast: AEO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AEO.txt [2025-10-16T23:56:11.937259] [INFO ] [sig ] [30/1803] Completed AEO in 0.2s | 4.10 sym/s | Total: 7.3s | ETA: 7.2m [2025-10-16T23:56:11.937320] [INFO ] [sig ] [31/1803] Forecasting AER... [2025-10-16T23:56:11.937354] [INFO ] [sig ] Generating forecast for: AER [2025-10-16T23:56:11.937385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'. [2025-10-16T23:56:11.948912] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AER'. [2025-10-16T23:56:11.949240] [INFO ] [FORECASTER] Starting predict_future for AER [2025-10-16T23:56:11.974508] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:11.975344] [DEBUG] [LOCAL ] No optimal features file found for AER: ./output/feature-sets/AER.txt [2025-10-16T23:56:11.975404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:11.975438] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:11.975468] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:11.975524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:11.993776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:11.994701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:11.994796] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:11.994831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:12.029797] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:12.029935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:12.029976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:12.030007] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:12.033364] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-10-16T23:56:12.033633] [INFO ] [FORECASTER] Completed predict_future for AER [2025-10-16T23:56:12.033806] [INFO ] [sig ] AER: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:12.175302] [INFO ] [LOCAL ] Saved forecast: AER 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AER.txt [2025-10-16T23:56:12.175536] [INFO ] [sig ] [31/1803] Completed AER in 0.2s | 4.10 sym/s | Total: 7.6s | ETA: 7.2m [2025-10-16T23:56:12.175579] [INFO ] [sig ] [32/1803] Forecasting AES... [2025-10-16T23:56:12.175612] [INFO ] [sig ] Generating forecast for: AES [2025-10-16T23:56:12.175666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-10-16T23:56:12.185837] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AES'. [2025-10-16T23:56:12.186099] [INFO ] [FORECASTER] Starting predict_future for AES [2025-10-16T23:56:12.210505] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:12.211215] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-10-16T23:56:12.211269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:12.211303] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:12.211331] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:12.211388] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:12.228927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:12.229489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:12.229587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:12.229621] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:12.262573] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:12.262701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:12.262750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:12.262782] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:12.265922] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=84.55%) [2025-10-16T23:56:12.266180] [INFO ] [FORECASTER] Completed predict_future for AES [2025-10-16T23:56:12.266308] [INFO ] [sig ] AES: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:12.406757] [INFO ] [LOCAL ] Saved forecast: AES 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AES.txt [2025-10-16T23:56:12.407005] [INFO ] [sig ] [32/1803] Completed AES in 0.2s | 4.11 sym/s | Total: 7.8s | ETA: 7.2m [2025-10-16T23:56:12.407093] [INFO ] [sig ] [33/1803] Forecasting AESI... [2025-10-16T23:56:12.407133] [INFO ] [sig ] Generating forecast for: AESI [2025-10-16T23:56:12.407167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-10-16T23:56:12.417305] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AESI'. [2025-10-16T23:56:12.417710] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-10-16T23:56:12.443144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:12.443961] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-10-16T23:56:12.444016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:12.444050] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:12.444079] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:12.444136] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:12.461078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:12.461622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:12.461727] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:12.461767] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:12.494910] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:12.495074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:12.495118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:12.495148] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:12.498606] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=88.95%) [2025-10-16T23:56:12.498908] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-10-16T23:56:12.499048] [INFO ] [sig ] AESI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:12.640240] [INFO ] [LOCAL ] Saved forecast: AESI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AESI.txt [2025-10-16T23:56:12.640499] [INFO ] [sig ] [33/1803] Completed AESI in 0.2s | 4.11 sym/s | Total: 8.0s | ETA: 7.2m [2025-10-16T23:56:12.640545] [INFO ] [sig ] [34/1803] Forecasting AFB... [2025-10-16T23:56:12.640578] [INFO ] [sig ] Generating forecast for: AFB [2025-10-16T23:56:12.640611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-10-16T23:56:12.650019] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFB'. [2025-10-16T23:56:12.650332] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-10-16T23:56:12.676748] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:12.677889] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-10-16T23:56:12.677992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:12.678068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:12.678139] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:12.678273] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:12.695692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:12.696428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:12.696515] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:12.696550] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:12.730108] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:12.730278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:12.730322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:12.730354] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:12.733922] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=94.45%) [2025-10-16T23:56:12.734207] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-10-16T23:56:12.734347] [INFO ] [sig ] AFB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:12.875851] [INFO ] [LOCAL ] Saved forecast: AFB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AFB.txt [2025-10-16T23:56:12.876082] [INFO ] [sig ] [34/1803] Completed AFB in 0.2s | 4.12 sym/s | Total: 8.3s | ETA: 7.2m [2025-10-16T23:56:12.876124] [INFO ] [sig ] [35/1803] Forecasting AFG... [2025-10-16T23:56:12.876154] [INFO ] [sig ] Generating forecast for: AFG [2025-10-16T23:56:12.876184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-10-16T23:56:12.885997] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFG'. [2025-10-16T23:56:12.886417] [INFO ] [FORECASTER] Starting predict_future for AFG [2025-10-16T23:56:12.912984] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:12.913828] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-10-16T23:56:12.913885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:12.913920] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:12.913949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:12.914008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:12.932783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:12.933705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:12.933808] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:12.933844] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:12.968344] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:12.968528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:12.968573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:12.968604] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:12.972690] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=76.54%) [2025-10-16T23:56:12.973163] [INFO ] [FORECASTER] Completed predict_future for AFG [2025-10-16T23:56:12.973350] [INFO ] [sig ] AFG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:13.126446] [INFO ] [LOCAL ] Saved forecast: AFG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AFG.txt [2025-10-16T23:56:13.126772] [INFO ] [sig ] [35/1803] Completed AFG in 0.3s | 4.11 sym/s | Total: 8.5s | ETA: 7.2m [2025-10-16T23:56:13.126847] [INFO ] [sig ] [36/1803] Forecasting AFGC... [2025-10-16T23:56:13.126885] [INFO ] [sig ] Generating forecast for: AFGC [2025-10-16T23:56:13.126928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-10-16T23:56:13.137394] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'AFGC'. [2025-10-16T23:56:13.137864] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-10-16T23:56:13.166995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:13.167887] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-10-16T23:56:13.167949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:13.167985] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:13.168014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:13.168073] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:13.187830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:13.188845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:13.188944] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:13.188979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:13.225976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:13.226143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:13.226186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:13.226216] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:13.230047] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=78.69%) [2025-10-16T23:56:13.230398] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-10-16T23:56:13.230542] [INFO ] [sig ] AFGC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:13.390336] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AFGC.txt [2025-10-16T23:56:13.390593] [INFO ] [sig ] [36/1803] Completed AFGC in 0.3s | 4.10 sym/s | Total: 8.8s | ETA: 7.2m [2025-10-16T23:56:13.390639] [INFO ] [sig ] [37/1803] Forecasting AFGD... [2025-10-16T23:56:13.390721] [INFO ] [sig ] Generating forecast for: AFGD [2025-10-16T23:56:13.390759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'. [2025-10-16T23:56:13.400011] [DEBUG] [REMOTE ] Successfully parsed 1804 rows of historical data for symbol 'AFGD'. [2025-10-16T23:56:13.400421] [INFO ] [FORECASTER] Starting predict_future for AFGD [2025-10-16T23:56:13.425539] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:13.426344] [DEBUG] [LOCAL ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt [2025-10-16T23:56:13.426400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:13.426433] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:13.426462] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:13.426519] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:13.444102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:13.444913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:13.445005] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:13.445041] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:13.480434] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:13.480616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:13.480693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:13.480743] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:13.484383] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: DOWN (p=2.88%) [2025-10-16T23:56:13.484734] [INFO ] [FORECASTER] Completed predict_future for AFGD [2025-10-16T23:56:13.484889] [INFO ] [sig ] AFGD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:13.635442] [INFO ] [LOCAL ] Saved forecast: AFGD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AFGD.txt [2025-10-16T23:56:13.635772] [INFO ] [sig ] [37/1803] Completed AFGD in 0.2s | 4.10 sym/s | Total: 9.0s | ETA: 7.2m [2025-10-16T23:56:13.635837] [INFO ] [sig ] [38/1803] Forecasting AFGE... [2025-10-16T23:56:13.635872] [INFO ] [sig ] Generating forecast for: AFGE [2025-10-16T23:56:13.635904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'. [2025-10-16T23:56:13.645722] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFGE'. [2025-10-16T23:56:13.646023] [INFO ] [FORECASTER] Starting predict_future for AFGE [2025-10-16T23:56:13.673965] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:13.674700] [DEBUG] [LOCAL ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt [2025-10-16T23:56:13.674756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:13.674790] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:13.674819] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:13.674876] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:13.696434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:13.697176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:13.697262] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:13.697298] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:13.739061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:13.739172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:13.739211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:13.739240] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:13.742774] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=57.64%) [2025-10-16T23:56:13.743041] [INFO ] [FORECASTER] Completed predict_future for AFGE [2025-10-16T23:56:13.743209] [INFO ] [sig ] AFGE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:13.895436] [INFO ] [LOCAL ] Saved forecast: AFGE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AFGE.txt [2025-10-16T23:56:13.895783] [INFO ] [sig ] [38/1803] Completed AFGE in 0.3s | 4.10 sym/s | Total: 9.3s | ETA: 7.2m [2025-10-16T23:56:13.895853] [INFO ] [sig ] [39/1803] Forecasting AFL... [2025-10-16T23:56:13.895888] [INFO ] [sig ] Generating forecast for: AFL [2025-10-16T23:56:13.895930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-10-16T23:56:13.906166] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFL'. [2025-10-16T23:56:13.906458] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-10-16T23:56:13.932131] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:13.932890] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-10-16T23:56:13.932947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:13.932981] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:13.933012] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:13.933120] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:13.951249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:13.951871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:13.951960] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:13.952024] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:13.987173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:13.987344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:13.987387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:13.987417] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:13.991035] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=72.05%) [2025-10-16T23:56:13.991305] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-10-16T23:56:13.991444] [INFO ] [sig ] AFL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:14.132126] [INFO ] [LOCAL ] Saved forecast: AFL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AFL.txt [2025-10-16T23:56:14.132322] [INFO ] [sig ] [39/1803] Completed AFL in 0.2s | 4.10 sym/s | Total: 9.5s | ETA: 7.2m [2025-10-16T23:56:14.132365] [INFO ] [sig ] [40/1803] Forecasting AG... [2025-10-16T23:56:14.132395] [INFO ] [sig ] Generating forecast for: AG [2025-10-16T23:56:14.132425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-10-16T23:56:14.140421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AG'. [2025-10-16T23:56:14.140732] [INFO ] [FORECASTER] Starting predict_future for AG [2025-10-16T23:56:14.166547] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:14.167281] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-10-16T23:56:14.167335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:14.167368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:14.167395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:14.167450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:14.184875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:14.185394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:14.185473] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:14.185506] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:14.221817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:14.221903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:14.221938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:14.221968] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:14.225091] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=61.86%) [2025-10-16T23:56:14.225339] [INFO ] [FORECASTER] Completed predict_future for AG [2025-10-16T23:56:14.225467] [INFO ] [sig ] AG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:14.367007] [INFO ] [LOCAL ] Saved forecast: AG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AG.txt [2025-10-16T23:56:14.367244] [INFO ] [sig ] [40/1803] Completed AG in 0.2s | 4.10 sym/s | Total: 9.7s | ETA: 7.2m [2025-10-16T23:56:14.367287] [INFO ] [sig ] [41/1803] Forecasting AGCO... [2025-10-16T23:56:14.367318] [INFO ] [sig ] Generating forecast for: AGCO [2025-10-16T23:56:14.367350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-10-16T23:56:14.376330] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGCO'. [2025-10-16T23:56:14.376593] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-10-16T23:56:14.401366] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:14.402085] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-10-16T23:56:14.402139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:14.402189] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:14.402219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:14.402276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:14.419246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:14.419835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:14.419916] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:14.419949] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:14.453341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:14.453431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:14.453467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:14.453496] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:14.456665] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-10-16T23:56:14.456968] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-10-16T23:56:14.457103] [INFO ] [sig ] AGCO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:14.597190] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AGCO.txt [2025-10-16T23:56:14.597393] [INFO ] [sig ] [41/1803] Completed AGCO in 0.2s | 4.11 sym/s | Total: 10.0s | ETA: 7.1m [2025-10-16T23:56:14.597434] [INFO ] [sig ] [42/1803] Forecasting AGD... [2025-10-16T23:56:14.597464] [INFO ] [sig ] Generating forecast for: AGD [2025-10-16T23:56:14.597497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-10-16T23:56:14.611823] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGD'. [2025-10-16T23:56:14.612097] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-10-16T23:56:14.637067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:14.637764] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-10-16T23:56:14.637818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:14.637851] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:14.637879] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:14.637936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:14.655305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:14.655897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:14.655976] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:14.656009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:14.689522] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:14.689593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:14.690009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:14.690053] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:14.695133] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.27%) [2025-10-16T23:56:14.695404] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-10-16T23:56:14.695536] [INFO ] [sig ] AGD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:14.834991] [INFO ] [LOCAL ] Saved forecast: AGD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AGD.txt [2025-10-16T23:56:14.835186] [INFO ] [sig ] [42/1803] Completed AGD in 0.2s | 4.11 sym/s | Total: 10.2s | ETA: 7.1m [2025-10-16T23:56:14.835229] [INFO ] [sig ] [43/1803] Forecasting AGI... [2025-10-16T23:56:14.835260] [INFO ] [sig ] Generating forecast for: AGI [2025-10-16T23:56:14.835291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-10-16T23:56:14.844354] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGI'. [2025-10-16T23:56:14.844615] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-10-16T23:56:14.869485] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:14.870214] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-10-16T23:56:14.870268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:14.870301] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:14.870329] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:14.870386] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:14.887467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:14.888026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:14.888105] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:14.888139] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:14.921983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:14.922057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:14.922093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:14.922122] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:14.925118] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=41.10%) [2025-10-16T23:56:14.925364] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-10-16T23:56:14.925489] [INFO ] [sig ] AGI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:15.063821] [INFO ] [LOCAL ] Saved forecast: AGI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AGI.txt [2025-10-16T23:56:15.064017] [INFO ] [sig ] [43/1803] Completed AGI in 0.2s | 4.12 sym/s | Total: 10.4s | ETA: 7.1m [2025-10-16T23:56:15.064058] [INFO ] [sig ] [44/1803] Forecasting AGL... [2025-10-16T23:56:15.064090] [INFO ] [sig ] Generating forecast for: AGL [2025-10-16T23:56:15.064122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'. [2025-10-16T23:56:15.073168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGL'. [2025-10-16T23:56:15.073418] [INFO ] [FORECASTER] Starting predict_future for AGL [2025-10-16T23:56:15.097929] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:15.098625] [DEBUG] [LOCAL ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt [2025-10-16T23:56:15.098713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:15.098763] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:15.098799] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:15.098870] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:15.115961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:15.116477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:15.116555] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:15.116588] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:15.152630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:15.152760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:15.152801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:15.152831] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:15.156037] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: DOWN (p=6.27%) [2025-10-16T23:56:15.156331] [INFO ] [FORECASTER] Completed predict_future for AGL [2025-10-16T23:56:15.156488] [INFO ] [sig ] AGL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:15.297127] [INFO ] [LOCAL ] Saved forecast: AGL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AGL.txt [2025-10-16T23:56:15.297310] [INFO ] [sig ] [44/1803] Completed AGL in 0.2s | 4.12 sym/s | Total: 10.7s | ETA: 7.1m [2025-10-16T23:56:15.297350] [INFO ] [sig ] [45/1803] Forecasting AGM... [2025-10-16T23:56:15.297381] [INFO ] [sig ] Generating forecast for: AGM [2025-10-16T23:56:15.297411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-10-16T23:56:15.307749] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGM'. [2025-10-16T23:56:15.308226] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-10-16T23:56:15.335606] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:15.336561] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-10-16T23:56:15.336628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:15.336721] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:15.336767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:15.336827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:15.354366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:15.355306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:15.355398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:15.355431] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:15.395534] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:15.395711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:15.395770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:15.395809] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:15.404010] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=62.19%) [2025-10-16T23:56:15.404502] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-10-16T23:56:15.404698] [INFO ] [sig ] AGM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:15.543442] [INFO ] [LOCAL ] Saved forecast: AGM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AGM.txt [2025-10-16T23:56:15.543736] [INFO ] [sig ] [45/1803] Completed AGM in 0.2s | 4.12 sym/s | Total: 10.9s | ETA: 7.1m [2025-10-16T23:56:15.543800] [INFO ] [sig ] [46/1803] Forecasting AGO... [2025-10-16T23:56:15.543834] [INFO ] [sig ] Generating forecast for: AGO [2025-10-16T23:56:15.543865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-10-16T23:56:15.553661] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGO'. [2025-10-16T23:56:15.553928] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-10-16T23:56:15.578553] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:15.579284] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-10-16T23:56:15.579337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:15.579370] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:15.579397] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:15.579453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:15.596522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:15.597170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:15.597255] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:15.597289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:15.631286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:15.631440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:15.631482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:15.631512] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:15.635187] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=41.42%) [2025-10-16T23:56:15.635532] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-10-16T23:56:15.635707] [INFO ] [sig ] AGO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:15.775174] [INFO ] [LOCAL ] Saved forecast: AGO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AGO.txt [2025-10-16T23:56:15.775414] [INFO ] [sig ] [46/1803] Completed AGO in 0.2s | 4.12 sym/s | Total: 11.2s | ETA: 7.1m [2025-10-16T23:56:15.775459] [INFO ] [sig ] [47/1803] Forecasting AGRO... [2025-10-16T23:56:15.775490] [INFO ] [sig ] Generating forecast for: AGRO [2025-10-16T23:56:15.775520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-10-16T23:56:15.784860] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGRO'. [2025-10-16T23:56:15.785210] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-10-16T23:56:15.809973] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:15.810728] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-10-16T23:56:15.810784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:15.810818] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:15.810846] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:15.810903] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:15.827796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:15.828354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:15.828436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:15.828469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:15.862800] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:15.862973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:15.863016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:15.863046] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:15.866556] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=10.40%) [2025-10-16T23:56:15.866868] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-10-16T23:56:15.867010] [INFO ] [sig ] AGRO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:16.006420] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AGRO.txt [2025-10-16T23:56:16.006621] [INFO ] [sig ] [47/1803] Completed AGRO in 0.2s | 4.13 sym/s | Total: 11.4s | ETA: 7.1m [2025-10-16T23:56:16.006694] [INFO ] [sig ] [48/1803] Forecasting AGX... [2025-10-16T23:56:16.006741] [INFO ] [sig ] Generating forecast for: AGX [2025-10-16T23:56:16.006776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-10-16T23:56:16.016695] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'AGX'. [2025-10-16T23:56:16.017054] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-10-16T23:56:16.042176] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:16.042970] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-10-16T23:56:16.043024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:16.043074] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:16.043104] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:16.043160] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:16.060566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:16.061151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:16.061232] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:16.061266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:16.096581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:16.096683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:16.096743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:16.096781] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:16.099867] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=42.66%) [2025-10-16T23:56:16.100113] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-10-16T23:56:16.100241] [INFO ] [sig ] AGX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:16.240143] [INFO ] [LOCAL ] Saved forecast: AGX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AGX.txt [2025-10-16T23:56:16.240341] [INFO ] [sig ] [48/1803] Completed AGX in 0.2s | 4.13 sym/s | Total: 11.6s | ETA: 7.1m [2025-10-16T23:56:16.240383] [INFO ] [sig ] [49/1803] Forecasting AHH... [2025-10-16T23:56:16.240414] [INFO ] [sig ] Generating forecast for: AHH [2025-10-16T23:56:16.240444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-10-16T23:56:16.249544] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AHH'. [2025-10-16T23:56:16.249900] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-10-16T23:56:16.275220] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:16.276017] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-10-16T23:56:16.276072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:16.276106] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:16.276135] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:16.276193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:16.293676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:16.294253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:16.294330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:16.294364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:16.329557] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:16.329636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:16.329711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:16.329747] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:16.332842] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=96.13%) [2025-10-16T23:56:16.333089] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-10-16T23:56:16.333215] [INFO ] [sig ] AHH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:16.474458] [INFO ] [LOCAL ] Saved forecast: AHH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AHH.txt [2025-10-16T23:56:16.474681] [INFO ] [sig ] [49/1803] Completed AHH in 0.2s | 4.13 sym/s | Total: 11.9s | ETA: 7.1m [2025-10-16T23:56:16.474749] [INFO ] [sig ] [50/1803] Forecasting AHR... [2025-10-16T23:56:16.474789] [INFO ] [sig ] Generating forecast for: AHR [2025-10-16T23:56:16.474827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'. [2025-10-16T23:56:16.484382] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AHR'. [2025-10-16T23:56:16.484636] [INFO ] [FORECASTER] Starting predict_future for AHR [2025-10-16T23:56:16.509362] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:16.510134] [DEBUG] [LOCAL ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt [2025-10-16T23:56:16.510189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:16.510221] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:16.510249] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:16.510306] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:16.527529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:16.528119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:16.528223] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:16.528266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:16.565531] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:16.565680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:16.565734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:16.565766] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:16.569013] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: DOWN (p=38.73%) [2025-10-16T23:56:16.569269] [INFO ] [FORECASTER] Completed predict_future for AHR [2025-10-16T23:56:16.569403] [INFO ] [sig ] AHR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:16.707955] [INFO ] [LOCAL ] Saved forecast: AHR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AHR.txt [2025-10-16T23:56:16.708225] [INFO ] [sig ] [50/1803] Completed AHR in 0.2s | 4.14 sym/s | Total: 12.1s | ETA: 7.1m [2025-10-16T23:56:16.708285] [INFO ] [sig ] [51/1803] Forecasting AHT... [2025-10-16T23:56:16.708319] [INFO ] [sig ] Generating forecast for: AHT [2025-10-16T23:56:16.708350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'. [2025-10-16T23:56:16.717502] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AHT'. [2025-10-16T23:56:16.717827] [INFO ] [FORECASTER] Starting predict_future for AHT [2025-10-16T23:56:16.742297] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:16.743032] [DEBUG] [LOCAL ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt [2025-10-16T23:56:16.743087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:16.743120] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:16.743148] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:16.743205] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:16.760274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:16.760917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:16.760998] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:16.761031] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:16.800170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:16.800325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:16.800366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:16.800396] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:16.803836] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=12.31%) [2025-10-16T23:56:16.804103] [INFO ] [FORECASTER] Completed predict_future for AHT [2025-10-16T23:56:16.804241] [INFO ] [sig ] AHT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:16.950200] [INFO ] [LOCAL ] Saved forecast: AHT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AHT.txt [2025-10-16T23:56:16.950417] [INFO ] [sig ] [51/1803] Completed AHT in 0.2s | 4.14 sym/s | Total: 12.3s | ETA: 7.1m [2025-10-16T23:56:16.950459] [INFO ] [sig ] [52/1803] Forecasting AI... [2025-10-16T23:56:16.950490] [INFO ] [sig ] Generating forecast for: AI [2025-10-16T23:56:16.950520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-10-16T23:56:16.959932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AI'. [2025-10-16T23:56:16.960257] [INFO ] [FORECASTER] Starting predict_future for AI [2025-10-16T23:56:16.984879] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:16.985590] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-10-16T23:56:16.985669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:16.985722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:16.985804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:16.985873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:17.003002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:17.003560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:17.003664] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:17.003720] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:17.039385] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:17.039499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:17.039536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:17.039565] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:17.042745] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-10-16T23:56:17.043005] [INFO ] [FORECASTER] Completed predict_future for AI [2025-10-16T23:56:17.043141] [INFO ] [sig ] AI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:17.186013] [INFO ] [LOCAL ] Saved forecast: AI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AI.txt [2025-10-16T23:56:17.186241] [INFO ] [sig ] [52/1803] Completed AI in 0.2s | 4.14 sym/s | Total: 12.6s | ETA: 7.1m [2025-10-16T23:56:17.186284] [INFO ] [sig ] [53/1803] Forecasting AIG... [2025-10-16T23:56:17.186315] [INFO ] [sig ] Generating forecast for: AIG [2025-10-16T23:56:17.186346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-10-16T23:56:17.195793] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIG'. [2025-10-16T23:56:17.196078] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-10-16T23:56:17.221847] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:17.222663] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-10-16T23:56:17.222726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:17.222762] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:17.222790] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:17.222851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:17.240307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:17.240932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:17.241018] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:17.241053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:17.278394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:17.278557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:17.278600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:17.278632] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:17.282057] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=36.27%) [2025-10-16T23:56:17.282322] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-10-16T23:56:17.282454] [INFO ] [sig ] AIG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:17.424671] [INFO ] [LOCAL ] Saved forecast: AIG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AIG.txt [2025-10-16T23:56:17.424971] [INFO ] [sig ] [53/1803] Completed AIG in 0.2s | 4.14 sym/s | Total: 12.8s | ETA: 7.0m [2025-10-16T23:56:17.425033] [INFO ] [sig ] [54/1803] Forecasting AIN... [2025-10-16T23:56:17.425068] [INFO ] [sig ] Generating forecast for: AIN [2025-10-16T23:56:17.425100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-10-16T23:56:17.434156] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIN'. [2025-10-16T23:56:17.434467] [INFO ] [FORECASTER] Starting predict_future for AIN [2025-10-16T23:56:17.459387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:17.460143] [DEBUG] [LOCAL ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt [2025-10-16T23:56:17.460200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:17.460234] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:17.460265] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:17.460324] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:17.478202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:17.478876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:17.478961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:17.478995] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:17.522167] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:17.522287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:17.522326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:17.522356] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:17.525698] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-10-16T23:56:17.525973] [INFO ] [FORECASTER] Completed predict_future for AIN [2025-10-16T23:56:17.526110] [INFO ] [sig ] AIN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:17.676038] [INFO ] [LOCAL ] Saved forecast: AIN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AIN.txt [2025-10-16T23:56:17.676275] [INFO ] [sig ] [54/1803] Completed AIN in 0.3s | 4.14 sym/s | Total: 13.1s | ETA: 7.0m [2025-10-16T23:56:17.676317] [INFO ] [sig ] [55/1803] Forecasting AIO... [2025-10-16T23:56:17.676349] [INFO ] [sig ] Generating forecast for: AIO [2025-10-16T23:56:17.676381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-10-16T23:56:17.685862] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIO'. [2025-10-16T23:56:17.686135] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-10-16T23:56:17.711162] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:17.711921] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-10-16T23:56:17.711980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:17.712015] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:17.712060] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:17.712121] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:17.729489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:17.730077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:17.730160] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:17.730194] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:17.764464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:17.764611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:17.765000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:17.765052] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:17.769837] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=54.92%) [2025-10-16T23:56:17.770121] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-10-16T23:56:17.770287] [INFO ] [sig ] AIO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:17.912207] [INFO ] [LOCAL ] Saved forecast: AIO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AIO.txt [2025-10-16T23:56:17.912416] [INFO ] [sig ] [55/1803] Completed AIO in 0.2s | 4.14 sym/s | Total: 13.3s | ETA: 7.0m [2025-10-16T23:56:17.912458] [INFO ] [sig ] [56/1803] Forecasting AIR... [2025-10-16T23:56:17.912489] [INFO ] [sig ] Generating forecast for: AIR [2025-10-16T23:56:17.912520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'. [2025-10-16T23:56:17.922351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIR'. [2025-10-16T23:56:17.922699] [INFO ] [FORECASTER] Starting predict_future for AIR [2025-10-16T23:56:17.948133] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:17.948922] [DEBUG] [LOCAL ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt [2025-10-16T23:56:17.948976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:17.949011] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:17.949038] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:17.949095] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:17.966579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:17.967197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:17.967279] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:17.967314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:18.003865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:18.004000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:18.004039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:18.004069] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:18.007418] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: DOWN (p=35.53%) [2025-10-16T23:56:18.007746] [INFO ] [FORECASTER] Completed predict_future for AIR [2025-10-16T23:56:18.007895] [INFO ] [sig ] AIR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:18.149143] [INFO ] [LOCAL ] Saved forecast: AIR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AIR.txt [2025-10-16T23:56:18.149372] [INFO ] [sig ] [56/1803] Completed AIR in 0.2s | 4.14 sym/s | Total: 13.5s | ETA: 7.0m [2025-10-16T23:56:18.149414] [INFO ] [sig ] [57/1803] Forecasting AIT... [2025-10-16T23:56:18.149446] [INFO ] [sig ] Generating forecast for: AIT [2025-10-16T23:56:18.149477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'. [2025-10-16T23:56:18.158841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIT'. [2025-10-16T23:56:18.159176] [INFO ] [FORECASTER] Starting predict_future for AIT [2025-10-16T23:56:18.184952] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:18.185681] [DEBUG] [LOCAL ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt [2025-10-16T23:56:18.185738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:18.185772] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:18.185799] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:18.185854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:18.203313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:18.203927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:18.204009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:18.204045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:18.245918] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:18.246056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:18.246096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:18.246127] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:18.249752] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=96.13%) [2025-10-16T23:56:18.250034] [INFO ] [FORECASTER] Completed predict_future for AIT [2025-10-16T23:56:18.250173] [INFO ] [sig ] AIT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:18.392540] [INFO ] [LOCAL ] Saved forecast: AIT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AIT.txt [2025-10-16T23:56:18.392794] [INFO ] [sig ] [57/1803] Completed AIT in 0.2s | 4.14 sym/s | Total: 13.8s | ETA: 7.0m [2025-10-16T23:56:18.392855] [INFO ] [sig ] [58/1803] Forecasting AIV... [2025-10-16T23:56:18.392890] [INFO ] [sig ] Generating forecast for: AIV [2025-10-16T23:56:18.392921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-10-16T23:56:18.402697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIV'. [2025-10-16T23:56:18.403035] [INFO ] [FORECASTER] Starting predict_future for AIV [2025-10-16T23:56:18.429074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:18.429857] [DEBUG] [LOCAL ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt [2025-10-16T23:56:18.429912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:18.429947] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:18.429975] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:18.430032] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:18.447312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:18.447952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:18.448039] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:18.448074] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:18.485350] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:18.485498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:18.485536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:18.485567] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:18.488998] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=88.50%) [2025-10-16T23:56:18.489259] [INFO ] [FORECASTER] Completed predict_future for AIV [2025-10-16T23:56:18.489393] [INFO ] [sig ] AIV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:18.629254] [INFO ] [LOCAL ] Saved forecast: AIV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AIV.txt [2025-10-16T23:56:18.629505] [INFO ] [sig ] [58/1803] Completed AIV in 0.2s | 4.14 sym/s | Total: 14.0s | ETA: 7.0m [2025-10-16T23:56:18.629551] [INFO ] [sig ] [59/1803] Forecasting AIZ... [2025-10-16T23:56:18.629582] [INFO ] [sig ] Generating forecast for: AIZ [2025-10-16T23:56:18.629614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'. [2025-10-16T23:56:18.638998] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIZ'. [2025-10-16T23:56:18.639299] [INFO ] [FORECASTER] Starting predict_future for AIZ [2025-10-16T23:56:18.664231] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:18.665174] [DEBUG] [LOCAL ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt [2025-10-16T23:56:18.665229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:18.665263] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:18.665291] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:18.665349] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:18.682755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:18.683447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:18.683531] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:18.683564] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:18.718344] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:18.718459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:18.718496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:18.718526] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:18.721760] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=92.30%) [2025-10-16T23:56:18.722031] [INFO ] [FORECASTER] Completed predict_future for AIZ [2025-10-16T23:56:18.722166] [INFO ] [sig ] AIZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:18.860688] [INFO ] [LOCAL ] Saved forecast: AIZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AIZ.txt [2025-10-16T23:56:18.860921] [INFO ] [sig ] [59/1803] Completed AIZ in 0.2s | 4.14 sym/s | Total: 14.2s | ETA: 7.0m [2025-10-16T23:56:18.860965] [INFO ] [sig ] [60/1803] Forecasting AIZN... [2025-10-16T23:56:18.860996] [INFO ] [sig ] Generating forecast for: AIZN [2025-10-16T23:56:18.861028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-10-16T23:56:18.869870] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIZN'. [2025-10-16T23:56:18.870163] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-10-16T23:56:18.894754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:18.895470] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-10-16T23:56:18.895524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:18.895556] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:18.895583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:18.895638] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:18.912593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:18.913165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:18.913245] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:18.913278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:18.945999] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:18.946104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:18.946163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:18.946194] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:18.949402] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=74.91%) [2025-10-16T23:56:18.949699] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-10-16T23:56:18.949846] [INFO ] [sig ] AIZN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:19.088088] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AIZN.txt [2025-10-16T23:56:19.088338] [INFO ] [sig ] [60/1803] Completed AIZN in 0.2s | 4.15 sym/s | Total: 14.5s | ETA: 7.0m [2025-10-16T23:56:19.088398] [INFO ] [sig ] [61/1803] Forecasting AJG... [2025-10-16T23:56:19.088431] [INFO ] [sig ] Generating forecast for: AJG [2025-10-16T23:56:19.088463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-10-16T23:56:19.098337] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AJG'. [2025-10-16T23:56:19.098638] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-10-16T23:56:19.123261] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:19.124018] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-10-16T23:56:19.124072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:19.124105] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:19.124133] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:19.124189] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:19.141120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:19.141695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:19.141780] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:19.141815] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:19.175514] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:19.175709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:19.175767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:19.175799] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:19.179262] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=81.83%) [2025-10-16T23:56:19.179529] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-10-16T23:56:19.179696] [INFO ] [sig ] AJG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:19.317974] [INFO ] [LOCAL ] Saved forecast: AJG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AJG.txt [2025-10-16T23:56:19.318201] [INFO ] [sig ] [61/1803] Completed AJG in 0.2s | 4.15 sym/s | Total: 14.7s | ETA: 7.0m [2025-10-16T23:56:19.318263] [INFO ] [sig ] [62/1803] Forecasting AKR... [2025-10-16T23:56:19.318296] [INFO ] [sig ] Generating forecast for: AKR [2025-10-16T23:56:19.318327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'. [2025-10-16T23:56:19.327624] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AKR'. [2025-10-16T23:56:19.327946] [INFO ] [FORECASTER] Starting predict_future for AKR [2025-10-16T23:56:19.352591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:19.353307] [DEBUG] [LOCAL ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt [2025-10-16T23:56:19.353361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:19.353393] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:19.353420] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:19.353494] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:19.370513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:19.371103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:19.371190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:19.371223] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:19.407169] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:19.407306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:19.407346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:19.407376] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:19.410947] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=91.15%) [2025-10-16T23:56:19.411212] [INFO ] [FORECASTER] Completed predict_future for AKR [2025-10-16T23:56:19.411345] [INFO ] [sig ] AKR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:19.549600] [INFO ] [LOCAL ] Saved forecast: AKR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AKR.txt [2025-10-16T23:56:19.549844] [INFO ] [sig ] [62/1803] Completed AKR in 0.2s | 4.15 sym/s | Total: 14.9s | ETA: 7.0m [2025-10-16T23:56:19.549901] [INFO ] [sig ] [63/1803] Forecasting AL... [2025-10-16T23:56:19.549932] [INFO ] [sig ] Generating forecast for: AL [2025-10-16T23:56:19.549963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-10-16T23:56:19.560121] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AL'. [2025-10-16T23:56:19.560420] [INFO ] [FORECASTER] Starting predict_future for AL [2025-10-16T23:56:19.585049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:19.585820] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-10-16T23:56:19.585877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:19.585911] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:19.585939] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:19.585996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:19.603116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:19.603681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:19.603765] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:19.603798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:19.640421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:19.640587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:19.640629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:19.640701] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:19.644131] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=14.95%) [2025-10-16T23:56:19.644395] [INFO ] [FORECASTER] Completed predict_future for AL [2025-10-16T23:56:19.644532] [INFO ] [sig ] AL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:19.782865] [INFO ] [LOCAL ] Saved forecast: AL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AL.txt [2025-10-16T23:56:19.783088] [INFO ] [sig ] [63/1803] Completed AL in 0.2s | 4.15 sym/s | Total: 15.2s | ETA: 7.0m [2025-10-16T23:56:19.783131] [INFO ] [sig ] [64/1803] Forecasting ALB... [2025-10-16T23:56:19.783163] [INFO ] [sig ] Generating forecast for: ALB [2025-10-16T23:56:19.783195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-10-16T23:56:19.792578] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALB'. [2025-10-16T23:56:19.792886] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-10-16T23:56:19.817321] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:19.818058] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-10-16T23:56:19.818112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:19.818145] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:19.818224] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:19.818290] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:19.835276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:19.835969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:19.836052] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:19.836085] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:19.870392] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:19.870497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:19.870534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:19.870563] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:19.873791] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=25.43%) [2025-10-16T23:56:19.874052] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-10-16T23:56:19.874178] [INFO ] [sig ] ALB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:20.012001] [INFO ] [LOCAL ] Saved forecast: ALB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALB.txt [2025-10-16T23:56:20.012236] [INFO ] [sig ] [64/1803] Completed ALB in 0.2s | 4.16 sym/s | Total: 15.4s | ETA: 7.0m [2025-10-16T23:56:20.012279] [INFO ] [sig ] [65/1803] Forecasting ALC... [2025-10-16T23:56:20.012309] [INFO ] [sig ] Generating forecast for: ALC [2025-10-16T23:56:20.012340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-10-16T23:56:20.021834] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALC'. [2025-10-16T23:56:20.022195] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-10-16T23:56:20.046610] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:20.047395] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-10-16T23:56:20.047449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:20.047529] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:20.047567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:20.047625] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:20.064539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:20.065134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:20.065216] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:20.065249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:20.101013] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:20.101147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:20.101187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:20.101216] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:20.104521] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-10-16T23:56:20.104821] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-10-16T23:56:20.104961] [INFO ] [sig ] ALC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:20.244152] [INFO ] [LOCAL ] Saved forecast: ALC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ALC.txt [2025-10-16T23:56:20.244380] [INFO ] [sig ] [65/1803] Completed ALC in 0.2s | 4.16 sym/s | Total: 15.6s | ETA: 7.0m [2025-10-16T23:56:20.244422] [INFO ] [sig ] [66/1803] Forecasting ALE... [2025-10-16T23:56:20.244454] [INFO ] [sig ] Generating forecast for: ALE [2025-10-16T23:56:20.244485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-10-16T23:56:20.253690] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALE'. [2025-10-16T23:56:20.253973] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-10-16T23:56:20.278367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:20.279110] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-10-16T23:56:20.279166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:20.279200] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:20.279229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:20.279286] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:20.296707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:20.297333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:20.297413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:20.297447] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:20.332995] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:20.333111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:20.333149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:20.333178] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:20.336364] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=75.10%) [2025-10-16T23:56:20.336623] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-10-16T23:56:20.336791] [INFO ] [sig ] ALE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:20.476145] [INFO ] [LOCAL ] Saved forecast: ALE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ALE.txt [2025-10-16T23:56:20.476503] [INFO ] [sig ] [66/1803] Completed ALE in 0.2s | 4.16 sym/s | Total: 15.9s | ETA: 7.0m [2025-10-16T23:56:20.476563] [INFO ] [sig ] [67/1803] Forecasting ALEX... [2025-10-16T23:56:20.476597] [INFO ] [sig ] Generating forecast for: ALEX [2025-10-16T23:56:20.476629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-10-16T23:56:20.486417] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALEX'. [2025-10-16T23:56:20.486778] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-10-16T23:56:20.511447] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:20.512149] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-10-16T23:56:20.512204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:20.512238] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:20.512267] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:20.512328] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:20.529489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:20.530052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:20.530131] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:20.530165] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:20.565339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:20.565429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:20.565466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:20.565514] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:20.568679] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=54.99%) [2025-10-16T23:56:20.568945] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-10-16T23:56:20.569074] [INFO ] [sig ] ALEX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:20.708423] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ALEX.txt [2025-10-16T23:56:20.708633] [INFO ] [sig ] [67/1803] Completed ALEX in 0.2s | 4.16 sym/s | Total: 16.1s | ETA: 6.9m [2025-10-16T23:56:20.708719] [INFO ] [sig ] [68/1803] Forecasting ALG... [2025-10-16T23:56:20.708757] [INFO ] [sig ] Generating forecast for: ALG [2025-10-16T23:56:20.708789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-10-16T23:56:20.717458] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALG'. [2025-10-16T23:56:20.717744] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-10-16T23:56:20.742334] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:20.743050] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-10-16T23:56:20.743103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:20.743136] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:20.743163] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:20.743219] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:20.760608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:20.761186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:20.761317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:20.761358] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:20.792918] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:20.793004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:20.793040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:20.793069] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:20.796104] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=0.73%) [2025-10-16T23:56:20.796352] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-10-16T23:56:20.796477] [INFO ] [sig ] ALG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:20.936296] [INFO ] [LOCAL ] Saved forecast: ALG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALG.txt [2025-10-16T23:56:20.936510] [INFO ] [sig ] [68/1803] Completed ALG in 0.2s | 4.17 sym/s | Total: 16.3s | ETA: 6.9m [2025-10-16T23:56:20.936552] [INFO ] [sig ] [69/1803] Forecasting ALIT... [2025-10-16T23:56:20.936583] [INFO ] [sig ] Generating forecast for: ALIT [2025-10-16T23:56:20.936613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-10-16T23:56:20.945291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALIT'. [2025-10-16T23:56:20.945570] [INFO ] [FORECASTER] Starting predict_future for ALIT [2025-10-16T23:56:20.970314] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:20.971033] [DEBUG] [LOCAL ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt [2025-10-16T23:56:20.971087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:20.971120] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:20.971148] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:20.971205] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:20.988038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:20.988585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:20.988689] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:20.988743] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:21.024761] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:21.024877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:21.024918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:21.024948] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:21.028183] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-10-16T23:56:21.028454] [INFO ] [FORECASTER] Completed predict_future for ALIT [2025-10-16T23:56:21.028585] [INFO ] [sig ] ALIT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:21.171052] [INFO ] [LOCAL ] Saved forecast: ALIT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALIT.txt [2025-10-16T23:56:21.171269] [INFO ] [sig ] [69/1803] Completed ALIT in 0.2s | 4.17 sym/s | Total: 16.6s | ETA: 6.9m [2025-10-16T23:56:21.171310] [INFO ] [sig ] [70/1803] Forecasting ALK... [2025-10-16T23:56:21.171341] [INFO ] [sig ] Generating forecast for: ALK [2025-10-16T23:56:21.171371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-10-16T23:56:21.180405] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALK'. [2025-10-16T23:56:21.180697] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-10-16T23:56:21.204993] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:21.205685] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-10-16T23:56:21.205741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:21.205774] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:21.205802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:21.205859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:21.222953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:21.223468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:21.223548] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:21.223581] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:21.259399] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:21.259550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:21.259590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:21.259620] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:21.262959] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=43.34%) [2025-10-16T23:56:21.263226] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-10-16T23:56:21.263356] [INFO ] [sig ] ALK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:21.401472] [INFO ] [LOCAL ] Saved forecast: ALK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALK.txt [2025-10-16T23:56:21.401684] [INFO ] [sig ] [70/1803] Completed ALK in 0.2s | 4.17 sym/s | Total: 16.8s | ETA: 6.9m [2025-10-16T23:56:21.401743] [INFO ] [sig ] [71/1803] Forecasting ALL... [2025-10-16T23:56:21.401776] [INFO ] [sig ] Generating forecast for: ALL [2025-10-16T23:56:21.401807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-10-16T23:56:21.410636] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALL'. [2025-10-16T23:56:21.410910] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-10-16T23:56:21.435133] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:21.435834] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-10-16T23:56:21.435888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:21.435921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:21.435949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:21.436005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:21.453271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:21.453840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:21.453924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:21.453958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:21.497063] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:21.497155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:21.497192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:21.497220] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:21.500389] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=58.34%) [2025-10-16T23:56:21.500664] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-10-16T23:56:21.500837] [INFO ] [sig ] ALL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:21.641317] [INFO ] [LOCAL ] Saved forecast: ALL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ALL.txt [2025-10-16T23:56:21.641514] [INFO ] [sig ] [71/1803] Completed ALL in 0.2s | 4.17 sym/s | Total: 17.0s | ETA: 6.9m [2025-10-16T23:56:21.641556] [INFO ] [sig ] [72/1803] Forecasting ALLE... [2025-10-16T23:56:21.641586] [INFO ] [sig ] Generating forecast for: ALLE [2025-10-16T23:56:21.641617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-10-16T23:56:21.650961] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALLE'. [2025-10-16T23:56:21.651254] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-10-16T23:56:21.676248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:21.676975] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-10-16T23:56:21.677030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:21.677063] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:21.677091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:21.677148] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:21.694309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:21.694882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:21.694961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:21.694994] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:21.726109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:21.726194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:21.726235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:21.726267] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:21.729864] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=3.35%) [2025-10-16T23:56:21.730141] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-10-16T23:56:21.730274] [INFO ] [sig ] ALLE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:21.874623] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALLE.txt [2025-10-16T23:56:21.874844] [INFO ] [sig ] [72/1803] Completed ALLE in 0.2s | 4.17 sym/s | Total: 17.3s | ETA: 6.9m [2025-10-16T23:56:21.874899] [INFO ] [sig ] [73/1803] Forecasting ALLY... [2025-10-16T23:56:21.874932] [INFO ] [sig ] Generating forecast for: ALLY [2025-10-16T23:56:21.874962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-10-16T23:56:21.883911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALLY'. [2025-10-16T23:56:21.884208] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-10-16T23:56:21.909275] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:21.910038] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-10-16T23:56:21.910093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:21.910127] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:21.910156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:21.910213] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:21.927631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:21.928237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:21.928318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:21.928352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:21.959271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:21.959382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:21.959423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:21.959455] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:21.963154] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-10-16T23:56:21.963438] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-10-16T23:56:21.963572] [INFO ] [sig ] ALLY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:22.107224] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALLY.txt [2025-10-16T23:56:22.107424] [INFO ] [sig ] [73/1803] Completed ALLY in 0.2s | 4.17 sym/s | Total: 17.5s | ETA: 6.9m [2025-10-16T23:56:22.107466] [INFO ] [sig ] [74/1803] Forecasting ALSN... [2025-10-16T23:56:22.107496] [INFO ] [sig ] Generating forecast for: ALSN [2025-10-16T23:56:22.107527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-10-16T23:56:22.116143] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALSN'. [2025-10-16T23:56:22.116425] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-10-16T23:56:22.141328] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:22.142075] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-10-16T23:56:22.142131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:22.142164] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:22.142192] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:22.142249] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:22.159522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:22.160156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:22.160239] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:22.160274] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:22.185296] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:22.185379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:22.185415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:22.185464] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:22.188659] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=58.84%) [2025-10-16T23:56:22.188923] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-10-16T23:56:22.189047] [INFO ] [sig ] ALSN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:22.329134] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ALSN.txt [2025-10-16T23:56:22.329325] [INFO ] [sig ] [74/1803] Completed ALSN in 0.2s | 4.18 sym/s | Total: 17.7s | ETA: 6.9m [2025-10-16T23:56:22.329367] [INFO ] [sig ] [75/1803] Forecasting ALUR... [2025-10-16T23:56:22.329398] [INFO ] [sig ] Generating forecast for: ALUR [2025-10-16T23:56:22.329474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'. [2025-10-16T23:56:22.337874] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALUR'. [2025-10-16T23:56:22.338147] [INFO ] [FORECASTER] Starting predict_future for ALUR [2025-10-16T23:56:22.363176] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:22.363902] [DEBUG] [LOCAL ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt [2025-10-16T23:56:22.363957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:22.363990] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:22.364017] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:22.364073] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:22.381313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:22.381877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:22.381957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:22.381991] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:22.406765] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:22.406843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:22.406878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:22.406907] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:22.410047] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-10-16T23:56:22.410295] [INFO ] [FORECASTER] Completed predict_future for ALUR [2025-10-16T23:56:22.410415] [INFO ] [sig ] ALUR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:22.548872] [INFO ] [LOCAL ] Saved forecast: ALUR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALUR.txt [2025-10-16T23:56:22.549100] [INFO ] [sig ] [75/1803] Completed ALUR in 0.2s | 4.18 sym/s | Total: 17.9s | ETA: 6.9m [2025-10-16T23:56:22.549148] [INFO ] [sig ] [76/1803] Forecasting ALV... [2025-10-16T23:56:22.549179] [INFO ] [sig ] Generating forecast for: ALV [2025-10-16T23:56:22.549210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-10-16T23:56:22.557711] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALV'. [2025-10-16T23:56:22.557975] [INFO ] [FORECASTER] Starting predict_future for ALV [2025-10-16T23:56:22.582281] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:22.582982] [DEBUG] [LOCAL ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt [2025-10-16T23:56:22.583034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:22.583067] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:22.583093] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:22.583149] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:22.600196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:22.600752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:22.600833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:22.600866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:22.627479] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:22.627555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:22.627592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:22.627621] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:22.630688] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=95.49%) [2025-10-16T23:56:22.630942] [INFO ] [FORECASTER] Completed predict_future for ALV [2025-10-16T23:56:22.631062] [INFO ] [sig ] ALV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:22.770025] [INFO ] [LOCAL ] Saved forecast: ALV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ALV.txt [2025-10-16T23:56:22.770219] [INFO ] [sig ] [76/1803] Completed ALV in 0.2s | 4.19 sym/s | Total: 18.1s | ETA: 6.9m [2025-10-16T23:56:22.770261] [INFO ] [sig ] [77/1803] Forecasting ALX... [2025-10-16T23:56:22.770292] [INFO ] [sig ] Generating forecast for: ALX [2025-10-16T23:56:22.770323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-10-16T23:56:22.778816] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALX'. [2025-10-16T23:56:22.779077] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-10-16T23:56:22.803490] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:22.804205] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-10-16T23:56:22.804259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:22.804293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:22.804322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:22.804379] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:22.821545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:22.822108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:22.822188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:22.822222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:22.847730] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:22.847824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:22.847860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:22.847890] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:22.850999] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=12.92%) [2025-10-16T23:56:22.851255] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-10-16T23:56:22.851377] [INFO ] [sig ] ALX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:22.992244] [INFO ] [LOCAL ] Saved forecast: ALX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ALX.txt [2025-10-16T23:56:22.992482] [INFO ] [sig ] [77/1803] Completed ALX in 0.2s | 4.19 sym/s | Total: 18.4s | ETA: 6.9m [2025-10-16T23:56:22.992524] [INFO ] [sig ] [78/1803] Forecasting AM... [2025-10-16T23:56:22.992555] [INFO ] [sig ] Generating forecast for: AM [2025-10-16T23:56:22.992586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-10-16T23:56:23.001803] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AM'. [2025-10-16T23:56:23.002049] [INFO ] [FORECASTER] Starting predict_future for AM [2025-10-16T23:56:23.026712] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:23.027433] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-10-16T23:56:23.027520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:23.027560] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:23.027589] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:23.027668] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:23.045037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:23.045591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:23.045696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:23.045748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:23.071170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:23.071262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:23.071299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:23.071328] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:23.074396] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=11.61%) [2025-10-16T23:56:23.074671] [INFO ] [FORECASTER] Completed predict_future for AM [2025-10-16T23:56:23.074807] [INFO ] [sig ] AM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:23.213344] [INFO ] [LOCAL ] Saved forecast: AM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AM.txt [2025-10-16T23:56:23.213546] [INFO ] [sig ] [78/1803] Completed AM in 0.2s | 4.20 sym/s | Total: 18.6s | ETA: 6.9m [2025-10-16T23:56:23.213586] [INFO ] [sig ] [79/1803] Forecasting AMBC... [2025-10-16T23:56:23.213617] [INFO ] [sig ] Generating forecast for: AMBC [2025-10-16T23:56:23.213673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'. [2025-10-16T23:56:23.222181] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMBC'. [2025-10-16T23:56:23.222443] [INFO ] [FORECASTER] Starting predict_future for AMBC [2025-10-16T23:56:23.247011] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:23.247716] [DEBUG] [LOCAL ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt [2025-10-16T23:56:23.247771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:23.247805] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:23.247833] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:23.247889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:23.264870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:23.265446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:23.265525] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:23.265558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:23.292854] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:23.292931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:23.292967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:23.292997] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:23.295955] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: UP (p=84.63%) [2025-10-16T23:56:23.296203] [INFO ] [FORECASTER] Completed predict_future for AMBC [2025-10-16T23:56:23.296323] [INFO ] [sig ] AMBC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:23.436627] [INFO ] [LOCAL ] Saved forecast: AMBC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMBC.txt [2025-10-16T23:56:23.436919] [INFO ] [sig ] [79/1803] Completed AMBC in 0.2s | 4.20 sym/s | Total: 18.8s | ETA: 6.8m [2025-10-16T23:56:23.436975] [INFO ] [sig ] [80/1803] Forecasting AMBP... [2025-10-16T23:56:23.437008] [INFO ] [sig ] Generating forecast for: AMBP [2025-10-16T23:56:23.437039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-10-16T23:56:23.446263] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMBP'. [2025-10-16T23:56:23.446674] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-10-16T23:56:23.473535] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:23.474341] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-10-16T23:56:23.474397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:23.474430] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:23.474458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:23.474516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:23.492630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:23.493436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:23.493524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:23.493559] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:23.524228] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:23.524335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:23.524373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:23.524403] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:23.527628] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=69.13%) [2025-10-16T23:56:23.527916] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-10-16T23:56:23.528046] [INFO ] [sig ] AMBP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:23.673419] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMBP.txt [2025-10-16T23:56:23.673695] [INFO ] [sig ] [80/1803] Completed AMBP in 0.2s | 4.20 sym/s | Total: 19.1s | ETA: 6.8m [2025-10-16T23:56:23.673756] [INFO ] [sig ] [81/1803] Forecasting AMC... [2025-10-16T23:56:23.673789] [INFO ] [sig ] Generating forecast for: AMC [2025-10-16T23:56:23.673820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-10-16T23:56:23.683787] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMC'. [2025-10-16T23:56:23.684079] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-10-16T23:56:23.708985] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:23.709710] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-10-16T23:56:23.709765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:23.709799] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:23.709827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:23.709884] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:23.729186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:23.729883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:23.730008] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:23.730048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:23.756709] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:23.756852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:23.756892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:23.756939] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:23.760819] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=98.81%) [2025-10-16T23:56:23.761101] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-10-16T23:56:23.761229] [INFO ] [sig ] AMC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:23.909817] [INFO ] [LOCAL ] Saved forecast: AMC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMC.txt [2025-10-16T23:56:23.910048] [INFO ] [sig ] [81/1803] Completed AMC in 0.2s | 4.20 sym/s | Total: 19.3s | ETA: 6.8m [2025-10-16T23:56:23.910091] [INFO ] [sig ] [82/1803] Forecasting AMCR... [2025-10-16T23:56:23.910122] [INFO ] [sig ] Generating forecast for: AMCR [2025-10-16T23:56:23.910153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'. [2025-10-16T23:56:23.918629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMCR'. [2025-10-16T23:56:23.918921] [INFO ] [FORECASTER] Starting predict_future for AMCR [2025-10-16T23:56:23.944134] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:23.944862] [DEBUG] [LOCAL ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt [2025-10-16T23:56:23.944918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:23.944951] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:23.944980] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:23.945039] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:23.962254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:23.962809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:23.962887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:23.962921] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:23.988807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:23.988888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:23.988924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:23.988952] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:23.991936] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: UP (p=99.49%) [2025-10-16T23:56:23.992181] [INFO ] [FORECASTER] Completed predict_future for AMCR [2025-10-16T23:56:23.992301] [INFO ] [sig ] AMCR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:24.135438] [INFO ] [LOCAL ] Saved forecast: AMCR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMCR.txt [2025-10-16T23:56:24.135677] [INFO ] [sig ] [82/1803] Completed AMCR in 0.2s | 4.20 sym/s | Total: 19.5s | ETA: 6.8m [2025-10-16T23:56:24.135737] [INFO ] [sig ] [83/1803] Forecasting AME... [2025-10-16T23:56:24.135771] [INFO ] [sig ] Generating forecast for: AME [2025-10-16T23:56:24.135802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-10-16T23:56:24.144482] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AME'. [2025-10-16T23:56:24.144773] [INFO ] [FORECASTER] Starting predict_future for AME [2025-10-16T23:56:24.169337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:24.170050] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-10-16T23:56:24.170105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:24.170139] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:24.170167] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:24.170224] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:24.187094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:24.187659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:24.187744] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:24.187778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:24.213095] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:24.213169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:24.213205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:24.213234] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:24.216562] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=83.62%) [2025-10-16T23:56:24.216838] [INFO ] [FORECASTER] Completed predict_future for AME [2025-10-16T23:56:24.216965] [INFO ] [sig ] AME: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:24.360813] [INFO ] [LOCAL ] Saved forecast: AME 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AME.txt [2025-10-16T23:56:24.361091] [INFO ] [sig ] [83/1803] Completed AME in 0.2s | 4.20 sym/s | Total: 19.7s | ETA: 6.8m [2025-10-16T23:56:24.361134] [INFO ] [sig ] [84/1803] Forecasting AMG... [2025-10-16T23:56:24.361164] [INFO ] [sig ] Generating forecast for: AMG [2025-10-16T23:56:24.361194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-10-16T23:56:24.370407] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMG'. [2025-10-16T23:56:24.370715] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-10-16T23:56:24.396907] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:24.397807] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-10-16T23:56:24.397883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:24.397947] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:24.398004] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:24.398091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:24.418391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:24.419108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:24.419222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:24.419286] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:24.459605] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:24.459807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:24.459857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:24.459890] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:24.466203] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=85.42%) [2025-10-16T23:56:24.466579] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-10-16T23:56:24.466813] [INFO ] [sig ] AMG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:24.636112] [INFO ] [LOCAL ] Saved forecast: AMG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMG.txt [2025-10-16T23:56:24.636371] [INFO ] [sig ] [84/1803] Completed AMG in 0.3s | 4.20 sym/s | Total: 20.0s | ETA: 6.8m [2025-10-16T23:56:24.636450] [INFO ] [sig ] [85/1803] Forecasting AMH... [2025-10-16T23:56:24.636504] [INFO ] [sig ] Generating forecast for: AMH [2025-10-16T23:56:24.636570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-10-16T23:56:24.646196] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMH'. [2025-10-16T23:56:24.646538] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-10-16T23:56:24.675553] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:24.676405] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-10-16T23:56:24.676462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:24.676499] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:24.676546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:24.676631] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:24.697184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:24.697855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:24.697958] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:24.698006] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:24.738025] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:24.738187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:24.738248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:24.738282] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:24.741749] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=20.19%) [2025-10-16T23:56:24.742024] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-10-16T23:56:24.742159] [INFO ] [sig ] AMH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:24.908666] [INFO ] [LOCAL ] Saved forecast: AMH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMH.txt [2025-10-16T23:56:24.908957] [INFO ] [sig ] [85/1803] Completed AMH in 0.3s | 4.19 sym/s | Total: 20.3s | ETA: 6.8m [2025-10-16T23:56:24.909008] [INFO ] [sig ] [86/1803] Forecasting AMN... [2025-10-16T23:56:24.909040] [INFO ] [sig ] Generating forecast for: AMN [2025-10-16T23:56:24.909072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-10-16T23:56:24.919357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMN'. [2025-10-16T23:56:24.919726] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-10-16T23:56:24.944917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:24.945626] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-10-16T23:56:24.945706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:24.945747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:24.945776] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:24.945835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:24.962885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:24.963424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:24.963507] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:24.963540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:25.005247] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:25.005426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:25.005468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:25.005499] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:25.009167] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=25.06%) [2025-10-16T23:56:25.009443] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-10-16T23:56:25.009583] [INFO ] [sig ] AMN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:25.157124] [INFO ] [LOCAL ] Saved forecast: AMN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMN.txt [2025-10-16T23:56:25.157335] [INFO ] [sig ] [86/1803] Completed AMN in 0.2s | 4.19 sym/s | Total: 20.5s | ETA: 6.8m [2025-10-16T23:56:25.157377] [INFO ] [sig ] [87/1803] Forecasting AMP... [2025-10-16T23:56:25.157416] [INFO ] [sig ] Generating forecast for: AMP [2025-10-16T23:56:25.157448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-10-16T23:56:25.167603] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'AMP'. [2025-10-16T23:56:25.168016] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-10-16T23:56:25.192944] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:25.193605] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-10-16T23:56:25.193683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:25.193730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:25.193760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:25.193817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:25.210848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:25.211375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:25.211455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:25.211489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:25.254512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:25.254592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:25.254628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:25.254693] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:25.257752] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=30.42%) [2025-10-16T23:56:25.257999] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-10-16T23:56:25.258133] [INFO ] [sig ] AMP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:25.394602] [INFO ] [LOCAL ] Saved forecast: AMP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMP.txt [2025-10-16T23:56:25.394854] [INFO ] [sig ] [87/1803] Completed AMP in 0.2s | 4.19 sym/s | Total: 20.8s | ETA: 6.8m [2025-10-16T23:56:25.394942] [INFO ] [sig ] [88/1803] Forecasting AMPX... [2025-10-16T23:56:25.394982] [INFO ] [sig ] Generating forecast for: AMPX [2025-10-16T23:56:25.395013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-10-16T23:56:25.403847] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMPX'. [2025-10-16T23:56:25.404134] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-10-16T23:56:25.428616] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:25.429316] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-10-16T23:56:25.429370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:25.429403] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:25.429430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:25.429486] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:25.446336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:25.446928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:25.447010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:25.447043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:25.482506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:25.482586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:25.482622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:25.482682] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:25.485722] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=43.91%) [2025-10-16T23:56:25.485970] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-10-16T23:56:25.486095] [INFO ] [sig ] AMPX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:25.625287] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMPX.txt [2025-10-16T23:56:25.625525] [INFO ] [sig ] [88/1803] Completed AMPX in 0.2s | 4.19 sym/s | Total: 21.0s | ETA: 6.8m [2025-10-16T23:56:25.625567] [INFO ] [sig ] [89/1803] Forecasting AMPY... [2025-10-16T23:56:25.625596] [INFO ] [sig ] Generating forecast for: AMPY [2025-10-16T23:56:25.625627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'. [2025-10-16T23:56:25.634595] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMPY'. [2025-10-16T23:56:25.634899] [INFO ] [FORECASTER] Starting predict_future for AMPY [2025-10-16T23:56:25.660044] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:25.660738] [DEBUG] [LOCAL ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt [2025-10-16T23:56:25.660793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:25.660826] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:25.660853] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:25.660909] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:25.678057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:25.678619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:25.678723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:25.678764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:25.706105] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:25.706181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:25.706216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:25.706245] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:25.709219] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-10-16T23:56:25.709463] [INFO ] [FORECASTER] Completed predict_future for AMPY [2025-10-16T23:56:25.709583] [INFO ] [sig ] AMPY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:25.846601] [INFO ] [LOCAL ] Saved forecast: AMPY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMPY.txt [2025-10-16T23:56:25.846818] [INFO ] [sig ] [89/1803] Completed AMPY in 0.2s | 4.19 sym/s | Total: 21.2s | ETA: 6.8m [2025-10-16T23:56:25.846871] [INFO ] [sig ] [90/1803] Forecasting AMR... [2025-10-16T23:56:25.846903] [INFO ] [sig ] Generating forecast for: AMR [2025-10-16T23:56:25.846934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'. [2025-10-16T23:56:25.855488] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMR'. [2025-10-16T23:56:25.855782] [INFO ] [FORECASTER] Starting predict_future for AMR [2025-10-16T23:56:25.880105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:25.880795] [DEBUG] [LOCAL ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt [2025-10-16T23:56:25.880849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:25.880881] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:25.880908] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:25.880965] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:25.897994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:25.898600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:25.898705] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:25.898752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:25.930622] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:25.930718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:25.930760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:25.930791] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:25.933750] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: UP (p=94.65%) [2025-10-16T23:56:25.934002] [INFO ] [FORECASTER] Completed predict_future for AMR [2025-10-16T23:56:25.934124] [INFO ] [sig ] AMR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:26.071666] [INFO ] [LOCAL ] Saved forecast: AMR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMR.txt [2025-10-16T23:56:26.071878] [INFO ] [sig ] [90/1803] Completed AMR in 0.2s | 4.20 sym/s | Total: 21.5s | ETA: 6.8m [2025-10-16T23:56:26.071920] [INFO ] [sig ] [91/1803] Forecasting AMRC... [2025-10-16T23:56:26.071950] [INFO ] [sig ] Generating forecast for: AMRC [2025-10-16T23:56:26.071982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-10-16T23:56:26.080633] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMRC'. [2025-10-16T23:56:26.080931] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-10-16T23:56:26.105302] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:26.105999] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-10-16T23:56:26.106053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:26.106086] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:26.106113] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:26.106169] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:26.123275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:26.123890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:26.123975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:26.124009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:26.156694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:26.156784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:26.156820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:26.156850] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:26.159952] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=86.19%) [2025-10-16T23:56:26.160206] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-10-16T23:56:26.160332] [INFO ] [sig ] AMRC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:26.298480] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMRC.txt [2025-10-16T23:56:26.298733] [INFO ] [sig ] [91/1803] Completed AMRC in 0.2s | 4.20 sym/s | Total: 21.7s | ETA: 6.8m [2025-10-16T23:56:26.298793] [INFO ] [sig ] [92/1803] Forecasting AMT... [2025-10-16T23:56:26.298827] [INFO ] [sig ] Generating forecast for: AMT [2025-10-16T23:56:26.298857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'. [2025-10-16T23:56:26.307442] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMT'. [2025-10-16T23:56:26.307736] [INFO ] [FORECASTER] Starting predict_future for AMT [2025-10-16T23:56:26.332326] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:26.333038] [DEBUG] [LOCAL ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt [2025-10-16T23:56:26.333092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:26.333125] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:26.333152] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:26.333208] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:26.350123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:26.350659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:26.350745] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:26.350779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:26.385851] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:26.385967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:26.386006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:26.386035] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:26.389231] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: UP (p=96.45%) [2025-10-16T23:56:26.389484] [INFO ] [FORECASTER] Completed predict_future for AMT [2025-10-16T23:56:26.389610] [INFO ] [sig ] AMT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:26.527273] [INFO ] [LOCAL ] Saved forecast: AMT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMT.txt [2025-10-16T23:56:26.527515] [INFO ] [sig ] [92/1803] Completed AMT in 0.2s | 4.20 sym/s | Total: 21.9s | ETA: 6.8m [2025-10-16T23:56:26.527557] [INFO ] [sig ] [93/1803] Forecasting AMTB... [2025-10-16T23:56:26.527588] [INFO ] [sig ] Generating forecast for: AMTB [2025-10-16T23:56:26.527618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-10-16T23:56:26.537904] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMTB'. [2025-10-16T23:56:26.538336] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-10-16T23:56:26.562999] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:26.563695] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-10-16T23:56:26.563751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:26.563786] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:26.563814] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:26.563872] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:26.581272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:26.581840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:26.581925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:26.581958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:26.617833] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:26.617949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:26.617987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:26.618016] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:26.621248] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=52.16%) [2025-10-16T23:56:26.621509] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-10-16T23:56:26.621666] [INFO ] [sig ] AMTB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:26.760590] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AMTB.txt [2025-10-16T23:56:26.760847] [INFO ] [sig ] [93/1803] Completed AMTB in 0.2s | 4.20 sym/s | Total: 22.1s | ETA: 6.8m [2025-10-16T23:56:26.760900] [INFO ] [sig ] [94/1803] Forecasting AMTD... [2025-10-16T23:56:26.760943] [INFO ] [sig ] Generating forecast for: AMTD [2025-10-16T23:56:26.760976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'. [2025-10-16T23:56:26.769945] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMTD'. [2025-10-16T23:56:26.770288] [INFO ] [FORECASTER] Starting predict_future for AMTD [2025-10-16T23:56:26.794980] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:26.795720] [DEBUG] [LOCAL ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt [2025-10-16T23:56:26.795775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:26.795808] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:26.795836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:26.795941] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:26.813035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:26.813761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:26.813849] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:26.813883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:26.845925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:26.846089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:26.846131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:26.846161] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:26.849592] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: DOWN (p=10.90%) [2025-10-16T23:56:26.849898] [INFO ] [FORECASTER] Completed predict_future for AMTD [2025-10-16T23:56:26.850037] [INFO ] [sig ] AMTD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:26.993397] [INFO ] [LOCAL ] Saved forecast: AMTD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMTD.txt [2025-10-16T23:56:26.993670] [INFO ] [sig ] [94/1803] Completed AMTD in 0.2s | 4.20 sym/s | Total: 22.4s | ETA: 6.8m [2025-10-16T23:56:26.993734] [INFO ] [sig ] [95/1803] Forecasting AMTM... [2025-10-16T23:56:26.993769] [INFO ] [sig ] Generating forecast for: AMTM [2025-10-16T23:56:26.993802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'. [2025-10-16T23:56:27.003876] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMTM'. [2025-10-16T23:56:27.004297] [INFO ] [FORECASTER] Starting predict_future for AMTM [2025-10-16T23:56:27.033387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:27.034781] [DEBUG] [LOCAL ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt [2025-10-16T23:56:27.034850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:27.034885] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:27.034913] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:27.034970] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:27.054492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:27.055580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:27.055693] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:27.055747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:27.098482] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:27.098683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:27.098744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:27.098778] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:27.102814] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: DOWN (p=47.66%) [2025-10-16T23:56:27.103109] [INFO ] [FORECASTER] Completed predict_future for AMTM [2025-10-16T23:56:27.103253] [INFO ] [sig ] AMTM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:27.274307] [INFO ] [LOCAL ] Saved forecast: AMTM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMTM.txt [2025-10-16T23:56:27.274591] [INFO ] [sig ] [95/1803] Completed AMTM in 0.3s | 4.19 sym/s | Total: 22.7s | ETA: 6.8m [2025-10-16T23:56:27.274636] [INFO ] [sig ] [96/1803] Forecasting AMWL... [2025-10-16T23:56:27.274714] [INFO ] [sig ] Generating forecast for: AMWL [2025-10-16T23:56:27.274752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-10-16T23:56:27.285400] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMWL'. [2025-10-16T23:56:27.285833] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-10-16T23:56:27.316152] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:27.317309] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-10-16T23:56:27.317388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:27.317429] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:27.317463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:27.317535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:27.339382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:27.340528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:27.340682] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:27.340752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:27.389738] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:27.389948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:27.390020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:27.390072] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:27.395419] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=1.07%) [2025-10-16T23:56:27.395977] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-10-16T23:56:27.396195] [INFO ] [sig ] AMWL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:27.590222] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMWL.txt [2025-10-16T23:56:27.590590] [INFO ] [sig ] [96/1803] Completed AMWL in 0.3s | 4.18 sym/s | Total: 23.0s | ETA: 6.8m [2025-10-16T23:56:27.590692] [INFO ] [sig ] [97/1803] Forecasting AMX... [2025-10-16T23:56:27.590757] [INFO ] [sig ] Generating forecast for: AMX [2025-10-16T23:56:27.590814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-10-16T23:56:27.602619] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMX'. [2025-10-16T23:56:27.603488] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-10-16T23:56:27.639253] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:27.643362] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-10-16T23:56:27.643545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:27.643606] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:27.643698] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:27.643813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:27.668821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:27.670107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:27.670229] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:27.670301] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:27.731455] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:27.731720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:27.731847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:27.731905] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:27.743193] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=2.81%) [2025-10-16T23:56:27.743852] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-10-16T23:56:27.744088] [INFO ] [sig ] AMX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:27.962933] [INFO ] [LOCAL ] Saved forecast: AMX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AMX.txt [2025-10-16T23:56:27.963383] [INFO ] [sig ] [97/1803] Completed AMX in 0.4s | 4.16 sym/s | Total: 23.3s | ETA: 6.8m [2025-10-16T23:56:27.963459] [INFO ] [sig ] [98/1803] Forecasting AN... [2025-10-16T23:56:27.963506] [INFO ] [sig ] Generating forecast for: AN [2025-10-16T23:56:27.963555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-10-16T23:56:27.975771] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AN'. [2025-10-16T23:56:27.976253] [INFO ] [FORECASTER] Starting predict_future for AN [2025-10-16T23:56:28.003287] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:28.004155] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-10-16T23:56:28.004213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:28.004249] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:28.004278] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:28.004336] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:28.024135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:28.025435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:28.025555] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:28.025613] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:28.065488] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:28.065690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:28.065749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:28.065783] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:28.069457] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=33.06%) [2025-10-16T23:56:28.069803] [INFO ] [FORECASTER] Completed predict_future for AN [2025-10-16T23:56:28.069955] [INFO ] [sig ] AN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:28.234182] [INFO ] [LOCAL ] Saved forecast: AN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AN.txt [2025-10-16T23:56:28.234492] [INFO ] [sig ] [98/1803] Completed AN in 0.3s | 4.15 sym/s | Total: 23.6s | ETA: 6.8m [2025-10-16T23:56:28.234550] [INFO ] [sig ] [99/1803] Forecasting ANET... [2025-10-16T23:56:28.234591] [INFO ] [sig ] Generating forecast for: ANET [2025-10-16T23:56:28.234631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-10-16T23:56:28.244003] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANET'. [2025-10-16T23:56:28.244390] [INFO ] [FORECASTER] Starting predict_future for ANET [2025-10-16T23:56:28.272232] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:28.273372] [DEBUG] [LOCAL ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt [2025-10-16T23:56:28.273448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:28.273486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:28.273516] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:28.273604] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:28.294294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:28.294998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:28.295089] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:28.295123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:28.338043] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:28.338215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:28.338273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:28.338307] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:28.342066] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-10-16T23:56:28.342340] [INFO ] [FORECASTER] Completed predict_future for ANET [2025-10-16T23:56:28.342475] [INFO ] [sig ] ANET: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:28.483155] [INFO ] [LOCAL ] Saved forecast: ANET 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ANET.txt [2025-10-16T23:56:28.483415] [INFO ] [sig ] [99/1803] Completed ANET in 0.2s | 4.15 sym/s | Total: 23.9s | ETA: 6.8m [2025-10-16T23:56:28.483459] [INFO ] [sig ] [100/1803] Forecasting ANF... [2025-10-16T23:56:28.483489] [INFO ] [sig ] Generating forecast for: ANF [2025-10-16T23:56:28.483520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-10-16T23:56:28.492608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANF'. [2025-10-16T23:56:28.492978] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-10-16T23:56:28.518262] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:28.519043] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-10-16T23:56:28.519099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:28.519132] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:28.519162] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:28.519219] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:28.536552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:28.537130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:28.537214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:28.537249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:28.573280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:28.573358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:28.573396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:28.573425] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:28.576497] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=87.86%) [2025-10-16T23:56:28.576794] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-10-16T23:56:28.576933] [INFO ] [sig ] ANF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:28.716521] [INFO ] [LOCAL ] Saved forecast: ANF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ANF.txt [2025-10-16T23:56:28.716804] [INFO ] [sig ] [100/1803] Completed ANF in 0.2s | 4.15 sym/s | Total: 24.1s | ETA: 6.8m [2025-10-16T23:56:28.716865] [INFO ] [sig ] [101/1803] Forecasting ANRO... [2025-10-16T23:56:28.716909] [INFO ] [sig ] Generating forecast for: ANRO [2025-10-16T23:56:28.716943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'. [2025-10-16T23:56:28.725899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANRO'. [2025-10-16T23:56:28.726163] [INFO ] [FORECASTER] Starting predict_future for ANRO [2025-10-16T23:56:28.751171] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:28.751902] [DEBUG] [LOCAL ] No optimal features file found for ANRO: ./output/feature-sets/ANRO.txt [2025-10-16T23:56:28.751960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:28.751993] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:28.752021] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:28.752079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:28.769965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:28.770523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:28.770606] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:28.770662] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:28.807029] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:28.807107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:28.807143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:28.807171] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:28.810301] [DEBUG] [FORECASTER] ANRO: Forecast T+1@11:T+2@11: DOWN (p=11.87%) [2025-10-16T23:56:28.810560] [INFO ] [FORECASTER] Completed predict_future for ANRO [2025-10-16T23:56:28.810727] [INFO ] [sig ] ANRO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:28.950446] [INFO ] [LOCAL ] Saved forecast: ANRO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ANRO.txt [2025-10-16T23:56:28.950683] [INFO ] [sig ] [101/1803] Completed ANRO in 0.2s | 4.15 sym/s | Total: 24.3s | ETA: 6.8m [2025-10-16T23:56:28.950748] [INFO ] [sig ] [102/1803] Forecasting ANVS... [2025-10-16T23:56:28.950784] [INFO ] [sig ] Generating forecast for: ANVS [2025-10-16T23:56:28.950815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-10-16T23:56:28.960318] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANVS'. [2025-10-16T23:56:28.960598] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-10-16T23:56:28.985739] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:28.986425] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-10-16T23:56:28.986480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:28.986516] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:28.986544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:28.986602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:29.004179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:29.004765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:29.004849] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:29.004884] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:29.042072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:29.042155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:29.042191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:29.042222] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:29.045465] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=32.98%) [2025-10-16T23:56:29.045782] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-10-16T23:56:29.045917] [INFO ] [sig ] ANVS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:29.186313] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ANVS.txt [2025-10-16T23:56:29.186544] [INFO ] [sig ] [102/1803] Completed ANVS in 0.2s | 4.15 sym/s | Total: 24.6s | ETA: 6.8m [2025-10-16T23:56:29.186586] [INFO ] [sig ] [103/1803] Forecasting AOD... [2025-10-16T23:56:29.186619] [INFO ] [sig ] Generating forecast for: AOD [2025-10-16T23:56:29.186683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-10-16T23:56:29.195795] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AOD'. [2025-10-16T23:56:29.196077] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-10-16T23:56:29.226313] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:29.227067] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-10-16T23:56:29.227121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:29.227154] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:29.227181] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:29.227237] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:29.244229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:29.244792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:29.244873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:29.244906] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:29.292172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:29.292299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:29.292337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:29.292366] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:29.295883] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=27.59%) [2025-10-16T23:56:29.296195] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-10-16T23:56:29.296336] [INFO ] [sig ] AOD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:29.442532] [INFO ] [LOCAL ] Saved forecast: AOD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AOD.txt [2025-10-16T23:56:29.442779] [INFO ] [sig ] [103/1803] Completed AOD in 0.3s | 4.15 sym/s | Total: 24.8s | ETA: 6.8m [2025-10-16T23:56:29.442839] [INFO ] [sig ] [104/1803] Forecasting AON... [2025-10-16T23:56:29.442874] [INFO ] [sig ] Generating forecast for: AON [2025-10-16T23:56:29.442905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-10-16T23:56:29.452158] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AON'. [2025-10-16T23:56:29.452455] [INFO ] [FORECASTER] Starting predict_future for AON [2025-10-16T23:56:29.477111] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:29.477859] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-10-16T23:56:29.477913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:29.477946] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:29.477973] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:29.478030] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:29.495431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:29.496012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:29.496111] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:29.496146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:29.537170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:29.537267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:29.537305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:29.537333] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:29.540509] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=44.21%) [2025-10-16T23:56:29.540807] [INFO ] [FORECASTER] Completed predict_future for AON [2025-10-16T23:56:29.540948] [INFO ] [sig ] AON: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:29.679530] [INFO ] [LOCAL ] Saved forecast: AON 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AON.txt [2025-10-16T23:56:29.679761] [INFO ] [sig ] [104/1803] Completed AON in 0.2s | 4.15 sym/s | Total: 25.1s | ETA: 6.8m [2025-10-16T23:56:29.679821] [INFO ] [sig ] [105/1803] Forecasting AORT... [2025-10-16T23:56:29.679855] [INFO ] [sig ] Generating forecast for: AORT [2025-10-16T23:56:29.679886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'. [2025-10-16T23:56:29.689711] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AORT'. [2025-10-16T23:56:29.690193] [INFO ] [FORECASTER] Starting predict_future for AORT [2025-10-16T23:56:29.715898] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:29.716711] [DEBUG] [LOCAL ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt [2025-10-16T23:56:29.716767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:29.716802] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:29.716829] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:29.716885] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:29.734433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:29.735242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:29.735334] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:29.735370] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:29.770443] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:29.770565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:29.770606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:29.770639] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:29.774036] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-10-16T23:56:29.774365] [INFO ] [FORECASTER] Completed predict_future for AORT [2025-10-16T23:56:29.774548] [INFO ] [sig ] AORT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:29.915194] [INFO ] [LOCAL ] Saved forecast: AORT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AORT.txt [2025-10-16T23:56:29.915431] [INFO ] [sig ] [105/1803] Completed AORT in 0.2s | 4.15 sym/s | Total: 25.3s | ETA: 6.8m [2025-10-16T23:56:29.915491] [INFO ] [sig ] [106/1803] Forecasting AP... [2025-10-16T23:56:29.915525] [INFO ] [sig ] Generating forecast for: AP [2025-10-16T23:56:29.915557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-10-16T23:56:29.924989] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AP'. [2025-10-16T23:56:29.925240] [INFO ] [FORECASTER] Starting predict_future for AP [2025-10-16T23:56:29.950198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:29.950926] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-10-16T23:56:29.950997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:29.951032] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:29.951067] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:29.951124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:29.968333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:29.968941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:29.969023] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:29.969057] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:30.007191] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:30.007333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:30.007373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:30.007402] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:30.010783] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=75.88%) [2025-10-16T23:56:30.011050] [INFO ] [FORECASTER] Completed predict_future for AP [2025-10-16T23:56:30.011184] [INFO ] [sig ] AP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:30.151946] [INFO ] [LOCAL ] Saved forecast: AP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AP.txt [2025-10-16T23:56:30.152166] [INFO ] [sig ] [106/1803] Completed AP in 0.2s | 4.15 sym/s | Total: 25.5s | ETA: 6.8m [2025-10-16T23:56:30.152208] [INFO ] [sig ] [107/1803] Forecasting APD... [2025-10-16T23:56:30.152238] [INFO ] [sig ] Generating forecast for: APD [2025-10-16T23:56:30.152269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-10-16T23:56:30.161387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APD'. [2025-10-16T23:56:30.161686] [INFO ] [FORECASTER] Starting predict_future for APD [2025-10-16T23:56:30.187099] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:30.187850] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-10-16T23:56:30.187906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:30.187941] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:30.188020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:30.188091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:30.205349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:30.205971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:30.206055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:30.206092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:30.239381] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:30.239477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:30.239516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:30.239545] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:30.242745] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=61.23%) [2025-10-16T23:56:30.243034] [INFO ] [FORECASTER] Completed predict_future for APD [2025-10-16T23:56:30.243172] [INFO ] [sig ] APD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:30.384902] [INFO ] [LOCAL ] Saved forecast: APD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/APD.txt [2025-10-16T23:56:30.385172] [INFO ] [sig ] [107/1803] Completed APD in 0.2s | 4.15 sym/s | Total: 25.8s | ETA: 6.8m [2025-10-16T23:56:30.385216] [INFO ] [sig ] [108/1803] Forecasting APG... [2025-10-16T23:56:30.385245] [INFO ] [sig ] Generating forecast for: APG [2025-10-16T23:56:30.385285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-10-16T23:56:30.394687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APG'. [2025-10-16T23:56:30.395026] [INFO ] [FORECASTER] Starting predict_future for APG [2025-10-16T23:56:30.419970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:30.420710] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-10-16T23:56:30.420766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:30.420800] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:30.420828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:30.420884] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:30.437631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:30.438305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:30.438391] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:30.438424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:30.475321] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:30.475452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:30.475492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:30.475522] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:30.478973] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=37.06%) [2025-10-16T23:56:30.479248] [INFO ] [FORECASTER] Completed predict_future for APG [2025-10-16T23:56:30.479393] [INFO ] [sig ] APG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:30.627132] [INFO ] [LOCAL ] Saved forecast: APG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/APG.txt [2025-10-16T23:56:30.627393] [INFO ] [sig ] [108/1803] Completed APG in 0.2s | 4.15 sym/s | Total: 26.0s | ETA: 6.8m [2025-10-16T23:56:30.627435] [INFO ] [sig ] [109/1803] Forecasting APLE... [2025-10-16T23:56:30.627464] [INFO ] [sig ] Generating forecast for: APLE [2025-10-16T23:56:30.627494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-10-16T23:56:30.636762] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APLE'. [2025-10-16T23:56:30.637096] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-10-16T23:56:30.663037] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:30.663802] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-10-16T23:56:30.663858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:30.663891] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:30.663917] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:30.663974] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:30.682723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:30.683476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:30.683568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:30.683604] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:30.721732] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:30.721899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:30.721953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:30.721986] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:30.725428] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=52.53%) [2025-10-16T23:56:30.725809] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-10-16T23:56:30.725965] [INFO ] [sig ] APLE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:30.876816] [INFO ] [LOCAL ] Saved forecast: APLE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/APLE.txt [2025-10-16T23:56:30.877091] [INFO ] [sig ] [109/1803] Completed APLE in 0.2s | 4.15 sym/s | Total: 26.3s | ETA: 6.8m [2025-10-16T23:56:30.877153] [INFO ] [sig ] [110/1803] Forecasting APO... [2025-10-16T23:56:30.877188] [INFO ] [sig ] Generating forecast for: APO [2025-10-16T23:56:30.877220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-10-16T23:56:30.889573] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APO'. [2025-10-16T23:56:30.890109] [INFO ] [FORECASTER] Starting predict_future for APO [2025-10-16T23:56:30.916116] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:30.916988] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-10-16T23:56:30.917045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:30.917080] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:30.917109] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:30.917168] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:30.936368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:30.937461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:30.937584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:30.937676] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:30.975722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:30.975906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:30.975948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:30.975978] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:30.982723] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=43.71%) [2025-10-16T23:56:30.982997] [INFO ] [FORECASTER] Completed predict_future for APO [2025-10-16T23:56:30.983133] [INFO ] [sig ] APO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:31.150185] [INFO ] [LOCAL ] Saved forecast: APO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/APO.txt [2025-10-16T23:56:31.150425] [INFO ] [sig ] [110/1803] Completed APO in 0.3s | 4.15 sym/s | Total: 26.5s | ETA: 6.8m [2025-10-16T23:56:31.150472] [INFO ] [sig ] [111/1803] Forecasting APOS... [2025-10-16T23:56:31.150505] [INFO ] [sig ] Generating forecast for: APOS [2025-10-16T23:56:31.150538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-10-16T23:56:31.160051] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APOS'. [2025-10-16T23:56:31.160371] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-10-16T23:56:31.187731] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:31.188697] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-10-16T23:56:31.188760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:31.188797] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:31.188827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:31.188886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:31.207813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:31.208528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:31.208639] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:31.208715] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:31.245964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:31.246133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:31.246177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:31.246208] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:31.249824] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: DOWN (p=8.32%) [2025-10-16T23:56:31.250110] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-10-16T23:56:31.250253] [INFO ] [sig ] APOS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:31.404348] [INFO ] [LOCAL ] Saved forecast: APOS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/APOS.txt [2025-10-16T23:56:31.404616] [INFO ] [sig ] [111/1803] Completed APOS in 0.3s | 4.14 sym/s | Total: 26.8s | ETA: 6.8m [2025-10-16T23:56:31.404696] [INFO ] [sig ] [112/1803] Forecasting AQN... [2025-10-16T23:56:31.404742] [INFO ] [sig ] Generating forecast for: AQN [2025-10-16T23:56:31.404776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-10-16T23:56:31.413374] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AQN'. [2025-10-16T23:56:31.413636] [INFO ] [FORECASTER] Starting predict_future for AQN [2025-10-16T23:56:31.439915] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:31.440688] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-10-16T23:56:31.440747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:31.440785] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:31.440814] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:31.440872] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:31.458835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:31.459378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:31.459461] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:31.459497] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:31.506347] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:31.506482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:31.506528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:31.506569] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:31.511140] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=1.05%) [2025-10-16T23:56:31.511405] [INFO ] [FORECASTER] Completed predict_future for AQN [2025-10-16T23:56:31.511540] [INFO ] [sig ] AQN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:31.653147] [INFO ] [LOCAL ] Saved forecast: AQN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AQN.txt [2025-10-16T23:56:31.653385] [INFO ] [sig ] [112/1803] Completed AQN in 0.2s | 4.14 sym/s | Total: 27.0s | ETA: 6.8m [2025-10-16T23:56:31.653434] [INFO ] [sig ] [113/1803] Forecasting AQNB... [2025-10-16T23:56:31.653466] [INFO ] [sig ] Generating forecast for: AQNB [2025-10-16T23:56:31.653497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-10-16T23:56:31.662272] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AQNB'. [2025-10-16T23:56:31.662536] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-10-16T23:56:31.687289] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:31.688045] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-10-16T23:56:31.688130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:31.688201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:31.688245] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:31.688304] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:31.705185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:31.705807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:31.705890] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:31.705923] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:31.741536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:31.741736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:31.741791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:31.741823] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:31.745393] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=41.07%) [2025-10-16T23:56:31.745751] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-10-16T23:56:31.746277] [INFO ] [sig ] AQNB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:31.886733] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AQNB.txt [2025-10-16T23:56:31.886948] [INFO ] [sig ] [113/1803] Completed AQNB in 0.2s | 4.14 sym/s | Total: 27.3s | ETA: 6.8m [2025-10-16T23:56:31.886990] [INFO ] [sig ] [114/1803] Forecasting AR... [2025-10-16T23:56:31.887020] [INFO ] [sig ] Generating forecast for: AR [2025-10-16T23:56:31.887052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'. [2025-10-16T23:56:31.895438] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AR'. [2025-10-16T23:56:31.895713] [INFO ] [FORECASTER] Starting predict_future for AR [2025-10-16T23:56:31.920330] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:31.921088] [DEBUG] [LOCAL ] No optimal features file found for AR: ./output/feature-sets/AR.txt [2025-10-16T23:56:31.921143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:31.921176] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:31.921205] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:31.921261] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:31.938269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:31.939010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:31.939093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:31.939127] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:31.975949] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:31.976028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:31.976064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:31.976092] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:31.979238] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: UP (p=93.48%) [2025-10-16T23:56:31.979486] [INFO ] [FORECASTER] Completed predict_future for AR [2025-10-16T23:56:31.979619] [INFO ] [sig ] AR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:32.117033] [INFO ] [LOCAL ] Saved forecast: AR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AR.txt [2025-10-16T23:56:32.117233] [INFO ] [sig ] [114/1803] Completed AR in 0.2s | 4.15 sym/s | Total: 27.5s | ETA: 6.8m [2025-10-16T23:56:32.117274] [INFO ] [sig ] [115/1803] Forecasting ARDC... [2025-10-16T23:56:32.117305] [INFO ] [sig ] Generating forecast for: ARDC [2025-10-16T23:56:32.117344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-10-16T23:56:32.126475] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARDC'. [2025-10-16T23:56:32.126744] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-10-16T23:56:32.151172] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:32.151924] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-10-16T23:56:32.151978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:32.152011] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:32.152039] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:32.152101] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:32.169227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:32.169784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:32.169863] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:32.169897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:32.204446] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:32.204541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:32.204578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:32.204606] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:32.207742] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=24.17%) [2025-10-16T23:56:32.207996] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-10-16T23:56:32.208129] [INFO ] [sig ] ARDC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:32.345525] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ARDC.txt [2025-10-16T23:56:32.345768] [INFO ] [sig ] [115/1803] Completed ARDC in 0.2s | 4.15 sym/s | Total: 27.7s | ETA: 6.8m [2025-10-16T23:56:32.345828] [INFO ] [sig ] [116/1803] Forecasting ARDT... [2025-10-16T23:56:32.345862] [INFO ] [sig ] Generating forecast for: ARDT [2025-10-16T23:56:32.345892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'. [2025-10-16T23:56:32.354841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARDT'. [2025-10-16T23:56:32.355139] [INFO ] [FORECASTER] Starting predict_future for ARDT [2025-10-16T23:56:32.382711] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:32.383456] [DEBUG] [LOCAL ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt [2025-10-16T23:56:32.383510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:32.383543] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:32.383570] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:32.383626] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:32.400677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:32.401272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:32.401355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:32.401388] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:32.437994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:32.438134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:32.438205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:32.438250] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:32.441555] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: DOWN (p=30.16%) [2025-10-16T23:56:32.441866] [INFO ] [FORECASTER] Completed predict_future for ARDT [2025-10-16T23:56:32.442006] [INFO ] [sig ] ARDT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:32.580053] [INFO ] [LOCAL ] Saved forecast: ARDT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ARDT.txt [2025-10-16T23:56:32.580292] [INFO ] [sig ] [116/1803] Completed ARDT in 0.2s | 4.15 sym/s | Total: 28.0s | ETA: 6.8m [2025-10-16T23:56:32.580334] [INFO ] [sig ] [117/1803] Forecasting ARE... [2025-10-16T23:56:32.580364] [INFO ] [sig ] Generating forecast for: ARE [2025-10-16T23:56:32.580444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-10-16T23:56:32.589302] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARE'. [2025-10-16T23:56:32.589582] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-10-16T23:56:32.614270] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:32.614996] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-10-16T23:56:32.615050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:32.615083] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:32.615111] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:32.615168] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:32.632009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:32.632594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:32.632706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:32.632755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:32.668258] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:32.668390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:32.668429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:32.668458] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:32.671781] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-10-16T23:56:32.672041] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-10-16T23:56:32.672176] [INFO ] [sig ] ARE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:32.814360] [INFO ] [LOCAL ] Saved forecast: ARE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ARE.txt [2025-10-16T23:56:32.814710] [INFO ] [sig ] [117/1803] Completed ARE in 0.2s | 4.15 sym/s | Total: 28.2s | ETA: 6.8m [2025-10-16T23:56:32.814795] [INFO ] [sig ] [118/1803] Forecasting ARI... [2025-10-16T23:56:32.814868] [INFO ] [sig ] Generating forecast for: ARI [2025-10-16T23:56:32.814940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-10-16T23:56:32.825232] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARI'. [2025-10-16T23:56:32.825595] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-10-16T23:56:32.856663] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:32.857510] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-10-16T23:56:32.857578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:32.857623] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:32.857687] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:32.857762] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:32.879777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:32.880586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:32.880709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:32.880780] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:32.919510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:32.919682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:32.919739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:32.919773] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:32.923181] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=33.52%) [2025-10-16T23:56:32.923487] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-10-16T23:56:32.923633] [INFO ] [sig ] ARI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:33.080963] [INFO ] [LOCAL ] Saved forecast: ARI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ARI.txt [2025-10-16T23:56:33.081171] [INFO ] [sig ] [118/1803] Completed ARI in 0.3s | 4.15 sym/s | Total: 28.5s | ETA: 6.8m [2025-10-16T23:56:33.081213] [INFO ] [sig ] [119/1803] Forecasting ARMK... [2025-10-16T23:56:33.081245] [INFO ] [sig ] Generating forecast for: ARMK [2025-10-16T23:56:33.081276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-10-16T23:56:33.089495] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARMK'. [2025-10-16T23:56:33.089808] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-10-16T23:56:33.114956] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:33.115677] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-10-16T23:56:33.115733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:33.115767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:33.115795] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:33.115850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:33.136164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:33.136807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:33.136914] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:33.136948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:33.173426] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:33.173530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:33.173568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:33.173598] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:33.177000] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=76.14%) [2025-10-16T23:56:33.177293] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-10-16T23:56:33.177432] [INFO ] [sig ] ARMK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:33.320422] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ARMK.txt [2025-10-16T23:56:33.320637] [INFO ] [sig ] [119/1803] Completed ARMK in 0.2s | 4.15 sym/s | Total: 28.7s | ETA: 6.8m [2025-10-16T23:56:33.320724] [INFO ] [sig ] [120/1803] Forecasting ARR... [2025-10-16T23:56:33.320758] [INFO ] [sig ] Generating forecast for: ARR [2025-10-16T23:56:33.320789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'. [2025-10-16T23:56:33.330762] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARR'. [2025-10-16T23:56:33.331090] [INFO ] [FORECASTER] Starting predict_future for ARR [2025-10-16T23:56:33.355718] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:33.356417] [DEBUG] [LOCAL ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt [2025-10-16T23:56:33.356520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:33.356562] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:33.356590] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:33.356669] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:33.373541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:33.374109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:33.374195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:33.374228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:33.416164] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:33.416321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:33.416365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:33.416396] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:33.420064] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: UP (p=64.51%) [2025-10-16T23:56:33.420363] [INFO ] [FORECASTER] Completed predict_future for ARR [2025-10-16T23:56:33.420509] [INFO ] [sig ] ARR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:33.561328] [INFO ] [LOCAL ] Saved forecast: ARR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ARR.txt [2025-10-16T23:56:33.561551] [INFO ] [sig ] [120/1803] Completed ARR in 0.2s | 4.15 sym/s | Total: 28.9s | ETA: 6.8m [2025-10-16T23:56:33.561595] [INFO ] [sig ] [121/1803] Forecasting ARW... [2025-10-16T23:56:33.561625] [INFO ] [sig ] Generating forecast for: ARW [2025-10-16T23:56:33.561691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-10-16T23:56:33.570912] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARW'. [2025-10-16T23:56:33.571249] [INFO ] [FORECASTER] Starting predict_future for ARW [2025-10-16T23:56:33.595957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:33.596660] [DEBUG] [LOCAL ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt [2025-10-16T23:56:33.596719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:33.596753] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:33.596780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:33.596837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:33.613821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:33.614415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:33.614502] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:33.614536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:33.658891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:33.659014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:33.659054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:33.659086] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:33.663337] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: DOWN (p=25.55%) [2025-10-16T23:56:33.663758] [INFO ] [FORECASTER] Completed predict_future for ARW [2025-10-16T23:56:33.663935] [INFO ] [sig ] ARW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:33.830030] [INFO ] [LOCAL ] Saved forecast: ARW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ARW.txt [2025-10-16T23:56:33.830388] [INFO ] [sig ] [121/1803] Completed ARW in 0.3s | 4.14 sym/s | Total: 29.2s | ETA: 6.8m [2025-10-16T23:56:33.830473] [INFO ] [sig ] [122/1803] Forecasting AS... [2025-10-16T23:56:33.830548] [INFO ] [sig ] Generating forecast for: AS [2025-10-16T23:56:33.830609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AS' from 'https://tdm.silogroup.org/data/derivative_storage/AS.csv'. [2025-10-16T23:56:33.839776] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AS'. [2025-10-16T23:56:33.840112] [INFO ] [FORECASTER] Starting predict_future for AS [2025-10-16T23:56:33.868003] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:33.868887] [DEBUG] [LOCAL ] No optimal features file found for AS: ./output/feature-sets/AS.txt [2025-10-16T23:56:33.868944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:33.868978] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:33.869007] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:33.869066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:33.890578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:33.891342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:33.891458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:33.891523] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:33.937246] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:33.937418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:33.937463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:33.937493] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:33.941134] [DEBUG] [FORECASTER] AS: Forecast T+1@11:T+2@11: UP (p=84.78%) [2025-10-16T23:56:33.941409] [INFO ] [FORECASTER] Completed predict_future for AS [2025-10-16T23:56:33.941553] [INFO ] [sig ] AS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:34.081471] [INFO ] [LOCAL ] Saved forecast: AS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AS.txt [2025-10-16T23:56:34.081709] [INFO ] [sig ] [122/1803] Completed AS in 0.3s | 4.14 sym/s | Total: 29.5s | ETA: 6.8m [2025-10-16T23:56:34.081770] [INFO ] [sig ] [123/1803] Forecasting ASA... [2025-10-16T23:56:34.081802] [INFO ] [sig ] Generating forecast for: ASA [2025-10-16T23:56:34.081833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-10-16T23:56:34.091010] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASA'. [2025-10-16T23:56:34.091281] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-10-16T23:56:34.115794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:34.116474] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-10-16T23:56:34.116527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:34.116560] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:34.116587] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:34.116671] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:34.133851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:34.134392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:34.134511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:34.134550] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:34.170190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:34.170304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:34.170344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:34.170375] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:34.174240] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=4.19%) [2025-10-16T23:56:34.174548] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-10-16T23:56:34.174751] [INFO ] [sig ] ASA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:34.314942] [INFO ] [LOCAL ] Saved forecast: ASA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASA.txt [2025-10-16T23:56:34.315143] [INFO ] [sig ] [123/1803] Completed ASA in 0.2s | 4.14 sym/s | Total: 29.7s | ETA: 6.8m [2025-10-16T23:56:34.315186] [INFO ] [sig ] [124/1803] Forecasting ASAN... [2025-10-16T23:56:34.315219] [INFO ] [sig ] Generating forecast for: ASAN [2025-10-16T23:56:34.315250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'. [2025-10-16T23:56:34.325174] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASAN'. [2025-10-16T23:56:34.325462] [INFO ] [FORECASTER] Starting predict_future for ASAN [2025-10-16T23:56:34.354031] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:34.354794] [DEBUG] [LOCAL ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt [2025-10-16T23:56:34.354850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:34.354884] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:34.354912] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:34.354969] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:34.372841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:34.373377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:34.373458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:34.373492] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:34.404757] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:34.404855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:34.404893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:34.404922] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:34.408025] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-10-16T23:56:34.408332] [INFO ] [FORECASTER] Completed predict_future for ASAN [2025-10-16T23:56:34.408467] [INFO ] [sig ] ASAN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:34.547930] [INFO ] [LOCAL ] Saved forecast: ASAN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASAN.txt [2025-10-16T23:56:34.548188] [INFO ] [sig ] [124/1803] Completed ASAN in 0.2s | 4.14 sym/s | Total: 29.9s | ETA: 6.8m [2025-10-16T23:56:34.548250] [INFO ] [sig ] [125/1803] Forecasting ASB... [2025-10-16T23:56:34.548286] [INFO ] [sig ] Generating forecast for: ASB [2025-10-16T23:56:34.548318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-10-16T23:56:34.557697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASB'. [2025-10-16T23:56:34.558008] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-10-16T23:56:34.582712] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:34.583409] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-10-16T23:56:34.583463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:34.583495] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:34.583523] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:34.583579] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:34.600708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:34.601248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:34.601327] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:34.601360] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:34.633101] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:34.633184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:34.633224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:34.633254] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:34.636302] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=54.74%) [2025-10-16T23:56:34.636556] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-10-16T23:56:34.636713] [INFO ] [sig ] ASB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:34.776921] [INFO ] [LOCAL ] Saved forecast: ASB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ASB.txt [2025-10-16T23:56:34.777150] [INFO ] [sig ] [125/1803] Completed ASB in 0.2s | 4.15 sym/s | Total: 30.2s | ETA: 6.7m [2025-10-16T23:56:34.777192] [INFO ] [sig ] [126/1803] Forecasting ASBA... [2025-10-16T23:56:34.777222] [INFO ] [sig ] Generating forecast for: ASBA [2025-10-16T23:56:34.777253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-10-16T23:56:34.786548] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASBA'. [2025-10-16T23:56:34.786831] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-10-16T23:56:34.811324] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:34.812088] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-10-16T23:56:34.812141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:34.812172] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:34.812198] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:34.812256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:34.829214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:34.830020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:34.830102] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:34.830136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:34.860288] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:34.860401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:34.860438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:34.860467] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:34.865070] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-10-16T23:56:34.865343] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-10-16T23:56:34.865476] [INFO ] [sig ] ASBA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:35.004685] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASBA.txt [2025-10-16T23:56:35.004919] [INFO ] [sig ] [126/1803] Completed ASBA in 0.2s | 4.15 sym/s | Total: 30.4s | ETA: 6.7m [2025-10-16T23:56:35.004963] [INFO ] [sig ] [127/1803] Forecasting ASC... [2025-10-16T23:56:35.004993] [INFO ] [sig ] Generating forecast for: ASC [2025-10-16T23:56:35.005024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-10-16T23:56:35.017272] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASC'. [2025-10-16T23:56:35.017707] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-10-16T23:56:35.048734] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:35.049422] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-10-16T23:56:35.049477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:35.049527] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:35.049556] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:35.049613] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:35.066616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:35.067181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:35.067265] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:35.067299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:35.102333] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:35.102491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:35.102533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:35.102562] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:35.105934] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=17.97%) [2025-10-16T23:56:35.106202] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-10-16T23:56:35.106339] [INFO ] [sig ] ASC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:35.250176] [INFO ] [LOCAL ] Saved forecast: ASC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASC.txt [2025-10-16T23:56:35.250419] [INFO ] [sig ] [127/1803] Completed ASC in 0.2s | 4.15 sym/s | Total: 30.6s | ETA: 6.7m [2025-10-16T23:56:35.250462] [INFO ] [sig ] [128/1803] Forecasting ASG... [2025-10-16T23:56:35.250494] [INFO ] [sig ] Generating forecast for: ASG [2025-10-16T23:56:35.250525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-10-16T23:56:35.259552] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASG'. [2025-10-16T23:56:35.259871] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-10-16T23:56:35.284661] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:35.285406] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-10-16T23:56:35.285461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:35.285495] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:35.285524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:35.285581] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:35.302815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:35.303502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:35.303587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:35.303620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:35.336580] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:35.336703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:35.336753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:35.336784] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:35.339944] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=7.52%) [2025-10-16T23:56:35.340198] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-10-16T23:56:35.340334] [INFO ] [sig ] ASG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:35.478782] [INFO ] [LOCAL ] Saved forecast: ASG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASG.txt [2025-10-16T23:56:35.478992] [INFO ] [sig ] [128/1803] Completed ASG in 0.2s | 4.15 sym/s | Total: 30.9s | ETA: 6.7m [2025-10-16T23:56:35.479035] [INFO ] [sig ] [129/1803] Forecasting ASGI... [2025-10-16T23:56:35.479067] [INFO ] [sig ] Generating forecast for: ASGI [2025-10-16T23:56:35.479098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-10-16T23:56:35.488244] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASGI'. [2025-10-16T23:56:35.488525] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-10-16T23:56:35.513325] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:35.514084] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-10-16T23:56:35.514139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:35.514172] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:35.514199] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:35.514256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:35.531513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:35.532095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:35.532177] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:35.532210] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:35.567395] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:35.567486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:35.567522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:35.567550] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:35.570771] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=5.42%) [2025-10-16T23:56:35.571024] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-10-16T23:56:35.571156] [INFO ] [sig ] ASGI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:35.710555] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASGI.txt [2025-10-16T23:56:35.710825] [INFO ] [sig ] [129/1803] Completed ASGI in 0.2s | 4.15 sym/s | Total: 31.1s | ETA: 6.7m [2025-10-16T23:56:35.710929] [INFO ] [sig ] [130/1803] Forecasting ASGN... [2025-10-16T23:56:35.710969] [INFO ] [sig ] Generating forecast for: ASGN [2025-10-16T23:56:35.711002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-10-16T23:56:35.720140] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASGN'. [2025-10-16T23:56:35.720406] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-10-16T23:56:35.747997] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:35.749093] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-10-16T23:56:35.749161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:35.749204] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:35.749242] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:35.749319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:35.767199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:35.767813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:35.767899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:35.767933] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:35.805459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:35.805575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:35.805614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:35.805670] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:35.808940] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=1.09%) [2025-10-16T23:56:35.809202] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-10-16T23:56:35.809361] [INFO ] [sig ] ASGN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:35.958538] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASGN.txt [2025-10-16T23:56:35.958847] [INFO ] [sig ] [130/1803] Completed ASGN in 0.2s | 4.15 sym/s | Total: 31.3s | ETA: 6.7m [2025-10-16T23:56:35.958919] [INFO ] [sig ] [131/1803] Forecasting ASH... [2025-10-16T23:56:35.958965] [INFO ] [sig ] Generating forecast for: ASH [2025-10-16T23:56:35.959009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-10-16T23:56:35.969060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASH'. [2025-10-16T23:56:35.969431] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-10-16T23:56:35.997418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:35.998233] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-10-16T23:56:35.998289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:35.998323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:35.998350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:35.998405] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:36.015453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:36.016093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:36.016179] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:36.016215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:36.049391] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:36.049531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:36.049573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:36.049603] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:36.053017] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-10-16T23:56:36.053286] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-10-16T23:56:36.053420] [INFO ] [sig ] ASH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:36.192419] [INFO ] [LOCAL ] Saved forecast: ASH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASH.txt [2025-10-16T23:56:36.192701] [INFO ] [sig ] [131/1803] Completed ASH in 0.2s | 4.15 sym/s | Total: 31.6s | ETA: 6.7m [2025-10-16T23:56:36.192762] [INFO ] [sig ] [132/1803] Forecasting ASIX... [2025-10-16T23:56:36.192796] [INFO ] [sig ] Generating forecast for: ASIX [2025-10-16T23:56:36.192827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-10-16T23:56:36.201604] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASIX'. [2025-10-16T23:56:36.201891] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-10-16T23:56:36.226669] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:36.227386] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-10-16T23:56:36.227443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:36.227476] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:36.227503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:36.227559] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:36.244410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:36.245019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:36.245103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:36.245136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:36.282260] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:36.282413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:36.282453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:36.282485] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:36.285838] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=16.82%) [2025-10-16T23:56:36.286106] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-10-16T23:56:36.286242] [INFO ] [sig ] ASIX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:36.426143] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASIX.txt [2025-10-16T23:56:36.426372] [INFO ] [sig ] [132/1803] Completed ASIX in 0.2s | 4.15 sym/s | Total: 31.8s | ETA: 6.7m [2025-10-16T23:56:36.426415] [INFO ] [sig ] [133/1803] Forecasting ASPN... [2025-10-16T23:56:36.426446] [INFO ] [sig ] Generating forecast for: ASPN [2025-10-16T23:56:36.426478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-10-16T23:56:36.435764] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASPN'. [2025-10-16T23:56:36.436089] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-10-16T23:56:36.461387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:36.462138] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-10-16T23:56:36.462194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:36.462228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:36.462256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:36.462313] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:36.479520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:36.480135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:36.480217] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:36.480251] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:36.514717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:36.514872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:36.514915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:36.514944] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:36.518348] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=90.80%) [2025-10-16T23:56:36.518616] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-10-16T23:56:36.518788] [INFO ] [sig ] ASPN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:36.658463] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ASPN.txt [2025-10-16T23:56:36.658713] [INFO ] [sig ] [133/1803] Completed ASPN in 0.2s | 4.15 sym/s | Total: 32.0s | ETA: 6.7m [2025-10-16T23:56:36.658778] [INFO ] [sig ] [134/1803] Forecasting ASR... [2025-10-16T23:56:36.658812] [INFO ] [sig ] Generating forecast for: ASR [2025-10-16T23:56:36.658844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'. [2025-10-16T23:56:36.669171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASR'. [2025-10-16T23:56:36.669499] [INFO ] [FORECASTER] Starting predict_future for ASR [2025-10-16T23:56:36.695064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:36.695799] [DEBUG] [LOCAL ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt [2025-10-16T23:56:36.695854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:36.695905] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:36.695934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:36.695995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:36.713136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:36.713686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:36.713770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:36.713804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:36.755397] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:36.755692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:36.755747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:36.755779] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:36.759264] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: DOWN (p=11.71%) [2025-10-16T23:56:36.759520] [INFO ] [FORECASTER] Completed predict_future for ASR [2025-10-16T23:56:36.759680] [INFO ] [sig ] ASR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:36.902295] [INFO ] [LOCAL ] Saved forecast: ASR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASR.txt [2025-10-16T23:56:36.902559] [INFO ] [sig ] [134/1803] Completed ASR in 0.2s | 4.15 sym/s | Total: 32.3s | ETA: 6.7m [2025-10-16T23:56:36.902604] [INFO ] [sig ] [135/1803] Forecasting ASX... [2025-10-16T23:56:36.902634] [INFO ] [sig ] Generating forecast for: ASX [2025-10-16T23:56:36.902707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-10-16T23:56:36.915632] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASX'. [2025-10-16T23:56:36.916037] [INFO ] [FORECASTER] Starting predict_future for ASX [2025-10-16T23:56:36.940775] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:36.941436] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-10-16T23:56:36.941489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:36.941522] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:36.941550] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:36.941606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:36.958590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:36.959146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:36.959225] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:36.959258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:36.998265] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:36.998344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:36.998380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:36.998408] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:37.001460] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=2.02%) [2025-10-16T23:56:37.001749] [INFO ] [FORECASTER] Completed predict_future for ASX [2025-10-16T23:56:37.001893] [INFO ] [sig ] ASX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:37.190903] [INFO ] [LOCAL ] Saved forecast: ASX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ASX.txt [2025-10-16T23:56:37.191091] [INFO ] [sig ] [135/1803] Completed ASX in 0.3s | 4.14 sym/s | Total: 32.6s | ETA: 6.7m [2025-10-16T23:56:37.191133] [INFO ] [sig ] [136/1803] Forecasting ATEN... [2025-10-16T23:56:37.191164] [INFO ] [sig ] Generating forecast for: ATEN [2025-10-16T23:56:37.191195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-10-16T23:56:37.202151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATEN'. [2025-10-16T23:56:37.202607] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-10-16T23:56:37.228302] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:37.229153] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-10-16T23:56:37.229213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:37.229257] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:37.229292] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:37.229463] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:37.247256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:37.247936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:37.248027] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:37.248062] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:37.283984] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:37.284102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:37.284140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:37.284169] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:37.287386] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=67.78%) [2025-10-16T23:56:37.287675] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-10-16T23:56:37.287825] [INFO ] [sig ] ATEN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:37.427200] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATEN.txt [2025-10-16T23:56:37.427462] [INFO ] [sig ] [136/1803] Completed ATEN in 0.2s | 4.15 sym/s | Total: 32.8s | ETA: 6.7m [2025-10-16T23:56:37.427505] [INFO ] [sig ] [137/1803] Forecasting ATGE... [2025-10-16T23:56:37.427536] [INFO ] [sig ] Generating forecast for: ATGE [2025-10-16T23:56:37.427567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-10-16T23:56:37.437271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATGE'. [2025-10-16T23:56:37.437574] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-10-16T23:56:37.462467] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:37.463213] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-10-16T23:56:37.463266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:37.463299] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:37.463327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:37.463384] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:37.480675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:37.481269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:37.481353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:37.481388] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:37.516316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:37.516422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:37.516460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:37.516490] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:37.519697] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=92.73%) [2025-10-16T23:56:37.519959] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-10-16T23:56:37.520111] [INFO ] [sig ] ATGE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:37.667433] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATGE.txt [2025-10-16T23:56:37.667688] [INFO ] [sig ] [137/1803] Completed ATGE in 0.2s | 4.15 sym/s | Total: 33.0s | ETA: 6.7m [2025-10-16T23:56:37.667749] [INFO ] [sig ] [138/1803] Forecasting ATHM... [2025-10-16T23:56:37.667783] [INFO ] [sig ] Generating forecast for: ATHM [2025-10-16T23:56:37.667814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-10-16T23:56:37.678820] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATHM'. [2025-10-16T23:56:37.679316] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-10-16T23:56:37.708258] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:37.709235] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-10-16T23:56:37.709297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:37.709335] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:37.709364] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:37.709422] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:37.726584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:37.727388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:37.727487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:37.727520] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:37.763163] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:37.763266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:37.763307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:37.763336] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:37.766486] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=9.53%) [2025-10-16T23:56:37.766799] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-10-16T23:56:37.766952] [INFO ] [sig ] ATHM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:37.913205] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ATHM.txt [2025-10-16T23:56:37.913478] [INFO ] [sig ] [138/1803] Completed ATHM in 0.2s | 4.15 sym/s | Total: 33.3s | ETA: 6.7m [2025-10-16T23:56:37.913522] [INFO ] [sig ] [139/1803] Forecasting ATHS... [2025-10-16T23:56:37.913552] [INFO ] [sig ] Generating forecast for: ATHS [2025-10-16T23:56:37.913584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'. [2025-10-16T23:56:37.922939] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATHS'. [2025-10-16T23:56:37.923310] [INFO ] [FORECASTER] Starting predict_future for ATHS [2025-10-16T23:56:37.948940] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:37.949805] [DEBUG] [LOCAL ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt [2025-10-16T23:56:37.949861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:37.949897] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:37.949926] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:37.949984] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:37.967973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:37.968817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:37.968907] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:37.968941] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:38.003623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:38.003824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:38.003909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:38.003941] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:38.009706] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: DOWN (p=24.25%) [2025-10-16T23:56:38.009984] [INFO ] [FORECASTER] Completed predict_future for ATHS [2025-10-16T23:56:38.010126] [INFO ] [sig ] ATHS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:38.156311] [INFO ] [LOCAL ] Saved forecast: ATHS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ATHS.txt [2025-10-16T23:56:38.156560] [INFO ] [sig ] [139/1803] Completed ATHS in 0.2s | 4.14 sym/s | Total: 33.5s | ETA: 6.7m [2025-10-16T23:56:38.156604] [INFO ] [sig ] [140/1803] Forecasting ATI... [2025-10-16T23:56:38.156636] [INFO ] [sig ] Generating forecast for: ATI [2025-10-16T23:56:38.156712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-10-16T23:56:38.165842] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATI'. [2025-10-16T23:56:38.166235] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-10-16T23:56:38.194881] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:38.195564] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-10-16T23:56:38.195617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:38.195679] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:38.195727] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:38.195787] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:38.213848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:38.214486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:38.214568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:38.214603] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:38.250443] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:38.250525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:38.250560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:38.250589] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:38.253919] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=87.68%) [2025-10-16T23:56:38.254177] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-10-16T23:56:38.254338] [INFO ] [sig ] ATI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:38.402066] [INFO ] [LOCAL ] Saved forecast: ATI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATI.txt [2025-10-16T23:56:38.402261] [INFO ] [sig ] [140/1803] Completed ATI in 0.2s | 4.14 sym/s | Total: 33.8s | ETA: 6.7m [2025-10-16T23:56:38.402302] [INFO ] [sig ] [141/1803] Forecasting ATKR... [2025-10-16T23:56:38.402333] [INFO ] [sig ] Generating forecast for: ATKR [2025-10-16T23:56:38.402372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'. [2025-10-16T23:56:38.411838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATKR'. [2025-10-16T23:56:38.412115] [INFO ] [FORECASTER] Starting predict_future for ATKR [2025-10-16T23:56:38.437904] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:38.438687] [DEBUG] [LOCAL ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt [2025-10-16T23:56:38.438745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:38.438795] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:38.438824] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:38.438881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:38.457024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:38.457618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:38.457724] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:38.457766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:38.504818] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:38.504985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:38.505027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:38.505058] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:38.508529] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: UP (p=52.15%) [2025-10-16T23:56:38.508836] [INFO ] [FORECASTER] Completed predict_future for ATKR [2025-10-16T23:56:38.508979] [INFO ] [sig ] ATKR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:38.649818] [INFO ] [LOCAL ] Saved forecast: ATKR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATKR.txt [2025-10-16T23:56:38.650075] [INFO ] [sig ] [141/1803] Completed ATKR in 0.2s | 4.14 sym/s | Total: 34.0s | ETA: 6.7m [2025-10-16T23:56:38.650119] [INFO ] [sig ] [142/1803] Forecasting ATMU... [2025-10-16T23:56:38.650150] [INFO ] [sig ] Generating forecast for: ATMU [2025-10-16T23:56:38.650181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'. [2025-10-16T23:56:38.659374] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATMU'. [2025-10-16T23:56:38.659798] [INFO ] [FORECASTER] Starting predict_future for ATMU [2025-10-16T23:56:38.685387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:38.686178] [DEBUG] [LOCAL ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt [2025-10-16T23:56:38.686231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:38.686265] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:38.686293] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:38.686350] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:38.703354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:38.703928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:38.704010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:38.704043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:38.744859] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:38.745046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:38.745101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:38.745134] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:38.748453] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-10-16T23:56:38.748757] [INFO ] [FORECASTER] Completed predict_future for ATMU [2025-10-16T23:56:38.748897] [INFO ] [sig ] ATMU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:38.888190] [INFO ] [LOCAL ] Saved forecast: ATMU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATMU.txt [2025-10-16T23:56:38.888390] [INFO ] [sig ] [142/1803] Completed ATMU in 0.2s | 4.14 sym/s | Total: 34.3s | ETA: 6.7m [2025-10-16T23:56:38.888433] [INFO ] [sig ] [143/1803] Forecasting ATO... [2025-10-16T23:56:38.888463] [INFO ] [sig ] Generating forecast for: ATO [2025-10-16T23:56:38.888494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-10-16T23:56:38.899311] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATO'. [2025-10-16T23:56:38.899702] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-10-16T23:56:38.924838] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:38.925583] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-10-16T23:56:38.925638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:38.925715] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:38.925748] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:38.925805] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:38.943062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:38.943634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:38.943744] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:38.943781] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:38.980429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:38.980579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:38.980620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:38.980682] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:38.984044] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=82.81%) [2025-10-16T23:56:38.984328] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-10-16T23:56:38.984479] [INFO ] [sig ] ATO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:39.125076] [INFO ] [LOCAL ] Saved forecast: ATO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATO.txt [2025-10-16T23:56:39.125354] [INFO ] [sig ] [143/1803] Completed ATO in 0.2s | 4.14 sym/s | Total: 34.5s | ETA: 6.7m [2025-10-16T23:56:39.125400] [INFO ] [sig ] [144/1803] Forecasting ATR... [2025-10-16T23:56:39.125431] [INFO ] [sig ] Generating forecast for: ATR [2025-10-16T23:56:39.125462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-10-16T23:56:39.134745] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATR'. [2025-10-16T23:56:39.135066] [INFO ] [FORECASTER] Starting predict_future for ATR [2025-10-16T23:56:39.160843] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:39.161605] [DEBUG] [LOCAL ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt [2025-10-16T23:56:39.161686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:39.161735] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:39.161766] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:39.161825] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:39.178902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:39.179483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:39.179564] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:39.179598] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:39.214460] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:39.214583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:39.214621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:39.214682] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:39.217887] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=26.04%) [2025-10-16T23:56:39.218149] [INFO ] [FORECASTER] Completed predict_future for ATR [2025-10-16T23:56:39.218333] [INFO ] [sig ] ATR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:39.356149] [INFO ] [LOCAL ] Saved forecast: ATR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ATR.txt [2025-10-16T23:56:39.356366] [INFO ] [sig ] [144/1803] Completed ATR in 0.2s | 4.15 sym/s | Total: 34.7s | ETA: 6.7m [2025-10-16T23:56:39.356408] [INFO ] [sig ] [145/1803] Forecasting ATS... [2025-10-16T23:56:39.356439] [INFO ] [sig ] Generating forecast for: ATS [2025-10-16T23:56:39.356470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'. [2025-10-16T23:56:39.364782] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATS'. [2025-10-16T23:56:39.365097] [INFO ] [FORECASTER] Starting predict_future for ATS [2025-10-16T23:56:39.389716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:39.390405] [DEBUG] [LOCAL ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt [2025-10-16T23:56:39.390458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:39.390491] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:39.390518] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:39.390574] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:39.407609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:39.408223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:39.408306] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:39.408342] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:39.444092] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:39.444194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:39.444231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:39.444260] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:39.447416] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: UP (p=50.64%) [2025-10-16T23:56:39.447699] [INFO ] [FORECASTER] Completed predict_future for ATS [2025-10-16T23:56:39.447840] [INFO ] [sig ] ATS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:39.586378] [INFO ] [LOCAL ] Saved forecast: ATS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ATS.txt [2025-10-16T23:56:39.586598] [INFO ] [sig ] [145/1803] Completed ATS in 0.2s | 4.15 sym/s | Total: 35.0s | ETA: 6.7m [2025-10-16T23:56:39.586664] [INFO ] [sig ] [146/1803] Forecasting ATUS... [2025-10-16T23:56:39.586720] [INFO ] [sig ] Generating forecast for: ATUS [2025-10-16T23:56:39.586755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATUS' from 'https://tdm.silogroup.org/data/derivative_storage/ATUS.csv'. [2025-10-16T23:56:39.595826] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATUS'. [2025-10-16T23:56:39.596132] [INFO ] [FORECASTER] Starting predict_future for ATUS [2025-10-16T23:56:39.620998] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:39.621743] [DEBUG] [LOCAL ] No optimal features file found for ATUS: ./output/feature-sets/ATUS.txt [2025-10-16T23:56:39.621797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:39.621832] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:39.621859] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:39.621914] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:39.639289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:39.639893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:39.639975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:39.640008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:39.675692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:39.675863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:39.675906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:39.675936] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:39.679380] [DEBUG] [FORECASTER] ATUS: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-10-16T23:56:39.679681] [INFO ] [FORECASTER] Completed predict_future for ATUS [2025-10-16T23:56:39.679829] [INFO ] [sig ] ATUS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:39.822044] [INFO ] [LOCAL ] Saved forecast: ATUS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ATUS.txt [2025-10-16T23:56:39.822283] [INFO ] [sig ] [146/1803] Completed ATUS in 0.2s | 4.15 sym/s | Total: 35.2s | ETA: 6.7m [2025-10-16T23:56:39.822339] [INFO ] [sig ] [147/1803] Forecasting AUB... [2025-10-16T23:56:39.822373] [INFO ] [sig ] Generating forecast for: AUB [2025-10-16T23:56:39.822404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-10-16T23:56:39.832426] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AUB'. [2025-10-16T23:56:39.832805] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-10-16T23:56:39.857494] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:39.858299] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-10-16T23:56:39.858360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:39.858394] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:39.858422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:39.858479] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:39.875450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:39.876063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:39.876149] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:39.876183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:39.912050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:39.912192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:39.912232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:39.912262] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:39.915569] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-10-16T23:56:39.915863] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-10-16T23:56:39.916008] [INFO ] [sig ] AUB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:40.074479] [INFO ] [LOCAL ] Saved forecast: AUB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AUB.txt [2025-10-16T23:56:40.074738] [INFO ] [sig ] [147/1803] Completed AUB in 0.3s | 4.15 sym/s | Total: 35.5s | ETA: 6.7m [2025-10-16T23:56:40.074801] [INFO ] [sig ] [148/1803] Forecasting AUNA... [2025-10-16T23:56:40.074837] [INFO ] [sig ] Generating forecast for: AUNA [2025-10-16T23:56:40.074871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'. [2025-10-16T23:56:40.084438] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'AUNA'. [2025-10-16T23:56:40.084778] [INFO ] [FORECASTER] Starting predict_future for AUNA [2025-10-16T23:56:40.112631] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:40.113487] [DEBUG] [LOCAL ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt [2025-10-16T23:56:40.113556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:40.113660] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:40.113718] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:40.113782] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:40.135326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:40.136171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:40.136258] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:40.136294] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:40.175008] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:40.175137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:40.175176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:40.175208] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:40.179328] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: DOWN (p=42.03%) [2025-10-16T23:56:40.179603] [INFO ] [FORECASTER] Completed predict_future for AUNA [2025-10-16T23:56:40.179800] [INFO ] [sig ] AUNA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:40.338281] [INFO ] [LOCAL ] Saved forecast: AUNA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AUNA.txt [2025-10-16T23:56:40.338524] [INFO ] [sig ] [148/1803] Completed AUNA in 0.3s | 4.14 sym/s | Total: 35.7s | ETA: 6.7m [2025-10-16T23:56:40.338569] [INFO ] [sig ] [149/1803] Forecasting AVA... [2025-10-16T23:56:40.338602] [INFO ] [sig ] Generating forecast for: AVA [2025-10-16T23:56:40.338633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-10-16T23:56:40.347759] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVA'. [2025-10-16T23:56:40.348053] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-10-16T23:56:40.373372] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:40.374138] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-10-16T23:56:40.374194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:40.374277] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:40.374319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:40.374382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:40.392234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:40.392875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:40.392959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:40.392995] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:40.425475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:40.425594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:40.425633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:40.425703] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:40.428965] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-10-16T23:56:40.429241] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-10-16T23:56:40.429397] [INFO ] [sig ] AVA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:40.574303] [INFO ] [LOCAL ] Saved forecast: AVA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AVA.txt [2025-10-16T23:56:40.574587] [INFO ] [sig ] [149/1803] Completed AVA in 0.2s | 4.14 sym/s | Total: 36.0s | ETA: 6.7m [2025-10-16T23:56:40.574634] [INFO ] [sig ] [150/1803] Forecasting AVAL... [2025-10-16T23:56:40.574712] [INFO ] [sig ] Generating forecast for: AVAL [2025-10-16T23:56:40.574753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-10-16T23:56:40.584243] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVAL'. [2025-10-16T23:56:40.584696] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-10-16T23:56:40.610373] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:40.611180] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-10-16T23:56:40.611236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:40.611271] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:40.611301] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:40.611374] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:40.628920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:40.629493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:40.629576] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:40.629610] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:40.663861] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:40.663958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:40.663996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:40.664026] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:40.667227] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=67.77%) [2025-10-16T23:56:40.667484] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-10-16T23:56:40.667616] [INFO ] [sig ] AVAL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:40.809198] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AVAL.txt [2025-10-16T23:56:40.809444] [INFO ] [sig ] [150/1803] Completed AVAL in 0.2s | 4.14 sym/s | Total: 36.2s | ETA: 6.6m [2025-10-16T23:56:40.809498] [INFO ] [sig ] [151/1803] Forecasting AVB... [2025-10-16T23:56:40.809534] [INFO ] [sig ] Generating forecast for: AVB [2025-10-16T23:56:40.809565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-10-16T23:56:40.818865] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVB'. [2025-10-16T23:56:40.819173] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-10-16T23:56:40.844460] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:40.845224] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-10-16T23:56:40.845279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:40.845313] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:40.845342] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:40.845404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:40.863044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:40.863691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:40.863780] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:40.863815] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:40.902264] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:40.902371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:40.902410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:40.902440] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:40.905748] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=47.83%) [2025-10-16T23:56:40.906015] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-10-16T23:56:40.906151] [INFO ] [sig ] AVB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:41.052092] [INFO ] [LOCAL ] Saved forecast: AVB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AVB.txt [2025-10-16T23:56:41.052313] [INFO ] [sig ] [151/1803] Completed AVB in 0.2s | 4.14 sym/s | Total: 36.4s | ETA: 6.6m [2025-10-16T23:56:41.052357] [INFO ] [sig ] [152/1803] Forecasting AVK... [2025-10-16T23:56:41.052387] [INFO ] [sig ] Generating forecast for: AVK [2025-10-16T23:56:41.052418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-10-16T23:56:41.063701] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVK'. [2025-10-16T23:56:41.064091] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-10-16T23:56:41.089379] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:41.090117] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-10-16T23:56:41.090172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:41.090207] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:41.090237] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:41.090298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:41.111335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:41.112078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:41.112166] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:41.112201] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:41.148183] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:41.148337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:41.148383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:41.148414] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:41.151995] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=59.59%) [2025-10-16T23:56:41.152317] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-10-16T23:56:41.152495] [INFO ] [sig ] AVK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:41.295573] [INFO ] [LOCAL ] Saved forecast: AVK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AVK.txt [2025-10-16T23:56:41.295820] [INFO ] [sig ] [152/1803] Completed AVK in 0.2s | 4.14 sym/s | Total: 36.7s | ETA: 6.6m [2025-10-16T23:56:41.295877] [INFO ] [sig ] [153/1803] Forecasting AVNS... [2025-10-16T23:56:41.295911] [INFO ] [sig ] Generating forecast for: AVNS [2025-10-16T23:56:41.295942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-10-16T23:56:41.304910] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVNS'. [2025-10-16T23:56:41.305184] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-10-16T23:56:41.329580] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:41.330269] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-10-16T23:56:41.330323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:41.330359] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:41.330388] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:41.330445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:41.347682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:41.348258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:41.348343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:41.348377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:41.377214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:41.377322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:41.377360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:41.377389] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:41.380544] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-10-16T23:56:41.380833] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-10-16T23:56:41.380964] [INFO ] [sig ] AVNS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:41.518806] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AVNS.txt [2025-10-16T23:56:41.519012] [INFO ] [sig ] [153/1803] Completed AVNS in 0.2s | 4.15 sym/s | Total: 36.9s | ETA: 6.6m [2025-10-16T23:56:41.519054] [INFO ] [sig ] [154/1803] Forecasting AVNT... [2025-10-16T23:56:41.519084] [INFO ] [sig ] Generating forecast for: AVNT [2025-10-16T23:56:41.519114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'. [2025-10-16T23:56:41.527788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVNT'. [2025-10-16T23:56:41.528059] [INFO ] [FORECASTER] Starting predict_future for AVNT [2025-10-16T23:56:41.554547] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:41.555333] [DEBUG] [LOCAL ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt [2025-10-16T23:56:41.555389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:41.555424] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:41.555453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:41.555514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:41.574280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:41.574912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:41.574997] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:41.575031] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:41.607934] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:41.608020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:41.608056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:41.608086] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:41.611503] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=69.84%) [2025-10-16T23:56:41.611826] [INFO ] [FORECASTER] Completed predict_future for AVNT [2025-10-16T23:56:41.611966] [INFO ] [sig ] AVNT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:41.755498] [INFO ] [LOCAL ] Saved forecast: AVNT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AVNT.txt [2025-10-16T23:56:41.755722] [INFO ] [sig ] [154/1803] Completed AVNT in 0.2s | 4.15 sym/s | Total: 37.1s | ETA: 6.6m [2025-10-16T23:56:41.755782] [INFO ] [sig ] [155/1803] Forecasting AVTR... [2025-10-16T23:56:41.755816] [INFO ] [sig ] Generating forecast for: AVTR [2025-10-16T23:56:41.755847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'. [2025-10-16T23:56:41.764838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVTR'. [2025-10-16T23:56:41.765140] [INFO ] [FORECASTER] Starting predict_future for AVTR [2025-10-16T23:56:41.790482] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:41.791248] [DEBUG] [LOCAL ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt [2025-10-16T23:56:41.791304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:41.791355] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:41.791386] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:41.791444] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:41.810375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:41.810949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:41.811030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:41.811064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:41.843075] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:41.843156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:41.843192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:41.843222] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:41.846374] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=58.81%) [2025-10-16T23:56:41.846625] [INFO ] [FORECASTER] Completed predict_future for AVTR [2025-10-16T23:56:41.846815] [INFO ] [sig ] AVTR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:41.988097] [INFO ] [LOCAL ] Saved forecast: AVTR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AVTR.txt [2025-10-16T23:56:41.988336] [INFO ] [sig ] [155/1803] Completed AVTR in 0.2s | 4.15 sym/s | Total: 37.4s | ETA: 6.6m [2025-10-16T23:56:41.988391] [INFO ] [sig ] [156/1803] Forecasting AWF... [2025-10-16T23:56:41.988424] [INFO ] [sig ] Generating forecast for: AWF [2025-10-16T23:56:41.988455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-10-16T23:56:41.997002] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWF'. [2025-10-16T23:56:41.997259] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-10-16T23:56:42.022030] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:42.022775] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-10-16T23:56:42.022830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:42.022866] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:42.022894] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:42.022951] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:42.040469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:42.041088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:42.041172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:42.041208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:42.075522] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:42.075611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:42.075673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:42.075725] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:42.079046] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=41.04%) [2025-10-16T23:56:42.079322] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-10-16T23:56:42.079460] [INFO ] [sig ] AWF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:42.231883] [INFO ] [LOCAL ] Saved forecast: AWF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AWF.txt [2025-10-16T23:56:42.232131] [INFO ] [sig ] [156/1803] Completed AWF in 0.2s | 4.15 sym/s | Total: 37.6s | ETA: 6.6m [2025-10-16T23:56:42.232212] [INFO ] [sig ] [157/1803] Forecasting AWI... [2025-10-16T23:56:42.232266] [INFO ] [sig ] Generating forecast for: AWI [2025-10-16T23:56:42.232304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-10-16T23:56:42.241760] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWI'. [2025-10-16T23:56:42.242109] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-10-16T23:56:42.268550] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:42.269445] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-10-16T23:56:42.269502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:42.269539] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:42.269569] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:42.269627] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:42.288235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:42.288935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:42.289047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:42.289083] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:42.326932] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:42.327081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:42.327121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:42.327152] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:42.330794] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=23.43%) [2025-10-16T23:56:42.331131] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-10-16T23:56:42.331285] [INFO ] [sig ] AWI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:42.475569] [INFO ] [LOCAL ] Saved forecast: AWI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AWI.txt [2025-10-16T23:56:42.475841] [INFO ] [sig ] [157/1803] Completed AWI in 0.2s | 4.15 sym/s | Total: 37.9s | ETA: 6.6m [2025-10-16T23:56:42.475899] [INFO ] [sig ] [158/1803] Forecasting AWK... [2025-10-16T23:56:42.475933] [INFO ] [sig ] Generating forecast for: AWK [2025-10-16T23:56:42.475965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-10-16T23:56:42.485313] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWK'. [2025-10-16T23:56:42.485698] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-10-16T23:56:42.510506] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:42.511339] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-10-16T23:56:42.511395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:42.511429] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:42.511457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:42.511515] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:42.528480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:42.529234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:42.529326] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:42.529364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:42.565058] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:42.565231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:42.565275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:42.565306] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:42.568883] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=76.64%) [2025-10-16T23:56:42.569158] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-10-16T23:56:42.569301] [INFO ] [sig ] AWK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:42.709952] [INFO ] [LOCAL ] Saved forecast: AWK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AWK.txt [2025-10-16T23:56:42.710165] [INFO ] [sig ] [158/1803] Completed AWK in 0.2s | 4.15 sym/s | Total: 38.1s | ETA: 6.6m [2025-10-16T23:56:42.710207] [INFO ] [sig ] [159/1803] Forecasting AWP... [2025-10-16T23:56:42.710238] [INFO ] [sig ] Generating forecast for: AWP [2025-10-16T23:56:42.710315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-10-16T23:56:42.719253] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWP'. [2025-10-16T23:56:42.719513] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-10-16T23:56:42.744522] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:42.745269] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-10-16T23:56:42.745325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:42.745360] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:42.745389] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:42.745448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:42.763281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:42.763924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:42.764008] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:42.764043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:42.798396] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:42.798493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:42.798530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:42.798560] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:42.801726] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=85.68%) [2025-10-16T23:56:42.801982] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-10-16T23:56:42.802111] [INFO ] [sig ] AWP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:42.943232] [INFO ] [LOCAL ] Saved forecast: AWP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AWP.txt [2025-10-16T23:56:42.943446] [INFO ] [sig ] [159/1803] Completed AWP in 0.2s | 4.15 sym/s | Total: 38.3s | ETA: 6.6m [2025-10-16T23:56:42.943490] [INFO ] [sig ] [160/1803] Forecasting AWR... [2025-10-16T23:56:42.943521] [INFO ] [sig ] Generating forecast for: AWR [2025-10-16T23:56:42.943554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'. [2025-10-16T23:56:42.952231] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWR'. [2025-10-16T23:56:42.952529] [INFO ] [FORECASTER] Starting predict_future for AWR [2025-10-16T23:56:42.980727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:42.981451] [DEBUG] [LOCAL ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt [2025-10-16T23:56:42.981506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:42.981540] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:42.981567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:42.981624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:42.998982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:42.999532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:42.999612] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:42.999670] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:43.032415] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:43.032535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:43.032573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:43.032603] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:43.035752] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-10-16T23:56:43.036006] [INFO ] [FORECASTER] Completed predict_future for AWR [2025-10-16T23:56:43.036136] [INFO ] [sig ] AWR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:43.178081] [INFO ] [LOCAL ] Saved forecast: AWR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AWR.txt [2025-10-16T23:56:43.178319] [INFO ] [sig ] [160/1803] Completed AWR in 0.2s | 4.15 sym/s | Total: 38.6s | ETA: 6.6m [2025-10-16T23:56:43.178377] [INFO ] [sig ] [161/1803] Forecasting AX... [2025-10-16T23:56:43.178410] [INFO ] [sig ] Generating forecast for: AX [2025-10-16T23:56:43.178441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'. [2025-10-16T23:56:43.188689] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AX'. [2025-10-16T23:56:43.189062] [INFO ] [FORECASTER] Starting predict_future for AX [2025-10-16T23:56:43.213767] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:43.214448] [DEBUG] [LOCAL ] No optimal features file found for AX: ./output/feature-sets/AX.txt [2025-10-16T23:56:43.214501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:43.214535] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:43.214562] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:43.214618] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:43.231398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:43.231988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:43.232067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:43.232100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:43.267212] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:43.267306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:43.267341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:43.267371] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:43.270505] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: UP (p=51.09%) [2025-10-16T23:56:43.270800] [INFO ] [FORECASTER] Completed predict_future for AX [2025-10-16T23:56:43.270935] [INFO ] [sig ] AX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:43.408733] [INFO ] [LOCAL ] Saved forecast: AX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AX.txt [2025-10-16T23:56:43.408987] [INFO ] [sig ] [161/1803] Completed AX in 0.2s | 4.15 sym/s | Total: 38.8s | ETA: 6.6m [2025-10-16T23:56:43.409030] [INFO ] [sig ] [162/1803] Forecasting AXL... [2025-10-16T23:56:43.409061] [INFO ] [sig ] Generating forecast for: AXL [2025-10-16T23:56:43.409092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-10-16T23:56:43.419197] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXL'. [2025-10-16T23:56:43.419523] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-10-16T23:56:43.444386] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:43.445275] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-10-16T23:56:43.445370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:43.445411] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:43.445457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:43.445518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:43.462903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:43.463598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:43.463709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:43.463758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:43.498812] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:43.498918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:43.498956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:43.498984] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:43.502574] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-10-16T23:56:43.502937] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-10-16T23:56:43.503104] [INFO ] [sig ] AXL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:43.649291] [INFO ] [LOCAL ] Saved forecast: AXL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AXL.txt [2025-10-16T23:56:43.649535] [INFO ] [sig ] [162/1803] Completed AXL in 0.2s | 4.15 sym/s | Total: 39.0s | ETA: 6.6m [2025-10-16T23:56:43.649579] [INFO ] [sig ] [163/1803] Forecasting AXP... [2025-10-16T23:56:43.649609] [INFO ] [sig ] Generating forecast for: AXP [2025-10-16T23:56:43.649664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-10-16T23:56:43.658682] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXP'. [2025-10-16T23:56:43.658964] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-10-16T23:56:43.684028] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:43.684760] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-10-16T23:56:43.684816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:43.684852] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:43.684881] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:43.684940] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:43.702234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:43.702799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:43.702883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:43.702917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:43.731954] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:43.732068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:43.732119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:43.732174] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:43.735476] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=40.41%) [2025-10-16T23:56:43.735775] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-10-16T23:56:43.735906] [INFO ] [sig ] AXP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:43.874867] [INFO ] [LOCAL ] Saved forecast: AXP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AXP.txt [2025-10-16T23:56:43.875070] [INFO ] [sig ] [163/1803] Completed AXP in 0.2s | 4.15 sym/s | Total: 39.3s | ETA: 6.6m [2025-10-16T23:56:43.875111] [INFO ] [sig ] [164/1803] Forecasting AXS... [2025-10-16T23:56:43.875142] [INFO ] [sig ] Generating forecast for: AXS [2025-10-16T23:56:43.875174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-10-16T23:56:43.884044] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXS'. [2025-10-16T23:56:43.884324] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-10-16T23:56:43.909045] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:43.909808] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-10-16T23:56:43.909863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:43.909896] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:43.909923] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:43.909979] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:43.926750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:43.927309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:43.927390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:43.927423] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:43.952583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:43.952694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:43.952744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:43.952775] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:43.955839] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=69.05%) [2025-10-16T23:56:43.956091] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-10-16T23:56:43.956212] [INFO ] [sig ] AXS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:44.105743] [INFO ] [LOCAL ] Saved forecast: AXS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AXS.txt [2025-10-16T23:56:44.106010] [INFO ] [sig ] [164/1803] Completed AXS in 0.2s | 4.15 sym/s | Total: 39.5s | ETA: 6.6m [2025-10-16T23:56:44.106058] [INFO ] [sig ] [165/1803] Forecasting AXTA... [2025-10-16T23:56:44.106091] [INFO ] [sig ] Generating forecast for: AXTA [2025-10-16T23:56:44.106123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-10-16T23:56:44.115964] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXTA'. [2025-10-16T23:56:44.116313] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-10-16T23:56:44.144214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:44.145073] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-10-16T23:56:44.145131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:44.145167] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:44.145197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:44.145256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:44.164036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:44.165147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:44.165309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:44.165359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:44.203785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:44.203959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:44.204003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:44.204033] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:44.207510] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=29.97%) [2025-10-16T23:56:44.207819] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-10-16T23:56:44.207956] [INFO ] [sig ] AXTA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:44.347147] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AXTA.txt [2025-10-16T23:56:44.347377] [INFO ] [sig ] [165/1803] Completed AXTA in 0.2s | 4.15 sym/s | Total: 39.7s | ETA: 6.6m [2025-10-16T23:56:44.347420] [INFO ] [sig ] [166/1803] Forecasting AYI... [2025-10-16T23:56:44.347452] [INFO ] [sig ] Generating forecast for: AYI [2025-10-16T23:56:44.347489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-10-16T23:56:44.357107] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AYI'. [2025-10-16T23:56:44.357395] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-10-16T23:56:44.382146] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:44.382884] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-10-16T23:56:44.382939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:44.382972] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:44.383000] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:44.383056] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:44.400023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:44.400548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:44.400626] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:44.400694] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:44.436308] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:44.436442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:44.436481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:44.436510] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:44.440110] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=44.81%) [2025-10-16T23:56:44.440381] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-10-16T23:56:44.440513] [INFO ] [sig ] AYI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:44.578280] [INFO ] [LOCAL ] Saved forecast: AYI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/AYI.txt [2025-10-16T23:56:44.578475] [INFO ] [sig ] [166/1803] Completed AYI in 0.2s | 4.15 sym/s | Total: 40.0s | ETA: 6.6m [2025-10-16T23:56:44.578517] [INFO ] [sig ] [167/1803] Forecasting AZO... [2025-10-16T23:56:44.578548] [INFO ] [sig ] Generating forecast for: AZO [2025-10-16T23:56:44.578579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-10-16T23:56:44.587283] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AZO'. [2025-10-16T23:56:44.587539] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-10-16T23:56:44.612068] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:44.612761] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-10-16T23:56:44.612816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:44.612848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:44.612875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:44.612931] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:44.629757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:44.630274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:44.630355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:44.630388] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:44.665521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:44.665600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:44.665680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:44.665730] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:44.668817] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=88.84%) [2025-10-16T23:56:44.669069] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-10-16T23:56:44.669196] [INFO ] [sig ] AZO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:44.807472] [INFO ] [LOCAL ] Saved forecast: AZO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AZO.txt [2025-10-16T23:56:44.807693] [INFO ] [sig ] [167/1803] Completed AZO in 0.2s | 4.16 sym/s | Total: 40.2s | ETA: 6.6m [2025-10-16T23:56:44.807753] [INFO ] [sig ] [168/1803] Forecasting AZZ... [2025-10-16T23:56:44.807787] [INFO ] [sig ] Generating forecast for: AZZ [2025-10-16T23:56:44.807818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-10-16T23:56:44.816428] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AZZ'. [2025-10-16T23:56:44.816700] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-10-16T23:56:44.846260] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:44.847022] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-10-16T23:56:44.847077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:44.847120] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:44.847174] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:44.847245] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:44.864389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:44.864971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:44.865052] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:44.865086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:44.901355] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:44.901458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:44.901495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:44.901524] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:44.905739] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=64.21%) [2025-10-16T23:56:44.905996] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-10-16T23:56:44.906126] [INFO ] [sig ] AZZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:45.046469] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/AZZ.txt [2025-10-16T23:56:45.046742] [INFO ] [sig ] [168/1803] Completed AZZ in 0.2s | 4.16 sym/s | Total: 40.4s | ETA: 6.6m [2025-10-16T23:56:45.046805] [INFO ] [sig ] [169/1803] Forecasting BA... [2025-10-16T23:56:45.046838] [INFO ] [sig ] Generating forecast for: BA [2025-10-16T23:56:45.046871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-10-16T23:56:45.056355] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BA'. [2025-10-16T23:56:45.056677] [INFO ] [FORECASTER] Starting predict_future for BA [2025-10-16T23:56:45.081715] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:45.082483] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-10-16T23:56:45.082538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:45.082572] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:45.082622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:45.082714] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:45.100068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:45.100794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:45.100877] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:45.100911] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:45.139699] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:45.139868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:45.139911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:45.139941] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:45.143370] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=7.34%) [2025-10-16T23:56:45.143680] [INFO ] [FORECASTER] Completed predict_future for BA [2025-10-16T23:56:45.143831] [INFO ] [sig ] BA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:45.284796] [INFO ] [LOCAL ] Saved forecast: BA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BA.txt [2025-10-16T23:56:45.285041] [INFO ] [sig ] [169/1803] Completed BA in 0.2s | 4.16 sym/s | Total: 40.7s | ETA: 6.6m [2025-10-16T23:56:45.285084] [INFO ] [sig ] [170/1803] Forecasting BABA... [2025-10-16T23:56:45.285115] [INFO ] [sig ] Generating forecast for: BABA [2025-10-16T23:56:45.285148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-10-16T23:56:45.294762] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BABA'. [2025-10-16T23:56:45.295114] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-10-16T23:56:45.320087] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:45.320884] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-10-16T23:56:45.320942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:45.320975] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:45.321004] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:45.321061] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:45.338129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:45.338939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:45.339024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:45.339059] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:45.373887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:45.374053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:45.374096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:45.374126] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:45.377605] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=84.47%) [2025-10-16T23:56:45.377939] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-10-16T23:56:45.378079] [INFO ] [sig ] BABA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:45.518716] [INFO ] [LOCAL ] Saved forecast: BABA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BABA.txt [2025-10-16T23:56:45.518961] [INFO ] [sig ] [170/1803] Completed BABA in 0.2s | 4.16 sym/s | Total: 40.9s | ETA: 6.5m [2025-10-16T23:56:45.519006] [INFO ] [sig ] [171/1803] Forecasting BAC... [2025-10-16T23:56:45.519041] [INFO ] [sig ] Generating forecast for: BAC [2025-10-16T23:56:45.519073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-10-16T23:56:45.528206] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAC'. [2025-10-16T23:56:45.528502] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-10-16T23:56:45.553037] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:45.553821] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-10-16T23:56:45.553876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:45.553910] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:45.553938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:45.553995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:45.571089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:45.571874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:45.571959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:45.571993] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:45.610520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:45.610614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:45.610688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:45.610734] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:45.614118] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=89.37%) [2025-10-16T23:56:45.614383] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-10-16T23:56:45.614531] [INFO ] [sig ] BAC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:45.752811] [INFO ] [LOCAL ] Saved forecast: BAC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BAC.txt [2025-10-16T23:56:45.752998] [INFO ] [sig ] [171/1803] Completed BAC in 0.2s | 4.16 sym/s | Total: 41.1s | ETA: 6.5m [2025-10-16T23:56:45.753089] [INFO ] [sig ] [172/1803] Forecasting BAH... [2025-10-16T23:56:45.753129] [INFO ] [sig ] Generating forecast for: BAH [2025-10-16T23:56:45.753161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-10-16T23:56:45.763083] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAH'. [2025-10-16T23:56:45.763337] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-10-16T23:56:45.787994] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:45.788952] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-10-16T23:56:45.789021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:45.789074] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:45.789123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:45.789213] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:45.815602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:45.816615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:45.816746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:45.816799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:45.856446] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:45.856608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:45.856676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:45.856729] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:45.860232] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=99.45%) [2025-10-16T23:56:45.860508] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-10-16T23:56:45.860664] [INFO ] [sig ] BAH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:46.000678] [INFO ] [LOCAL ] Saved forecast: BAH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BAH.txt [2025-10-16T23:56:46.000897] [INFO ] [sig ] [172/1803] Completed BAH in 0.2s | 4.16 sym/s | Total: 41.4s | ETA: 6.5m [2025-10-16T23:56:46.000940] [INFO ] [sig ] [173/1803] Forecasting BAK... [2025-10-16T23:56:46.000971] [INFO ] [sig ] Generating forecast for: BAK [2025-10-16T23:56:46.001002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-10-16T23:56:46.009831] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAK'. [2025-10-16T23:56:46.010089] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-10-16T23:56:46.034762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:46.035491] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-10-16T23:56:46.035549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:46.035583] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:46.035612] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:46.035689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:46.052809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:46.053334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:46.053411] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:46.053445] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:46.085835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:46.086002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:46.086046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:46.086077] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:46.089500] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=81.37%) [2025-10-16T23:56:46.089806] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-10-16T23:56:46.089946] [INFO ] [sig ] BAK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:46.247461] [INFO ] [LOCAL ] Saved forecast: BAK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BAK.txt [2025-10-16T23:56:46.247687] [INFO ] [sig ] [173/1803] Completed BAK in 0.2s | 4.16 sym/s | Total: 41.6s | ETA: 6.5m [2025-10-16T23:56:46.247748] [INFO ] [sig ] [174/1803] Forecasting BALL... [2025-10-16T23:56:46.247781] [INFO ] [sig ] Generating forecast for: BALL [2025-10-16T23:56:46.247812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-10-16T23:56:46.256376] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BALL'. [2025-10-16T23:56:46.256634] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-10-16T23:56:46.281246] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:46.281947] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-10-16T23:56:46.282001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:46.282034] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:46.282061] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:46.282117] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:46.299037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:46.299750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:46.299837] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:46.299872] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:46.336515] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:46.336720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:46.336801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:46.336855] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:46.340775] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=53.30%) [2025-10-16T23:56:46.341084] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-10-16T23:56:46.341234] [INFO ] [sig ] BALL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:46.479883] [INFO ] [LOCAL ] Saved forecast: BALL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BALL.txt [2025-10-16T23:56:46.480106] [INFO ] [sig ] [174/1803] Completed BALL in 0.2s | 4.16 sym/s | Total: 41.9s | ETA: 6.5m [2025-10-16T23:56:46.480174] [INFO ] [sig ] [175/1803] Forecasting BAM... [2025-10-16T23:56:46.480228] [INFO ] [sig ] Generating forecast for: BAM [2025-10-16T23:56:46.480274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-10-16T23:56:46.491750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAM'. [2025-10-16T23:56:46.492090] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-10-16T23:56:46.517002] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:46.517739] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-10-16T23:56:46.517795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:46.517829] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:46.517857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:46.517943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:46.535254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:46.535855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:46.535946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:46.536000] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:46.563603] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:46.563708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:46.563755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:46.563786] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:46.566802] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=73.73%) [2025-10-16T23:56:46.567049] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-10-16T23:56:46.567176] [INFO ] [sig ] BAM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:46.704984] [INFO ] [LOCAL ] Saved forecast: BAM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BAM.txt [2025-10-16T23:56:46.705186] [INFO ] [sig ] [175/1803] Completed BAM in 0.2s | 4.16 sym/s | Total: 42.1s | ETA: 6.5m [2025-10-16T23:56:46.705227] [INFO ] [sig ] [176/1803] Forecasting BANC... [2025-10-16T23:56:46.705257] [INFO ] [sig ] Generating forecast for: BANC [2025-10-16T23:56:46.705287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-10-16T23:56:46.713680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BANC'. [2025-10-16T23:56:46.713943] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-10-16T23:56:46.739006] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:46.739697] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-10-16T23:56:46.739753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:46.739787] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:46.739815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:46.739892] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:46.757198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:46.757754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:46.757833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:46.757867] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:46.786956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:46.787032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:46.787067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:46.787095] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:46.790141] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=96.54%) [2025-10-16T23:56:46.790390] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-10-16T23:56:46.790512] [INFO ] [sig ] BANC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:46.929280] [INFO ] [LOCAL ] Saved forecast: BANC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BANC.txt [2025-10-16T23:56:46.929507] [INFO ] [sig ] [176/1803] Completed BANC in 0.2s | 4.16 sym/s | Total: 42.3s | ETA: 6.5m [2025-10-16T23:56:46.929549] [INFO ] [sig ] [177/1803] Forecasting BAP... [2025-10-16T23:56:46.929580] [INFO ] [sig ] Generating forecast for: BAP [2025-10-16T23:56:46.929612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-10-16T23:56:46.938662] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAP'. [2025-10-16T23:56:46.938922] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-10-16T23:56:46.963441] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:46.964141] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-10-16T23:56:46.964195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:46.964228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:46.964256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:46.964313] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:46.981421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:46.981980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:46.982057] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:46.982090] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:47.014625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:47.014818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:47.014865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:47.014897] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:47.018444] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=14.82%) [2025-10-16T23:56:47.018792] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-10-16T23:56:47.018944] [INFO ] [sig ] BAP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:47.163220] [INFO ] [LOCAL ] Saved forecast: BAP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BAP.txt [2025-10-16T23:56:47.163485] [INFO ] [sig ] [177/1803] Completed BAP in 0.2s | 4.16 sym/s | Total: 42.5s | ETA: 6.5m [2025-10-16T23:56:47.163531] [INFO ] [sig ] [178/1803] Forecasting BARK... [2025-10-16T23:56:47.163561] [INFO ] [sig ] Generating forecast for: BARK [2025-10-16T23:56:47.163591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-10-16T23:56:47.173521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BARK'. [2025-10-16T23:56:47.173817] [INFO ] [FORECASTER] Starting predict_future for BARK [2025-10-16T23:56:47.198673] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:47.199350] [DEBUG] [LOCAL ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt [2025-10-16T23:56:47.199404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:47.199436] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:47.199463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:47.199585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:47.216943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:47.217485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:47.217585] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:47.217659] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:47.252084] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:47.252159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:47.252196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:47.252225] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:47.255330] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: UP (p=52.91%) [2025-10-16T23:56:47.255583] [INFO ] [FORECASTER] Completed predict_future for BARK [2025-10-16T23:56:47.255745] [INFO ] [sig ] BARK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:47.394997] [INFO ] [LOCAL ] Saved forecast: BARK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BARK.txt [2025-10-16T23:56:47.395181] [INFO ] [sig ] [178/1803] Completed BARK in 0.2s | 4.16 sym/s | Total: 42.8s | ETA: 6.5m [2025-10-16T23:56:47.395222] [INFO ] [sig ] [179/1803] Forecasting BAX... [2025-10-16T23:56:47.395252] [INFO ] [sig ] Generating forecast for: BAX [2025-10-16T23:56:47.395284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-10-16T23:56:47.404182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAX'. [2025-10-16T23:56:47.404432] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-10-16T23:56:47.429517] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:47.430243] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-10-16T23:56:47.430298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:47.430332] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:47.430362] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:47.430421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:47.449504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:47.450168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:47.450254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:47.450289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:47.487757] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:47.487923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:47.487966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:47.487996] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:47.491830] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=46.84%) [2025-10-16T23:56:47.492196] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-10-16T23:56:47.492344] [INFO ] [sig ] BAX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:47.649789] [INFO ] [LOCAL ] Saved forecast: BAX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BAX.txt [2025-10-16T23:56:47.650050] [INFO ] [sig ] [179/1803] Completed BAX in 0.3s | 4.16 sym/s | Total: 43.0s | ETA: 6.5m [2025-10-16T23:56:47.650095] [INFO ] [sig ] [180/1803] Forecasting BB... [2025-10-16T23:56:47.650126] [INFO ] [sig ] Generating forecast for: BB [2025-10-16T23:56:47.650157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-10-16T23:56:47.659430] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BB'. [2025-10-16T23:56:47.659922] [INFO ] [FORECASTER] Starting predict_future for BB [2025-10-16T23:56:47.687171] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:47.687960] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-10-16T23:56:47.688015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:47.688049] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:47.688077] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:47.688133] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:47.707867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:47.709388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:47.709663] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:47.709739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:47.750282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:47.750442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:47.750520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:47.750569] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:47.754373] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=10.00%) [2025-10-16T23:56:47.754792] [INFO ] [FORECASTER] Completed predict_future for BB [2025-10-16T23:56:47.754975] [INFO ] [sig ] BB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:47.907493] [INFO ] [LOCAL ] Saved forecast: BB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BB.txt [2025-10-16T23:56:47.907735] [INFO ] [sig ] [180/1803] Completed BB in 0.3s | 4.16 sym/s | Total: 43.3s | ETA: 6.5m [2025-10-16T23:56:47.907795] [INFO ] [sig ] [181/1803] Forecasting BBAI... [2025-10-16T23:56:47.907829] [INFO ] [sig ] Generating forecast for: BBAI [2025-10-16T23:56:47.907861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-10-16T23:56:47.917768] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBAI'. [2025-10-16T23:56:47.918042] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-10-16T23:56:47.943250] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:47.943961] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-10-16T23:56:47.944016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:47.944059] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:47.944113] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:47.944174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:47.961620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:47.962512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:47.962613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:47.962692] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:47.999513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:47.999688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:47.999782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:47.999834] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:48.006625] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=78.32%) [2025-10-16T23:56:48.006941] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-10-16T23:56:48.007084] [INFO ] [sig ] BBAI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:48.151806] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBAI.txt [2025-10-16T23:56:48.152067] [INFO ] [sig ] [181/1803] Completed BBAI in 0.2s | 4.16 sym/s | Total: 43.5s | ETA: 6.5m [2025-10-16T23:56:48.152113] [INFO ] [sig ] [182/1803] Forecasting BBAR... [2025-10-16T23:56:48.152146] [INFO ] [sig ] Generating forecast for: BBAR [2025-10-16T23:56:48.152182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-10-16T23:56:48.161921] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBAR'. [2025-10-16T23:56:48.162261] [INFO ] [FORECASTER] Starting predict_future for BBAR [2025-10-16T23:56:48.187758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:48.188561] [DEBUG] [LOCAL ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt [2025-10-16T23:56:48.188618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:48.188682] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:48.188731] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:48.188793] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:48.206539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:48.207109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:48.207191] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:48.207226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:48.244424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:48.244551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:48.244590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:48.244621] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:48.247981] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=84.01%) [2025-10-16T23:56:48.248282] [INFO ] [FORECASTER] Completed predict_future for BBAR [2025-10-16T23:56:48.248422] [INFO ] [sig ] BBAR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:48.393429] [INFO ] [LOCAL ] Saved forecast: BBAR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBAR.txt [2025-10-16T23:56:48.393688] [INFO ] [sig ] [182/1803] Completed BBAR in 0.2s | 4.16 sym/s | Total: 43.8s | ETA: 6.5m [2025-10-16T23:56:48.393748] [INFO ] [sig ] [183/1803] Forecasting BBD... [2025-10-16T23:56:48.393782] [INFO ] [sig ] Generating forecast for: BBD [2025-10-16T23:56:48.393814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-10-16T23:56:48.402692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBD'. [2025-10-16T23:56:48.402943] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-10-16T23:56:48.427771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:48.428512] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-10-16T23:56:48.428567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:48.428601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:48.428629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:48.428722] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:48.445848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:48.446368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:48.446447] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:48.446480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:48.481520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:48.481600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:48.481635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:48.481706] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:48.484758] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=68.62%) [2025-10-16T23:56:48.485004] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-10-16T23:56:48.485136] [INFO ] [sig ] BBD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:48.630547] [INFO ] [LOCAL ] Saved forecast: BBD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBD.txt [2025-10-16T23:56:48.630802] [INFO ] [sig ] [183/1803] Completed BBD in 0.2s | 4.16 sym/s | Total: 44.0s | ETA: 6.5m [2025-10-16T23:56:48.630865] [INFO ] [sig ] [184/1803] Forecasting BBDO... [2025-10-16T23:56:48.630901] [INFO ] [sig ] Generating forecast for: BBDO [2025-10-16T23:56:48.630935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-10-16T23:56:48.641871] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBDO'. [2025-10-16T23:56:48.642404] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-10-16T23:56:48.668851] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:48.669669] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-10-16T23:56:48.669732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:48.669767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:48.669798] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:48.669856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:48.687872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:48.688786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:48.688884] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:48.688919] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:48.724734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:48.724906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:48.724950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:48.724980] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:48.728874] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=76.81%) [2025-10-16T23:56:48.729234] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-10-16T23:56:48.729387] [INFO ] [sig ] BBDO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:48.872278] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBDO.txt [2025-10-16T23:56:48.872592] [INFO ] [sig ] [184/1803] Completed BBDO in 0.2s | 4.16 sym/s | Total: 44.3s | ETA: 6.5m [2025-10-16T23:56:48.872666] [INFO ] [sig ] [185/1803] Forecasting BBN... [2025-10-16T23:56:48.872722] [INFO ] [sig ] Generating forecast for: BBN [2025-10-16T23:56:48.872757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-10-16T23:56:48.881435] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBN'. [2025-10-16T23:56:48.881821] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-10-16T23:56:48.911854] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:48.912802] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-10-16T23:56:48.912860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:48.912894] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:48.912922] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:48.912981] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:48.934019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:48.934689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:48.934778] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:48.934814] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:48.975153] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:48.975275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:48.975334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:48.975368] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:48.979081] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=74.43%) [2025-10-16T23:56:48.979496] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-10-16T23:56:48.979716] [INFO ] [sig ] BBN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:49.148426] [INFO ] [LOCAL ] Saved forecast: BBN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBN.txt [2025-10-16T23:56:49.148712] [INFO ] [sig ] [185/1803] Completed BBN in 0.3s | 4.15 sym/s | Total: 44.5s | ETA: 6.5m [2025-10-16T23:56:49.148777] [INFO ] [sig ] [186/1803] Forecasting BBUC... [2025-10-16T23:56:49.148813] [INFO ] [sig ] Generating forecast for: BBUC [2025-10-16T23:56:49.148845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-10-16T23:56:49.157940] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBUC'. [2025-10-16T23:56:49.158282] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-10-16T23:56:49.183119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:49.183856] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-10-16T23:56:49.183911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:49.183944] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:49.183971] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:49.184028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:49.200912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:49.201457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:49.201536] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:49.201569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:49.237896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:49.238005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:49.238042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:49.238072] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:49.241423] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=72.15%) [2025-10-16T23:56:49.241717] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-10-16T23:56:49.241858] [INFO ] [sig ] BBUC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:49.379080] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBUC.txt [2025-10-16T23:56:49.379285] [INFO ] [sig ] [186/1803] Completed BBUC in 0.2s | 4.16 sym/s | Total: 44.8s | ETA: 6.5m [2025-10-16T23:56:49.379336] [INFO ] [sig ] [187/1803] Forecasting BBVA... [2025-10-16T23:56:49.379368] [INFO ] [sig ] Generating forecast for: BBVA [2025-10-16T23:56:49.379399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-10-16T23:56:49.388334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBVA'. [2025-10-16T23:56:49.388612] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-10-16T23:56:49.413157] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:49.413874] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-10-16T23:56:49.413927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:49.413960] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:49.413987] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:49.414043] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:49.430980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:49.431535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:49.431616] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:49.431684] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:49.468948] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:49.469050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:49.469087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:49.469116] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:49.472241] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=20.96%) [2025-10-16T23:56:49.472497] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-10-16T23:56:49.472631] [INFO ] [sig ] BBVA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:49.610227] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BBVA.txt [2025-10-16T23:56:49.610448] [INFO ] [sig ] [187/1803] Completed BBVA in 0.2s | 4.16 sym/s | Total: 45.0s | ETA: 6.5m [2025-10-16T23:56:49.610491] [INFO ] [sig ] [188/1803] Forecasting BBW... [2025-10-16T23:56:49.610522] [INFO ] [sig ] Generating forecast for: BBW [2025-10-16T23:56:49.610555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-10-16T23:56:49.619171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBW'. [2025-10-16T23:56:49.619513] [INFO ] [FORECASTER] Starting predict_future for BBW [2025-10-16T23:56:49.644085] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:49.644808] [DEBUG] [LOCAL ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt [2025-10-16T23:56:49.644862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:49.644894] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:49.644921] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:49.644977] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:49.662150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:49.662716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:49.662799] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:49.662832] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:49.705549] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:49.705671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:49.705727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:49.705779] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:49.708966] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: DOWN (p=43.91%) [2025-10-16T23:56:49.709230] [INFO ] [FORECASTER] Completed predict_future for BBW [2025-10-16T23:56:49.709367] [INFO ] [sig ] BBW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:49.846876] [INFO ] [LOCAL ] Saved forecast: BBW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BBW.txt [2025-10-16T23:56:49.847084] [INFO ] [sig ] [188/1803] Completed BBW in 0.2s | 4.16 sym/s | Total: 45.2s | ETA: 6.5m [2025-10-16T23:56:49.847126] [INFO ] [sig ] [189/1803] Forecasting BBWI... [2025-10-16T23:56:49.847156] [INFO ] [sig ] Generating forecast for: BBWI [2025-10-16T23:56:49.847186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-10-16T23:56:49.857255] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBWI'. [2025-10-16T23:56:49.857498] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-10-16T23:56:49.882049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:49.882769] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-10-16T23:56:49.882822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:49.882854] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:49.882881] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:49.882936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:49.899912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:49.900427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:49.900505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:49.900538] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:49.936695] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:49.936771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:49.936807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:49.936836] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:49.939883] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=64.96%) [2025-10-16T23:56:49.940128] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-10-16T23:56:49.940256] [INFO ] [sig ] BBWI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:50.078291] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BBWI.txt [2025-10-16T23:56:50.078497] [INFO ] [sig ] [189/1803] Completed BBWI in 0.2s | 4.16 sym/s | Total: 45.5s | ETA: 6.5m [2025-10-16T23:56:50.078539] [INFO ] [sig ] [190/1803] Forecasting BBY... [2025-10-16T23:56:50.078570] [INFO ] [sig ] Generating forecast for: BBY [2025-10-16T23:56:50.078603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-10-16T23:56:50.087599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBY'. [2025-10-16T23:56:50.087880] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-10-16T23:56:50.112278] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:50.113072] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-10-16T23:56:50.113126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:50.113159] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:50.113187] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:50.113244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:50.130481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:50.131054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:50.131134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:50.131168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:50.167585] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:50.167760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:50.167808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:50.167839] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:50.171154] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=8.58%) [2025-10-16T23:56:50.171422] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-10-16T23:56:50.171558] [INFO ] [sig ] BBY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:50.310115] [INFO ] [LOCAL ] Saved forecast: BBY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BBY.txt [2025-10-16T23:56:50.310315] [INFO ] [sig ] [190/1803] Completed BBY in 0.2s | 4.16 sym/s | Total: 45.7s | ETA: 6.5m [2025-10-16T23:56:50.310356] [INFO ] [sig ] [191/1803] Forecasting BCAT... [2025-10-16T23:56:50.310387] [INFO ] [sig ] Generating forecast for: BCAT [2025-10-16T23:56:50.310418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'. [2025-10-16T23:56:50.319720] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCAT'. [2025-10-16T23:56:50.319978] [INFO ] [FORECASTER] Starting predict_future for BCAT [2025-10-16T23:56:50.344357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:50.345058] [DEBUG] [LOCAL ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt [2025-10-16T23:56:50.345111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:50.345143] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:50.345218] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:50.345285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:50.362252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:50.362802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:50.362882] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:50.362915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:50.397509] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:50.397584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:50.397621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:50.397685] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:50.400748] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: DOWN (p=43.70%) [2025-10-16T23:56:50.400996] [INFO ] [FORECASTER] Completed predict_future for BCAT [2025-10-16T23:56:50.401124] [INFO ] [sig ] BCAT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:50.539404] [INFO ] [LOCAL ] Saved forecast: BCAT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BCAT.txt [2025-10-16T23:56:50.539609] [INFO ] [sig ] [191/1803] Completed BCAT in 0.2s | 4.16 sym/s | Total: 45.9s | ETA: 6.5m [2025-10-16T23:56:50.539677] [INFO ] [sig ] [192/1803] Forecasting BCC... [2025-10-16T23:56:50.539728] [INFO ] [sig ] Generating forecast for: BCC [2025-10-16T23:56:50.539761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-10-16T23:56:50.548986] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCC'. [2025-10-16T23:56:50.549251] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-10-16T23:56:50.573632] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:50.574326] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-10-16T23:56:50.574380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:50.574416] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:50.574443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:50.574499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:50.591613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:50.592163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:50.592242] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:50.592275] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:50.627150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:50.627236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:50.627273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:50.627301] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:50.630370] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=87.53%) [2025-10-16T23:56:50.630617] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-10-16T23:56:50.630786] [INFO ] [sig ] BCC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:50.768620] [INFO ] [LOCAL ] Saved forecast: BCC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BCC.txt [2025-10-16T23:56:50.768871] [INFO ] [sig ] [192/1803] Completed BCC in 0.2s | 4.16 sym/s | Total: 46.1s | ETA: 6.5m [2025-10-16T23:56:50.768918] [INFO ] [sig ] [193/1803] Forecasting BCE... [2025-10-16T23:56:50.768949] [INFO ] [sig ] Generating forecast for: BCE [2025-10-16T23:56:50.768980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-10-16T23:56:50.777851] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCE'. [2025-10-16T23:56:50.778119] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-10-16T23:56:50.802596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:50.803292] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-10-16T23:56:50.803346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:50.803379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:50.803406] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:50.803462] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:50.820537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:50.821120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:50.821202] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:50.821235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:50.858554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:50.858630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:50.858702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:50.858741] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:50.861724] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=7.29%) [2025-10-16T23:56:50.861972] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-10-16T23:56:50.862101] [INFO ] [sig ] BCE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:51.004341] [INFO ] [LOCAL ] Saved forecast: BCE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BCE.txt [2025-10-16T23:56:51.004577] [INFO ] [sig ] [193/1803] Completed BCE in 0.2s | 4.16 sym/s | Total: 46.4s | ETA: 6.4m [2025-10-16T23:56:51.004679] [INFO ] [sig ] [194/1803] Forecasting BCO... [2025-10-16T23:56:51.004735] [INFO ] [sig ] Generating forecast for: BCO [2025-10-16T23:56:51.004771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-10-16T23:56:51.014414] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCO'. [2025-10-16T23:56:51.014734] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-10-16T23:56:51.039708] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:51.040398] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-10-16T23:56:51.040452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:51.040485] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:51.040512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:51.040570] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:51.057386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:51.057957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:51.058038] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:51.058072] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:51.094335] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:51.094452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:51.094488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:51.094517] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:51.100493] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=34.84%) [2025-10-16T23:56:51.100798] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-10-16T23:56:51.100939] [INFO ] [sig ] BCO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:51.239773] [INFO ] [LOCAL ] Saved forecast: BCO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BCO.txt [2025-10-16T23:56:51.239979] [INFO ] [sig ] [194/1803] Completed BCO in 0.2s | 4.16 sym/s | Total: 46.6s | ETA: 6.4m [2025-10-16T23:56:51.240021] [INFO ] [sig ] [195/1803] Forecasting BCS... [2025-10-16T23:56:51.240052] [INFO ] [sig ] Generating forecast for: BCS [2025-10-16T23:56:51.240083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-10-16T23:56:51.249344] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCS'. [2025-10-16T23:56:51.249617] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-10-16T23:56:51.274106] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:51.274814] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-10-16T23:56:51.274867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:51.274900] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:51.274927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:51.274983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:51.292160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:51.292713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:51.292797] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:51.292830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:51.327608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:51.327764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:51.327811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:51.327865] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:51.331474] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=83.72%) [2025-10-16T23:56:51.331784] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-10-16T23:56:51.331925] [INFO ] [sig ] BCS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:51.469124] [INFO ] [LOCAL ] Saved forecast: BCS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BCS.txt [2025-10-16T23:56:51.469326] [INFO ] [sig ] [195/1803] Completed BCS in 0.2s | 4.16 sym/s | Total: 46.8s | ETA: 6.4m [2025-10-16T23:56:51.469368] [INFO ] [sig ] [196/1803] Forecasting BCSF... [2025-10-16T23:56:51.469399] [INFO ] [sig ] Generating forecast for: BCSF [2025-10-16T23:56:51.469429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-10-16T23:56:51.478426] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCSF'. [2025-10-16T23:56:51.478713] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-10-16T23:56:51.503163] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:51.503884] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-10-16T23:56:51.503938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:51.503970] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:51.503997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:51.504053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:51.521037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:51.521554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:51.521633] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:51.521706] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:51.560549] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:51.560675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:51.560728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:51.560759] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:51.563882] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=54.15%) [2025-10-16T23:56:51.564132] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-10-16T23:56:51.564268] [INFO ] [sig ] BCSF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:51.701817] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BCSF.txt [2025-10-16T23:56:51.702026] [INFO ] [sig ] [196/1803] Completed BCSF in 0.2s | 4.16 sym/s | Total: 47.1s | ETA: 6.4m [2025-10-16T23:56:51.702069] [INFO ] [sig ] [197/1803] Forecasting BDC... [2025-10-16T23:56:51.702101] [INFO ] [sig ] Generating forecast for: BDC [2025-10-16T23:56:51.702131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-10-16T23:56:51.714392] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BDC'. [2025-10-16T23:56:51.714797] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-10-16T23:56:51.739678] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:51.740366] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-10-16T23:56:51.740420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:51.740454] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:51.740481] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:51.740566] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:51.757473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:51.758112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:51.758221] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:51.758274] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:51.802353] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:51.802469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:51.802507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:51.802537] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:51.805831] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=90.28%) [2025-10-16T23:56:51.806088] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-10-16T23:56:51.806222] [INFO ] [sig ] BDC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:51.948883] [INFO ] [LOCAL ] Saved forecast: BDC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BDC.txt [2025-10-16T23:56:51.949155] [INFO ] [sig ] [197/1803] Completed BDC in 0.2s | 4.16 sym/s | Total: 47.3s | ETA: 6.4m [2025-10-16T23:56:51.949223] [INFO ] [sig ] [198/1803] Forecasting BDJ... [2025-10-16T23:56:51.949258] [INFO ] [sig ] Generating forecast for: BDJ [2025-10-16T23:56:51.949291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-10-16T23:56:51.959696] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BDJ'. [2025-10-16T23:56:51.960001] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-10-16T23:56:51.984827] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:51.985503] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-10-16T23:56:51.985557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:51.985592] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:51.985622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:51.985708] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:52.002752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:52.003477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:52.003566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:52.003602] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:52.040660] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:52.040742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:52.040780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:52.040809] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:52.043820] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=88.44%) [2025-10-16T23:56:52.044071] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-10-16T23:56:52.044197] [INFO ] [sig ] BDJ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:52.182398] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BDJ.txt [2025-10-16T23:56:52.182621] [INFO ] [sig ] [198/1803] Completed BDJ in 0.2s | 4.16 sym/s | Total: 47.6s | ETA: 6.4m [2025-10-16T23:56:52.182694] [INFO ] [sig ] [199/1803] Forecasting BDN... [2025-10-16T23:56:52.182738] [INFO ] [sig ] Generating forecast for: BDN [2025-10-16T23:56:52.182771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-10-16T23:56:52.192715] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BDN'. [2025-10-16T23:56:52.193106] [INFO ] [FORECASTER] Starting predict_future for BDN [2025-10-16T23:56:52.218735] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:52.219449] [DEBUG] [LOCAL ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt [2025-10-16T23:56:52.219502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:52.219536] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:52.219563] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:52.219619] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:52.236599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:52.237161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:52.237240] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:52.237273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:52.280817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:52.280978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:52.281020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:52.281049] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:52.284430] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=89.58%) [2025-10-16T23:56:52.284746] [INFO ] [FORECASTER] Completed predict_future for BDN [2025-10-16T23:56:52.284887] [INFO ] [sig ] BDN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:52.423366] [INFO ] [LOCAL ] Saved forecast: BDN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BDN.txt [2025-10-16T23:56:52.423733] [INFO ] [sig ] [199/1803] Completed BDN in 0.2s | 4.16 sym/s | Total: 47.8s | ETA: 6.4m [2025-10-16T23:56:52.423814] [INFO ] [sig ] [200/1803] Forecasting BDX... [2025-10-16T23:56:52.423868] [INFO ] [sig ] Generating forecast for: BDX [2025-10-16T23:56:52.423904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-10-16T23:56:52.435539] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BDX'. [2025-10-16T23:56:52.435922] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-10-16T23:56:52.476373] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:52.477503] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-10-16T23:56:52.477562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:52.477601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:52.477632] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:52.477736] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:52.496065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:52.497160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:52.497298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:52.497355] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:52.543885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:52.544091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:52.544139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:52.544172] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:52.548467] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=56.67%) [2025-10-16T23:56:52.548822] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-10-16T23:56:52.548989] [INFO ] [sig ] BDX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:52.706414] [INFO ] [LOCAL ] Saved forecast: BDX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BDX.txt [2025-10-16T23:56:52.706821] [INFO ] [sig ] [200/1803] Completed BDX in 0.3s | 4.16 sym/s | Total: 48.1s | ETA: 6.4m [2025-10-16T23:56:52.706900] [INFO ] [sig ] [201/1803] Forecasting BE... [2025-10-16T23:56:52.706952] [INFO ] [sig ] Generating forecast for: BE [2025-10-16T23:56:52.707011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-10-16T23:56:52.720452] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BE'. [2025-10-16T23:56:52.720941] [INFO ] [FORECASTER] Starting predict_future for BE [2025-10-16T23:56:52.748212] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:52.749048] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-10-16T23:56:52.749108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:52.749149] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:52.749177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:52.749235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:52.768685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:52.769587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:52.769726] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:52.769777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:52.826698] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:52.826942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:52.826990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:52.827021] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:52.831061] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=36.26%) [2025-10-16T23:56:52.831358] [INFO ] [FORECASTER] Completed predict_future for BE [2025-10-16T23:56:52.831510] [INFO ] [sig ] BE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:52.977466] [INFO ] [LOCAL ] Saved forecast: BE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BE.txt [2025-10-16T23:56:52.977869] [INFO ] [sig ] [201/1803] Completed BE in 0.3s | 4.16 sym/s | Total: 48.4s | ETA: 6.4m [2025-10-16T23:56:52.977934] [INFO ] [sig ] [202/1803] Forecasting BEKE... [2025-10-16T23:56:52.977970] [INFO ] [sig ] Generating forecast for: BEKE [2025-10-16T23:56:52.978005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-10-16T23:56:52.988866] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEKE'. [2025-10-16T23:56:52.989189] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-10-16T23:56:53.016165] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:53.017060] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-10-16T23:56:53.017118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:53.017154] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:53.017182] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:53.017247] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:53.035044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:53.035862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:53.035963] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:53.035999] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:53.084018] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:53.084185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:53.084229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:53.084260] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:53.087899] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=81.69%) [2025-10-16T23:56:53.088345] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-10-16T23:56:53.088515] [INFO ] [sig ] BEKE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:53.231598] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BEKE.txt [2025-10-16T23:56:53.231978] [INFO ] [sig ] [202/1803] Completed BEKE in 0.3s | 4.16 sym/s | Total: 48.6s | ETA: 6.4m [2025-10-16T23:56:53.232029] [INFO ] [sig ] [203/1803] Forecasting BEN... [2025-10-16T23:56:53.232061] [INFO ] [sig ] Generating forecast for: BEN [2025-10-16T23:56:53.232093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-10-16T23:56:53.244378] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEN'. [2025-10-16T23:56:53.245043] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-10-16T23:56:53.272952] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:53.273898] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-10-16T23:56:53.273965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:53.274004] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:53.274036] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:53.274096] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:53.292692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:53.293380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:53.293473] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:53.293507] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:53.341611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:53.341845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:53.341895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:53.341926] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:53.347280] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=2.22%) [2025-10-16T23:56:53.347834] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-10-16T23:56:53.348011] [INFO ] [sig ] BEN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:53.494909] [INFO ] [LOCAL ] Saved forecast: BEN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BEN.txt [2025-10-16T23:56:53.495243] [INFO ] [sig ] [203/1803] Completed BEN in 0.3s | 4.15 sym/s | Total: 48.9s | ETA: 6.4m [2025-10-16T23:56:53.495288] [INFO ] [sig ] [204/1803] Forecasting BEPC... [2025-10-16T23:56:53.495319] [INFO ] [sig ] Generating forecast for: BEPC [2025-10-16T23:56:53.495353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'. [2025-10-16T23:56:53.506769] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPC'. [2025-10-16T23:56:53.507145] [INFO ] [FORECASTER] Starting predict_future for BEPC [2025-10-16T23:56:53.533428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:53.534340] [DEBUG] [LOCAL ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt [2025-10-16T23:56:53.534424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:53.534519] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:53.534557] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:53.534617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:53.552433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:53.553092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:53.553181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:53.553216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:53.602678] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:53.602929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:53.603026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:53.603086] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:53.607566] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: UP (p=60.45%) [2025-10-16T23:56:53.607887] [INFO ] [FORECASTER] Completed predict_future for BEPC [2025-10-16T23:56:53.608090] [INFO ] [sig ] BEPC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:53.760169] [INFO ] [LOCAL ] Saved forecast: BEPC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BEPC.txt [2025-10-16T23:56:53.760506] [INFO ] [sig ] [204/1803] Completed BEPC in 0.3s | 4.15 sym/s | Total: 49.1s | ETA: 6.4m [2025-10-16T23:56:53.760557] [INFO ] [sig ] [205/1803] Forecasting BEPH... [2025-10-16T23:56:53.760588] [INFO ] [sig ] Generating forecast for: BEPH [2025-10-16T23:56:53.760621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-10-16T23:56:53.771948] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPH'. [2025-10-16T23:56:53.772500] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-10-16T23:56:53.798778] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:53.799590] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-10-16T23:56:53.799673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:53.799735] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:53.799777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:53.799855] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:53.820088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:53.821071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:53.821175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:53.821210] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:53.867811] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:53.868037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:53.868083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:53.868113] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:53.871984] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=37.62%) [2025-10-16T23:56:53.872278] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-10-16T23:56:53.872425] [INFO ] [sig ] BEPH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:54.017579] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BEPH.txt [2025-10-16T23:56:54.017928] [INFO ] [sig ] [205/1803] Completed BEPH in 0.3s | 4.15 sym/s | Total: 49.4s | ETA: 6.4m [2025-10-16T23:56:54.017983] [INFO ] [sig ] [206/1803] Forecasting BEPI... [2025-10-16T23:56:54.018016] [INFO ] [sig ] Generating forecast for: BEPI [2025-10-16T23:56:54.018048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-10-16T23:56:54.028854] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPI'. [2025-10-16T23:56:54.029209] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-10-16T23:56:54.056264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:54.057182] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-10-16T23:56:54.057238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:54.057273] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:54.057302] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:54.057360] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:54.075394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:54.076035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:54.076126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:54.076162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:54.120480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:54.120743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:54.120799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:54.120832] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:54.124810] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=62.40%) [2025-10-16T23:56:54.125107] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-10-16T23:56:54.125264] [INFO ] [sig ] BEPI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:54.278983] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BEPI.txt [2025-10-16T23:56:54.279328] [INFO ] [sig ] [206/1803] Completed BEPI in 0.3s | 4.15 sym/s | Total: 49.7s | ETA: 6.4m [2025-10-16T23:56:54.279379] [INFO ] [sig ] [207/1803] Forecasting BEPJ... [2025-10-16T23:56:54.279410] [INFO ] [sig ] Generating forecast for: BEPJ [2025-10-16T23:56:54.279446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'. [2025-10-16T23:56:54.290452] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPJ'. [2025-10-16T23:56:54.290899] [INFO ] [FORECASTER] Starting predict_future for BEPJ [2025-10-16T23:56:54.318432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:54.319313] [DEBUG] [LOCAL ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt [2025-10-16T23:56:54.319371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:54.319406] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:54.319436] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:54.319498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:54.337581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:54.338418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:54.338520] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:54.338554] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:54.386746] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:54.387010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:54.387064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:54.387104] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:54.391831] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: DOWN (p=16.88%) [2025-10-16T23:56:54.392293] [INFO ] [FORECASTER] Completed predict_future for BEPJ [2025-10-16T23:56:54.392468] [INFO ] [sig ] BEPJ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:54.550365] [INFO ] [LOCAL ] Saved forecast: BEPJ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BEPJ.txt [2025-10-16T23:56:54.550838] [INFO ] [sig ] [207/1803] Completed BEPJ in 0.3s | 4.15 sym/s | Total: 49.9s | ETA: 6.4m [2025-10-16T23:56:54.550979] [INFO ] [sig ] [208/1803] Forecasting BFAM... [2025-10-16T23:56:54.551042] [INFO ] [sig ] Generating forecast for: BFAM [2025-10-16T23:56:54.551088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-10-16T23:56:54.563978] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFAM'. [2025-10-16T23:56:54.564565] [INFO ] [FORECASTER] Starting predict_future for BFAM [2025-10-16T23:56:54.593832] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:54.594778] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-10-16T23:56:54.594843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:54.594881] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:54.594911] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:54.594970] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:54.613060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:54.614216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:54.614317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:54.614353] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:54.662201] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:54.662439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:54.662488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:54.662520] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:54.667512] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=77.48%) [2025-10-16T23:56:54.667977] [INFO ] [FORECASTER] Completed predict_future for BFAM [2025-10-16T23:56:54.668225] [INFO ] [sig ] BFAM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:54.826476] [INFO ] [LOCAL ] Saved forecast: BFAM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BFAM.txt [2025-10-16T23:56:54.826925] [INFO ] [sig ] [208/1803] Completed BFAM in 0.3s | 4.14 sym/s | Total: 50.2s | ETA: 6.4m [2025-10-16T23:56:54.826990] [INFO ] [sig ] [209/1803] Forecasting BFH... [2025-10-16T23:56:54.827025] [INFO ] [sig ] Generating forecast for: BFH [2025-10-16T23:56:54.827059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-10-16T23:56:54.839282] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFH'. [2025-10-16T23:56:54.839753] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-10-16T23:56:54.866890] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:54.867709] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-10-16T23:56:54.867766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:54.867802] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:54.867829] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:54.867889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:54.886484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:54.887209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:54.887305] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:54.887340] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:54.935401] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:54.935754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:54.935814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:54.935847] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:54.940149] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=61.74%) [2025-10-16T23:56:54.940493] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-10-16T23:56:54.940709] [INFO ] [sig ] BFH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:55.093179] [INFO ] [LOCAL ] Saved forecast: BFH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BFH.txt [2025-10-16T23:56:55.093536] [INFO ] [sig ] [209/1803] Completed BFH in 0.3s | 4.14 sym/s | Total: 50.5s | ETA: 6.4m [2025-10-16T23:56:55.093601] [INFO ] [sig ] [210/1803] Forecasting BFK... [2025-10-16T23:56:55.093635] [INFO ] [sig ] Generating forecast for: BFK [2025-10-16T23:56:55.093746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-10-16T23:56:55.106008] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFK'. [2025-10-16T23:56:55.106403] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-10-16T23:56:55.146149] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:55.147512] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-10-16T23:56:55.147599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:55.147734] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:55.147807] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:55.147919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:55.170051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:55.171163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:55.171280] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:55.171316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:55.217764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:55.218019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:55.218068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:55.218100] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:55.222412] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=15.67%) [2025-10-16T23:56:55.222814] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-10-16T23:56:55.223393] [INFO ] [sig ] BFK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:55.372940] [INFO ] [LOCAL ] Saved forecast: BFK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BFK.txt [2025-10-16T23:56:55.373259] [INFO ] [sig ] [210/1803] Completed BFK in 0.3s | 4.14 sym/s | Total: 50.8s | ETA: 6.4m [2025-10-16T23:56:55.373310] [INFO ] [sig ] [211/1803] Forecasting BFLY... [2025-10-16T23:56:55.373345] [INFO ] [sig ] Generating forecast for: BFLY [2025-10-16T23:56:55.373378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-10-16T23:56:55.385276] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFLY'. [2025-10-16T23:56:55.385708] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-10-16T23:56:55.410905] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:55.411605] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-10-16T23:56:55.411682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:55.411730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:55.411762] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:55.411820] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:55.428755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:55.429342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:55.429429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:55.429464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:55.474309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:55.474405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:55.474443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:55.474472] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:55.477617] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=30.51%) [2025-10-16T23:56:55.477901] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-10-16T23:56:55.478045] [INFO ] [sig ] BFLY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:55.617103] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BFLY.txt [2025-10-16T23:56:55.617353] [INFO ] [sig ] [211/1803] Completed BFLY in 0.2s | 4.14 sym/s | Total: 51.0s | ETA: 6.4m [2025-10-16T23:56:55.617396] [INFO ] [sig ] [212/1803] Forecasting BFZ... [2025-10-16T23:56:55.617428] [INFO ] [sig ] Generating forecast for: BFZ [2025-10-16T23:56:55.617460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-10-16T23:56:55.627752] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFZ'. [2025-10-16T23:56:55.628064] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-10-16T23:56:55.653415] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:55.654142] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-10-16T23:56:55.654196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:55.654228] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:55.654256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:55.654313] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:55.671364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:55.671936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:55.672022] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:55.672056] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:55.716473] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:55.716563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:55.716599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:55.716628] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:55.719877] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-10-16T23:56:55.720133] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-10-16T23:56:55.720284] [INFO ] [sig ] BFZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:55.860977] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BFZ.txt [2025-10-16T23:56:55.861326] [INFO ] [sig ] [212/1803] Completed BFZ in 0.2s | 4.14 sym/s | Total: 51.2s | ETA: 6.4m [2025-10-16T23:56:55.861372] [INFO ] [sig ] [213/1803] Forecasting BG... [2025-10-16T23:56:55.861404] [INFO ] [sig ] Generating forecast for: BG [2025-10-16T23:56:55.861436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-10-16T23:56:55.871314] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BG'. [2025-10-16T23:56:55.871599] [INFO ] [FORECASTER] Starting predict_future for BG [2025-10-16T23:56:55.896624] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:55.897629] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-10-16T23:56:55.897710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:55.897751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:55.897779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:55.897836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:55.914961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:55.915740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:55.915838] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:55.915872] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:55.957287] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:55.957490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:55.957537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:55.957568] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:55.961514] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=4.17%) [2025-10-16T23:56:55.961913] [INFO ] [FORECASTER] Completed predict_future for BG [2025-10-16T23:56:55.962078] [INFO ] [sig ] BG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:56.103946] [INFO ] [LOCAL ] Saved forecast: BG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BG.txt [2025-10-16T23:56:56.104214] [INFO ] [sig ] [213/1803] Completed BG in 0.2s | 4.14 sym/s | Total: 51.5s | ETA: 6.4m [2025-10-16T23:56:56.104275] [INFO ] [sig ] [214/1803] Forecasting BGH... [2025-10-16T23:56:56.104308] [INFO ] [sig ] Generating forecast for: BGH [2025-10-16T23:56:56.104392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-10-16T23:56:56.114154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGH'. [2025-10-16T23:56:56.114417] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-10-16T23:56:56.139193] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:56.139921] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-10-16T23:56:56.139975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:56.140008] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:56.140035] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:56.140093] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:56.156816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:56.157375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:56.157456] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:56.157490] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:56.198281] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:56.198353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:56.198388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:56.198417] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:56.201439] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-10-16T23:56:56.201714] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-10-16T23:56:56.201866] [INFO ] [sig ] BGH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:56.338978] [INFO ] [LOCAL ] Saved forecast: BGH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BGH.txt [2025-10-16T23:56:56.339170] [INFO ] [sig ] [214/1803] Completed BGH in 0.2s | 4.14 sym/s | Total: 51.7s | ETA: 6.4m [2025-10-16T23:56:56.339211] [INFO ] [sig ] [215/1803] Forecasting BGR... [2025-10-16T23:56:56.339250] [INFO ] [sig ] Generating forecast for: BGR [2025-10-16T23:56:56.339281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'. [2025-10-16T23:56:56.349587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGR'. [2025-10-16T23:56:56.349886] [INFO ] [FORECASTER] Starting predict_future for BGR [2025-10-16T23:56:56.374194] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:56.374891] [DEBUG] [LOCAL ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt [2025-10-16T23:56:56.374944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:56.374976] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:56.375003] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:56.375059] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:56.391838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:56.392359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:56.392437] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:56.392470] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:56.431138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:56.431214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:56.431249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:56.431278] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:56.434278] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: DOWN (p=36.12%) [2025-10-16T23:56:56.434527] [INFO ] [FORECASTER] Completed predict_future for BGR [2025-10-16T23:56:56.434698] [INFO ] [sig ] BGR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:56.572121] [INFO ] [LOCAL ] Saved forecast: BGR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BGR.txt [2025-10-16T23:56:56.572340] [INFO ] [sig ] [215/1803] Completed BGR in 0.2s | 4.14 sym/s | Total: 52.0s | ETA: 6.4m [2025-10-16T23:56:56.572383] [INFO ] [sig ] [216/1803] Forecasting BGS... [2025-10-16T23:56:56.572413] [INFO ] [sig ] Generating forecast for: BGS [2025-10-16T23:56:56.572444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-10-16T23:56:56.581607] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGS'. [2025-10-16T23:56:56.581899] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-10-16T23:56:56.606249] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:56.606942] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-10-16T23:56:56.606996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:56.607029] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:56.607056] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:56.607112] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:56.624021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:56.624545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:56.624628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:56.624697] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:56.664734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:56.664808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:56.664844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:56.664873] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:56.667957] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=92.46%) [2025-10-16T23:56:56.668261] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-10-16T23:56:56.668411] [INFO ] [sig ] BGS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:56.809914] [INFO ] [LOCAL ] Saved forecast: BGS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BGS.txt [2025-10-16T23:56:56.810176] [INFO ] [sig ] [216/1803] Completed BGS in 0.2s | 4.14 sym/s | Total: 52.2s | ETA: 6.4m [2025-10-16T23:56:56.810236] [INFO ] [sig ] [217/1803] Forecasting BGSF... [2025-10-16T23:56:56.810270] [INFO ] [sig ] Generating forecast for: BGSF [2025-10-16T23:56:56.810301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-10-16T23:56:56.820521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGSF'. [2025-10-16T23:56:56.820821] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-10-16T23:56:56.845875] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:56.846527] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-10-16T23:56:56.846617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:56.846690] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:56.846733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:56.846793] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:56.863827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:56.864389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:56.864470] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:56.864503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:56.910862] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:56.910937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:56.910972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:56.911000] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:56.914018] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-10-16T23:56:56.914269] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-10-16T23:56:56.914410] [INFO ] [sig ] BGSF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:57.055203] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BGSF.txt [2025-10-16T23:56:57.055461] [INFO ] [sig ] [217/1803] Completed BGSF in 0.2s | 4.14 sym/s | Total: 52.4s | ETA: 6.4m [2025-10-16T23:56:57.055505] [INFO ] [sig ] [218/1803] Forecasting BGT... [2025-10-16T23:56:57.055537] [INFO ] [sig ] Generating forecast for: BGT [2025-10-16T23:56:57.055569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'. [2025-10-16T23:56:57.065599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGT'. [2025-10-16T23:56:57.066100] [INFO ] [FORECASTER] Starting predict_future for BGT [2025-10-16T23:56:57.090903] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:57.091623] [DEBUG] [LOCAL ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt [2025-10-16T23:56:57.091703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:57.091749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:57.091778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:57.091834] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:57.109045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:57.109559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:57.109680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:57.109733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:57.154042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:57.154126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:57.154160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:57.154189] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:57.157257] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: UP (p=57.05%) [2025-10-16T23:56:57.157505] [INFO ] [FORECASTER] Completed predict_future for BGT [2025-10-16T23:56:57.157661] [INFO ] [sig ] BGT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:57.299082] [INFO ] [LOCAL ] Saved forecast: BGT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BGT.txt [2025-10-16T23:56:57.299305] [INFO ] [sig ] [218/1803] Completed BGT in 0.2s | 4.14 sym/s | Total: 52.7s | ETA: 6.4m [2025-10-16T23:56:57.299347] [INFO ] [sig ] [219/1803] Forecasting BGX... [2025-10-16T23:56:57.299377] [INFO ] [sig ] Generating forecast for: BGX [2025-10-16T23:56:57.299408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-10-16T23:56:57.309126] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGX'. [2025-10-16T23:56:57.309385] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-10-16T23:56:57.333787] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:57.334445] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-10-16T23:56:57.334498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:57.334532] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:57.334559] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:57.334615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:57.351552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:57.352101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:57.352182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:57.352215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:57.394026] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:57.394103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:57.394144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:57.394173] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:57.397174] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=87.01%) [2025-10-16T23:56:57.397421] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-10-16T23:56:57.397564] [INFO ] [sig ] BGX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:57.535338] [INFO ] [LOCAL ] Saved forecast: BGX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BGX.txt [2025-10-16T23:56:57.535539] [INFO ] [sig ] [219/1803] Completed BGX in 0.2s | 4.14 sym/s | Total: 52.9s | ETA: 6.4m [2025-10-16T23:56:57.535580] [INFO ] [sig ] [220/1803] Forecasting BGY... [2025-10-16T23:56:57.535611] [INFO ] [sig ] Generating forecast for: BGY [2025-10-16T23:56:57.535663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-10-16T23:56:57.545182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGY'. [2025-10-16T23:56:57.545440] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-10-16T23:56:57.574240] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:57.574976] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-10-16T23:56:57.575057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:57.575109] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:57.575140] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:57.575196] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:57.592108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:57.592672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:57.592786] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:57.592825] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:57.635501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:57.635575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:57.635610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:57.635638] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:57.638740] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=74.90%) [2025-10-16T23:56:57.638991] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-10-16T23:56:57.639136] [INFO ] [sig ] BGY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:57.777372] [INFO ] [LOCAL ] Saved forecast: BGY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BGY.txt [2025-10-16T23:56:57.777578] [INFO ] [sig ] [220/1803] Completed BGY in 0.2s | 4.14 sym/s | Total: 53.2s | ETA: 6.4m [2025-10-16T23:56:57.777637] [INFO ] [sig ] [221/1803] Forecasting BH... [2025-10-16T23:56:57.777712] [INFO ] [sig ] Generating forecast for: BH [2025-10-16T23:56:57.777749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-10-16T23:56:57.790035] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BH'. [2025-10-16T23:56:57.790567] [INFO ] [FORECASTER] Starting predict_future for BH [2025-10-16T23:56:57.827499] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:57.828551] [DEBUG] [LOCAL ] No optimal features file found for BH: ./output/feature-sets/BH.txt [2025-10-16T23:56:57.828611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:57.828673] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:57.828725] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:57.828789] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:57.846566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:57.847609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:57.847745] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:57.847791] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:57.895302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:57.895530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:57.895578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:57.895609] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:57.899804] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: DOWN (p=9.37%) [2025-10-16T23:56:57.900119] [INFO ] [FORECASTER] Completed predict_future for BH [2025-10-16T23:56:57.900291] [INFO ] [sig ] BH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:58.053749] [INFO ] [LOCAL ] Saved forecast: BH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BH.txt [2025-10-16T23:56:58.054178] [INFO ] [sig ] [221/1803] Completed BH in 0.3s | 4.14 sym/s | Total: 53.4s | ETA: 6.4m [2025-10-16T23:56:58.054245] [INFO ] [sig ] [222/1803] Forecasting BHC... [2025-10-16T23:56:58.054282] [INFO ] [sig ] Generating forecast for: BHC [2025-10-16T23:56:58.054329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-10-16T23:56:58.064618] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHC'. [2025-10-16T23:56:58.065071] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-10-16T23:56:58.091638] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:58.092484] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-10-16T23:56:58.092542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:58.092577] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:58.092606] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:58.092685] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:58.109988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:58.110708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:58.110802] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:58.110836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:58.159342] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:58.159529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:58.159572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:58.159602] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:58.163238] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=87.00%) [2025-10-16T23:56:58.163514] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-10-16T23:56:58.163694] [INFO ] [sig ] BHC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:58.307198] [INFO ] [LOCAL ] Saved forecast: BHC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BHC.txt [2025-10-16T23:56:58.307428] [INFO ] [sig ] [222/1803] Completed BHC in 0.3s | 4.14 sym/s | Total: 53.7s | ETA: 6.4m [2025-10-16T23:56:58.307471] [INFO ] [sig ] [223/1803] Forecasting BHE... [2025-10-16T23:56:58.307502] [INFO ] [sig ] Generating forecast for: BHE [2025-10-16T23:56:58.307534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-10-16T23:56:58.319991] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHE'. [2025-10-16T23:56:58.320434] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-10-16T23:56:58.346828] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:58.347505] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-10-16T23:56:58.347559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:58.347591] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:58.347618] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:58.347698] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:58.364511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:58.365079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:58.365164] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:58.365197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:58.409148] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:58.409219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:58.409254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:58.409282] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:58.416453] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=34.14%) [2025-10-16T23:56:58.416763] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-10-16T23:56:58.416915] [INFO ] [sig ] BHE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:58.559047] [INFO ] [LOCAL ] Saved forecast: BHE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BHE.txt [2025-10-16T23:56:58.559450] [INFO ] [sig ] [223/1803] Completed BHE in 0.3s | 4.13 sym/s | Total: 53.9s | ETA: 6.4m [2025-10-16T23:56:58.559512] [INFO ] [sig ] [224/1803] Forecasting BHP... [2025-10-16T23:56:58.559547] [INFO ] [sig ] Generating forecast for: BHP [2025-10-16T23:56:58.559579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-10-16T23:56:58.570595] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHP'. [2025-10-16T23:56:58.570961] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-10-16T23:56:58.595986] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:58.596638] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-10-16T23:56:58.596718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:58.596753] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:58.596780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:58.596835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:58.613851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:58.614367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:58.614447] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:58.614480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:58.656762] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:58.656839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:58.656874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:58.656902] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:58.659949] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-10-16T23:56:58.660196] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-10-16T23:56:58.660335] [INFO ] [sig ] BHP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:58.797801] [INFO ] [LOCAL ] Saved forecast: BHP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BHP.txt [2025-10-16T23:56:58.798016] [INFO ] [sig ] [224/1803] Completed BHP in 0.2s | 4.13 sym/s | Total: 54.2s | ETA: 6.4m [2025-10-16T23:56:58.798057] [INFO ] [sig ] [225/1803] Forecasting BHR... [2025-10-16T23:56:58.798088] [INFO ] [sig ] Generating forecast for: BHR [2025-10-16T23:56:58.798118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'. [2025-10-16T23:56:58.808403] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHR'. [2025-10-16T23:56:58.808774] [INFO ] [FORECASTER] Starting predict_future for BHR [2025-10-16T23:56:58.833415] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:58.834132] [DEBUG] [LOCAL ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt [2025-10-16T23:56:58.834186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:58.834219] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:58.834247] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:58.834305] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:58.851234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:58.851809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:58.851897] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:58.851946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:58.898870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:58.899006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:58.899065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:58.899098] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:58.902420] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=2.30%) [2025-10-16T23:56:58.902718] [INFO ] [FORECASTER] Completed predict_future for BHR [2025-10-16T23:56:58.902870] [INFO ] [sig ] BHR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:59.040177] [INFO ] [LOCAL ] Saved forecast: BHR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BHR.txt [2025-10-16T23:56:59.040408] [INFO ] [sig ] [225/1803] Completed BHR in 0.2s | 4.13 sym/s | Total: 54.4s | ETA: 6.4m [2025-10-16T23:56:59.040449] [INFO ] [sig ] [226/1803] Forecasting BHVN... [2025-10-16T23:56:59.040480] [INFO ] [sig ] Generating forecast for: BHVN [2025-10-16T23:56:59.040511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-10-16T23:56:59.050677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHVN'. [2025-10-16T23:56:59.050992] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-10-16T23:56:59.075719] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:59.076373] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-10-16T23:56:59.076426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:59.076458] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:59.076485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:59.076542] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:59.093303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:59.093872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:59.093959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:59.093992] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:59.134845] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:59.134916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:59.134951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:59.134980] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:59.138054] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=14.90%) [2025-10-16T23:56:59.138331] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-10-16T23:56:59.138482] [INFO ] [sig ] BHVN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:56:59.275929] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BHVN.txt [2025-10-16T23:56:59.276144] [INFO ] [sig ] [226/1803] Completed BHVN in 0.2s | 4.13 sym/s | Total: 54.7s | ETA: 6.4m [2025-10-16T23:56:59.276228] [INFO ] [sig ] [227/1803] Forecasting BILL... [2025-10-16T23:56:59.276268] [INFO ] [sig ] Generating forecast for: BILL [2025-10-16T23:56:59.276300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-10-16T23:56:59.286998] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BILL'. [2025-10-16T23:56:59.287423] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-10-16T23:56:59.315311] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:59.316151] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-10-16T23:56:59.316233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:59.316269] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:59.316297] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:59.316354] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:59.334088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:59.334959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:59.335050] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:59.335084] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:59.379267] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:59.379343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:59.379379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:59.379407] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:59.382490] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=88.68%) [2025-10-16T23:56:59.382787] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-10-16T23:56:59.382939] [INFO ] [sig ] BILL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:59.521599] [INFO ] [LOCAL ] Saved forecast: BILL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BILL.txt [2025-10-16T23:56:59.521967] [INFO ] [sig ] [227/1803] Completed BILL in 0.2s | 4.13 sym/s | Total: 54.9s | ETA: 6.4m [2025-10-16T23:56:59.522017] [INFO ] [sig ] [228/1803] Forecasting BIO... [2025-10-16T23:56:59.522049] [INFO ] [sig ] Generating forecast for: BIO [2025-10-16T23:56:59.522082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-10-16T23:56:59.531500] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIO'. [2025-10-16T23:56:59.531854] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-10-16T23:56:59.557367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:59.558245] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-10-16T23:56:59.558302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:59.558337] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:59.558365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:59.558420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:59.575569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:59.576413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:59.576508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:59.576544] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:59.619950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:59.620147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:59.620192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:59.620222] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:59.623935] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=64.56%) [2025-10-16T23:56:59.624214] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-10-16T23:56:59.624365] [INFO ] [sig ] BIO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:56:59.775666] [INFO ] [LOCAL ] Saved forecast: BIO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BIO.txt [2025-10-16T23:56:59.776055] [INFO ] [sig ] [228/1803] Completed BIO in 0.3s | 4.13 sym/s | Total: 55.2s | ETA: 6.4m [2025-10-16T23:56:59.776113] [INFO ] [sig ] [229/1803] Forecasting BIP... [2025-10-16T23:56:59.776147] [INFO ] [sig ] Generating forecast for: BIP [2025-10-16T23:56:59.776190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-10-16T23:56:59.788480] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIP'. [2025-10-16T23:56:59.788901] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-10-16T23:56:59.814232] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:56:59.815059] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-10-16T23:56:59.815115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:56:59.815173] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:56:59.815217] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:56:59.815276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:56:59.833612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:56:59.834467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:56:59.834558] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:56:59.834592] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:56:59.882799] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:56:59.882996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:56:59.883040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:56:59.883070] [INFO ] [FORECASTER] Training complete [2025-10-16T23:56:59.887117] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=35.65%) [2025-10-16T23:56:59.887497] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-10-16T23:56:59.887722] [INFO ] [sig ] BIP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:00.034735] [INFO ] [LOCAL ] Saved forecast: BIP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BIP.txt [2025-10-16T23:57:00.035041] [INFO ] [sig ] [229/1803] Completed BIP in 0.3s | 4.13 sym/s | Total: 55.4s | ETA: 6.3m [2025-10-16T23:57:00.035085] [INFO ] [sig ] [230/1803] Forecasting BIPC... [2025-10-16T23:57:00.035116] [INFO ] [sig ] Generating forecast for: BIPC [2025-10-16T23:57:00.035149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-10-16T23:57:00.046619] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPC'. [2025-10-16T23:57:00.047037] [INFO ] [FORECASTER] Starting predict_future for BIPC [2025-10-16T23:57:00.075665] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:00.076478] [DEBUG] [LOCAL ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt [2025-10-16T23:57:00.076535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:00.076570] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:00.076600] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:00.076678] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:00.096610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:00.097288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:00.097377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:00.097412] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:00.145084] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:00.145201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:00.145249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:00.145281] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:00.149256] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: UP (p=91.24%) [2025-10-16T23:57:00.149583] [INFO ] [FORECASTER] Completed predict_future for BIPC [2025-10-16T23:57:00.149823] [INFO ] [sig ] BIPC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:00.314830] [INFO ] [LOCAL ] Saved forecast: BIPC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BIPC.txt [2025-10-16T23:57:00.315081] [INFO ] [sig ] [230/1803] Completed BIPC in 0.3s | 4.13 sym/s | Total: 55.7s | ETA: 6.3m [2025-10-16T23:57:00.315127] [INFO ] [sig ] [231/1803] Forecasting BIPH... [2025-10-16T23:57:00.315160] [INFO ] [sig ] Generating forecast for: BIPH [2025-10-16T23:57:00.315193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-10-16T23:57:00.325493] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPH'. [2025-10-16T23:57:00.325896] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-10-16T23:57:00.350406] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:00.351093] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-10-16T23:57:00.351147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:00.351180] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:00.351208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:00.351264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:00.368359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:00.368937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:00.369018] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:00.369051] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:00.408250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:00.408338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:00.408374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:00.408402] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:00.411513] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=4.07%) [2025-10-16T23:57:00.411806] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-10-16T23:57:00.411956] [INFO ] [sig ] BIPH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:00.549386] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BIPH.txt [2025-10-16T23:57:00.549592] [INFO ] [sig ] [231/1803] Completed BIPH in 0.2s | 4.13 sym/s | Total: 55.9s | ETA: 6.3m [2025-10-16T23:57:00.549633] [INFO ] [sig ] [232/1803] Forecasting BIPI... [2025-10-16T23:57:00.549705] [INFO ] [sig ] Generating forecast for: BIPI [2025-10-16T23:57:00.549748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-10-16T23:57:00.559502] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPI'. [2025-10-16T23:57:00.559817] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-10-16T23:57:00.584271] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:00.584977] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-10-16T23:57:00.585030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:00.585062] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:00.585089] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:00.585146] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:00.601936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:00.602514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:00.602597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:00.602676] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:00.643900] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:00.644048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:00.644103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:00.644136] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:00.647252] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-10-16T23:57:00.647511] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-10-16T23:57:00.647669] [INFO ] [sig ] BIPI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:00.786158] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BIPI.txt [2025-10-16T23:57:00.786446] [INFO ] [sig ] [232/1803] Completed BIPI in 0.2s | 4.13 sym/s | Total: 56.2s | ETA: 6.3m [2025-10-16T23:57:00.786493] [INFO ] [sig ] [233/1803] Forecasting BIPJ... [2025-10-16T23:57:00.786524] [INFO ] [sig ] Generating forecast for: BIPJ [2025-10-16T23:57:00.786555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'. [2025-10-16T23:57:00.796001] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPJ'. [2025-10-16T23:57:00.796278] [INFO ] [FORECASTER] Starting predict_future for BIPJ [2025-10-16T23:57:00.821790] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:00.822629] [DEBUG] [LOCAL ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt [2025-10-16T23:57:00.822711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:00.822751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:00.822779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:00.822893] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:00.840115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:00.840952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:00.841042] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:00.841077] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:00.881313] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:00.881513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:00.881600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:00.881680] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:00.885369] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: UP (p=89.65%) [2025-10-16T23:57:00.885681] [INFO ] [FORECASTER] Completed predict_future for BIPJ [2025-10-16T23:57:00.885838] [INFO ] [sig ] BIPJ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:01.036099] [INFO ] [LOCAL ] Saved forecast: BIPJ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BIPJ.txt [2025-10-16T23:57:01.036353] [INFO ] [sig ] [233/1803] Completed BIPJ in 0.2s | 4.13 sym/s | Total: 56.4s | ETA: 6.3m [2025-10-16T23:57:01.036398] [INFO ] [sig ] [234/1803] Forecasting BIRK... [2025-10-16T23:57:01.036430] [INFO ] [sig ] Generating forecast for: BIRK [2025-10-16T23:57:01.036463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-10-16T23:57:01.050440] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIRK'. [2025-10-16T23:57:01.050928] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-10-16T23:57:01.078889] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:01.079867] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-10-16T23:57:01.079956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:01.079994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:01.080024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:01.080083] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:01.099175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:01.100366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:01.100482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:01.100518] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:01.146763] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:01.146999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:01.147048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:01.147080] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:01.151225] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=81.64%) [2025-10-16T23:57:01.151587] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-10-16T23:57:01.151772] [INFO ] [sig ] BIRK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:01.305522] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BIRK.txt [2025-10-16T23:57:01.305881] [INFO ] [sig ] [234/1803] Completed BIRK in 0.3s | 4.13 sym/s | Total: 56.7s | ETA: 6.3m [2025-10-16T23:57:01.305948] [INFO ] [sig ] [235/1803] Forecasting BIT... [2025-10-16T23:57:01.305985] [INFO ] [sig ] Generating forecast for: BIT [2025-10-16T23:57:01.306020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'. [2025-10-16T23:57:01.317750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIT'. [2025-10-16T23:57:01.318218] [INFO ] [FORECASTER] Starting predict_future for BIT [2025-10-16T23:57:01.347662] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:01.348616] [DEBUG] [LOCAL ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt [2025-10-16T23:57:01.348700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:01.348749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:01.348781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:01.348842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:01.367379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:01.368503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:01.368603] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:01.368638] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:01.413222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:01.413455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:01.413501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:01.413531] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:01.417525] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=87.01%) [2025-10-16T23:57:01.417927] [INFO ] [FORECASTER] Completed predict_future for BIT [2025-10-16T23:57:01.418091] [INFO ] [sig ] BIT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:01.560512] [INFO ] [LOCAL ] Saved forecast: BIT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BIT.txt [2025-10-16T23:57:01.560859] [INFO ] [sig ] [235/1803] Completed BIT in 0.3s | 4.13 sym/s | Total: 56.9s | ETA: 6.3m [2025-10-16T23:57:01.560922] [INFO ] [sig ] [236/1803] Forecasting BJ... [2025-10-16T23:57:01.560956] [INFO ] [sig ] Generating forecast for: BJ [2025-10-16T23:57:01.560989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-10-16T23:57:01.572637] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BJ'. [2025-10-16T23:57:01.573202] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-10-16T23:57:01.599541] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:01.600385] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-10-16T23:57:01.600442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:01.600476] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:01.600504] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:01.600564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:01.617690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:01.618292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:01.618386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:01.618421] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:01.659830] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:01.659903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:01.659975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:01.660006] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:01.665869] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=98.47%) [2025-10-16T23:57:01.666129] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-10-16T23:57:01.666275] [INFO ] [sig ] BJ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:01.807123] [INFO ] [LOCAL ] Saved forecast: BJ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BJ.txt [2025-10-16T23:57:01.807400] [INFO ] [sig ] [236/1803] Completed BJ in 0.2s | 4.13 sym/s | Total: 57.2s | ETA: 6.3m [2025-10-16T23:57:01.807443] [INFO ] [sig ] [237/1803] Forecasting BK... [2025-10-16T23:57:01.807474] [INFO ] [sig ] Generating forecast for: BK [2025-10-16T23:57:01.807505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-10-16T23:57:01.816683] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BK'. [2025-10-16T23:57:01.816965] [INFO ] [FORECASTER] Starting predict_future for BK [2025-10-16T23:57:01.842836] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:01.843580] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-10-16T23:57:01.843635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:01.843710] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:01.843746] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:01.843806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:01.860944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:01.861494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:01.861582] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:01.861617] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:01.906250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:01.906341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:01.906377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:01.906407] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:01.909634] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=49.38%) [2025-10-16T23:57:01.909925] [INFO ] [FORECASTER] Completed predict_future for BK [2025-10-16T23:57:01.910086] [INFO ] [sig ] BK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:02.056109] [INFO ] [LOCAL ] Saved forecast: BK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BK.txt [2025-10-16T23:57:02.056420] [INFO ] [sig ] [237/1803] Completed BK in 0.2s | 4.13 sym/s | Total: 57.4s | ETA: 6.3m [2025-10-16T23:57:02.056465] [INFO ] [sig ] [238/1803] Forecasting BKD... [2025-10-16T23:57:02.056496] [INFO ] [sig ] Generating forecast for: BKD [2025-10-16T23:57:02.056529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-10-16T23:57:02.066092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKD'. [2025-10-16T23:57:02.066416] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-10-16T23:57:02.091446] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:02.092156] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-10-16T23:57:02.092210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:02.092250] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:02.092277] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:02.092333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:02.109463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:02.110072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:02.110152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:02.110186] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:02.150839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:02.150921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:02.150957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:02.150985] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:02.154133] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=31.53%) [2025-10-16T23:57:02.154380] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-10-16T23:57:02.154514] [INFO ] [sig ] BKD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:02.293136] [INFO ] [LOCAL ] Saved forecast: BKD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BKD.txt [2025-10-16T23:57:02.293334] [INFO ] [sig ] [238/1803] Completed BKD in 0.2s | 4.13 sym/s | Total: 57.7s | ETA: 6.3m [2025-10-16T23:57:02.293376] [INFO ] [sig ] [239/1803] Forecasting BKE... [2025-10-16T23:57:02.293407] [INFO ] [sig ] Generating forecast for: BKE [2025-10-16T23:57:02.293438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-10-16T23:57:02.302394] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKE'. [2025-10-16T23:57:02.302686] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-10-16T23:57:02.327339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:02.328049] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-10-16T23:57:02.328102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:02.328135] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:02.328193] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:02.328270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:02.345740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:02.346274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:02.346353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:02.346386] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:02.389410] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:02.389485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:02.389520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:02.389548] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:02.392574] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=91.63%) [2025-10-16T23:57:02.392852] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-10-16T23:57:02.392997] [INFO ] [sig ] BKE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:02.533579] [INFO ] [LOCAL ] Saved forecast: BKE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BKE.txt [2025-10-16T23:57:02.533858] [INFO ] [sig ] [239/1803] Completed BKE in 0.2s | 4.13 sym/s | Total: 57.9s | ETA: 6.3m [2025-10-16T23:57:02.533909] [INFO ] [sig ] [240/1803] Forecasting BKH... [2025-10-16T23:57:02.533941] [INFO ] [sig ] Generating forecast for: BKH [2025-10-16T23:57:02.533972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-10-16T23:57:02.542987] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKH'. [2025-10-16T23:57:02.543251] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-10-16T23:57:02.568101] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:02.568951] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-10-16T23:57:02.569011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:02.569045] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:02.569072] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:02.569128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:02.585880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:02.586403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:02.586484] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:02.586518] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:02.628621] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:02.628718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:02.628761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:02.628791] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:02.631819] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=42.38%) [2025-10-16T23:57:02.632065] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-10-16T23:57:02.632198] [INFO ] [sig ] BKH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:02.769493] [INFO ] [LOCAL ] Saved forecast: BKH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BKH.txt [2025-10-16T23:57:02.769727] [INFO ] [sig ] [240/1803] Completed BKH in 0.2s | 4.13 sym/s | Total: 58.1s | ETA: 6.3m [2025-10-16T23:57:02.769787] [INFO ] [sig ] [241/1803] Forecasting BKKT... [2025-10-16T23:57:02.769821] [INFO ] [sig ] Generating forecast for: BKKT [2025-10-16T23:57:02.769852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-10-16T23:57:02.778670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKKT'. [2025-10-16T23:57:02.778943] [INFO ] [FORECASTER] Starting predict_future for BKKT [2025-10-16T23:57:02.803393] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:02.804106] [DEBUG] [LOCAL ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt [2025-10-16T23:57:02.804160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:02.804209] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:02.804238] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:02.804295] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:02.821279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:02.821845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:02.821925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:02.821958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:02.856968] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:02.857044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:02.857079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:02.857107] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:02.860113] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=57.22%) [2025-10-16T23:57:02.860357] [INFO ] [FORECASTER] Completed predict_future for BKKT [2025-10-16T23:57:02.860486] [INFO ] [sig ] BKKT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:02.997914] [INFO ] [LOCAL ] Saved forecast: BKKT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BKKT.txt [2025-10-16T23:57:02.998170] [INFO ] [sig ] [241/1803] Completed BKKT in 0.2s | 4.13 sym/s | Total: 58.4s | ETA: 6.3m [2025-10-16T23:57:02.998239] [INFO ] [sig ] [242/1803] Forecasting BKN... [2025-10-16T23:57:02.998271] [INFO ] [sig ] Generating forecast for: BKN [2025-10-16T23:57:02.998302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-10-16T23:57:03.007276] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKN'. [2025-10-16T23:57:03.007536] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-10-16T23:57:03.031935] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:03.032595] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-10-16T23:57:03.032671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:03.032722] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:03.032752] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:03.032811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:03.049758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:03.050274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:03.050355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:03.050388] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:03.083237] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:03.083336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:03.083373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:03.083402] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:03.086501] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=21.95%) [2025-10-16T23:57:03.086802] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-10-16T23:57:03.086941] [INFO ] [sig ] BKN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:03.225147] [INFO ] [LOCAL ] Saved forecast: BKN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BKN.txt [2025-10-16T23:57:03.225370] [INFO ] [sig ] [242/1803] Completed BKN in 0.2s | 4.13 sym/s | Total: 58.6s | ETA: 6.3m [2025-10-16T23:57:03.225412] [INFO ] [sig ] [243/1803] Forecasting BKSY... [2025-10-16T23:57:03.225444] [INFO ] [sig ] Generating forecast for: BKSY [2025-10-16T23:57:03.225475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-10-16T23:57:03.234519] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKSY'. [2025-10-16T23:57:03.234846] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-10-16T23:57:03.259384] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:03.260153] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-10-16T23:57:03.260207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:03.260240] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:03.260267] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:03.260323] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:03.277039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:03.277563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:03.277664] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:03.277718] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:03.318997] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:03.319082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:03.319119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:03.319147] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:03.322234] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=16.05%) [2025-10-16T23:57:03.322486] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-10-16T23:57:03.322616] [INFO ] [sig ] BKSY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:03.460252] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BKSY.txt [2025-10-16T23:57:03.460450] [INFO ] [sig ] [243/1803] Completed BKSY in 0.2s | 4.13 sym/s | Total: 58.8s | ETA: 6.3m [2025-10-16T23:57:03.460491] [INFO ] [sig ] [244/1803] Forecasting BKT... [2025-10-16T23:57:03.460522] [INFO ] [sig ] Generating forecast for: BKT [2025-10-16T23:57:03.460552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-10-16T23:57:03.472089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKT'. [2025-10-16T23:57:03.472627] [INFO ] [FORECASTER] Starting predict_future for BKT [2025-10-16T23:57:03.500274] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:03.501152] [DEBUG] [LOCAL ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt [2025-10-16T23:57:03.501208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:03.501245] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:03.501274] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:03.501333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:03.518583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:03.519305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:03.519397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:03.519433] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:03.563278] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:03.563531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:03.563580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:03.563613] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:03.567695] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: DOWN (p=49.64%) [2025-10-16T23:57:03.568019] [INFO ] [FORECASTER] Completed predict_future for BKT [2025-10-16T23:57:03.568212] [INFO ] [sig ] BKT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:03.732099] [INFO ] [LOCAL ] Saved forecast: BKT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BKT.txt [2025-10-16T23:57:03.732512] [INFO ] [sig ] [244/1803] Completed BKT in 0.3s | 4.13 sym/s | Total: 59.1s | ETA: 6.3m [2025-10-16T23:57:03.732559] [INFO ] [sig ] [245/1803] Forecasting BKU... [2025-10-16T23:57:03.732591] [INFO ] [sig ] Generating forecast for: BKU [2025-10-16T23:57:03.732626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'. [2025-10-16T23:57:03.744323] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKU'. [2025-10-16T23:57:03.744940] [INFO ] [FORECASTER] Starting predict_future for BKU [2025-10-16T23:57:03.772614] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:03.773609] [DEBUG] [LOCAL ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt [2025-10-16T23:57:03.773703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:03.773749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:03.773780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:03.773842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:03.791412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:03.792591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:03.792729] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:03.792779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:03.839713] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:03.839984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:03.840032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:03.840064] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:03.844299] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=82.04%) [2025-10-16T23:57:03.844674] [INFO ] [FORECASTER] Completed predict_future for BKU [2025-10-16T23:57:03.844856] [INFO ] [sig ] BKU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:03.988864] [INFO ] [LOCAL ] Saved forecast: BKU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BKU.txt [2025-10-16T23:57:03.989257] [INFO ] [sig ] [245/1803] Completed BKU in 0.3s | 4.13 sym/s | Total: 59.4s | ETA: 6.3m [2025-10-16T23:57:03.989305] [INFO ] [sig ] [246/1803] Forecasting BKV... [2025-10-16T23:57:03.989336] [INFO ] [sig ] Generating forecast for: BKV [2025-10-16T23:57:03.989367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'. [2025-10-16T23:57:04.000963] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKV'. [2025-10-16T23:57:04.001344] [INFO ] [FORECASTER] Starting predict_future for BKV [2025-10-16T23:57:04.028490] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:04.029376] [DEBUG] [LOCAL ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt [2025-10-16T23:57:04.029435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:04.029472] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:04.029558] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:04.029628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:04.047337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:04.048034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:04.048138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:04.048216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:04.093765] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:04.093990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:04.094035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:04.094067] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:04.097903] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=95.32%) [2025-10-16T23:57:04.098236] [INFO ] [FORECASTER] Completed predict_future for BKV [2025-10-16T23:57:04.098395] [INFO ] [sig ] BKV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:04.243233] [INFO ] [LOCAL ] Saved forecast: BKV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BKV.txt [2025-10-16T23:57:04.243559] [INFO ] [sig ] [246/1803] Completed BKV in 0.3s | 4.13 sym/s | Total: 59.6s | ETA: 6.3m [2025-10-16T23:57:04.243619] [INFO ] [sig ] [247/1803] Forecasting BLCO... [2025-10-16T23:57:04.243685] [INFO ] [sig ] Generating forecast for: BLCO [2025-10-16T23:57:04.243734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-10-16T23:57:04.254894] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLCO'. [2025-10-16T23:57:04.255265] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-10-16T23:57:04.280845] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:04.281571] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-10-16T23:57:04.281626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:04.281695] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:04.281736] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:04.281796] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:04.298687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:04.299257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:04.299346] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:04.299380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:04.344084] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:04.344273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:04.344316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:04.344347] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:04.348036] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=22.58%) [2025-10-16T23:57:04.348376] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-10-16T23:57:04.348536] [INFO ] [sig ] BLCO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:04.497112] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BLCO.txt [2025-10-16T23:57:04.497468] [INFO ] [sig ] [247/1803] Completed BLCO in 0.3s | 4.13 sym/s | Total: 59.9s | ETA: 6.3m [2025-10-16T23:57:04.497514] [INFO ] [sig ] [248/1803] Forecasting BLD... [2025-10-16T23:57:04.497545] [INFO ] [sig ] Generating forecast for: BLD [2025-10-16T23:57:04.497577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-10-16T23:57:04.508349] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLD'. [2025-10-16T23:57:04.508747] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-10-16T23:57:04.534618] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:04.535378] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-10-16T23:57:04.535435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:04.535494] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:04.535525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:04.535584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:04.552762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:04.553506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:04.553598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:04.553633] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:04.598621] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:04.598892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:04.598947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:04.598981] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:04.602969] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-10-16T23:57:04.603297] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-10-16T23:57:04.603453] [INFO ] [sig ] BLD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:04.753231] [INFO ] [LOCAL ] Saved forecast: BLD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BLD.txt [2025-10-16T23:57:04.753600] [INFO ] [sig ] [248/1803] Completed BLD in 0.3s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:04.753675] [INFO ] [sig ] [249/1803] Forecasting BLDR... [2025-10-16T23:57:04.753734] [INFO ] [sig ] Generating forecast for: BLDR [2025-10-16T23:57:04.753778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'. [2025-10-16T23:57:04.765703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLDR'. [2025-10-16T23:57:04.766071] [INFO ] [FORECASTER] Starting predict_future for BLDR [2025-10-16T23:57:04.793461] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:04.794330] [DEBUG] [LOCAL ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt [2025-10-16T23:57:04.794388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:04.794423] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:04.794450] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:04.794511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:04.812439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:04.813120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:04.813213] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:04.813249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:04.861461] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:04.862136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:04.862196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:04.862228] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:04.867132] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=91.56%) [2025-10-16T23:57:04.867495] [INFO ] [FORECASTER] Completed predict_future for BLDR [2025-10-16T23:57:04.867739] [INFO ] [sig ] BLDR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:05.028310] [INFO ] [LOCAL ] Saved forecast: BLDR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BLDR.txt [2025-10-16T23:57:05.028727] [INFO ] [sig ] [249/1803] Completed BLDR in 0.3s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:05.028795] [INFO ] [sig ] [250/1803] Forecasting BLE... [2025-10-16T23:57:05.028867] [INFO ] [sig ] Generating forecast for: BLE [2025-10-16T23:57:05.028911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-10-16T23:57:05.041606] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLE'. [2025-10-16T23:57:05.041999] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-10-16T23:57:05.067204] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:05.067998] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-10-16T23:57:05.068054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:05.068088] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:05.068116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:05.068198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:05.085522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:05.086093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:05.086181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:05.086216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:05.126232] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:05.126310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:05.126348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:05.126378] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:05.129581] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=50.63%) [2025-10-16T23:57:05.129863] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-10-16T23:57:05.130012] [INFO ] [sig ] BLE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:05.268411] [INFO ] [LOCAL ] Saved forecast: BLE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BLE.txt [2025-10-16T23:57:05.268701] [INFO ] [sig ] [250/1803] Completed BLE in 0.2s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:05.268761] [INFO ] [sig ] [251/1803] Forecasting BLK... [2025-10-16T23:57:05.268795] [INFO ] [sig ] Generating forecast for: BLK [2025-10-16T23:57:05.268826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-10-16T23:57:05.279514] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLK'. [2025-10-16T23:57:05.279857] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-10-16T23:57:05.304820] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:05.305497] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-10-16T23:57:05.305552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:05.305585] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:05.305613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:05.305691] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:05.322762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:05.323289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:05.323369] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:05.323403] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:05.368699] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:05.368777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:05.368815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:05.368842] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:05.371902] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=84.25%) [2025-10-16T23:57:05.372151] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-10-16T23:57:05.372280] [INFO ] [sig ] BLK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:05.509573] [INFO ] [LOCAL ] Saved forecast: BLK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BLK.txt [2025-10-16T23:57:05.509861] [INFO ] [sig ] [251/1803] Completed BLK in 0.2s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:05.509922] [INFO ] [sig ] [252/1803] Forecasting BLND... [2025-10-16T23:57:05.509960] [INFO ] [sig ] Generating forecast for: BLND [2025-10-16T23:57:05.509991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-10-16T23:57:05.519825] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLND'. [2025-10-16T23:57:05.520144] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-10-16T23:57:05.545328] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:05.546059] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-10-16T23:57:05.546114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:05.546147] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:05.546174] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:05.546231] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:05.563168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:05.563737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:05.563824] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:05.563857] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:05.606064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:05.606164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:05.606202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:05.606232] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:05.609497] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=68.10%) [2025-10-16T23:57:05.609800] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-10-16T23:57:05.609952] [INFO ] [sig ] BLND: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:05.749673] [INFO ] [LOCAL ] Saved forecast: BLND 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BLND.txt [2025-10-16T23:57:05.749949] [INFO ] [sig ] [252/1803] Completed BLND in 0.2s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:05.749992] [INFO ] [sig ] [253/1803] Forecasting BLW... [2025-10-16T23:57:05.750022] [INFO ] [sig ] Generating forecast for: BLW [2025-10-16T23:57:05.750053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-10-16T23:57:05.760086] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLW'. [2025-10-16T23:57:05.760378] [INFO ] [FORECASTER] Starting predict_future for BLW [2025-10-16T23:57:05.784942] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:05.785803] [DEBUG] [LOCAL ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt [2025-10-16T23:57:05.785865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:05.785907] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:05.785943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:05.786019] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:05.804089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:05.805067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:05.805162] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:05.805197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:05.850344] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:05.850455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:05.850506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:05.850561] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:05.853858] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=97.03%) [2025-10-16T23:57:05.854118] [INFO ] [FORECASTER] Completed predict_future for BLW [2025-10-16T23:57:05.854257] [INFO ] [sig ] BLW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:05.991883] [INFO ] [LOCAL ] Saved forecast: BLW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BLW.txt [2025-10-16T23:57:05.992175] [INFO ] [sig ] [253/1803] Completed BLW in 0.2s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:05.992218] [INFO ] [sig ] [254/1803] Forecasting BLX... [2025-10-16T23:57:05.992248] [INFO ] [sig ] Generating forecast for: BLX [2025-10-16T23:57:05.992278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-10-16T23:57:06.004271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLX'. [2025-10-16T23:57:06.004773] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-10-16T23:57:06.032455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:06.033329] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-10-16T23:57:06.033387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:06.033424] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:06.033454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:06.033516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:06.052514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:06.053342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:06.053442] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:06.053478] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:06.100763] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:06.101014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:06.101062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:06.101095] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:06.105327] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=38.11%) [2025-10-16T23:57:06.105638] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-10-16T23:57:06.105906] [INFO ] [sig ] BLX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:06.260175] [INFO ] [LOCAL ] Saved forecast: BLX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BLX.txt [2025-10-16T23:57:06.260549] [INFO ] [sig ] [254/1803] Completed BLX in 0.3s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:06.260597] [INFO ] [sig ] [255/1803] Forecasting BMA... [2025-10-16T23:57:06.260630] [INFO ] [sig ] Generating forecast for: BMA [2025-10-16T23:57:06.260704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-10-16T23:57:06.272000] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMA'. [2025-10-16T23:57:06.272457] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-10-16T23:57:06.299696] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:06.300480] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-10-16T23:57:06.300537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:06.300600] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:06.300631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:06.300732] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:06.319113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:06.319975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:06.320071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:06.320108] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:06.370672] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:06.371177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:06.371304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:06.371340] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:06.376809] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=8.38%) [2025-10-16T23:57:06.377338] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-10-16T23:57:06.377536] [INFO ] [sig ] BMA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:06.537075] [INFO ] [LOCAL ] Saved forecast: BMA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BMA.txt [2025-10-16T23:57:06.537457] [INFO ] [sig ] [255/1803] Completed BMA in 0.3s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:06.537507] [INFO ] [sig ] [256/1803] Forecasting BME... [2025-10-16T23:57:06.537540] [INFO ] [sig ] Generating forecast for: BME [2025-10-16T23:57:06.537574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-10-16T23:57:06.550020] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BME'. [2025-10-16T23:57:06.550544] [INFO ] [FORECASTER] Starting predict_future for BME [2025-10-16T23:57:06.578519] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:06.579526] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-10-16T23:57:06.579590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:06.579628] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:06.579700] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:06.579775] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:06.597535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:06.598626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:06.598780] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:06.598827] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:06.646258] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:06.646507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:06.646557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:06.646587] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:06.651104] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-10-16T23:57:06.651507] [INFO ] [FORECASTER] Completed predict_future for BME [2025-10-16T23:57:06.651737] [INFO ] [sig ] BME: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:06.806141] [INFO ] [LOCAL ] Saved forecast: BME 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BME.txt [2025-10-16T23:57:06.806575] [INFO ] [sig ] [256/1803] Completed BME in 0.3s | 4.12 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:06.806639] [INFO ] [sig ] [257/1803] Forecasting BMEZ... [2025-10-16T23:57:06.806716] [INFO ] [sig ] Generating forecast for: BMEZ [2025-10-16T23:57:06.806755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-10-16T23:57:06.818060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMEZ'. [2025-10-16T23:57:06.818506] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-10-16T23:57:06.846501] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:06.847557] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-10-16T23:57:06.847616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:06.847681] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:06.847730] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:06.847793] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:06.865986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:06.867132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:06.867237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:06.867273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:06.912945] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:06.913225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:06.913321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:06.913382] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:06.917866] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=61.55%) [2025-10-16T23:57:06.918235] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-10-16T23:57:06.918414] [INFO ] [sig ] BMEZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:07.086852] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BMEZ.txt [2025-10-16T23:57:07.087189] [INFO ] [sig ] [257/1803] Completed BMEZ in 0.3s | 4.11 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:07.087236] [INFO ] [sig ] [258/1803] Forecasting BMI... [2025-10-16T23:57:07.087269] [INFO ] [sig ] Generating forecast for: BMI [2025-10-16T23:57:07.087302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-10-16T23:57:07.099533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMI'. [2025-10-16T23:57:07.100212] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-10-16T23:57:07.131860] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:07.133004] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-10-16T23:57:07.133074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:07.133110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:07.133141] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:07.133201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:07.154957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:07.156104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:07.156209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:07.156245] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:07.206922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:07.207207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:07.207277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:07.207314] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:07.213185] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=7.25%) [2025-10-16T23:57:07.213753] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-10-16T23:57:07.213949] [INFO ] [sig ] BMI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:07.367732] [INFO ] [LOCAL ] Saved forecast: BMI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BMI.txt [2025-10-16T23:57:07.368068] [INFO ] [sig ] [258/1803] Completed BMI in 0.3s | 4.11 sym/s | Total: 1.0m | ETA: 6.3m [2025-10-16T23:57:07.368116] [INFO ] [sig ] [259/1803] Forecasting BMN... [2025-10-16T23:57:07.368149] [INFO ] [sig ] Generating forecast for: BMN [2025-10-16T23:57:07.368228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-10-16T23:57:07.378469] [DEBUG] [REMOTE ] Successfully parsed 1803 rows of historical data for symbol 'BMN'. [2025-10-16T23:57:07.378906] [INFO ] [FORECASTER] Starting predict_future for BMN [2025-10-16T23:57:07.406765] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:07.407609] [DEBUG] [LOCAL ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt [2025-10-16T23:57:07.407690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:07.407797] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:07.407837] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:07.407899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:07.425986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:07.426811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:07.426913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:07.426948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:07.470703] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:07.470861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:07.470902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:07.470933] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:07.474482] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-10-16T23:57:07.474820] [INFO ] [FORECASTER] Completed predict_future for BMN [2025-10-16T23:57:07.474981] [INFO ] [sig ] BMN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:07.621388] [INFO ] [LOCAL ] Saved forecast: BMN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BMN.txt [2025-10-16T23:57:07.621745] [INFO ] [sig ] [259/1803] Completed BMN in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 6.3m [2025-10-16T23:57:07.621815] [INFO ] [sig ] [260/1803] Forecasting BMO... [2025-10-16T23:57:07.621851] [INFO ] [sig ] Generating forecast for: BMO [2025-10-16T23:57:07.621885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-10-16T23:57:07.632510] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMO'. [2025-10-16T23:57:07.633102] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-10-16T23:57:07.659794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:07.660625] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-10-16T23:57:07.660707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:07.660750] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:07.660780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:07.660839] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:07.678628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:07.679334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:07.679426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:07.679461] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:07.724075] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:07.724306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:07.724381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:07.724415] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:07.728258] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=65.07%) [2025-10-16T23:57:07.728552] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-10-16T23:57:07.728732] [INFO ] [sig ] BMO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:07.871665] [INFO ] [LOCAL ] Saved forecast: BMO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BMO.txt [2025-10-16T23:57:07.872060] [INFO ] [sig ] [260/1803] Completed BMO in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 6.3m [2025-10-16T23:57:07.872109] [INFO ] [sig ] [261/1803] Forecasting BMY... [2025-10-16T23:57:07.872142] [INFO ] [sig ] Generating forecast for: BMY [2025-10-16T23:57:07.872174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-10-16T23:57:07.882561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMY'. [2025-10-16T23:57:07.883067] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-10-16T23:57:07.912277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:07.913169] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-10-16T23:57:07.913227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:07.913328] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:07.913399] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:07.913524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:07.931582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:07.932358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:07.932453] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:07.932488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:07.980038] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:07.980284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:07.980333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:07.980366] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:07.984836] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=86.40%) [2025-10-16T23:57:07.985148] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-10-16T23:57:07.985314] [INFO ] [sig ] BMY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:08.128743] [INFO ] [LOCAL ] Saved forecast: BMY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BMY.txt [2025-10-16T23:57:08.129034] [INFO ] [sig ] [261/1803] Completed BMY in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 6.3m [2025-10-16T23:57:08.129090] [INFO ] [sig ] [262/1803] Forecasting BNED... [2025-10-16T23:57:08.129128] [INFO ] [sig ] Generating forecast for: BNED [2025-10-16T23:57:08.129160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-10-16T23:57:08.138633] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNED'. [2025-10-16T23:57:08.138922] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-10-16T23:57:08.164024] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:08.164751] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-10-16T23:57:08.164806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:08.164848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:08.164893] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:08.164955] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:08.182170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:08.182759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:08.182844] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:08.182879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:08.219850] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:08.219932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:08.219968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:08.220001] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:08.223006] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=83.71%) [2025-10-16T23:57:08.223255] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-10-16T23:57:08.223390] [INFO ] [sig ] BNED: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:08.362098] [INFO ] [LOCAL ] Saved forecast: BNED 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BNED.txt [2025-10-16T23:57:08.362317] [INFO ] [sig ] [262/1803] Completed BNED in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:08.362361] [INFO ] [sig ] [263/1803] Forecasting BNH... [2025-10-16T23:57:08.362393] [INFO ] [sig ] Generating forecast for: BNH [2025-10-16T23:57:08.362424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-10-16T23:57:08.370932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNH'. [2025-10-16T23:57:08.371189] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-10-16T23:57:08.396102] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:08.396843] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-10-16T23:57:08.396905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:08.396938] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:08.396966] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:08.397022] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:08.414118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:08.414675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:08.414763] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:08.414798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:08.450086] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:08.450168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:08.450203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:08.450232] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:08.453209] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-10-16T23:57:08.453456] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-10-16T23:57:08.453584] [INFO ] [sig ] BNH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:08.593543] [INFO ] [LOCAL ] Saved forecast: BNH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BNH.txt [2025-10-16T23:57:08.593803] [INFO ] [sig ] [263/1803] Completed BNH in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:08.593864] [INFO ] [sig ] [264/1803] Forecasting BNJ... [2025-10-16T23:57:08.593898] [INFO ] [sig ] Generating forecast for: BNJ [2025-10-16T23:57:08.593929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-10-16T23:57:08.602963] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNJ'. [2025-10-16T23:57:08.603257] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-10-16T23:57:08.627713] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:08.628421] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-10-16T23:57:08.628476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:08.628509] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:08.628537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:08.628593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:08.649918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:08.650695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:08.650787] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:08.650823] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:08.687817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:08.687999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:08.688041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:08.688071] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:08.691670] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=77.20%) [2025-10-16T23:57:08.691959] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-10-16T23:57:08.692097] [INFO ] [sig ] BNJ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:08.833729] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BNJ.txt [2025-10-16T23:57:08.834180] [INFO ] [sig ] [264/1803] Completed BNJ in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:08.834228] [INFO ] [sig ] [265/1803] Forecasting BNL... [2025-10-16T23:57:08.834261] [INFO ] [sig ] Generating forecast for: BNL [2025-10-16T23:57:08.834296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-10-16T23:57:08.844990] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNL'. [2025-10-16T23:57:08.845358] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-10-16T23:57:08.873466] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:08.874432] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-10-16T23:57:08.874508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:08.874577] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:08.874673] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:08.874788] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:08.899937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:08.900744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:08.900861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:08.900929] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:08.941740] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:08.941935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:08.941982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:08.942012] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:08.945715] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=19.88%) [2025-10-16T23:57:08.946003] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-10-16T23:57:08.946187] [INFO ] [sig ] BNL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:09.118194] [INFO ] [LOCAL ] Saved forecast: BNL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BNL.txt [2025-10-16T23:57:09.118581] [INFO ] [sig ] [265/1803] Completed BNL in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:09.118630] [INFO ] [sig ] [266/1803] Forecasting BNS... [2025-10-16T23:57:09.118702] [INFO ] [sig ] Generating forecast for: BNS [2025-10-16T23:57:09.118748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-10-16T23:57:09.129704] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNS'. [2025-10-16T23:57:09.130131] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-10-16T23:57:09.159871] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:09.160753] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-10-16T23:57:09.160812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:09.160928] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:09.160985] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:09.161051] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:09.179405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:09.180164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:09.180264] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:09.180300] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:09.226595] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:09.226889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:09.226944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:09.226979] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:09.231336] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=94.93%) [2025-10-16T23:57:09.231789] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-10-16T23:57:09.231964] [INFO ] [sig ] BNS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:09.386292] [INFO ] [LOCAL ] Saved forecast: BNS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BNS.txt [2025-10-16T23:57:09.386709] [INFO ] [sig ] [266/1803] Completed BNS in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:09.386774] [INFO ] [sig ] [267/1803] Forecasting BNT... [2025-10-16T23:57:09.386807] [INFO ] [sig ] Generating forecast for: BNT [2025-10-16T23:57:09.386840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'. [2025-10-16T23:57:09.397171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNT'. [2025-10-16T23:57:09.397592] [INFO ] [FORECASTER] Starting predict_future for BNT [2025-10-16T23:57:09.424883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:09.425722] [DEBUG] [LOCAL ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt [2025-10-16T23:57:09.425783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:09.425821] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:09.425850] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:09.425911] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:09.444687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:09.445860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:09.445973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:09.446010] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:09.491032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:09.491286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:09.491369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:09.491404] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:09.495603] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: UP (p=54.87%) [2025-10-16T23:57:09.495949] [INFO ] [FORECASTER] Completed predict_future for BNT [2025-10-16T23:57:09.496154] [INFO ] [sig ] BNT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:09.651582] [INFO ] [LOCAL ] Saved forecast: BNT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BNT.txt [2025-10-16T23:57:09.652016] [INFO ] [sig ] [267/1803] Completed BNT in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:09.652069] [INFO ] [sig ] [268/1803] Forecasting BOC... [2025-10-16T23:57:09.652100] [INFO ] [sig ] Generating forecast for: BOC [2025-10-16T23:57:09.652133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-10-16T23:57:09.663189] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOC'. [2025-10-16T23:57:09.663632] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-10-16T23:57:09.691419] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:09.692297] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-10-16T23:57:09.692354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:09.692391] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:09.692423] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:09.692484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:09.711771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:09.712827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:09.712933] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:09.712969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:09.759010] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:09.759268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:09.759329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:09.759363] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:09.763465] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=54.97%) [2025-10-16T23:57:09.763816] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-10-16T23:57:09.764050] [INFO ] [sig ] BOC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:10.020744] [INFO ] [LOCAL ] Saved forecast: BOC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BOC.txt [2025-10-16T23:57:10.021074] [INFO ] [sig ] [268/1803] Completed BOC in 0.4s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:10.021122] [INFO ] [sig ] [269/1803] Forecasting BOE... [2025-10-16T23:57:10.021157] [INFO ] [sig ] Generating forecast for: BOE [2025-10-16T23:57:10.021194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-10-16T23:57:10.032265] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOE'. [2025-10-16T23:57:10.032687] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-10-16T23:57:10.061226] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:10.062105] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-10-16T23:57:10.062164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:10.062200] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:10.062228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:10.062315] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:10.080895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:10.081755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:10.081861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:10.081897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:10.124934] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:10.125139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:10.125185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:10.125216] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:10.129278] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=4.24%) [2025-10-16T23:57:10.129599] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-10-16T23:57:10.129805] [INFO ] [sig ] BOE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:10.280699] [INFO ] [LOCAL ] Saved forecast: BOE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BOE.txt [2025-10-16T23:57:10.280993] [INFO ] [sig ] [269/1803] Completed BOE in 0.3s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:10.281038] [INFO ] [sig ] [270/1803] Forecasting BOH... [2025-10-16T23:57:10.281070] [INFO ] [sig ] Generating forecast for: BOH [2025-10-16T23:57:10.281103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-10-16T23:57:10.292395] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOH'. [2025-10-16T23:57:10.292798] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-10-16T23:57:10.318804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:10.319592] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-10-16T23:57:10.319675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:10.319729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:10.319761] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:10.319823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:10.337794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:10.338498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:10.338594] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:10.338628] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:10.386688] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:10.386907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:10.386954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:10.386988] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:10.391363] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=78.75%) [2025-10-16T23:57:10.391735] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-10-16T23:57:10.391903] [INFO ] [sig ] BOH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:10.556033] [INFO ] [LOCAL ] Saved forecast: BOH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BOH.txt [2025-10-16T23:57:10.556336] [INFO ] [sig ] [270/1803] Completed BOH in 0.3s | 4.09 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:10.556384] [INFO ] [sig ] [271/1803] Forecasting BOND... [2025-10-16T23:57:10.556416] [INFO ] [sig ] Generating forecast for: BOND [2025-10-16T23:57:10.556450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-10-16T23:57:10.567285] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOND'. [2025-10-16T23:57:10.567699] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-10-16T23:57:10.592317] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:10.593042] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-10-16T23:57:10.593096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:10.593129] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:10.593159] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:10.593217] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:10.610129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:10.610690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:10.610774] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:10.610808] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:10.654328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:10.654418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:10.654454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:10.654483] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:10.657622] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-10-16T23:57:10.657910] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-10-16T23:57:10.658053] [INFO ] [sig ] BOND: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:10.795278] [INFO ] [LOCAL ] Saved forecast: BOND 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BOND.txt [2025-10-16T23:57:10.795543] [INFO ] [sig ] [271/1803] Completed BOND in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:10.795586] [INFO ] [sig ] [272/1803] Forecasting BOOT... [2025-10-16T23:57:10.795616] [INFO ] [sig ] Generating forecast for: BOOT [2025-10-16T23:57:10.795677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'. [2025-10-16T23:57:10.805443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOOT'. [2025-10-16T23:57:10.805775] [INFO ] [FORECASTER] Starting predict_future for BOOT [2025-10-16T23:57:10.830230] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:10.830942] [DEBUG] [LOCAL ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt [2025-10-16T23:57:10.830997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:10.831078] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:10.831115] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:10.831174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:10.847934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:10.848513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:10.848597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:10.848631] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:10.892014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:10.892093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:10.892130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:10.892159] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:10.895160] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=23.23%) [2025-10-16T23:57:10.895404] [INFO ] [FORECASTER] Completed predict_future for BOOT [2025-10-16T23:57:10.895547] [INFO ] [sig ] BOOT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:11.032889] [INFO ] [LOCAL ] Saved forecast: BOOT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BOOT.txt [2025-10-16T23:57:11.033179] [INFO ] [sig ] [272/1803] Completed BOOT in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:11.033235] [INFO ] [sig ] [273/1803] Forecasting BORR... [2025-10-16T23:57:11.033267] [INFO ] [sig ] Generating forecast for: BORR [2025-10-16T23:57:11.033299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'. [2025-10-16T23:57:11.042015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BORR'. [2025-10-16T23:57:11.042259] [INFO ] [FORECASTER] Starting predict_future for BORR [2025-10-16T23:57:11.066508] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:11.067208] [DEBUG] [LOCAL ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt [2025-10-16T23:57:11.067262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:11.067295] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:11.067322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:11.067379] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:11.084477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:11.085048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:11.085128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:11.085162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:11.130505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:11.130709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:11.130767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:11.130800] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:11.134334] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: UP (p=52.69%) [2025-10-16T23:57:11.134611] [INFO ] [FORECASTER] Completed predict_future for BORR [2025-10-16T23:57:11.134787] [INFO ] [sig ] BORR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:11.275807] [INFO ] [LOCAL ] Saved forecast: BORR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BORR.txt [2025-10-16T23:57:11.276045] [INFO ] [sig ] [273/1803] Completed BORR in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:11.276090] [INFO ] [sig ] [274/1803] Forecasting BOW... [2025-10-16T23:57:11.276121] [INFO ] [sig ] Generating forecast for: BOW [2025-10-16T23:57:11.276154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'. [2025-10-16T23:57:11.284973] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOW'. [2025-10-16T23:57:11.285314] [INFO ] [FORECASTER] Starting predict_future for BOW [2025-10-16T23:57:11.310248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:11.311055] [DEBUG] [LOCAL ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt [2025-10-16T23:57:11.311111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:11.311145] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:11.311174] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:11.311231] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:11.328267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:11.328979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:11.329078] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:11.329120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:11.361358] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:11.361530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:11.361572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:11.361625] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:11.365049] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: UP (p=90.47%) [2025-10-16T23:57:11.365318] [INFO ] [FORECASTER] Completed predict_future for BOW [2025-10-16T23:57:11.365459] [INFO ] [sig ] BOW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:11.504705] [INFO ] [LOCAL ] Saved forecast: BOW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BOW.txt [2025-10-16T23:57:11.504943] [INFO ] [sig ] [274/1803] Completed BOW in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:11.504988] [INFO ] [sig ] [275/1803] Forecasting BOX... [2025-10-16T23:57:11.505019] [INFO ] [sig ] Generating forecast for: BOX [2025-10-16T23:57:11.505050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-10-16T23:57:11.514093] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOX'. [2025-10-16T23:57:11.514433] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-10-16T23:57:11.539029] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:11.539823] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-10-16T23:57:11.539878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:11.539911] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:11.539938] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:11.539995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:11.557022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:11.557636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:11.557747] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:11.557782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:11.592100] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:11.592261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:11.592301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:11.592331] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:11.595753] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=55.45%) [2025-10-16T23:57:11.596022] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-10-16T23:57:11.596150] [INFO ] [sig ] BOX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:11.739740] [INFO ] [LOCAL ] Saved forecast: BOX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BOX.txt [2025-10-16T23:57:11.739997] [INFO ] [sig ] [275/1803] Completed BOX in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:11.740043] [INFO ] [sig ] [276/1803] Forecasting BP... [2025-10-16T23:57:11.740074] [INFO ] [sig ] Generating forecast for: BP [2025-10-16T23:57:11.740105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-10-16T23:57:11.748293] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BP'. [2025-10-16T23:57:11.748580] [INFO ] [FORECASTER] Starting predict_future for BP [2025-10-16T23:57:11.773371] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:11.774157] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-10-16T23:57:11.774213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:11.774245] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:11.774273] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:11.774331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:11.792394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:11.793014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:11.793099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:11.793131] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:11.830351] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:11.830454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:11.830492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:11.830521] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:11.833745] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=34.10%) [2025-10-16T23:57:11.834008] [INFO ] [FORECASTER] Completed predict_future for BP [2025-10-16T23:57:11.834138] [INFO ] [sig ] BP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:11.983177] [INFO ] [LOCAL ] Saved forecast: BP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BP.txt [2025-10-16T23:57:11.983393] [INFO ] [sig ] [276/1803] Completed BP in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:11.983435] [INFO ] [sig ] [277/1803] Forecasting BR... [2025-10-16T23:57:11.983466] [INFO ] [sig ] Generating forecast for: BR [2025-10-16T23:57:11.983498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'. [2025-10-16T23:57:11.992354] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BR'. [2025-10-16T23:57:11.992625] [INFO ] [FORECASTER] Starting predict_future for BR [2025-10-16T23:57:12.019090] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:12.019890] [DEBUG] [LOCAL ] No optimal features file found for BR: ./output/feature-sets/BR.txt [2025-10-16T23:57:12.019945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:12.019978] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:12.020006] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:12.020066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:12.041790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:12.042678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:12.042777] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:12.042812] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:12.079115] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:12.079229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:12.079267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:12.079297] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:12.082599] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: UP (p=58.20%) [2025-10-16T23:57:12.082900] [INFO ] [FORECASTER] Completed predict_future for BR [2025-10-16T23:57:12.083039] [INFO ] [sig ] BR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:12.233571] [INFO ] [LOCAL ] Saved forecast: BR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BR.txt [2025-10-16T23:57:12.233825] [INFO ] [sig ] [277/1803] Completed BR in 0.3s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:12.233883] [INFO ] [sig ] [278/1803] Forecasting BRBR... [2025-10-16T23:57:12.233917] [INFO ] [sig ] Generating forecast for: BRBR [2025-10-16T23:57:12.233949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'. [2025-10-16T23:57:12.243272] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRBR'. [2025-10-16T23:57:12.243612] [INFO ] [FORECASTER] Starting predict_future for BRBR [2025-10-16T23:57:12.269546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:12.270326] [DEBUG] [LOCAL ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt [2025-10-16T23:57:12.270382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:12.270415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:12.270443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:12.270502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:12.288335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:12.288930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:12.289013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:12.289048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:12.323464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:12.323570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:12.323609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:12.323639] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:12.326953] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: DOWN (p=34.40%) [2025-10-16T23:57:12.327222] [INFO ] [FORECASTER] Completed predict_future for BRBR [2025-10-16T23:57:12.327399] [INFO ] [sig ] BRBR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:12.475970] [INFO ] [LOCAL ] Saved forecast: BRBR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BRBR.txt [2025-10-16T23:57:12.476219] [INFO ] [sig ] [278/1803] Completed BRBR in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:12.476262] [INFO ] [sig ] [279/1803] Forecasting BRC... [2025-10-16T23:57:12.476294] [INFO ] [sig ] Generating forecast for: BRC [2025-10-16T23:57:12.476325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-10-16T23:57:12.485926] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRC'. [2025-10-16T23:57:12.486383] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-10-16T23:57:12.513805] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:12.514661] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-10-16T23:57:12.514724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:12.514760] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:12.514789] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:12.514848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:12.533226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:12.534116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:12.534209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:12.534244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:12.570983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:12.571143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:12.571186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:12.571215] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:12.574662] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=95.24%) [2025-10-16T23:57:12.574942] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-10-16T23:57:12.575073] [INFO ] [sig ] BRC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:12.712359] [INFO ] [LOCAL ] Saved forecast: BRC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BRC.txt [2025-10-16T23:57:12.712561] [INFO ] [sig ] [279/1803] Completed BRC in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:12.712611] [INFO ] [sig ] [280/1803] Forecasting BROS... [2025-10-16T23:57:12.712664] [INFO ] [sig ] Generating forecast for: BROS [2025-10-16T23:57:12.712721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-10-16T23:57:12.721599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BROS'. [2025-10-16T23:57:12.721887] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-10-16T23:57:12.746398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:12.747095] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-10-16T23:57:12.747149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:12.747182] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:12.747210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:12.747267] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:12.764227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:12.764800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:12.764881] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:12.764915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:12.801229] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:12.801332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:12.801369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:12.801399] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:12.804586] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=12.10%) [2025-10-16T23:57:12.804870] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-10-16T23:57:12.805000] [INFO ] [sig ] BROS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:12.943961] [INFO ] [LOCAL ] Saved forecast: BROS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BROS.txt [2025-10-16T23:57:12.944200] [INFO ] [sig ] [280/1803] Completed BROS in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:12.944243] [INFO ] [sig ] [281/1803] Forecasting BRSP... [2025-10-16T23:57:12.944273] [INFO ] [sig ] Generating forecast for: BRSP [2025-10-16T23:57:12.944304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-10-16T23:57:12.954458] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRSP'. [2025-10-16T23:57:12.954831] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-10-16T23:57:12.979534] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:12.980330] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-10-16T23:57:12.980384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:12.980418] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:12.980445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:12.980501] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:12.997455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:12.998147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:12.998253] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:12.998288] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:13.041405] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:13.041571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:13.041613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:13.041697] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:13.045144] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=95.23%) [2025-10-16T23:57:13.045412] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-10-16T23:57:13.045547] [INFO ] [sig ] BRSP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:13.191238] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BRSP.txt [2025-10-16T23:57:13.191558] [INFO ] [sig ] [281/1803] Completed BRSP in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:13.191622] [INFO ] [sig ] [282/1803] Forecasting BSAC... [2025-10-16T23:57:13.191691] [INFO ] [sig ] Generating forecast for: BSAC [2025-10-16T23:57:13.191803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-10-16T23:57:13.202039] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSAC'. [2025-10-16T23:57:13.202337] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-10-16T23:57:13.227959] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:13.228716] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-10-16T23:57:13.228772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:13.228807] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:13.228835] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:13.228893] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:13.246623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:13.247185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:13.247266] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:13.247301] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:13.286550] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:13.286637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:13.286718] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:13.286753] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:13.290017] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=97.44%) [2025-10-16T23:57:13.290321] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-10-16T23:57:13.290471] [INFO ] [sig ] BSAC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:13.435350] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BSAC.txt [2025-10-16T23:57:13.435618] [INFO ] [sig ] [282/1803] Completed BSAC in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.2m [2025-10-16T23:57:13.435690] [INFO ] [sig ] [283/1803] Forecasting BSL... [2025-10-16T23:57:13.435737] [INFO ] [sig ] Generating forecast for: BSL [2025-10-16T23:57:13.435770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-10-16T23:57:13.445361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSL'. [2025-10-16T23:57:13.445632] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-10-16T23:57:13.471140] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:13.471854] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-10-16T23:57:13.471909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:13.471944] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:13.471972] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:13.472030] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:13.489268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:13.489875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:13.489957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:13.489990] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:13.527935] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:13.528014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:13.528050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:13.528078] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:13.531147] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=23.16%) [2025-10-16T23:57:13.531398] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-10-16T23:57:13.531537] [INFO ] [sig ] BSL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:13.672172] [INFO ] [LOCAL ] Saved forecast: BSL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BSL.txt [2025-10-16T23:57:13.672442] [INFO ] [sig ] [283/1803] Completed BSL in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:13.672488] [INFO ] [sig ] [284/1803] Forecasting BSM... [2025-10-16T23:57:13.672519] [INFO ] [sig ] Generating forecast for: BSM [2025-10-16T23:57:13.672550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-10-16T23:57:13.681154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSM'. [2025-10-16T23:57:13.681412] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-10-16T23:57:13.706155] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:13.706904] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-10-16T23:57:13.706959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:13.706994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:13.707022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:13.707081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:13.724484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:13.725058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:13.725145] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:13.725181] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:13.762488] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:13.762578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:13.762614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:13.762669] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:13.765779] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=3.92%) [2025-10-16T23:57:13.766032] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-10-16T23:57:13.766171] [INFO ] [sig ] BSM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:13.905972] [INFO ] [LOCAL ] Saved forecast: BSM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BSM.txt [2025-10-16T23:57:13.906172] [INFO ] [sig ] [284/1803] Completed BSM in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:13.906213] [INFO ] [sig ] [285/1803] Forecasting BSX... [2025-10-16T23:57:13.906244] [INFO ] [sig ] Generating forecast for: BSX [2025-10-16T23:57:13.906276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-10-16T23:57:13.916691] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSX'. [2025-10-16T23:57:13.916968] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-10-16T23:57:13.942104] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:13.942874] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-10-16T23:57:13.942963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:13.943006] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:13.943035] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:13.943094] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:13.960669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:13.961224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:13.961307] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:13.961340] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:13.998747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:13.998844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:13.998881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:13.998912] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:14.002018] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=47.98%) [2025-10-16T23:57:14.002300] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-10-16T23:57:14.002449] [INFO ] [sig ] BSX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:14.142463] [INFO ] [LOCAL ] Saved forecast: BSX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BSX.txt [2025-10-16T23:57:14.142698] [INFO ] [sig ] [285/1803] Completed BSX in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:14.142760] [INFO ] [sig ] [286/1803] Forecasting BTA... [2025-10-16T23:57:14.142795] [INFO ] [sig ] Generating forecast for: BTA [2025-10-16T23:57:14.142828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-10-16T23:57:14.152265] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTA'. [2025-10-16T23:57:14.152581] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-10-16T23:57:14.178333] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:14.179104] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-10-16T23:57:14.179164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:14.179198] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:14.179228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:14.179285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:14.204664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:14.205742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:14.205857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:14.205908] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:14.259678] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:14.259855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:14.259898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:14.259929] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:14.263508] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=0.73%) [2025-10-16T23:57:14.263828] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-10-16T23:57:14.263978] [INFO ] [sig ] BTA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:14.403741] [INFO ] [LOCAL ] Saved forecast: BTA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTA.txt [2025-10-16T23:57:14.403950] [INFO ] [sig ] [286/1803] Completed BTA in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:14.404002] [INFO ] [sig ] [287/1803] Forecasting BTCM... [2025-10-16T23:57:14.404035] [INFO ] [sig ] Generating forecast for: BTCM [2025-10-16T23:57:14.404067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'. [2025-10-16T23:57:14.413555] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTCM'. [2025-10-16T23:57:14.413863] [INFO ] [FORECASTER] Starting predict_future for BTCM [2025-10-16T23:57:14.438724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:14.439420] [DEBUG] [LOCAL ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt [2025-10-16T23:57:14.439475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:14.439508] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:14.439536] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:14.439594] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:14.456967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:14.457554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:14.457636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:14.457713] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:14.495105] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:14.495206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:14.495244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:14.495273] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:14.498485] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: DOWN (p=2.79%) [2025-10-16T23:57:14.498793] [INFO ] [FORECASTER] Completed predict_future for BTCM [2025-10-16T23:57:14.498933] [INFO ] [sig ] BTCM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:14.637826] [INFO ] [LOCAL ] Saved forecast: BTCM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTCM.txt [2025-10-16T23:57:14.638048] [INFO ] [sig ] [287/1803] Completed BTCM in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:14.638090] [INFO ] [sig ] [288/1803] Forecasting BTE... [2025-10-16T23:57:14.638121] [INFO ] [sig ] Generating forecast for: BTE [2025-10-16T23:57:14.638177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-10-16T23:57:14.647550] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTE'. [2025-10-16T23:57:14.647859] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-10-16T23:57:14.672483] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:14.673283] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-10-16T23:57:14.673338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:14.673371] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:14.673400] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:14.673457] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:14.690571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:14.691149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:14.691264] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:14.691303] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:14.729381] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:14.729470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:14.729506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:14.729534] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:14.732630] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=42.39%) [2025-10-16T23:57:14.732912] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-10-16T23:57:14.733051] [INFO ] [sig ] BTE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:14.871137] [INFO ] [LOCAL ] Saved forecast: BTE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTE.txt [2025-10-16T23:57:14.871343] [INFO ] [sig ] [288/1803] Completed BTE in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:14.871384] [INFO ] [sig ] [289/1803] Forecasting BTI... [2025-10-16T23:57:14.871415] [INFO ] [sig ] Generating forecast for: BTI [2025-10-16T23:57:14.871446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-10-16T23:57:14.881504] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTI'. [2025-10-16T23:57:14.881792] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-10-16T23:57:14.906274] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:14.906987] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-10-16T23:57:14.907041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:14.907075] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:14.907103] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:14.907160] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:14.924113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:14.924636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:14.924743] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:14.924779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:14.963020] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:14.963200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:14.963243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:14.963273] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:14.966765] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=33.77%) [2025-10-16T23:57:14.967037] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-10-16T23:57:14.967198] [INFO ] [sig ] BTI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:15.104858] [INFO ] [LOCAL ] Saved forecast: BTI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTI.txt [2025-10-16T23:57:15.105064] [INFO ] [sig ] [289/1803] Completed BTI in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m [2025-10-16T23:57:15.105108] [INFO ] [sig ] [290/1803] Forecasting BTO... [2025-10-16T23:57:15.105139] [INFO ] [sig ] Generating forecast for: BTO [2025-10-16T23:57:15.105170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-10-16T23:57:15.115239] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTO'. [2025-10-16T23:57:15.115576] [INFO ] [FORECASTER] Starting predict_future for BTO [2025-10-16T23:57:15.140351] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:15.141092] [DEBUG] [LOCAL ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt [2025-10-16T23:57:15.141146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:15.141180] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:15.141207] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:15.141264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:15.158131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:15.158793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:15.158877] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:15.158910] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:15.193547] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:15.193628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:15.193698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:15.193739] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:15.196753] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=46.53%) [2025-10-16T23:57:15.197003] [INFO ] [FORECASTER] Completed predict_future for BTO [2025-10-16T23:57:15.197129] [INFO ] [sig ] BTO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:15.335304] [INFO ] [LOCAL ] Saved forecast: BTO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTO.txt [2025-10-16T23:57:15.335520] [INFO ] [sig ] [290/1803] Completed BTO in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:15.335564] [INFO ] [sig ] [291/1803] Forecasting BTU... [2025-10-16T23:57:15.335595] [INFO ] [sig ] Generating forecast for: BTU [2025-10-16T23:57:15.335626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-10-16T23:57:15.344328] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTU'. [2025-10-16T23:57:15.344601] [INFO ] [FORECASTER] Starting predict_future for BTU [2025-10-16T23:57:15.369060] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:15.369814] [DEBUG] [LOCAL ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt [2025-10-16T23:57:15.369869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:15.369903] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:15.369930] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:15.369987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:15.386903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:15.387420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:15.387499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:15.387532] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:15.421480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:15.421556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:15.421592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:15.421620] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:15.426898] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: DOWN (p=37.20%) [2025-10-16T23:57:15.427145] [INFO ] [FORECASTER] Completed predict_future for BTU [2025-10-16T23:57:15.427271] [INFO ] [sig ] BTU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:15.565756] [INFO ] [LOCAL ] Saved forecast: BTU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTU.txt [2025-10-16T23:57:15.565973] [INFO ] [sig ] [291/1803] Completed BTU in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:15.566015] [INFO ] [sig ] [292/1803] Forecasting BTZ... [2025-10-16T23:57:15.566045] [INFO ] [sig ] Generating forecast for: BTZ [2025-10-16T23:57:15.566076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-10-16T23:57:15.575758] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTZ'. [2025-10-16T23:57:15.576013] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-10-16T23:57:15.600594] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:15.601323] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-10-16T23:57:15.601377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:15.601411] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:15.601438] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:15.601495] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:15.618815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:15.619334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:15.619414] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:15.619447] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:15.652205] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:15.652282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:15.652318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:15.652347] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:15.655378] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=8.61%) [2025-10-16T23:57:15.655624] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-10-16T23:57:15.655790] [INFO ] [sig ] BTZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:15.795288] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BTZ.txt [2025-10-16T23:57:15.795497] [INFO ] [sig ] [292/1803] Completed BTZ in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:15.795539] [INFO ] [sig ] [293/1803] Forecasting BUD... [2025-10-16T23:57:15.795571] [INFO ] [sig ] Generating forecast for: BUD [2025-10-16T23:57:15.795603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-10-16T23:57:15.804449] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BUD'. [2025-10-16T23:57:15.804725] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-10-16T23:57:15.829215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:15.829937] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-10-16T23:57:15.829991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:15.830023] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:15.830051] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:15.830107] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:15.846858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:15.847373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:15.847449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:15.847483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:15.880434] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:15.880519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:15.880555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:15.880584] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:15.883683] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=16.70%) [2025-10-16T23:57:15.883938] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-10-16T23:57:15.884062] [INFO ] [sig ] BUD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:16.022907] [INFO ] [LOCAL ] Saved forecast: BUD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BUD.txt [2025-10-16T23:57:16.023129] [INFO ] [sig ] [293/1803] Completed BUD in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:16.023173] [INFO ] [sig ] [294/1803] Forecasting BUI... [2025-10-16T23:57:16.023213] [INFO ] [sig ] Generating forecast for: BUI [2025-10-16T23:57:16.023246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-10-16T23:57:16.032246] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BUI'. [2025-10-16T23:57:16.032512] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-10-16T23:57:16.056988] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:16.057679] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-10-16T23:57:16.057735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:16.057769] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:16.057797] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:16.057855] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:16.074914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:16.075435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:16.075513] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:16.075546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:16.109325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:16.109401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:16.109436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:16.109465] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:16.112496] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=80.01%) [2025-10-16T23:57:16.112790] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-10-16T23:57:16.112924] [INFO ] [sig ] BUI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:16.252379] [INFO ] [LOCAL ] Saved forecast: BUI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BUI.txt [2025-10-16T23:57:16.252605] [INFO ] [sig ] [294/1803] Completed BUI in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:16.252715] [INFO ] [sig ] [295/1803] Forecasting BUR... [2025-10-16T23:57:16.252755] [INFO ] [sig ] Generating forecast for: BUR [2025-10-16T23:57:16.252788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'. [2025-10-16T23:57:16.261755] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BUR'. [2025-10-16T23:57:16.262013] [INFO ] [FORECASTER] Starting predict_future for BUR [2025-10-16T23:57:16.286570] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:16.287270] [DEBUG] [LOCAL ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt [2025-10-16T23:57:16.287325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:16.287359] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:16.287388] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:16.287446] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:16.304517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:16.305092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:16.305174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:16.305208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:16.348189] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:16.348284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:16.348326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:16.348355] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:16.351361] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: UP (p=87.82%) [2025-10-16T23:57:16.351632] [INFO ] [FORECASTER] Completed predict_future for BUR [2025-10-16T23:57:16.351799] [INFO ] [sig ] BUR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:16.490168] [INFO ] [LOCAL ] Saved forecast: BUR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BUR.txt [2025-10-16T23:57:16.490380] [INFO ] [sig ] [295/1803] Completed BUR in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:16.490421] [INFO ] [sig ] [296/1803] Forecasting BURL... [2025-10-16T23:57:16.490451] [INFO ] [sig ] Generating forecast for: BURL [2025-10-16T23:57:16.490483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-10-16T23:57:16.499244] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BURL'. [2025-10-16T23:57:16.499500] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-10-16T23:57:16.523970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:16.524627] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-10-16T23:57:16.524705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:16.524746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:16.524774] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:16.524830] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:16.545602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:16.546302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:16.546399] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:16.546453] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:16.589493] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:16.589575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:16.589610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:16.589639] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:16.592735] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=91.36%) [2025-10-16T23:57:16.592983] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-10-16T23:57:16.593115] [INFO ] [sig ] BURL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:16.731515] [INFO ] [LOCAL ] Saved forecast: BURL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BURL.txt [2025-10-16T23:57:16.731794] [INFO ] [sig ] [296/1803] Completed BURL in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:16.731855] [INFO ] [sig ] [297/1803] Forecasting BUXX... [2025-10-16T23:57:16.731889] [INFO ] [sig ] Generating forecast for: BUXX [2025-10-16T23:57:16.731920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-10-16T23:57:16.742402] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'BUXX'. [2025-10-16T23:57:16.742808] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-10-16T23:57:16.767948] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:16.768782] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-10-16T23:57:16.768836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:16.768869] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:16.768897] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:16.768953] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:16.786277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:16.787159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:16.787271] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:16.787306] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:16.825772] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:16.825857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:16.825893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:16.825922] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:16.829003] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=9.49%) [2025-10-16T23:57:16.829250] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-10-16T23:57:16.829389] [INFO ] [sig ] BUXX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:16.968187] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BUXX.txt [2025-10-16T23:57:16.968410] [INFO ] [sig ] [297/1803] Completed BUXX in 0.2s | 4.11 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:16.968452] [INFO ] [sig ] [298/1803] Forecasting BV... [2025-10-16T23:57:16.968483] [INFO ] [sig ] Generating forecast for: BV [2025-10-16T23:57:16.968515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-10-16T23:57:16.979426] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BV'. [2025-10-16T23:57:16.979923] [INFO ] [FORECASTER] Starting predict_future for BV [2025-10-16T23:57:17.006320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:17.007117] [DEBUG] [LOCAL ] No optimal features file found for BV: ./output/feature-sets/BV.txt [2025-10-16T23:57:17.007172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:17.007207] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:17.007236] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:17.007295] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:17.025177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:17.026056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:17.026156] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:17.026190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:17.071230] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:17.071381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:17.071421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:17.071452] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:17.074933] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: UP (p=73.41%) [2025-10-16T23:57:17.075218] [INFO ] [FORECASTER] Completed predict_future for BV [2025-10-16T23:57:17.075370] [INFO ] [sig ] BV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:17.220705] [INFO ] [LOCAL ] Saved forecast: BV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BV.txt [2025-10-16T23:57:17.221067] [INFO ] [sig ] [298/1803] Completed BV in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:17.221113] [INFO ] [sig ] [299/1803] Forecasting BVN... [2025-10-16T23:57:17.221144] [INFO ] [sig ] Generating forecast for: BVN [2025-10-16T23:57:17.221177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-10-16T23:57:17.232686] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BVN'. [2025-10-16T23:57:17.233102] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-10-16T23:57:17.259008] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:17.259721] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-10-16T23:57:17.259793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:17.259828] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:17.259856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:17.259914] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:17.277249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:17.277820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:17.277909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:17.277942] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:17.321749] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:17.321833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:17.321872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:17.321904] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:17.325063] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=58.18%) [2025-10-16T23:57:17.325386] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-10-16T23:57:17.325535] [INFO ] [sig ] BVN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:17.464351] [INFO ] [LOCAL ] Saved forecast: BVN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BVN.txt [2025-10-16T23:57:17.464664] [INFO ] [sig ] [299/1803] Completed BVN in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:17.464726] [INFO ] [sig ] [300/1803] Forecasting BW... [2025-10-16T23:57:17.464759] [INFO ] [sig ] Generating forecast for: BW [2025-10-16T23:57:17.464790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-10-16T23:57:17.476089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BW'. [2025-10-16T23:57:17.476553] [INFO ] [FORECASTER] Starting predict_future for BW [2025-10-16T23:57:17.503621] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:17.504516] [DEBUG] [LOCAL ] No optimal features file found for BW: ./output/feature-sets/BW.txt [2025-10-16T23:57:17.504573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:17.504610] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:17.504638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:17.504748] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:17.522590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:17.523374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:17.523476] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:17.523510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:17.570998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:17.571145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:17.571187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:17.571220] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:17.574786] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: DOWN (p=31.94%) [2025-10-16T23:57:17.575076] [INFO ] [FORECASTER] Completed predict_future for BW [2025-10-16T23:57:17.575225] [INFO ] [sig ] BW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:17.719783] [INFO ] [LOCAL ] Saved forecast: BW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BW.txt [2025-10-16T23:57:17.720198] [INFO ] [sig ] [300/1803] Completed BW in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:17.720247] [INFO ] [sig ] [301/1803] Forecasting BWA... [2025-10-16T23:57:17.720279] [INFO ] [sig ] Generating forecast for: BWA [2025-10-16T23:57:17.720323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-10-16T23:57:17.731558] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWA'. [2025-10-16T23:57:17.732017] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-10-16T23:57:17.758959] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:17.759798] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-10-16T23:57:17.759867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:17.759955] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:17.760019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:17.760146] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:17.779075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:17.779885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:17.780000] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:17.780039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:17.824015] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:17.824262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:17.824312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:17.824343] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:17.828418] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=43.79%) [2025-10-16T23:57:17.828769] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-10-16T23:57:17.828940] [INFO ] [sig ] BWA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:17.981115] [INFO ] [LOCAL ] Saved forecast: BWA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BWA.txt [2025-10-16T23:57:17.981498] [INFO ] [sig ] [301/1803] Completed BWA in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:17.981546] [INFO ] [sig ] [302/1803] Forecasting BWG... [2025-10-16T23:57:17.981577] [INFO ] [sig ] Generating forecast for: BWG [2025-10-16T23:57:17.981610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-10-16T23:57:17.992680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWG'. [2025-10-16T23:57:17.993137] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-10-16T23:57:18.019095] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:18.019940] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-10-16T23:57:18.019996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:18.020033] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:18.020064] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:18.020124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:18.037329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:18.038018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:18.038111] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:18.038146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:18.083352] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:18.083568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:18.083612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:18.083668] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:18.087587] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=19.89%) [2025-10-16T23:57:18.087941] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-10-16T23:57:18.088105] [INFO ] [sig ] BWG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:18.233276] [INFO ] [LOCAL ] Saved forecast: BWG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BWG.txt [2025-10-16T23:57:18.233590] [INFO ] [sig ] [302/1803] Completed BWG in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:18.233635] [INFO ] [sig ] [303/1803] Forecasting BWLP... [2025-10-16T23:57:18.233708] [INFO ] [sig ] Generating forecast for: BWLP [2025-10-16T23:57:18.233748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'. [2025-10-16T23:57:18.244225] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWLP'. [2025-10-16T23:57:18.244606] [INFO ] [FORECASTER] Starting predict_future for BWLP [2025-10-16T23:57:18.271934] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:18.272871] [DEBUG] [LOCAL ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt [2025-10-16T23:57:18.272929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:18.272967] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:18.272997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:18.273059] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:18.291464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:18.292172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:18.292270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:18.292305] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:18.337590] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:18.337829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:18.337883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:18.337922] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:18.341783] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=97.47%) [2025-10-16T23:57:18.342070] [INFO ] [FORECASTER] Completed predict_future for BWLP [2025-10-16T23:57:18.342213] [INFO ] [sig ] BWLP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:18.485602] [INFO ] [LOCAL ] Saved forecast: BWLP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BWLP.txt [2025-10-16T23:57:18.485995] [INFO ] [sig ] [303/1803] Completed BWLP in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:18.486045] [INFO ] [sig ] [304/1803] Forecasting BWMX... [2025-10-16T23:57:18.486075] [INFO ] [sig ] Generating forecast for: BWMX [2025-10-16T23:57:18.486108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'. [2025-10-16T23:57:18.495946] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWMX'. [2025-10-16T23:57:18.496304] [INFO ] [FORECASTER] Starting predict_future for BWMX [2025-10-16T23:57:18.522337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:18.523215] [DEBUG] [LOCAL ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt [2025-10-16T23:57:18.523272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:18.523307] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:18.523334] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:18.523392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:18.540931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:18.541637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:18.541757] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:18.541841] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:18.590012] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:18.590975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:18.591197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:18.591238] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:18.597434] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: DOWN (p=19.62%) [2025-10-16T23:57:18.597863] [INFO ] [FORECASTER] Completed predict_future for BWMX [2025-10-16T23:57:18.598034] [INFO ] [sig ] BWMX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:18.743815] [INFO ] [LOCAL ] Saved forecast: BWMX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BWMX.txt [2025-10-16T23:57:18.744155] [INFO ] [sig ] [304/1803] Completed BWMX in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:18.744218] [INFO ] [sig ] [305/1803] Forecasting BWNB... [2025-10-16T23:57:18.744253] [INFO ] [sig ] Generating forecast for: BWNB [2025-10-16T23:57:18.744287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'. [2025-10-16T23:57:18.755622] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWNB'. [2025-10-16T23:57:18.756067] [INFO ] [FORECASTER] Starting predict_future for BWNB [2025-10-16T23:57:18.782443] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:18.783253] [DEBUG] [LOCAL ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt [2025-10-16T23:57:18.783308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:18.783344] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:18.783372] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:18.783430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:18.801538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:18.802716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:18.802833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:18.802870] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:18.844513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:18.844780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:18.844839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:18.844871] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:18.848876] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-10-16T23:57:18.849184] [INFO ] [FORECASTER] Completed predict_future for BWNB [2025-10-16T23:57:18.849344] [INFO ] [sig ] BWNB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:19.015971] [INFO ] [LOCAL ] Saved forecast: BWNB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BWNB.txt [2025-10-16T23:57:19.016297] [INFO ] [sig ] [305/1803] Completed BWNB in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:19.016343] [INFO ] [sig ] [306/1803] Forecasting BWSN... [2025-10-16T23:57:19.016376] [INFO ] [sig ] Generating forecast for: BWSN [2025-10-16T23:57:19.016410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'. [2025-10-16T23:57:19.027216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWSN'. [2025-10-16T23:57:19.027695] [INFO ] [FORECASTER] Starting predict_future for BWSN [2025-10-16T23:57:19.054231] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:19.055117] [DEBUG] [LOCAL ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt [2025-10-16T23:57:19.055206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:19.055244] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:19.055274] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:19.055335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:19.073321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:19.074098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:19.074197] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:19.074233] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:19.117855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:19.118114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:19.118192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:19.118246] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:19.122812] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: UP (p=88.17%) [2025-10-16T23:57:19.123337] [INFO ] [FORECASTER] Completed predict_future for BWSN [2025-10-16T23:57:19.123541] [INFO ] [sig ] BWSN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:19.268055] [INFO ] [LOCAL ] Saved forecast: BWSN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BWSN.txt [2025-10-16T23:57:19.268430] [INFO ] [sig ] [306/1803] Completed BWSN in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:19.268489] [INFO ] [sig ] [307/1803] Forecasting BWXT... [2025-10-16T23:57:19.268523] [INFO ] [sig ] Generating forecast for: BWXT [2025-10-16T23:57:19.268554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-10-16T23:57:19.278987] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWXT'. [2025-10-16T23:57:19.279454] [INFO ] [FORECASTER] Starting predict_future for BWXT [2025-10-16T23:57:19.306255] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:19.307159] [DEBUG] [LOCAL ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt [2025-10-16T23:57:19.307217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:19.307252] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:19.307282] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:19.307342] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:19.328024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:19.328872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:19.328975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:19.329028] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:19.373262] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:19.373479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:19.373526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:19.373557] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:19.377411] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: UP (p=95.00%) [2025-10-16T23:57:19.377740] [INFO ] [FORECASTER] Completed predict_future for BWXT [2025-10-16T23:57:19.377907] [INFO ] [sig ] BWXT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:19.527469] [INFO ] [LOCAL ] Saved forecast: BWXT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BWXT.txt [2025-10-16T23:57:19.527869] [INFO ] [sig ] [307/1803] Completed BWXT in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.1m [2025-10-16T23:57:19.527935] [INFO ] [sig ] [308/1803] Forecasting BX... [2025-10-16T23:57:19.527969] [INFO ] [sig ] Generating forecast for: BX [2025-10-16T23:57:19.528014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'. [2025-10-16T23:57:19.539756] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BX'. [2025-10-16T23:57:19.540394] [INFO ] [FORECASTER] Starting predict_future for BX [2025-10-16T23:57:19.570137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:19.571206] [DEBUG] [LOCAL ] No optimal features file found for BX: ./output/feature-sets/BX.txt [2025-10-16T23:57:19.571279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:19.571317] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:19.571348] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:19.571410] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:19.590328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:19.591474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:19.591591] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:19.591628] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:19.640666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:19.640915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:19.640964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:19.640996] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:19.645328] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: UP (p=83.99%) [2025-10-16T23:57:19.645697] [INFO ] [FORECASTER] Completed predict_future for BX [2025-10-16T23:57:19.645871] [INFO ] [sig ] BX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:19.836563] [INFO ] [LOCAL ] Saved forecast: BX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BX.txt [2025-10-16T23:57:19.836908] [INFO ] [sig ] [308/1803] Completed BX in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:19.836985] [INFO ] [sig ] [309/1803] Forecasting BXC... [2025-10-16T23:57:19.837034] [INFO ] [sig ] Generating forecast for: BXC [2025-10-16T23:57:19.837080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-10-16T23:57:19.851627] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXC'. [2025-10-16T23:57:19.852180] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-10-16T23:57:19.888907] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:19.889810] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-10-16T23:57:19.889871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:19.889906] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:19.889935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:19.889993] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:19.910313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:19.911450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:19.911550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:19.911585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:19.953497] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:19.953712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:19.953775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:19.953812] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:19.959747] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-10-16T23:57:19.960305] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-10-16T23:57:19.960551] [INFO ] [sig ] BXC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:20.164541] [INFO ] [LOCAL ] Saved forecast: BXC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BXC.txt [2025-10-16T23:57:20.164862] [INFO ] [sig ] [309/1803] Completed BXC in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:20.164927] [INFO ] [sig ] [310/1803] Forecasting BXMT... [2025-10-16T23:57:20.164961] [INFO ] [sig ] Generating forecast for: BXMT [2025-10-16T23:57:20.164995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-10-16T23:57:20.179168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXMT'. [2025-10-16T23:57:20.179772] [INFO ] [FORECASTER] Starting predict_future for BXMT [2025-10-16T23:57:20.217558] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:20.218983] [DEBUG] [LOCAL ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt [2025-10-16T23:57:20.219113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:20.219156] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:20.219191] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:20.219268] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:20.245682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:20.246906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:20.247044] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:20.247105] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:20.294552] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:20.294770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:20.294833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:20.294871] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:20.299729] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=98.82%) [2025-10-16T23:57:20.300231] [INFO ] [FORECASTER] Completed predict_future for BXMT [2025-10-16T23:57:20.300419] [INFO ] [sig ] BXMT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:20.507176] [INFO ] [LOCAL ] Saved forecast: BXMT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BXMT.txt [2025-10-16T23:57:20.507432] [INFO ] [sig ] [310/1803] Completed BXMT in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:20.507477] [INFO ] [sig ] [311/1803] Forecasting BXMX... [2025-10-16T23:57:20.507509] [INFO ] [sig ] Generating forecast for: BXMX [2025-10-16T23:57:20.507540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-10-16T23:57:20.520096] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXMX'. [2025-10-16T23:57:20.520688] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-10-16T23:57:20.559398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:20.560535] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-10-16T23:57:20.560610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:20.560718] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:20.560805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:20.560901] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:20.579710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:20.580561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:20.580688] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:20.580786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:20.623311] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:20.623718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:20.623799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:20.623865] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:20.628352] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=49.36%) [2025-10-16T23:57:20.628700] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-10-16T23:57:20.628859] [INFO ] [sig ] BXMX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:20.802630] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BXMX.txt [2025-10-16T23:57:20.802941] [INFO ] [sig ] [311/1803] Completed BXMX in 0.3s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:20.803003] [INFO ] [sig ] [312/1803] Forecasting BXP... [2025-10-16T23:57:20.803037] [INFO ] [sig ] Generating forecast for: BXP [2025-10-16T23:57:20.803068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-10-16T23:57:20.813703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXP'. [2025-10-16T23:57:20.814175] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-10-16T23:57:20.842471] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:20.843345] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-10-16T23:57:20.843607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:20.843666] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:20.843721] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:20.843784] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:20.863309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:20.864301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:20.864420] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:20.864457] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:20.905450] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:20.905621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:20.905704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:20.905750] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:20.909549] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-10-16T23:57:20.910025] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-10-16T23:57:20.910193] [INFO ] [sig ] BXP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:21.059187] [INFO ] [LOCAL ] Saved forecast: BXP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BXP.txt [2025-10-16T23:57:21.059429] [INFO ] [sig ] [312/1803] Completed BXP in 0.3s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:21.059472] [INFO ] [sig ] [313/1803] Forecasting BXSL... [2025-10-16T23:57:21.059504] [INFO ] [sig ] Generating forecast for: BXSL [2025-10-16T23:57:21.059534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-10-16T23:57:21.069181] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXSL'. [2025-10-16T23:57:21.069571] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-10-16T23:57:21.095794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:21.096877] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-10-16T23:57:21.096982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:21.097020] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:21.097052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:21.097111] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:21.114824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:21.115744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:21.115842] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:21.115877] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:21.151346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:21.151519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:21.151595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:21.151689] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:21.155297] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=17.32%) [2025-10-16T23:57:21.155585] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-10-16T23:57:21.155761] [INFO ] [sig ] BXSL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:21.301499] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BXSL.txt [2025-10-16T23:57:21.301769] [INFO ] [sig ] [313/1803] Completed BXSL in 0.2s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:21.301831] [INFO ] [sig ] [314/1803] Forecasting BY... [2025-10-16T23:57:21.301864] [INFO ] [sig ] Generating forecast for: BY [2025-10-16T23:57:21.301896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-10-16T23:57:21.311293] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BY'. [2025-10-16T23:57:21.311698] [INFO ] [FORECASTER] Starting predict_future for BY [2025-10-16T23:57:21.337493] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:21.338325] [DEBUG] [LOCAL ] No optimal features file found for BY: ./output/feature-sets/BY.txt [2025-10-16T23:57:21.338379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:21.338464] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:21.338502] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:21.338561] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:21.355572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:21.356379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:21.356464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:21.356499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:21.390732] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:21.390907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:21.390955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:21.390988] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:21.394617] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: UP (p=84.65%) [2025-10-16T23:57:21.395106] [INFO ] [FORECASTER] Completed predict_future for BY [2025-10-16T23:57:21.395254] [INFO ] [sig ] BY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:21.535571] [INFO ] [LOCAL ] Saved forecast: BY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/BY.txt [2025-10-16T23:57:21.535806] [INFO ] [sig ] [314/1803] Completed BY in 0.2s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:21.535865] [INFO ] [sig ] [315/1803] Forecasting BYD... [2025-10-16T23:57:21.535900] [INFO ] [sig ] Generating forecast for: BYD [2025-10-16T23:57:21.535932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-10-16T23:57:21.544599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BYD'. [2025-10-16T23:57:21.544900] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-10-16T23:57:21.569384] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:21.570095] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-10-16T23:57:21.570149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:21.570182] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:21.570210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:21.570267] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:21.587210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:21.587773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:21.587852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:21.587885] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:21.622321] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:21.622422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:21.622459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:21.622488] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:21.625631] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=9.15%) [2025-10-16T23:57:21.625915] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-10-16T23:57:21.626042] [INFO ] [sig ] BYD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:21.764114] [INFO ] [LOCAL ] Saved forecast: BYD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BYD.txt [2025-10-16T23:57:21.764318] [INFO ] [sig ] [315/1803] Completed BYD in 0.2s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:21.764360] [INFO ] [sig ] [316/1803] Forecasting BYM... [2025-10-16T23:57:21.764391] [INFO ] [sig ] Generating forecast for: BYM [2025-10-16T23:57:21.764422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-10-16T23:57:21.773573] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BYM'. [2025-10-16T23:57:21.773878] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-10-16T23:57:21.798853] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:21.799557] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-10-16T23:57:21.799613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:21.799674] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:21.799724] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:21.799786] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:21.817421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:21.818015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:21.818099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:21.818134] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:21.852286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:21.852378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:21.852414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:21.852443] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:21.855538] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=19.49%) [2025-10-16T23:57:21.855827] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-10-16T23:57:21.855985] [INFO ] [sig ] BYM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:21.996234] [INFO ] [LOCAL ] Saved forecast: BYM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BYM.txt [2025-10-16T23:57:21.996440] [INFO ] [sig ] [316/1803] Completed BYM in 0.2s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:21.996482] [INFO ] [sig ] [317/1803] Forecasting BZH... [2025-10-16T23:57:21.996513] [INFO ] [sig ] Generating forecast for: BZH [2025-10-16T23:57:21.996545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-10-16T23:57:22.005951] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BZH'. [2025-10-16T23:57:22.006248] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-10-16T23:57:22.030803] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:22.031512] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-10-16T23:57:22.031568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:22.031627] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:22.031705] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:22.031775] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:22.049630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:22.050189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:22.050268] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:22.050302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:22.086317] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:22.086398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:22.086434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:22.086463] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:22.089577] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=5.68%) [2025-10-16T23:57:22.089855] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-10-16T23:57:22.089987] [INFO ] [sig ] BZH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:22.229736] [INFO ] [LOCAL ] Saved forecast: BZH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/BZH.txt [2025-10-16T23:57:22.229965] [INFO ] [sig ] [317/1803] Completed BZH in 0.2s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:22.230007] [INFO ] [sig ] [318/1803] Forecasting C... [2025-10-16T23:57:22.230038] [INFO ] [sig ] Generating forecast for: C [2025-10-16T23:57:22.230070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-10-16T23:57:22.239428] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'C'. [2025-10-16T23:57:22.239727] [INFO ] [FORECASTER] Starting predict_future for C [2025-10-16T23:57:22.264686] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:22.265411] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-10-16T23:57:22.265476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:22.265513] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:22.265553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:22.265617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:22.282944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:22.283463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:22.283543] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:22.283576] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:22.318581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:22.318721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:22.318770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:22.318802] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:22.322058] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=32.15%) [2025-10-16T23:57:22.322315] [INFO ] [FORECASTER] Completed predict_future for C [2025-10-16T23:57:22.322445] [INFO ] [sig ] C: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:22.463367] [INFO ] [LOCAL ] Saved forecast: C 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/C.txt [2025-10-16T23:57:22.463680] [INFO ] [sig ] [318/1803] Completed C in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:22.463753] [INFO ] [sig ] [319/1803] Forecasting CAAP... [2025-10-16T23:57:22.463794] [INFO ] [sig ] Generating forecast for: CAAP [2025-10-16T23:57:22.463834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-10-16T23:57:22.473386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAAP'. [2025-10-16T23:57:22.473692] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-10-16T23:57:22.498555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:22.499246] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-10-16T23:57:22.499300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:22.499333] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:22.499360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:22.499417] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:22.516731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:22.517281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:22.517376] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:22.517418] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:22.553544] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:22.553632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:22.553707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:22.553745] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:22.556863] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=50.56%) [2025-10-16T23:57:22.557125] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-10-16T23:57:22.557253] [INFO ] [sig ] CAAP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:22.711145] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CAAP.txt [2025-10-16T23:57:22.711460] [INFO ] [sig ] [319/1803] Completed CAAP in 0.2s | 4.08 sym/s | Total: 1.3m | ETA: 6.1m [2025-10-16T23:57:22.711527] [INFO ] [sig ] [320/1803] Forecasting CABO... [2025-10-16T23:57:22.711569] [INFO ] [sig ] Generating forecast for: CABO [2025-10-16T23:57:22.711608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-10-16T23:57:22.720687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CABO'. [2025-10-16T23:57:22.720954] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-10-16T23:57:22.746375] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:22.747307] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-10-16T23:57:22.747363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:22.747412] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:22.747444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:22.747503] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:22.765445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:22.766071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:22.766155] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:22.766190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:22.800548] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:22.800634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:22.800713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:22.800751] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:22.803919] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=61.66%) [2025-10-16T23:57:22.804178] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-10-16T23:57:22.804344] [INFO ] [sig ] CABO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:22.946876] [INFO ] [LOCAL ] Saved forecast: CABO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CABO.txt [2025-10-16T23:57:22.947082] [INFO ] [sig ] [320/1803] Completed CABO in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:22.947125] [INFO ] [sig ] [321/1803] Forecasting CADE... [2025-10-16T23:57:22.947155] [INFO ] [sig ] Generating forecast for: CADE [2025-10-16T23:57:22.947186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-10-16T23:57:22.956692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CADE'. [2025-10-16T23:57:22.956982] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-10-16T23:57:22.982376] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:22.983082] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-10-16T23:57:22.983135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:22.983168] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:22.983195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:22.983250] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:23.001238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:23.001819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:23.001900] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:23.001937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:23.039261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:23.039372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:23.039415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:23.039451] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:23.042636] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=78.01%) [2025-10-16T23:57:23.042916] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-10-16T23:57:23.043041] [INFO ] [sig ] CADE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:23.185704] [INFO ] [LOCAL ] Saved forecast: CADE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CADE.txt [2025-10-16T23:57:23.185923] [INFO ] [sig ] [321/1803] Completed CADE in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:23.185966] [INFO ] [sig ] [322/1803] Forecasting CAE... [2025-10-16T23:57:23.185997] [INFO ] [sig ] Generating forecast for: CAE [2025-10-16T23:57:23.186028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-10-16T23:57:23.195413] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAE'. [2025-10-16T23:57:23.195698] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-10-16T23:57:23.221597] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:23.222335] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-10-16T23:57:23.222393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:23.222428] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:23.222456] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:23.222514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:23.240395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:23.241030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:23.241116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:23.241151] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:23.277185] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:23.277272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:23.277313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:23.277347] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:23.280560] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=63.95%) [2025-10-16T23:57:23.280840] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-10-16T23:57:23.280975] [INFO ] [sig ] CAE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:23.422854] [INFO ] [LOCAL ] Saved forecast: CAE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CAE.txt [2025-10-16T23:57:23.423140] [INFO ] [sig ] [322/1803] Completed CAE in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:23.423187] [INFO ] [sig ] [323/1803] Forecasting CAF... [2025-10-16T23:57:23.423219] [INFO ] [sig ] Generating forecast for: CAF [2025-10-16T23:57:23.423251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-10-16T23:57:23.433034] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAF'. [2025-10-16T23:57:23.433351] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-10-16T23:57:23.459545] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:23.460343] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-10-16T23:57:23.460399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:23.460433] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:23.460463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:23.460522] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:23.477912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:23.478548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:23.478635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:23.478710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:23.514692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:23.514799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:23.514837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:23.514867] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:23.518020] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=75.04%) [2025-10-16T23:57:23.518321] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-10-16T23:57:23.518466] [INFO ] [sig ] CAF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:23.658411] [INFO ] [LOCAL ] Saved forecast: CAF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CAF.txt [2025-10-16T23:57:23.658635] [INFO ] [sig ] [323/1803] Completed CAF in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:23.658718] [INFO ] [sig ] [324/1803] Forecasting CAG... [2025-10-16T23:57:23.658754] [INFO ] [sig ] Generating forecast for: CAG [2025-10-16T23:57:23.658835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-10-16T23:57:23.668261] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAG'. [2025-10-16T23:57:23.668687] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-10-16T23:57:23.693497] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:23.694249] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-10-16T23:57:23.694306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:23.694339] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:23.694368] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:23.694426] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:23.711629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:23.712231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:23.712319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:23.712354] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:23.746680] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:23.746811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:23.746859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:23.746891] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:23.750220] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=94.86%) [2025-10-16T23:57:23.750490] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-10-16T23:57:23.750626] [INFO ] [sig ] CAG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:23.889968] [INFO ] [LOCAL ] Saved forecast: CAG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CAG.txt [2025-10-16T23:57:23.890210] [INFO ] [sig ] [324/1803] Completed CAG in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:23.890253] [INFO ] [sig ] [325/1803] Forecasting CAH... [2025-10-16T23:57:23.890284] [INFO ] [sig ] Generating forecast for: CAH [2025-10-16T23:57:23.890316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-10-16T23:57:23.899814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAH'. [2025-10-16T23:57:23.900150] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-10-16T23:57:23.925142] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:23.925924] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-10-16T23:57:23.925979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:23.926012] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:23.926042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:23.926099] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:23.943060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:23.943636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:23.943749] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:23.943784] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:23.977389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:23.977540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:23.977580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:23.977609] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:23.980983] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=82.13%) [2025-10-16T23:57:23.981246] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-10-16T23:57:23.981381] [INFO ] [sig ] CAH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:24.120393] [INFO ] [LOCAL ] Saved forecast: CAH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CAH.txt [2025-10-16T23:57:24.120729] [INFO ] [sig ] [325/1803] Completed CAH in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:24.120795] [INFO ] [sig ] [326/1803] Forecasting CAL... [2025-10-16T23:57:24.120830] [INFO ] [sig ] Generating forecast for: CAL [2025-10-16T23:57:24.120862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-10-16T23:57:24.129888] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAL'. [2025-10-16T23:57:24.130221] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-10-16T23:57:24.155215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:24.156005] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-10-16T23:57:24.156061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:24.156096] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:24.156125] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:24.156184] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:24.173697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:24.174432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:24.174515] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:24.174549] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:24.212868] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:24.213058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:24.213114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:24.213147] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:24.217052] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=59.48%) [2025-10-16T23:57:24.217357] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-10-16T23:57:24.217513] [INFO ] [sig ] CAL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:24.360440] [INFO ] [LOCAL ] Saved forecast: CAL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CAL.txt [2025-10-16T23:57:24.360718] [INFO ] [sig ] [326/1803] Completed CAL in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:24.360779] [INFO ] [sig ] [327/1803] Forecasting CALX... [2025-10-16T23:57:24.360813] [INFO ] [sig ] Generating forecast for: CALX [2025-10-16T23:57:24.360843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-10-16T23:57:24.370308] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CALX'. [2025-10-16T23:57:24.370622] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-10-16T23:57:24.396140] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:24.396884] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-10-16T23:57:24.396987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:24.397043] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:24.397075] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:24.397144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:24.414448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:24.415107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:24.415193] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:24.415228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:24.450425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:24.450563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:24.450603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:24.450633] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:24.454009] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=31.26%) [2025-10-16T23:57:24.454278] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-10-16T23:57:24.454413] [INFO ] [sig ] CALX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:24.592672] [INFO ] [LOCAL ] Saved forecast: CALX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CALX.txt [2025-10-16T23:57:24.592899] [INFO ] [sig ] [327/1803] Completed CALX in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:24.592941] [INFO ] [sig ] [328/1803] Forecasting CANG... [2025-10-16T23:57:24.592972] [INFO ] [sig ] Generating forecast for: CANG [2025-10-16T23:57:24.593004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-10-16T23:57:24.602073] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CANG'. [2025-10-16T23:57:24.602372] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-10-16T23:57:24.626797] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:24.627494] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-10-16T23:57:24.627548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:24.627580] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:24.627607] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:24.627683] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:24.644483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:24.645057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:24.645137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:24.645170] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:24.677792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:24.677895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:24.677933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:24.677963] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:24.681164] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: UP (p=57.41%) [2025-10-16T23:57:24.681422] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-10-16T23:57:24.681555] [INFO ] [sig ] CANG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:24.820404] [INFO ] [LOCAL ] Saved forecast: CANG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CANG.txt [2025-10-16T23:57:24.820615] [INFO ] [sig ] [328/1803] Completed CANG in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:24.820686] [INFO ] [sig ] [329/1803] Forecasting CAPL... [2025-10-16T23:57:24.820734] [INFO ] [sig ] Generating forecast for: CAPL [2025-10-16T23:57:24.820768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-10-16T23:57:24.829575] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAPL'. [2025-10-16T23:57:24.829903] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-10-16T23:57:24.855213] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:24.855953] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-10-16T23:57:24.856008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:24.856041] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:24.856069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:24.856127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:24.873344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:24.873964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:24.874046] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:24.874079] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:24.906301] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:24.906453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:24.906495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:24.906524] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:24.910040] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=43.48%) [2025-10-16T23:57:24.910350] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-10-16T23:57:24.910496] [INFO ] [sig ] CAPL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:25.050665] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CAPL.txt [2025-10-16T23:57:25.050883] [INFO ] [sig ] [329/1803] Completed CAPL in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:25.050926] [INFO ] [sig ] [330/1803] Forecasting CARR... [2025-10-16T23:57:25.050957] [INFO ] [sig ] Generating forecast for: CARR [2025-10-16T23:57:25.050987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'. [2025-10-16T23:57:25.059982] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CARR'. [2025-10-16T23:57:25.060260] [INFO ] [FORECASTER] Starting predict_future for CARR [2025-10-16T23:57:25.085299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:25.086023] [DEBUG] [LOCAL ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt [2025-10-16T23:57:25.086077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:25.086109] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:25.086139] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:25.086197] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:25.103521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:25.104070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:25.104183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:25.104221] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:25.140571] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:25.140683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:25.140738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:25.140771] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:25.143918] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=1.17%) [2025-10-16T23:57:25.144169] [INFO ] [FORECASTER] Completed predict_future for CARR [2025-10-16T23:57:25.144303] [INFO ] [sig ] CARR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:25.299132] [INFO ] [LOCAL ] Saved forecast: CARR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CARR.txt [2025-10-16T23:57:25.299443] [INFO ] [sig ] [330/1803] Completed CARR in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:25.299496] [INFO ] [sig ] [331/1803] Forecasting CARS... [2025-10-16T23:57:25.299531] [INFO ] [sig ] Generating forecast for: CARS [2025-10-16T23:57:25.299564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-10-16T23:57:25.310938] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CARS'. [2025-10-16T23:57:25.311423] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-10-16T23:57:25.342595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:25.343609] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-10-16T23:57:25.343693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:25.343741] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:25.343772] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:25.343831] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:25.364916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:25.365613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:25.365755] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:25.365829] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:25.407130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:25.407231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:25.407293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:25.407328] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:25.411086] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=23.99%) [2025-10-16T23:57:25.411400] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-10-16T23:57:25.411579] [INFO ] [sig ] CARS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:25.583112] [INFO ] [LOCAL ] Saved forecast: CARS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CARS.txt [2025-10-16T23:57:25.583355] [INFO ] [sig ] [331/1803] Completed CARS in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.0m [2025-10-16T23:57:25.583401] [INFO ] [sig ] [332/1803] Forecasting CAT... [2025-10-16T23:57:25.583434] [INFO ] [sig ] Generating forecast for: CAT [2025-10-16T23:57:25.583475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-10-16T23:57:25.593206] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAT'. [2025-10-16T23:57:25.593495] [INFO ] [FORECASTER] Starting predict_future for CAT [2025-10-16T23:57:25.621167] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:25.622009] [DEBUG] [LOCAL ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt [2025-10-16T23:57:25.622064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:25.622097] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:25.622125] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:25.622183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:25.642843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:25.643423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:25.643506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:25.643542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:25.682796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:25.682971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:25.683026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:25.683061] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:25.686933] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: DOWN (p=36.89%) [2025-10-16T23:57:25.687206] [INFO ] [FORECASTER] Completed predict_future for CAT [2025-10-16T23:57:25.687342] [INFO ] [sig ] CAT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:25.860999] [INFO ] [LOCAL ] Saved forecast: CAT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CAT.txt [2025-10-16T23:57:25.861234] [INFO ] [sig ] [332/1803] Completed CAT in 0.3s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:25.861306] [INFO ] [sig ] [333/1803] Forecasting CATO... [2025-10-16T23:57:25.861360] [INFO ] [sig ] Generating forecast for: CATO [2025-10-16T23:57:25.861395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-10-16T23:57:25.871160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CATO'. [2025-10-16T23:57:25.871471] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-10-16T23:57:25.904816] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:25.905983] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-10-16T23:57:25.906053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:25.906100] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:25.906130] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:25.906190] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:25.925637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:25.926364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:25.926499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:25.926555] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:25.967502] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:25.967606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:25.967667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:25.967722] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:25.974225] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=7.18%) [2025-10-16T23:57:25.974631] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-10-16T23:57:25.974836] [INFO ] [sig ] CATO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:26.143515] [INFO ] [LOCAL ] Saved forecast: CATO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CATO.txt [2025-10-16T23:57:26.143895] [INFO ] [sig ] [333/1803] Completed CATO in 0.3s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:26.143970] [INFO ] [sig ] [334/1803] Forecasting CAVA... [2025-10-16T23:57:26.144027] [INFO ] [sig ] Generating forecast for: CAVA [2025-10-16T23:57:26.144076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-10-16T23:57:26.156261] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAVA'. [2025-10-16T23:57:26.156732] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-10-16T23:57:26.185168] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:26.186242] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-10-16T23:57:26.186302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:26.186357] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:26.186387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:26.186445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:26.206804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:26.207594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:26.207710] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:26.207761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:26.251414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:26.251531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:26.251603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:26.251674] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:26.255530] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-10-16T23:57:26.255853] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-10-16T23:57:26.256023] [INFO ] [sig ] CAVA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:26.423579] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CAVA.txt [2025-10-16T23:57:26.423869] [INFO ] [sig ] [334/1803] Completed CAVA in 0.3s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:26.423926] [INFO ] [sig ] [335/1803] Forecasting CB... [2025-10-16T23:57:26.423959] [INFO ] [sig ] Generating forecast for: CB [2025-10-16T23:57:26.423992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-10-16T23:57:26.433317] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CB'. [2025-10-16T23:57:26.433597] [INFO ] [FORECASTER] Starting predict_future for CB [2025-10-16T23:57:26.458353] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:26.459064] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-10-16T23:57:26.459118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:26.459150] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:26.459179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:26.459235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:26.476446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:26.477015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:26.477097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:26.477130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:26.514956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:26.515033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:26.515070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:26.515099] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:26.518247] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=16.13%) [2025-10-16T23:57:26.518496] [INFO ] [FORECASTER] Completed predict_future for CB [2025-10-16T23:57:26.518623] [INFO ] [sig ] CB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:26.662803] [INFO ] [LOCAL ] Saved forecast: CB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CB.txt [2025-10-16T23:57:26.663127] [INFO ] [sig ] [335/1803] Completed CB in 0.2s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:26.663188] [INFO ] [sig ] [336/1803] Forecasting CBAN... [2025-10-16T23:57:26.663224] [INFO ] [sig ] Generating forecast for: CBAN [2025-10-16T23:57:26.663255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-10-16T23:57:26.673436] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBAN'. [2025-10-16T23:57:26.673718] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-10-16T23:57:26.699217] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:26.699962] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-10-16T23:57:26.700015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:26.700048] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:26.700076] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:26.700143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:26.717546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:26.718121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:26.718241] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:26.718294] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:26.754922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:26.754996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:26.755031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:26.755059] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:26.758259] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=99.55%) [2025-10-16T23:57:26.758522] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-10-16T23:57:26.758690] [INFO ] [sig ] CBAN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:26.903432] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CBAN.txt [2025-10-16T23:57:26.903693] [INFO ] [sig ] [336/1803] Completed CBAN in 0.2s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:26.903788] [INFO ] [sig ] [337/1803] Forecasting CBL... [2025-10-16T23:57:26.903827] [INFO ] [sig ] Generating forecast for: CBL [2025-10-16T23:57:26.903860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-10-16T23:57:26.913169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBL'. [2025-10-16T23:57:26.913431] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-10-16T23:57:26.938012] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:26.938748] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-10-16T23:57:26.938803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:26.938836] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:26.938864] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:26.938920] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:26.956389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:26.957361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:26.957503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:26.957560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:26.993450] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:26.993607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:26.993672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:26.993727] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:26.997080] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-10-16T23:57:26.997341] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-10-16T23:57:26.997473] [INFO ] [sig ] CBL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:27.145807] [INFO ] [LOCAL ] Saved forecast: CBL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CBL.txt [2025-10-16T23:57:27.146025] [INFO ] [sig ] [337/1803] Completed CBL in 0.2s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:27.146067] [INFO ] [sig ] [338/1803] Forecasting CBNA... [2025-10-16T23:57:27.146098] [INFO ] [sig ] Generating forecast for: CBNA [2025-10-16T23:57:27.146129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'. [2025-10-16T23:57:27.155012] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBNA'. [2025-10-16T23:57:27.155277] [INFO ] [FORECASTER] Starting predict_future for CBNA [2025-10-16T23:57:27.180476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:27.181185] [DEBUG] [LOCAL ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt [2025-10-16T23:57:27.181239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:27.181273] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:27.181301] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:27.181358] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:27.198307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:27.198880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:27.198963] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:27.198997] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:27.233722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:27.233799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:27.233835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:27.233864] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:27.236857] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=86.65%) [2025-10-16T23:57:27.237103] [INFO ] [FORECASTER] Completed predict_future for CBNA [2025-10-16T23:57:27.237229] [INFO ] [sig ] CBNA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:27.374405] [INFO ] [LOCAL ] Saved forecast: CBNA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CBNA.txt [2025-10-16T23:57:27.374623] [INFO ] [sig ] [338/1803] Completed CBNA in 0.2s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:27.374699] [INFO ] [sig ] [339/1803] Forecasting CBRE... [2025-10-16T23:57:27.374743] [INFO ] [sig ] Generating forecast for: CBRE [2025-10-16T23:57:27.374774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-10-16T23:57:27.384081] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBRE'. [2025-10-16T23:57:27.384343] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-10-16T23:57:27.413567] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:27.414312] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-10-16T23:57:27.414366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:27.414407] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:27.414461] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:27.414520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:27.431812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:27.432368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:27.432466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:27.432518] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:27.466988] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:27.467096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:27.467148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:27.467179] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:27.470290] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=57.03%) [2025-10-16T23:57:27.470574] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-10-16T23:57:27.470738] [INFO ] [sig ] CBRE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:27.608904] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CBRE.txt [2025-10-16T23:57:27.609119] [INFO ] [sig ] [339/1803] Completed CBRE in 0.2s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:27.609179] [INFO ] [sig ] [340/1803] Forecasting CBT... [2025-10-16T23:57:27.609213] [INFO ] [sig ] Generating forecast for: CBT [2025-10-16T23:57:27.609244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'. [2025-10-16T23:57:27.618256] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBT'. [2025-10-16T23:57:27.618529] [INFO ] [FORECASTER] Starting predict_future for CBT [2025-10-16T23:57:27.643402] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:27.644143] [DEBUG] [LOCAL ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt [2025-10-16T23:57:27.644199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:27.644232] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:27.644259] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:27.644316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:27.662089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:27.662696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:27.662791] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:27.662836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:27.699862] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:27.699961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:27.700006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:27.700045] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:27.703244] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=25.12%) [2025-10-16T23:57:27.703503] [INFO ] [FORECASTER] Completed predict_future for CBT [2025-10-16T23:57:27.703639] [INFO ] [sig ] CBT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:27.842975] [INFO ] [LOCAL ] Saved forecast: CBT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CBT.txt [2025-10-16T23:57:27.843215] [INFO ] [sig ] [340/1803] Completed CBT in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:27.843256] [INFO ] [sig ] [341/1803] Forecasting CBU... [2025-10-16T23:57:27.843287] [INFO ] [sig ] Generating forecast for: CBU [2025-10-16T23:57:27.843318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-10-16T23:57:27.852693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBU'. [2025-10-16T23:57:27.852979] [INFO ] [FORECASTER] Starting predict_future for CBU [2025-10-16T23:57:27.877431] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:27.878137] [DEBUG] [LOCAL ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt [2025-10-16T23:57:27.878214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:27.878254] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:27.878297] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:27.878355] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:27.895224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:27.895800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:27.895884] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:27.895917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:27.930353] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:27.930457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:27.930495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:27.930524] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:27.933765] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-10-16T23:57:27.934020] [INFO ] [FORECASTER] Completed predict_future for CBU [2025-10-16T23:57:27.934145] [INFO ] [sig ] CBU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:28.073077] [INFO ] [LOCAL ] Saved forecast: CBU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CBU.txt [2025-10-16T23:57:28.073311] [INFO ] [sig ] [341/1803] Completed CBU in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:28.073353] [INFO ] [sig ] [342/1803] Forecasting CBZ... [2025-10-16T23:57:28.073385] [INFO ] [sig ] Generating forecast for: CBZ [2025-10-16T23:57:28.073423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-10-16T23:57:28.081828] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBZ'. [2025-10-16T23:57:28.082132] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-10-16T23:57:28.107099] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:28.107853] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-10-16T23:57:28.107907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:28.107940] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:28.107968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:28.108026] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:28.125320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:28.125908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:28.125990] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:28.126023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:28.165804] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:28.165977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:28.166042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:28.166082] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:28.169483] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=47.20%) [2025-10-16T23:57:28.169841] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-10-16T23:57:28.169984] [INFO ] [sig ] CBZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:28.337215] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CBZ.txt [2025-10-16T23:57:28.337471] [INFO ] [sig ] [342/1803] Completed CBZ in 0.3s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:28.337520] [INFO ] [sig ] [343/1803] Forecasting CC... [2025-10-16T23:57:28.337582] [INFO ] [sig ] Generating forecast for: CC [2025-10-16T23:57:28.337626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-10-16T23:57:28.348474] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CC'. [2025-10-16T23:57:28.348874] [INFO ] [FORECASTER] Starting predict_future for CC [2025-10-16T23:57:28.376543] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:28.377427] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-10-16T23:57:28.377487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:28.377538] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:28.377610] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:28.377752] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:28.398537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:28.399369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:28.399475] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:28.399521] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:28.443234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:28.443374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:28.443432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:28.443466] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:28.447784] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-10-16T23:57:28.448100] [INFO ] [FORECASTER] Completed predict_future for CC [2025-10-16T23:57:28.448311] [INFO ] [sig ] CC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:28.600131] [INFO ] [LOCAL ] Saved forecast: CC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CC.txt [2025-10-16T23:57:28.600349] [INFO ] [sig ] [343/1803] Completed CC in 0.3s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:28.600391] [INFO ] [sig ] [344/1803] Forecasting CCI... [2025-10-16T23:57:28.600423] [INFO ] [sig ] Generating forecast for: CCI [2025-10-16T23:57:28.600454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-10-16T23:57:28.609876] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCI'. [2025-10-16T23:57:28.610133] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-10-16T23:57:28.635187] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:28.635900] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-10-16T23:57:28.635954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:28.635989] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:28.636017] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:28.636073] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:28.653714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:28.654249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:28.654330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:28.654365] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:28.690858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:28.690948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:28.690985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:28.691017] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:28.694164] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-10-16T23:57:28.694442] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-10-16T23:57:28.694582] [INFO ] [sig ] CCI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:28.835231] [INFO ] [LOCAL ] Saved forecast: CCI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CCI.txt [2025-10-16T23:57:28.835448] [INFO ] [sig ] [344/1803] Completed CCI in 0.2s | 4.08 sym/s | Total: 1.4m | ETA: 6.0m [2025-10-16T23:57:28.835494] [INFO ] [sig ] [345/1803] Forecasting CCIF... [2025-10-16T23:57:28.835524] [INFO ] [sig ] Generating forecast for: CCIF [2025-10-16T23:57:28.835554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-10-16T23:57:28.844434] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCIF'. [2025-10-16T23:57:28.844722] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-10-16T23:57:28.869132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:28.869834] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-10-16T23:57:28.869888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:28.869922] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:28.869949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:28.870005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:28.891176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:28.892003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:28.892088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:28.892122] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:28.924328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:28.924416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:28.924459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:28.924495] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:28.927632] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=41.03%) [2025-10-16T23:57:28.927909] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-10-16T23:57:28.928049] [INFO ] [sig ] CCIF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:29.068099] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CCIF.txt [2025-10-16T23:57:29.068366] [INFO ] [sig ] [345/1803] Completed CCIF in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:29.068427] [INFO ] [sig ] [346/1803] Forecasting CCJ... [2025-10-16T23:57:29.068462] [INFO ] [sig ] Generating forecast for: CCJ [2025-10-16T23:57:29.068500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-10-16T23:57:29.077796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCJ'. [2025-10-16T23:57:29.078083] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-10-16T23:57:29.103581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:29.104338] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-10-16T23:57:29.104392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:29.104425] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:29.104452] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:29.104509] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:29.121616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:29.122185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:29.122265] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:29.122298] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:29.156747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:29.156828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:29.157237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:29.157272] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:29.162238] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=30.04%) [2025-10-16T23:57:29.162494] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-10-16T23:57:29.162619] [INFO ] [sig ] CCJ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:29.302524] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CCJ.txt [2025-10-16T23:57:29.302778] [INFO ] [sig ] [346/1803] Completed CCJ in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:29.302838] [INFO ] [sig ] [347/1803] Forecasting CCK... [2025-10-16T23:57:29.302873] [INFO ] [sig ] Generating forecast for: CCK [2025-10-16T23:57:29.302904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-10-16T23:57:29.311949] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCK'. [2025-10-16T23:57:29.312211] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-10-16T23:57:29.337042] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:29.337750] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-10-16T23:57:29.337804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:29.337838] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:29.337866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:29.337922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:29.355121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:29.355639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:29.355743] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:29.355778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:29.390680] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:29.390759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:29.390795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:29.390824] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:29.393882] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-10-16T23:57:29.394127] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-10-16T23:57:29.394251] [INFO ] [sig ] CCK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:29.533271] [INFO ] [LOCAL ] Saved forecast: CCK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CCK.txt [2025-10-16T23:57:29.533476] [INFO ] [sig ] [347/1803] Completed CCK in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:29.533521] [INFO ] [sig ] [348/1803] Forecasting CCL... [2025-10-16T23:57:29.533552] [INFO ] [sig ] Generating forecast for: CCL [2025-10-16T23:57:29.533583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-10-16T23:57:29.542545] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCL'. [2025-10-16T23:57:29.542829] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-10-16T23:57:29.567106] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:29.567810] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-10-16T23:57:29.567864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:29.567898] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:29.567925] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:29.567996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:29.584859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:29.585373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:29.585451] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:29.585484] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:29.624444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:29.624567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:29.624616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:29.624673] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:29.628068] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=0.50%) [2025-10-16T23:57:29.628390] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-10-16T23:57:29.628529] [INFO ] [sig ] CCL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:29.767310] [INFO ] [LOCAL ] Saved forecast: CCL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CCL.txt [2025-10-16T23:57:29.767533] [INFO ] [sig ] [348/1803] Completed CCL in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:29.767574] [INFO ] [sig ] [349/1803] Forecasting CCO... [2025-10-16T23:57:29.767605] [INFO ] [sig ] Generating forecast for: CCO [2025-10-16T23:57:29.767636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-10-16T23:57:29.777463] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCO'. [2025-10-16T23:57:29.777780] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-10-16T23:57:29.802525] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:29.803225] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-10-16T23:57:29.803278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:29.803310] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:29.803338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:29.803423] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:29.820605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:29.821209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:29.821302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:29.821354] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:29.858406] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:29.858480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:29.858516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:29.858544] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:29.861585] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=16.17%) [2025-10-16T23:57:29.861864] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-10-16T23:57:29.861995] [INFO ] [sig ] CCO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:29.999694] [INFO ] [LOCAL ] Saved forecast: CCO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CCO.txt [2025-10-16T23:57:29.999994] [INFO ] [sig ] [349/1803] Completed CCO in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:30.000042] [INFO ] [sig ] [350/1803] Forecasting CCRD... [2025-10-16T23:57:30.000074] [INFO ] [sig ] Generating forecast for: CCRD [2025-10-16T23:57:30.000105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'. [2025-10-16T23:57:30.010178] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCRD'. [2025-10-16T23:57:30.010536] [INFO ] [FORECASTER] Starting predict_future for CCRD [2025-10-16T23:57:30.035158] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:30.035978] [DEBUG] [LOCAL ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt [2025-10-16T23:57:30.036034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:30.036067] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:30.036094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:30.036151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:30.053199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:30.054000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:30.054088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:30.054122] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:30.090679] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:30.090817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:30.090855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:30.090886] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:30.094150] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=69.90%) [2025-10-16T23:57:30.094408] [INFO ] [FORECASTER] Completed predict_future for CCRD [2025-10-16T23:57:30.094543] [INFO ] [sig ] CCRD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:30.243402] [INFO ] [LOCAL ] Saved forecast: CCRD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CCRD.txt [2025-10-16T23:57:30.243633] [INFO ] [sig ] [350/1803] Completed CCRD in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:30.243713] [INFO ] [sig ] [351/1803] Forecasting CCS... [2025-10-16T23:57:30.243752] [INFO ] [sig ] Generating forecast for: CCS [2025-10-16T23:57:30.243785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-10-16T23:57:30.253043] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCS'. [2025-10-16T23:57:30.253326] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-10-16T23:57:30.277758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:30.278511] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-10-16T23:57:30.278566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:30.278599] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:30.278626] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:30.278720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:30.295446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:30.296065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:30.296151] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:30.296183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:30.331389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:30.331506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:30.331545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:30.331575] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:30.334835] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=83.73%) [2025-10-16T23:57:30.335094] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-10-16T23:57:30.335235] [INFO ] [sig ] CCS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:30.476924] [INFO ] [LOCAL ] Saved forecast: CCS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CCS.txt [2025-10-16T23:57:30.477192] [INFO ] [sig ] [351/1803] Completed CCS in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:30.477244] [INFO ] [sig ] [352/1803] Forecasting CCU... [2025-10-16T23:57:30.477288] [INFO ] [sig ] Generating forecast for: CCU [2025-10-16T23:57:30.477348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-10-16T23:57:30.488012] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCU'. [2025-10-16T23:57:30.488368] [INFO ] [FORECASTER] Starting predict_future for CCU [2025-10-16T23:57:30.513092] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:30.513838] [DEBUG] [LOCAL ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt [2025-10-16T23:57:30.513892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:30.513924] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:30.513951] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:30.514006] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:30.530864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:30.531408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:30.531487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:30.531520] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:30.566071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:30.566179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:30.566217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:30.566245] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:30.569419] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-10-16T23:57:30.569702] [INFO ] [FORECASTER] Completed predict_future for CCU [2025-10-16T23:57:30.569853] [INFO ] [sig ] CCU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:30.706950] [INFO ] [LOCAL ] Saved forecast: CCU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CCU.txt [2025-10-16T23:57:30.707188] [INFO ] [sig ] [352/1803] Completed CCU in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:30.707230] [INFO ] [sig ] [353/1803] Forecasting CDE... [2025-10-16T23:57:30.707265] [INFO ] [sig ] Generating forecast for: CDE [2025-10-16T23:57:30.707296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-10-16T23:57:30.716637] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDE'. [2025-10-16T23:57:30.717015] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-10-16T23:57:30.741597] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:30.742325] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-10-16T23:57:30.742379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:30.742411] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:30.742439] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:30.742496] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:30.759394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:30.759977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:30.760063] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:30.760096] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:30.795284] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:30.795382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:30.795419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:30.795467] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:30.798634] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=7.17%) [2025-10-16T23:57:30.798922] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-10-16T23:57:30.799057] [INFO ] [sig ] CDE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:30.936271] [INFO ] [LOCAL ] Saved forecast: CDE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CDE.txt [2025-10-16T23:57:30.936533] [INFO ] [sig ] [353/1803] Completed CDE in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:30.936577] [INFO ] [sig ] [354/1803] Forecasting CDLR... [2025-10-16T23:57:30.936608] [INFO ] [sig ] Generating forecast for: CDLR [2025-10-16T23:57:30.936640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'. [2025-10-16T23:57:30.946025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDLR'. [2025-10-16T23:57:30.946305] [INFO ] [FORECASTER] Starting predict_future for CDLR [2025-10-16T23:57:30.970753] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:30.971467] [DEBUG] [LOCAL ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt [2025-10-16T23:57:30.971522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:30.971558] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:30.971585] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:30.971661] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:30.988536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:30.989140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:30.989221] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:30.989255] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:31.022017] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:31.022136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:31.022178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:31.022208] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:31.025441] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: DOWN (p=29.86%) [2025-10-16T23:57:31.025745] [INFO ] [FORECASTER] Completed predict_future for CDLR [2025-10-16T23:57:31.025887] [INFO ] [sig ] CDLR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:31.168343] [INFO ] [LOCAL ] Saved forecast: CDLR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CDLR.txt [2025-10-16T23:57:31.168607] [INFO ] [sig ] [354/1803] Completed CDLR in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:31.168692] [INFO ] [sig ] [355/1803] Forecasting CDP... [2025-10-16T23:57:31.168738] [INFO ] [sig ] Generating forecast for: CDP [2025-10-16T23:57:31.168773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-10-16T23:57:31.178711] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDP'. [2025-10-16T23:57:31.179076] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-10-16T23:57:31.204094] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:31.204816] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-10-16T23:57:31.204870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:31.204903] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:31.204930] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:31.205004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:31.221873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:31.222452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:31.222539] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:31.222572] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:31.258936] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:31.259073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:31.259112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:31.259141] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:31.262440] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=66.31%) [2025-10-16T23:57:31.262741] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-10-16T23:57:31.262887] [INFO ] [sig ] CDP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:31.400314] [INFO ] [LOCAL ] Saved forecast: CDP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CDP.txt [2025-10-16T23:57:31.400551] [INFO ] [sig ] [355/1803] Completed CDP in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 5.9m [2025-10-16T23:57:31.400593] [INFO ] [sig ] [356/1803] Forecasting CDRE... [2025-10-16T23:57:31.400623] [INFO ] [sig ] Generating forecast for: CDRE [2025-10-16T23:57:31.400690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-10-16T23:57:31.409686] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDRE'. [2025-10-16T23:57:31.409963] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-10-16T23:57:31.434407] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:31.435155] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-10-16T23:57:31.435208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:31.435240] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:31.435316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:31.435383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:31.452362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:31.452995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:31.453083] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:31.453117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:31.489353] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:31.489451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:31.489487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:31.489516] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:31.492681] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=99.81%) [2025-10-16T23:57:31.492943] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-10-16T23:57:31.493077] [INFO ] [sig ] CDRE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:31.630906] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CDRE.txt [2025-10-16T23:57:31.631156] [INFO ] [sig ] [356/1803] Completed CDRE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:31.631198] [INFO ] [sig ] [357/1803] Forecasting CE... [2025-10-16T23:57:31.631230] [INFO ] [sig ] Generating forecast for: CE [2025-10-16T23:57:31.631261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-10-16T23:57:31.640469] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CE'. [2025-10-16T23:57:31.640773] [INFO ] [FORECASTER] Starting predict_future for CE [2025-10-16T23:57:31.665211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:31.665931] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-10-16T23:57:31.665985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:31.666018] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:31.666046] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:31.666102] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:31.683099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:31.683794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:31.683882] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:31.683915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:31.720750] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:31.720888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:31.720929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:31.720959] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:31.724243] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=27.16%) [2025-10-16T23:57:31.724522] [INFO ] [FORECASTER] Completed predict_future for CE [2025-10-16T23:57:31.724686] [INFO ] [sig ] CE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:31.866465] [INFO ] [LOCAL ] Saved forecast: CE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CE.txt [2025-10-16T23:57:31.866757] [INFO ] [sig ] [357/1803] Completed CE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:31.866818] [INFO ] [sig ] [358/1803] Forecasting CEE... [2025-10-16T23:57:31.866853] [INFO ] [sig ] Generating forecast for: CEE [2025-10-16T23:57:31.866884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-10-16T23:57:31.876546] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CEE'. [2025-10-16T23:57:31.876865] [INFO ] [FORECASTER] Starting predict_future for CEE [2025-10-16T23:57:31.901883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:31.902561] [DEBUG] [LOCAL ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt [2025-10-16T23:57:31.902615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:31.902676] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:31.902723] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:31.902783] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:31.919713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:31.920279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:31.920357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:31.920390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:31.953523] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:31.953620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:31.953687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:31.953732] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:31.956910] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: UP (p=75.34%) [2025-10-16T23:57:31.957165] [INFO ] [FORECASTER] Completed predict_future for CEE [2025-10-16T23:57:31.957297] [INFO ] [sig ] CEE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:32.094283] [INFO ] [LOCAL ] Saved forecast: CEE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CEE.txt [2025-10-16T23:57:32.094497] [INFO ] [sig ] [358/1803] Completed CEE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:32.094576] [INFO ] [sig ] [359/1803] Forecasting CF... [2025-10-16T23:57:32.094629] [INFO ] [sig ] Generating forecast for: CF [2025-10-16T23:57:32.094698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-10-16T23:57:32.104046] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CF'. [2025-10-16T23:57:32.104316] [INFO ] [FORECASTER] Starting predict_future for CF [2025-10-16T23:57:32.128968] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:32.129708] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-10-16T23:57:32.129763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:32.129796] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:32.129823] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:32.129879] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:32.146596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:32.147171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:32.147254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:32.147287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:32.182286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:32.182424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:32.182462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:32.182491] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:32.188036] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=31.02%) [2025-10-16T23:57:32.188328] [INFO ] [FORECASTER] Completed predict_future for CF [2025-10-16T23:57:32.188482] [INFO ] [sig ] CF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:32.326300] [INFO ] [LOCAL ] Saved forecast: CF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CF.txt [2025-10-16T23:57:32.326525] [INFO ] [sig ] [359/1803] Completed CF in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:32.326567] [INFO ] [sig ] [360/1803] Forecasting CFG... [2025-10-16T23:57:32.326597] [INFO ] [sig ] Generating forecast for: CFG [2025-10-16T23:57:32.326627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-10-16T23:57:32.336073] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CFG'. [2025-10-16T23:57:32.336343] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-10-16T23:57:32.361004] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:32.361708] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-10-16T23:57:32.361763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:32.361811] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:32.361867] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:32.361928] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:32.379018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:32.379549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:32.379631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:32.379701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:32.416357] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:32.416459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:32.416495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:32.416543] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:32.419791] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=68.67%) [2025-10-16T23:57:32.420048] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-10-16T23:57:32.420180] [INFO ] [sig ] CFG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:32.560163] [INFO ] [LOCAL ] Saved forecast: CFG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CFG.txt [2025-10-16T23:57:32.560393] [INFO ] [sig ] [360/1803] Completed CFG in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:32.560435] [INFO ] [sig ] [361/1803] Forecasting CFR... [2025-10-16T23:57:32.560465] [INFO ] [sig ] Generating forecast for: CFR [2025-10-16T23:57:32.560498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'. [2025-10-16T23:57:32.569868] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CFR'. [2025-10-16T23:57:32.570152] [INFO ] [FORECASTER] Starting predict_future for CFR [2025-10-16T23:57:32.599082] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:32.599847] [DEBUG] [LOCAL ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt [2025-10-16T23:57:32.599901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:32.599934] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:32.599961] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:32.600018] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:32.617277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:32.617854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:32.617936] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:32.617969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:32.657694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:32.657790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:32.657827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:32.657857] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:32.660996] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: UP (p=66.20%) [2025-10-16T23:57:32.661247] [INFO ] [FORECASTER] Completed predict_future for CFR [2025-10-16T23:57:32.661380] [INFO ] [sig ] CFR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:32.801333] [INFO ] [LOCAL ] Saved forecast: CFR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CFR.txt [2025-10-16T23:57:32.801578] [INFO ] [sig ] [361/1803] Completed CFR in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:32.801621] [INFO ] [sig ] [362/1803] Forecasting CGAU... [2025-10-16T23:57:32.801686] [INFO ] [sig ] Generating forecast for: CGAU [2025-10-16T23:57:32.801752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'. [2025-10-16T23:57:32.811687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CGAU'. [2025-10-16T23:57:32.811945] [INFO ] [FORECASTER] Starting predict_future for CGAU [2025-10-16T23:57:32.836550] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:32.837252] [DEBUG] [LOCAL ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt [2025-10-16T23:57:32.837304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:32.837338] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:32.837366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:32.837422] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:32.854343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:32.854926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:32.855007] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:32.855040] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:32.888887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:32.888990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:32.889027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:32.889056] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:32.892243] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=98.20%) [2025-10-16T23:57:32.892501] [INFO ] [FORECASTER] Completed predict_future for CGAU [2025-10-16T23:57:32.892662] [INFO ] [sig ] CGAU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:33.030423] [INFO ] [LOCAL ] Saved forecast: CGAU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CGAU.txt [2025-10-16T23:57:33.030686] [INFO ] [sig ] [362/1803] Completed CGAU in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:33.030746] [INFO ] [sig ] [363/1803] Forecasting CGV... [2025-10-16T23:57:33.030780] [INFO ] [sig ] Generating forecast for: CGV [2025-10-16T23:57:33.030811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-10-16T23:57:33.039437] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CGV'. [2025-10-16T23:57:33.039717] [INFO ] [FORECASTER] Starting predict_future for CGV [2025-10-16T23:57:33.066486] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:33.067244] [DEBUG] [LOCAL ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt [2025-10-16T23:57:33.067299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:33.067334] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:33.067362] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:33.067420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:33.085457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:33.086099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:33.086183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:33.086219] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:33.120223] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:33.120320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:33.120357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:33.120387] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:33.123542] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: UP (p=95.69%) [2025-10-16T23:57:33.123836] [INFO ] [FORECASTER] Completed predict_future for CGV [2025-10-16T23:57:33.123977] [INFO ] [sig ] CGV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:33.262435] [INFO ] [LOCAL ] Saved forecast: CGV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CGV.txt [2025-10-16T23:57:33.262696] [INFO ] [sig ] [363/1803] Completed CGV in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:33.262757] [INFO ] [sig ] [364/1803] Forecasting CHCT... [2025-10-16T23:57:33.262790] [INFO ] [sig ] Generating forecast for: CHCT [2025-10-16T23:57:33.262821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-10-16T23:57:33.271684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHCT'. [2025-10-16T23:57:33.271949] [INFO ] [FORECASTER] Starting predict_future for CHCT [2025-10-16T23:57:33.296772] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:33.297516] [DEBUG] [LOCAL ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt [2025-10-16T23:57:33.297572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:33.297606] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:33.297634] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:33.297733] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:33.315535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:33.316103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:33.316182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:33.316215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:33.356669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:33.356802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:33.356865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:33.356919] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:33.360539] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: UP (p=78.60%) [2025-10-16T23:57:33.360884] [INFO ] [FORECASTER] Completed predict_future for CHCT [2025-10-16T23:57:33.361034] [INFO ] [sig ] CHCT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:33.499374] [INFO ] [LOCAL ] Saved forecast: CHCT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CHCT.txt [2025-10-16T23:57:33.499614] [INFO ] [sig ] [364/1803] Completed CHCT in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:33.499698] [INFO ] [sig ] [365/1803] Forecasting CHD... [2025-10-16T23:57:33.499742] [INFO ] [sig ] Generating forecast for: CHD [2025-10-16T23:57:33.499776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-10-16T23:57:33.509340] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHD'. [2025-10-16T23:57:33.509595] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-10-16T23:57:33.535080] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:33.535853] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-10-16T23:57:33.535908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:33.535942] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:33.535970] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:33.536027] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:33.553104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:33.553688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:33.553773] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:33.553807] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:33.589265] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:33.589359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:33.589396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:33.589425] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:33.592545] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=90.04%) [2025-10-16T23:57:33.592879] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-10-16T23:57:33.593024] [INFO ] [sig ] CHD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:33.737763] [INFO ] [LOCAL ] Saved forecast: CHD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CHD.txt [2025-10-16T23:57:33.738027] [INFO ] [sig ] [365/1803] Completed CHD in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.9m [2025-10-16T23:57:33.738082] [INFO ] [sig ] [366/1803] Forecasting CHE... [2025-10-16T23:57:33.738115] [INFO ] [sig ] Generating forecast for: CHE [2025-10-16T23:57:33.738148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-10-16T23:57:33.747730] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHE'. [2025-10-16T23:57:33.747988] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-10-16T23:57:33.773167] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:33.773932] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-10-16T23:57:33.773987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:33.774021] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:33.774051] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:33.774109] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:33.791899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:33.792452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:33.792536] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:33.792569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:33.827310] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:33.827388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:33.827425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:33.827453] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:33.830569] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=62.88%) [2025-10-16T23:57:33.830851] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-10-16T23:57:33.830998] [INFO ] [sig ] CHE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:33.972908] [INFO ] [LOCAL ] Saved forecast: CHE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CHE.txt [2025-10-16T23:57:33.973108] [INFO ] [sig ] [366/1803] Completed CHE in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:33.973150] [INFO ] [sig ] [367/1803] Forecasting CHGG... [2025-10-16T23:57:33.973182] [INFO ] [sig ] Generating forecast for: CHGG [2025-10-16T23:57:33.973213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-10-16T23:57:33.982510] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHGG'. [2025-10-16T23:57:33.982804] [INFO ] [FORECASTER] Starting predict_future for CHGG [2025-10-16T23:57:34.008907] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:34.009597] [DEBUG] [LOCAL ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt [2025-10-16T23:57:34.009680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:34.009731] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:34.009763] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:34.009823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:34.027536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:34.028120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:34.028227] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:34.028271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:34.063066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:34.063146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:34.063182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:34.063229] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:34.066230] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-10-16T23:57:34.066477] [INFO ] [FORECASTER] Completed predict_future for CHGG [2025-10-16T23:57:34.066617] [INFO ] [sig ] CHGG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:34.215116] [INFO ] [LOCAL ] Saved forecast: CHGG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CHGG.txt [2025-10-16T23:57:34.215397] [INFO ] [sig ] [367/1803] Completed CHGG in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:34.215462] [INFO ] [sig ] [368/1803] Forecasting CHH... [2025-10-16T23:57:34.215500] [INFO ] [sig ] Generating forecast for: CHH [2025-10-16T23:57:34.215534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-10-16T23:57:34.225948] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHH'. [2025-10-16T23:57:34.226371] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-10-16T23:57:34.251406] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:34.252142] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-10-16T23:57:34.252196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:34.252229] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:34.252258] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:34.252316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:34.272300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:34.273034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:34.273120] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:34.273156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:34.311246] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:34.311473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:34.311527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:34.311559] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:34.315417] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=10.26%) [2025-10-16T23:57:34.315791] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-10-16T23:57:34.315953] [INFO ] [sig ] CHH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:34.453223] [INFO ] [LOCAL ] Saved forecast: CHH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CHH.txt [2025-10-16T23:57:34.453442] [INFO ] [sig ] [368/1803] Completed CHH in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:34.453484] [INFO ] [sig ] [369/1803] Forecasting CHN... [2025-10-16T23:57:34.453515] [INFO ] [sig ] Generating forecast for: CHN [2025-10-16T23:57:34.453546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'. [2025-10-16T23:57:34.462022] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHN'. [2025-10-16T23:57:34.462289] [INFO ] [FORECASTER] Starting predict_future for CHN [2025-10-16T23:57:34.486546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:34.487250] [DEBUG] [LOCAL ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt [2025-10-16T23:57:34.487304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:34.487383] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:34.487420] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:34.487477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:34.504963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:34.505529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:34.505609] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:34.505665] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:34.538475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:34.538556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:34.538599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:34.538634] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:34.541728] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: UP (p=96.44%) [2025-10-16T23:57:34.541973] [INFO ] [FORECASTER] Completed predict_future for CHN [2025-10-16T23:57:34.542101] [INFO ] [sig ] CHN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:34.680688] [INFO ] [LOCAL ] Saved forecast: CHN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CHN.txt [2025-10-16T23:57:34.680930] [INFO ] [sig ] [369/1803] Completed CHN in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:34.680974] [INFO ] [sig ] [370/1803] Forecasting CHT... [2025-10-16T23:57:34.681005] [INFO ] [sig ] Generating forecast for: CHT [2025-10-16T23:57:34.681037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'. [2025-10-16T23:57:34.689268] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHT'. [2025-10-16T23:57:34.689526] [INFO ] [FORECASTER] Starting predict_future for CHT [2025-10-16T23:57:34.713799] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:34.714484] [DEBUG] [LOCAL ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt [2025-10-16T23:57:34.714537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:34.714570] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:34.714598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:34.714677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:34.731499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:34.732056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:34.732138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:34.732171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:34.765770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:34.765854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:34.765889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:34.765918] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:34.769002] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-10-16T23:57:34.769252] [INFO ] [FORECASTER] Completed predict_future for CHT [2025-10-16T23:57:34.769376] [INFO ] [sig ] CHT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:34.911094] [INFO ] [LOCAL ] Saved forecast: CHT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CHT.txt [2025-10-16T23:57:34.911362] [INFO ] [sig ] [370/1803] Completed CHT in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:34.911423] [INFO ] [sig ] [371/1803] Forecasting CHWY... [2025-10-16T23:57:34.911457] [INFO ] [sig ] Generating forecast for: CHWY [2025-10-16T23:57:34.911489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-10-16T23:57:34.920930] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHWY'. [2025-10-16T23:57:34.921204] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-10-16T23:57:34.945683] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:34.946365] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-10-16T23:57:34.946419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:34.946451] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:34.946478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:34.946533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:34.966205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:34.967138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:34.967229] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:34.967264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:35.004976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:35.005136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:35.005175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:35.005206] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:35.008690] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=7.33%) [2025-10-16T23:57:35.008956] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-10-16T23:57:35.009087] [INFO ] [sig ] CHWY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:35.148734] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CHWY.txt [2025-10-16T23:57:35.148975] [INFO ] [sig ] [371/1803] Completed CHWY in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:35.149036] [INFO ] [sig ] [372/1803] Forecasting CI... [2025-10-16T23:57:35.149070] [INFO ] [sig ] Generating forecast for: CI [2025-10-16T23:57:35.149102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-10-16T23:57:35.158797] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CI'. [2025-10-16T23:57:35.159066] [INFO ] [FORECASTER] Starting predict_future for CI [2025-10-16T23:57:35.183762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:35.184461] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-10-16T23:57:35.184515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:35.184548] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:35.184575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:35.184635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:35.202107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:35.202668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:35.202756] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:35.202790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:35.240691] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:35.240808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:35.240846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:35.240876] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:35.244148] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=61.44%) [2025-10-16T23:57:35.244402] [INFO ] [FORECASTER] Completed predict_future for CI [2025-10-16T23:57:35.244532] [INFO ] [sig ] CI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:35.384312] [INFO ] [LOCAL ] Saved forecast: CI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CI.txt [2025-10-16T23:57:35.384522] [INFO ] [sig ] [372/1803] Completed CI in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:35.384565] [INFO ] [sig ] [373/1803] Forecasting CIA... [2025-10-16T23:57:35.384605] [INFO ] [sig ] Generating forecast for: CIA [2025-10-16T23:57:35.384638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-10-16T23:57:35.393148] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIA'. [2025-10-16T23:57:35.393412] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-10-16T23:57:35.417963] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:35.418710] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-10-16T23:57:35.418766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:35.418800] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:35.418828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:35.418885] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:35.435585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:35.436139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:35.436220] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:35.436253] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:35.469592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:35.469699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:35.469746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:35.469776] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:35.472782] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-10-16T23:57:35.473029] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-10-16T23:57:35.473156] [INFO ] [sig ] CIA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:35.615338] [INFO ] [LOCAL ] Saved forecast: CIA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CIA.txt [2025-10-16T23:57:35.615600] [INFO ] [sig ] [373/1803] Completed CIA in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:35.615689] [INFO ] [sig ] [374/1803] Forecasting CIB... [2025-10-16T23:57:35.615738] [INFO ] [sig ] Generating forecast for: CIB [2025-10-16T23:57:35.615772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-10-16T23:57:35.627613] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIB'. [2025-10-16T23:57:35.627908] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-10-16T23:57:35.652751] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:35.653447] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-10-16T23:57:35.653501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:35.653534] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:35.653562] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:35.653619] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:35.670616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:35.671179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:35.671264] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:35.671298] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:35.708342] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:35.708458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:35.708496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:35.708525] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:35.711777] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=68.66%) [2025-10-16T23:57:35.712059] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-10-16T23:57:35.712189] [INFO ] [sig ] CIB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:35.850196] [INFO ] [LOCAL ] Saved forecast: CIB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CIB.txt [2025-10-16T23:57:35.850429] [INFO ] [sig ] [374/1803] Completed CIB in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:35.850488] [INFO ] [sig ] [375/1803] Forecasting CIEN... [2025-10-16T23:57:35.850521] [INFO ] [sig ] Generating forecast for: CIEN [2025-10-16T23:57:35.850553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-10-16T23:57:35.859951] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIEN'. [2025-10-16T23:57:35.860226] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-10-16T23:57:35.884601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:35.885308] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-10-16T23:57:35.885362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:35.885393] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:35.885420] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:35.885475] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:35.902585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:35.903160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:35.903240] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:35.903274] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:35.937072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:35.937190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:35.937248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:35.937281] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:35.940456] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-10-16T23:57:35.940757] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-10-16T23:57:35.940931] [INFO ] [sig ] CIEN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:36.081961] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CIEN.txt [2025-10-16T23:57:36.082194] [INFO ] [sig ] [375/1803] Completed CIEN in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:36.082239] [INFO ] [sig ] [376/1803] Forecasting CIF... [2025-10-16T23:57:36.082271] [INFO ] [sig ] Generating forecast for: CIF [2025-10-16T23:57:36.082308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-10-16T23:57:36.091565] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIF'. [2025-10-16T23:57:36.091869] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-10-16T23:57:36.119252] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:36.120016] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-10-16T23:57:36.120070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:36.120104] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:36.120132] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:36.120188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:36.137273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:36.137837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:36.137934] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:36.137969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:36.172562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:36.172670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:36.172729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:36.172761] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:36.175813] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=25.64%) [2025-10-16T23:57:36.176062] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-10-16T23:57:36.176186] [INFO ] [sig ] CIF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:36.322180] [INFO ] [LOCAL ] Saved forecast: CIF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CIF.txt [2025-10-16T23:57:36.322530] [INFO ] [sig ] [376/1803] Completed CIF in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:36.322592] [INFO ] [sig ] [377/1803] Forecasting CII... [2025-10-16T23:57:36.322626] [INFO ] [sig ] Generating forecast for: CII [2025-10-16T23:57:36.322698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-10-16T23:57:36.333068] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CII'. [2025-10-16T23:57:36.333349] [INFO ] [FORECASTER] Starting predict_future for CII [2025-10-16T23:57:36.359390] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:36.360180] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-10-16T23:57:36.360246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:36.360296] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:36.360328] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:36.360405] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:36.377558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:36.378209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:36.378297] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:36.378331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:36.412689] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:36.412807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:36.412845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:36.412879] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:36.416510] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=35.10%) [2025-10-16T23:57:36.416849] [INFO ] [FORECASTER] Completed predict_future for CII [2025-10-16T23:57:36.416992] [INFO ] [sig ] CII: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:36.554625] [INFO ] [LOCAL ] Saved forecast: CII 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CII.txt [2025-10-16T23:57:36.554870] [INFO ] [sig ] [377/1803] Completed CII in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:36.554916] [INFO ] [sig ] [378/1803] Forecasting CIM... [2025-10-16T23:57:36.554946] [INFO ] [sig ] Generating forecast for: CIM [2025-10-16T23:57:36.554977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-10-16T23:57:36.566387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIM'. [2025-10-16T23:57:36.566840] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-10-16T23:57:36.593197] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:36.594096] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-10-16T23:57:36.594192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:36.594245] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:36.594278] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:36.594339] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:36.611959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:36.612828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:36.612922] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:36.612958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:36.646887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:36.647060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:36.647105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:36.647148] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:36.650869] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-10-16T23:57:36.651179] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-10-16T23:57:36.651324] [INFO ] [sig ] CIM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:36.794146] [INFO ] [LOCAL ] Saved forecast: CIM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CIM.txt [2025-10-16T23:57:36.794388] [INFO ] [sig ] [378/1803] Completed CIM in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:36.794432] [INFO ] [sig ] [379/1803] Forecasting CIMN... [2025-10-16T23:57:36.794463] [INFO ] [sig ] Generating forecast for: CIMN [2025-10-16T23:57:36.794557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIMN' from 'https://tdm.silogroup.org/data/derivative_storage/CIMN.csv'. [2025-10-16T23:57:36.803569] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIMN'. [2025-10-16T23:57:36.803935] [INFO ] [FORECASTER] Starting predict_future for CIMN [2025-10-16T23:57:36.829416] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:36.830258] [DEBUG] [LOCAL ] No optimal features file found for CIMN: ./output/feature-sets/CIMN.txt [2025-10-16T23:57:36.830315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:36.830350] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:36.830379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:36.830438] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:36.848038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:36.848876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:36.848962] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:36.848996] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:36.880887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:36.881062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:36.881105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:36.881136] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:36.884678] [DEBUG] [FORECASTER] CIMN: Forecast T+1@11:T+2@11: DOWN (p=17.77%) [2025-10-16T23:57:36.884956] [INFO ] [FORECASTER] Completed predict_future for CIMN [2025-10-16T23:57:36.885088] [INFO ] [sig ] CIMN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:37.026346] [INFO ] [LOCAL ] Saved forecast: CIMN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CIMN.txt [2025-10-16T23:57:37.026580] [INFO ] [sig ] [379/1803] Completed CIMN in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:37.026623] [INFO ] [sig ] [380/1803] Forecasting CINT... [2025-10-16T23:57:37.026688] [INFO ] [sig ] Generating forecast for: CINT [2025-10-16T23:57:37.026749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'. [2025-10-16T23:57:37.035716] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CINT'. [2025-10-16T23:57:37.036040] [INFO ] [FORECASTER] Starting predict_future for CINT [2025-10-16T23:57:37.061230] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:37.062199] [DEBUG] [LOCAL ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt [2025-10-16T23:57:37.062254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:37.062288] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:37.062316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:37.062373] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:37.080427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:37.081290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:37.081378] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:37.081413] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:37.114019] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:37.114185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:37.114228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:37.114257] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:37.117738] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: DOWN (p=31.94%) [2025-10-16T23:57:37.118015] [INFO ] [FORECASTER] Completed predict_future for CINT [2025-10-16T23:57:37.118150] [INFO ] [sig ] CINT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:37.268126] [INFO ] [LOCAL ] Saved forecast: CINT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CINT.txt [2025-10-16T23:57:37.268406] [INFO ] [sig ] [380/1803] Completed CINT in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:37.268456] [INFO ] [sig ] [381/1803] Forecasting CIVI... [2025-10-16T23:57:37.268488] [INFO ] [sig ] Generating forecast for: CIVI [2025-10-16T23:57:37.268520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-10-16T23:57:37.279424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIVI'. [2025-10-16T23:57:37.279740] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-10-16T23:57:37.305219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:37.306021] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-10-16T23:57:37.306075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:37.306110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:37.306137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:37.306194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:37.323923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:37.324444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:37.324523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:37.324556] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:37.362991] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:37.363155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:37.363197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:37.363228] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:37.366680] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=58.99%) [2025-10-16T23:57:37.366985] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-10-16T23:57:37.367125] [INFO ] [sig ] CIVI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:37.506952] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CIVI.txt [2025-10-16T23:57:37.507206] [INFO ] [sig ] [381/1803] Completed CIVI in 0.2s | 4.10 sym/s | Total: 1.5m | ETA: 5.8m [2025-10-16T23:57:37.507249] [INFO ] [sig ] [382/1803] Forecasting CL... [2025-10-16T23:57:37.507279] [INFO ] [sig ] Generating forecast for: CL [2025-10-16T23:57:37.507310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-10-16T23:57:37.517505] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CL'. [2025-10-16T23:57:37.517847] [INFO ] [FORECASTER] Starting predict_future for CL [2025-10-16T23:57:37.542547] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:37.543267] [DEBUG] [LOCAL ] No optimal features file found for CL: ./output/feature-sets/CL.txt [2025-10-16T23:57:37.543358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:37.543397] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:37.543426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:37.543482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:37.560359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:37.560952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:37.561038] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:37.561071] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:37.605346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:37.605499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:37.605557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:37.605589] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:37.608939] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-10-16T23:57:37.609206] [INFO ] [FORECASTER] Completed predict_future for CL [2025-10-16T23:57:37.609345] [INFO ] [sig ] CL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:37.747276] [INFO ] [LOCAL ] Saved forecast: CL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CL.txt [2025-10-16T23:57:37.747535] [INFO ] [sig ] [382/1803] Completed CL in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.8m [2025-10-16T23:57:37.747579] [INFO ] [sig ] [383/1803] Forecasting CLB... [2025-10-16T23:57:37.747609] [INFO ] [sig ] Generating forecast for: CLB [2025-10-16T23:57:37.747660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-10-16T23:57:37.758598] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLB'. [2025-10-16T23:57:37.758933] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-10-16T23:57:37.783427] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:37.784137] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-10-16T23:57:37.784191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:37.784223] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:37.784250] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:37.784307] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:37.801228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:37.801828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:37.801926] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:37.801961] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:37.838247] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:37.838428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:37.838472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:37.838501] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:37.842051] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=38.05%) [2025-10-16T23:57:37.842342] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-10-16T23:57:37.842488] [INFO ] [sig ] CLB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:37.980375] [INFO ] [LOCAL ] Saved forecast: CLB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CLB.txt [2025-10-16T23:57:37.980590] [INFO ] [sig ] [383/1803] Completed CLB in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.8m [2025-10-16T23:57:37.980632] [INFO ] [sig ] [384/1803] Forecasting CLDT... [2025-10-16T23:57:37.980702] [INFO ] [sig ] Generating forecast for: CLDT [2025-10-16T23:57:37.980744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-10-16T23:57:37.990064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLDT'. [2025-10-16T23:57:37.990348] [INFO ] [FORECASTER] Starting predict_future for CLDT [2025-10-16T23:57:38.014839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:38.015540] [DEBUG] [LOCAL ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt [2025-10-16T23:57:38.015594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:38.015627] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:38.015693] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:38.015766] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:38.032547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:38.033128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:38.033214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:38.033247] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:38.069309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:38.069416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:38.069452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:38.069482] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:38.072614] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=56.90%) [2025-10-16T23:57:38.072907] [INFO ] [FORECASTER] Completed predict_future for CLDT [2025-10-16T23:57:38.073047] [INFO ] [sig ] CLDT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:38.209798] [INFO ] [LOCAL ] Saved forecast: CLDT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CLDT.txt [2025-10-16T23:57:38.210022] [INFO ] [sig ] [384/1803] Completed CLDT in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.8m [2025-10-16T23:57:38.210064] [INFO ] [sig ] [385/1803] Forecasting CLF... [2025-10-16T23:57:38.210093] [INFO ] [sig ] Generating forecast for: CLF [2025-10-16T23:57:38.210124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-10-16T23:57:38.219474] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLF'. [2025-10-16T23:57:38.219788] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-10-16T23:57:38.244327] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:38.245063] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-10-16T23:57:38.245136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:38.245170] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:38.245197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:38.245254] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:38.262169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:38.262889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:38.263012] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:38.263050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:38.302057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:38.302170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:38.302208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:38.302238] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:38.305416] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=91.00%) [2025-10-16T23:57:38.305708] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-10-16T23:57:38.305851] [INFO ] [sig ] CLF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:38.442907] [INFO ] [LOCAL ] Saved forecast: CLF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CLF.txt [2025-10-16T23:57:38.443125] [INFO ] [sig ] [385/1803] Completed CLF in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.8m [2025-10-16T23:57:38.443169] [INFO ] [sig ] [386/1803] Forecasting CLH... [2025-10-16T23:57:38.443200] [INFO ] [sig ] Generating forecast for: CLH [2025-10-16T23:57:38.443239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-10-16T23:57:38.452606] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLH'. [2025-10-16T23:57:38.452923] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-10-16T23:57:38.477380] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:38.478210] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-10-16T23:57:38.478266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:38.478299] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:38.478327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:38.478383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:38.495097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:38.495625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:38.495738] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:38.495777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:38.534178] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:38.534266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:38.534302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:38.534331] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:38.537556] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-10-16T23:57:38.537844] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-10-16T23:57:38.537979] [INFO ] [sig ] CLH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:38.685284] [INFO ] [LOCAL ] Saved forecast: CLH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CLH.txt [2025-10-16T23:57:38.685570] [INFO ] [sig ] [386/1803] Completed CLH in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.8m [2025-10-16T23:57:38.685636] [INFO ] [sig ] [387/1803] Forecasting CLS... [2025-10-16T23:57:38.685714] [INFO ] [sig ] Generating forecast for: CLS [2025-10-16T23:57:38.685763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-10-16T23:57:38.695551] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLS'. [2025-10-16T23:57:38.695885] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-10-16T23:57:38.725857] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:38.726774] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-10-16T23:57:38.726844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:38.726901] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:38.726974] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:38.727052] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:38.746921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:38.747528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:38.747616] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:38.747682] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:38.790589] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:38.790797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:38.790850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:38.790881] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:38.794637] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=94.54%) [2025-10-16T23:57:38.794996] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-10-16T23:57:38.795148] [INFO ] [sig ] CLS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:38.937335] [INFO ] [LOCAL ] Saved forecast: CLS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CLS.txt [2025-10-16T23:57:38.937554] [INFO ] [sig ] [387/1803] Completed CLS in 0.3s | 4.10 sym/s | Total: 1.6m | ETA: 5.8m [2025-10-16T23:57:38.937595] [INFO ] [sig ] [388/1803] Forecasting CLVT... [2025-10-16T23:57:38.937626] [INFO ] [sig ] Generating forecast for: CLVT [2025-10-16T23:57:38.937699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'. [2025-10-16T23:57:38.946459] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLVT'. [2025-10-16T23:57:38.946810] [INFO ] [FORECASTER] Starting predict_future for CLVT [2025-10-16T23:57:38.972122] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:38.972878] [DEBUG] [LOCAL ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt [2025-10-16T23:57:38.972932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:38.972966] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:38.972994] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:38.973050] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:38.990925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:38.991571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:38.991683] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:38.991751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:39.034720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:39.034855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:39.034897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:39.034926] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:39.039822] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: UP (p=96.54%) [2025-10-16T23:57:39.040109] [INFO ] [FORECASTER] Completed predict_future for CLVT [2025-10-16T23:57:39.040245] [INFO ] [sig ] CLVT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:39.184230] [INFO ] [LOCAL ] Saved forecast: CLVT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CLVT.txt [2025-10-16T23:57:39.184444] [INFO ] [sig ] [388/1803] Completed CLVT in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:39.184486] [INFO ] [sig ] [389/1803] Forecasting CLW... [2025-10-16T23:57:39.184517] [INFO ] [sig ] Generating forecast for: CLW [2025-10-16T23:57:39.184547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-10-16T23:57:39.197877] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLW'. [2025-10-16T23:57:39.198299] [INFO ] [FORECASTER] Starting predict_future for CLW [2025-10-16T23:57:39.226560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:39.227297] [DEBUG] [LOCAL ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt [2025-10-16T23:57:39.227352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:39.227385] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:39.227413] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:39.227470] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:39.245016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:39.245568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:39.245674] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:39.245736] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:39.279046] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:39.279150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:39.279187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:39.279216] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:39.282589] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=85.26%) [2025-10-16T23:57:39.282887] [INFO ] [FORECASTER] Completed predict_future for CLW [2025-10-16T23:57:39.283028] [INFO ] [sig ] CLW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:39.429676] [INFO ] [LOCAL ] Saved forecast: CLW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CLW.txt [2025-10-16T23:57:39.430034] [INFO ] [sig ] [389/1803] Completed CLW in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:39.430099] [INFO ] [sig ] [390/1803] Forecasting CM... [2025-10-16T23:57:39.430134] [INFO ] [sig ] Generating forecast for: CM [2025-10-16T23:57:39.430166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-10-16T23:57:39.440230] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CM'. [2025-10-16T23:57:39.440554] [INFO ] [FORECASTER] Starting predict_future for CM [2025-10-16T23:57:39.465815] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:39.466487] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-10-16T23:57:39.466539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:39.466572] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:39.466600] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:39.466678] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:39.485069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:39.485623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:39.485731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:39.485790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:39.520045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:39.520135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:39.520173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:39.520202] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:39.523502] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=56.40%) [2025-10-16T23:57:39.523840] [INFO ] [FORECASTER] Completed predict_future for CM [2025-10-16T23:57:39.523988] [INFO ] [sig ] CM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:39.672807] [INFO ] [LOCAL ] Saved forecast: CM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CM.txt [2025-10-16T23:57:39.673277] [INFO ] [sig ] [390/1803] Completed CM in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:39.673321] [INFO ] [sig ] [391/1803] Forecasting CMA... [2025-10-16T23:57:39.673352] [INFO ] [sig ] Generating forecast for: CMA [2025-10-16T23:57:39.673384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-10-16T23:57:39.682811] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMA'. [2025-10-16T23:57:39.683310] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-10-16T23:57:39.708788] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:39.709526] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-10-16T23:57:39.709580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:39.709613] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:39.709662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:39.709752] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:39.728101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:39.728725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:39.728827] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:39.728865] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:39.763249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:39.763331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:39.763367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:39.763396] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:39.766431] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=15.33%) [2025-10-16T23:57:39.766717] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-10-16T23:57:39.766877] [INFO ] [sig ] CMA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:39.914246] [INFO ] [LOCAL ] Saved forecast: CMA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMA.txt [2025-10-16T23:57:39.914494] [INFO ] [sig ] [391/1803] Completed CMA in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:39.914579] [INFO ] [sig ] [392/1803] Forecasting CMBT... [2025-10-16T23:57:39.914618] [INFO ] [sig ] Generating forecast for: CMBT [2025-10-16T23:57:39.914688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'. [2025-10-16T23:57:39.923690] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMBT'. [2025-10-16T23:57:39.923958] [INFO ] [FORECASTER] Starting predict_future for CMBT [2025-10-16T23:57:39.951660] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:39.952430] [DEBUG] [LOCAL ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt [2025-10-16T23:57:39.952483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:39.952550] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:39.952600] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:39.952680] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:39.969887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:39.970413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:39.970493] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:39.970526] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:40.002619] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:40.002747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:40.002790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:40.002820] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:40.005954] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: DOWN (p=1.32%) [2025-10-16T23:57:40.006209] [INFO ] [FORECASTER] Completed predict_future for CMBT [2025-10-16T23:57:40.006340] [INFO ] [sig ] CMBT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:40.146050] [INFO ] [LOCAL ] Saved forecast: CMBT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMBT.txt [2025-10-16T23:57:40.146281] [INFO ] [sig ] [392/1803] Completed CMBT in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:40.146324] [INFO ] [sig ] [393/1803] Forecasting CMC... [2025-10-16T23:57:40.146355] [INFO ] [sig ] Generating forecast for: CMC [2025-10-16T23:57:40.146386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-10-16T23:57:40.155076] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMC'. [2025-10-16T23:57:40.155337] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-10-16T23:57:40.180148] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:40.180854] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-10-16T23:57:40.180907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:40.180941] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:40.180968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:40.181025] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:40.198369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:40.198971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:40.199053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:40.199087] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:40.231724] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:40.231828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:40.231872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:40.231901] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:40.234926] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=12.20%) [2025-10-16T23:57:40.235176] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-10-16T23:57:40.235304] [INFO ] [sig ] CMC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:40.374936] [INFO ] [LOCAL ] Saved forecast: CMC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMC.txt [2025-10-16T23:57:40.375182] [INFO ] [sig ] [393/1803] Completed CMC in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:40.375225] [INFO ] [sig ] [394/1803] Forecasting CMG... [2025-10-16T23:57:40.375255] [INFO ] [sig ] Generating forecast for: CMG [2025-10-16T23:57:40.375285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-10-16T23:57:40.384053] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMG'. [2025-10-16T23:57:40.384336] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-10-16T23:57:40.409371] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:40.410131] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-10-16T23:57:40.410184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:40.410217] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:40.410244] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:40.410300] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:40.427297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:40.427865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:40.427946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:40.427979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:40.460415] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:40.460518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:40.460555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:40.460584] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:40.463713] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=1.20%) [2025-10-16T23:57:40.464000] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-10-16T23:57:40.464129] [INFO ] [sig ] CMG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:40.604833] [INFO ] [LOCAL ] Saved forecast: CMG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMG.txt [2025-10-16T23:57:40.605058] [INFO ] [sig ] [394/1803] Completed CMG in 0.2s | 4.10 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:40.605100] [INFO ] [sig ] [395/1803] Forecasting CMI... [2025-10-16T23:57:40.605130] [INFO ] [sig ] Generating forecast for: CMI [2025-10-16T23:57:40.605162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-10-16T23:57:40.614040] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMI'. [2025-10-16T23:57:40.614326] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-10-16T23:57:40.639546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:40.640290] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-10-16T23:57:40.640343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:40.640376] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:40.640403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:40.640459] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:40.657509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:40.658128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:40.658245] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:40.658295] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:40.693968] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:40.694160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:40.694211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:40.694242] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:40.697772] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=96.30%) [2025-10-16T23:57:40.698038] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-10-16T23:57:40.698236] [INFO ] [sig ] CMI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:40.839117] [INFO ] [LOCAL ] Saved forecast: CMI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CMI.txt [2025-10-16T23:57:40.839363] [INFO ] [sig ] [395/1803] Completed CMI in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:40.839405] [INFO ] [sig ] [396/1803] Forecasting CMP... [2025-10-16T23:57:40.839436] [INFO ] [sig ] Generating forecast for: CMP [2025-10-16T23:57:40.839467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-10-16T23:57:40.849024] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMP'. [2025-10-16T23:57:40.849313] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-10-16T23:57:40.875859] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:40.876562] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-10-16T23:57:40.876616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:40.876694] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:40.876743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:40.876808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:40.895390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:40.895993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:40.896078] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:40.896111] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:40.942743] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:40.942855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:40.942893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:40.942922] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:40.946227] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=92.85%) [2025-10-16T23:57:40.946531] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-10-16T23:57:40.946708] [INFO ] [sig ] CMP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:41.087461] [INFO ] [LOCAL ] Saved forecast: CMP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CMP.txt [2025-10-16T23:57:41.087724] [INFO ] [sig ] [396/1803] Completed CMP in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:41.087789] [INFO ] [sig ] [397/1803] Forecasting CMPO... [2025-10-16T23:57:41.087822] [INFO ] [sig ] Generating forecast for: CMPO [2025-10-16T23:57:41.087853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-10-16T23:57:41.096497] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMPO'. [2025-10-16T23:57:41.096852] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-10-16T23:57:41.122130] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:41.122906] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-10-16T23:57:41.122963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:41.122997] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:41.123024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:41.123081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:41.140263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:41.140849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:41.140934] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:41.140967] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:41.169561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:41.169673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:41.169725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:41.169756] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:41.172788] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=2.91%) [2025-10-16T23:57:41.173038] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-10-16T23:57:41.173164] [INFO ] [sig ] CMPO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:41.313179] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMPO.txt [2025-10-16T23:57:41.313406] [INFO ] [sig ] [397/1803] Completed CMPO in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:41.313447] [INFO ] [sig ] [398/1803] Forecasting CMRE... [2025-10-16T23:57:41.313478] [INFO ] [sig ] Generating forecast for: CMRE [2025-10-16T23:57:41.313509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-10-16T23:57:41.322466] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMRE'. [2025-10-16T23:57:41.322785] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-10-16T23:57:41.348040] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:41.348936] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-10-16T23:57:41.348993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:41.349027] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:41.349054] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:41.349163] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:41.366216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:41.366808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:41.366889] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:41.366922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:41.396827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:41.396908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:41.396944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:41.396972] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:41.400092] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=38.82%) [2025-10-16T23:57:41.400342] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-10-16T23:57:41.400466] [INFO ] [sig ] CMRE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:41.541425] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMRE.txt [2025-10-16T23:57:41.541666] [INFO ] [sig ] [398/1803] Completed CMRE in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:41.541732] [INFO ] [sig ] [399/1803] Forecasting CMS... [2025-10-16T23:57:41.541773] [INFO ] [sig ] Generating forecast for: CMS [2025-10-16T23:57:41.541811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-10-16T23:57:41.550763] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMS'. [2025-10-16T23:57:41.551047] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-10-16T23:57:41.575948] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:41.576607] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-10-16T23:57:41.576700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:41.576828] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:41.576875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:41.576938] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:41.593866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:41.594388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:41.594469] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:41.594502] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:41.624928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:41.625007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:41.625043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:41.625073] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:41.628136] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=93.98%) [2025-10-16T23:57:41.628432] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-10-16T23:57:41.628561] [INFO ] [sig ] CMS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:41.768733] [INFO ] [LOCAL ] Saved forecast: CMS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CMS.txt [2025-10-16T23:57:41.768962] [INFO ] [sig ] [399/1803] Completed CMS in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:41.769005] [INFO ] [sig ] [400/1803] Forecasting CMSA... [2025-10-16T23:57:41.769036] [INFO ] [sig ] Generating forecast for: CMSA [2025-10-16T23:57:41.769068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-10-16T23:57:41.776856] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CMSA'. [2025-10-16T23:57:41.777119] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-10-16T23:57:41.802214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:41.803015] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-10-16T23:57:41.803069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:41.803104] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:41.803132] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:41.803189] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:41.820612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:41.821584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:41.821693] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:41.821747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:41.852064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:41.852181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:41.852236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:41.852299] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:41.855375] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=39.12%) [2025-10-16T23:57:41.855629] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-10-16T23:57:41.855790] [INFO ] [sig ] CMSA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:41.998717] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMSA.txt [2025-10-16T23:57:41.998995] [INFO ] [sig ] [400/1803] Completed CMSA in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:41.999040] [INFO ] [sig ] [401/1803] Forecasting CMSC... [2025-10-16T23:57:41.999071] [INFO ] [sig ] Generating forecast for: CMSC [2025-10-16T23:57:41.999103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-10-16T23:57:42.008131] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMSC'. [2025-10-16T23:57:42.008411] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-10-16T23:57:42.033248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:42.033953] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-10-16T23:57:42.034007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:42.034040] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:42.034068] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:42.034125] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:42.051269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:42.051853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:42.051943] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:42.051976] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:42.086105] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:42.086181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:42.086249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:42.086279] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:42.092057] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=16.72%) [2025-10-16T23:57:42.092304] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-10-16T23:57:42.092433] [INFO ] [sig ] CMSC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:42.301374] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMSC.txt [2025-10-16T23:57:42.301568] [INFO ] [sig ] [401/1803] Completed CMSC in 0.3s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:42.301610] [INFO ] [sig ] [402/1803] Forecasting CMSD... [2025-10-16T23:57:42.301668] [INFO ] [sig ] Generating forecast for: CMSD [2025-10-16T23:57:42.301722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-10-16T23:57:42.310931] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMSD'. [2025-10-16T23:57:42.311184] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-10-16T23:57:42.336032] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:42.336763] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-10-16T23:57:42.336822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:42.336855] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:42.336882] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:42.336938] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:42.354637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:42.355226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:42.355309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:42.355344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:42.395315] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:42.395492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:42.395540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:42.395572] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:42.399025] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=3.81%) [2025-10-16T23:57:42.399299] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-10-16T23:57:42.399483] [INFO ] [sig ] CMSD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:42.538959] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMSD.txt [2025-10-16T23:57:42.539131] [INFO ] [sig ] [402/1803] Completed CMSD in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:42.539173] [INFO ] [sig ] [403/1803] Forecasting CMTG... [2025-10-16T23:57:42.539204] [INFO ] [sig ] Generating forecast for: CMTG [2025-10-16T23:57:42.539235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-10-16T23:57:42.548412] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMTG'. [2025-10-16T23:57:42.548691] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-10-16T23:57:42.573357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:42.574072] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-10-16T23:57:42.574127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:42.574159] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:42.574186] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:42.574243] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:42.591413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:42.591975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:42.592055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:42.592089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:42.626763] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:42.626855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:42.626900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:42.626935] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:42.630092] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=4.35%) [2025-10-16T23:57:42.630341] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-10-16T23:57:42.630466] [INFO ] [sig ] CMTG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:42.770287] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMTG.txt [2025-10-16T23:57:42.770462] [INFO ] [sig ] [403/1803] Completed CMTG in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:42.770504] [INFO ] [sig ] [404/1803] Forecasting CMU... [2025-10-16T23:57:42.770535] [INFO ] [sig ] Generating forecast for: CMU [2025-10-16T23:57:42.770565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'. [2025-10-16T23:57:42.779171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMU'. [2025-10-16T23:57:42.779420] [INFO ] [FORECASTER] Starting predict_future for CMU [2025-10-16T23:57:42.804948] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:42.805744] [DEBUG] [LOCAL ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt [2025-10-16T23:57:42.805819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:42.805857] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:42.805889] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:42.805949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:42.823734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:42.824315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:42.824401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:42.824435] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:42.859252] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:42.859334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:42.859371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:42.859401] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:42.862483] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=26.21%) [2025-10-16T23:57:42.862787] [INFO ] [FORECASTER] Completed predict_future for CMU [2025-10-16T23:57:42.862925] [INFO ] [sig ] CMU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:43.007838] [INFO ] [LOCAL ] Saved forecast: CMU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CMU.txt [2025-10-16T23:57:43.008040] [INFO ] [sig ] [404/1803] Completed CMU in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:43.008084] [INFO ] [sig ] [405/1803] Forecasting CNA... [2025-10-16T23:57:43.008115] [INFO ] [sig ] Generating forecast for: CNA [2025-10-16T23:57:43.008146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-10-16T23:57:43.017149] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNA'. [2025-10-16T23:57:43.017406] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-10-16T23:57:43.042346] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:43.043142] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-10-16T23:57:43.043197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:43.043234] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:43.043263] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:43.043321] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:43.060772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:43.061295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:43.061371] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:43.061405] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:43.096348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:43.096423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:43.096465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:43.096493] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:43.100869] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=5.61%) [2025-10-16T23:57:43.101249] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-10-16T23:57:43.101406] [INFO ] [sig ] CNA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:43.246121] [INFO ] [LOCAL ] Saved forecast: CNA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNA.txt [2025-10-16T23:57:43.246323] [INFO ] [sig ] [405/1803] Completed CNA in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:43.246364] [INFO ] [sig ] [406/1803] Forecasting CNC... [2025-10-16T23:57:43.246395] [INFO ] [sig ] Generating forecast for: CNC [2025-10-16T23:57:43.246426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-10-16T23:57:43.255693] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CNC'. [2025-10-16T23:57:43.255951] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-10-16T23:57:43.280596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:43.281286] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-10-16T23:57:43.281340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:43.281388] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:43.281418] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:43.281475] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:43.299494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:43.300101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:43.300184] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:43.300218] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:43.338946] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:43.339035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:43.339071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:43.339099] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:43.342202] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=88.55%) [2025-10-16T23:57:43.342454] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-10-16T23:57:43.342581] [INFO ] [sig ] CNC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:43.484462] [INFO ] [LOCAL ] Saved forecast: CNC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CNC.txt [2025-10-16T23:57:43.484697] [INFO ] [sig ] [406/1803] Completed CNC in 0.2s | 4.11 sym/s | Total: 1.6m | ETA: 5.7m [2025-10-16T23:57:43.484757] [INFO ] [sig ] [407/1803] Forecasting CNF... [2025-10-16T23:57:43.484791] [INFO ] [sig ] Generating forecast for: CNF [2025-10-16T23:57:43.484822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-10-16T23:57:43.492897] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CNF'. [2025-10-16T23:57:43.493152] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-10-16T23:57:43.518758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:43.519437] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-10-16T23:57:43.519490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:43.519524] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:43.519553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:43.519610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:43.537489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:43.538071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:43.538178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:43.538237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:43.573714] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:43.573794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:43.573838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:43.573868] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:43.576890] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=22.89%) [2025-10-16T23:57:43.577137] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-10-16T23:57:43.577263] [INFO ] [sig ] CNF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:43.720184] [INFO ] [LOCAL ] Saved forecast: CNF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNF.txt [2025-10-16T23:57:43.720397] [INFO ] [sig ] [407/1803] Completed CNF in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.7m [2025-10-16T23:57:43.720466] [INFO ] [sig ] [408/1803] Forecasting CNI... [2025-10-16T23:57:43.720500] [INFO ] [sig ] Generating forecast for: CNI [2025-10-16T23:57:43.720531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-10-16T23:57:43.729763] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNI'. [2025-10-16T23:57:43.730027] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-10-16T23:57:43.755381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:43.756167] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-10-16T23:57:43.756222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:43.756255] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:43.756283] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:43.756340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:43.774033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:43.774668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:43.774755] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:43.774790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:43.811283] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:43.811360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:43.811405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:43.811434] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:43.814496] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=62.91%) [2025-10-16T23:57:43.814796] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-10-16T23:57:43.814939] [INFO ] [sig ] CNI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:43.954242] [INFO ] [LOCAL ] Saved forecast: CNI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CNI.txt [2025-10-16T23:57:43.954428] [INFO ] [sig ] [408/1803] Completed CNI in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.7m [2025-10-16T23:57:43.954470] [INFO ] [sig ] [409/1803] Forecasting CNK... [2025-10-16T23:57:43.954502] [INFO ] [sig ] Generating forecast for: CNK [2025-10-16T23:57:43.954533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-10-16T23:57:43.962617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNK'. [2025-10-16T23:57:43.962909] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-10-16T23:57:43.987771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:43.988576] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-10-16T23:57:43.988630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:43.988700] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:43.988739] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:43.988796] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:44.006006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:44.006517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:44.006596] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:44.006629] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:44.044731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:44.044817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:44.044853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:44.044882] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:44.047933] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=51.06%) [2025-10-16T23:57:44.048220] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-10-16T23:57:44.048359] [INFO ] [sig ] CNK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:44.192313] [INFO ] [LOCAL ] Saved forecast: CNK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CNK.txt [2025-10-16T23:57:44.192539] [INFO ] [sig ] [409/1803] Completed CNK in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.7m [2025-10-16T23:57:44.192582] [INFO ] [sig ] [410/1803] Forecasting CNM... [2025-10-16T23:57:44.192614] [INFO ] [sig ] Generating forecast for: CNM [2025-10-16T23:57:44.192670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-10-16T23:57:44.202311] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNM'. [2025-10-16T23:57:44.202603] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-10-16T23:57:44.228555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:44.229324] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-10-16T23:57:44.229380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:44.229415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:44.229445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:44.229503] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:44.247365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:44.247997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:44.248081] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:44.248115] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:44.290840] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:44.291017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:44.291061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:44.291094] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:44.295167] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=3.48%) [2025-10-16T23:57:44.295693] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-10-16T23:57:44.295911] [INFO ] [sig ] CNM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:44.445914] [INFO ] [LOCAL ] Saved forecast: CNM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNM.txt [2025-10-16T23:57:44.446142] [INFO ] [sig ] [410/1803] Completed CNM in 0.3s | 4.11 sym/s | Total: 1.7m | ETA: 5.7m [2025-10-16T23:57:44.446186] [INFO ] [sig ] [411/1803] Forecasting CNMD... [2025-10-16T23:57:44.446217] [INFO ] [sig ] Generating forecast for: CNMD [2025-10-16T23:57:44.446249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-10-16T23:57:44.455901] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNMD'. [2025-10-16T23:57:44.456171] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-10-16T23:57:44.482354] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:44.483110] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-10-16T23:57:44.483165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:44.483247] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:44.483285] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:44.483344] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:44.502172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:44.502816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:44.502907] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:44.502943] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:44.543931] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:44.544118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:44.544161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:44.544191] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:44.547635] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=45.56%) [2025-10-16T23:57:44.547937] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-10-16T23:57:44.548076] [INFO ] [sig ] CNMD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:44.687534] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNMD.txt [2025-10-16T23:57:44.687765] [INFO ] [sig ] [411/1803] Completed CNMD in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:44.687832] [INFO ] [sig ] [412/1803] Forecasting CNNE... [2025-10-16T23:57:44.687874] [INFO ] [sig ] Generating forecast for: CNNE [2025-10-16T23:57:44.687912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-10-16T23:57:44.697542] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNNE'. [2025-10-16T23:57:44.697831] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-10-16T23:57:44.722600] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:44.723341] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-10-16T23:57:44.723394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:44.723427] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:44.723455] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:44.723511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:44.740571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:44.741137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:44.741218] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:44.741251] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:44.778687] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:44.778871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:44.778925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:44.778962] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:44.782491] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-10-16T23:57:44.782809] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-10-16T23:57:44.782955] [INFO ] [sig ] CNNE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:44.922316] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNNE.txt [2025-10-16T23:57:44.922538] [INFO ] [sig ] [412/1803] Completed CNNE in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:44.922580] [INFO ] [sig ] [413/1803] Forecasting CNO... [2025-10-16T23:57:44.922610] [INFO ] [sig ] Generating forecast for: CNO [2025-10-16T23:57:44.922640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-10-16T23:57:44.931826] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNO'. [2025-10-16T23:57:44.932082] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-10-16T23:57:44.956685] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:44.957344] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-10-16T23:57:44.957397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:44.957445] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:44.957474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:44.957530] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:44.974770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:44.975329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:44.975407] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:44.975440] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:45.016834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:45.016944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:45.016985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:45.017013] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:45.020168] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=68.86%) [2025-10-16T23:57:45.020419] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-10-16T23:57:45.020550] [INFO ] [sig ] CNO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:45.162295] [INFO ] [LOCAL ] Saved forecast: CNO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CNO.txt [2025-10-16T23:57:45.162531] [INFO ] [sig ] [413/1803] Completed CNO in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:45.162574] [INFO ] [sig ] [414/1803] Forecasting CNP... [2025-10-16T23:57:45.162603] [INFO ] [sig ] Generating forecast for: CNP [2025-10-16T23:57:45.162634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-10-16T23:57:45.171875] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNP'. [2025-10-16T23:57:45.172134] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-10-16T23:57:45.196704] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:45.197364] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-10-16T23:57:45.197416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:45.197448] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:45.197474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:45.197531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:45.214310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:45.214866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:45.214946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:45.214979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:45.259180] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:45.259357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:45.259400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:45.259430] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:45.262940] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=30.00%) [2025-10-16T23:57:45.263208] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-10-16T23:57:45.263341] [INFO ] [sig ] CNP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:45.402183] [INFO ] [LOCAL ] Saved forecast: CNP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNP.txt [2025-10-16T23:57:45.402391] [INFO ] [sig ] [414/1803] Completed CNP in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:45.402433] [INFO ] [sig ] [415/1803] Forecasting CNQ... [2025-10-16T23:57:45.402464] [INFO ] [sig ] Generating forecast for: CNQ [2025-10-16T23:57:45.402494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-10-16T23:57:45.412361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNQ'. [2025-10-16T23:57:45.412617] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-10-16T23:57:45.437072] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:45.437830] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-10-16T23:57:45.437884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:45.437916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:45.437944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:45.438000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:45.454817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:45.455338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:45.455416] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:45.455450] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:45.499569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:45.499685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:45.499736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:45.499767] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:45.502840] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=93.94%) [2025-10-16T23:57:45.503089] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-10-16T23:57:45.503218] [INFO ] [sig ] CNQ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:45.645059] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CNQ.txt [2025-10-16T23:57:45.645327] [INFO ] [sig ] [415/1803] Completed CNQ in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:45.645370] [INFO ] [sig ] [416/1803] Forecasting CNS... [2025-10-16T23:57:45.645401] [INFO ] [sig ] Generating forecast for: CNS [2025-10-16T23:57:45.645432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-10-16T23:57:45.655314] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNS'. [2025-10-16T23:57:45.655625] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-10-16T23:57:45.681055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:45.681752] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-10-16T23:57:45.681807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:45.681840] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:45.681870] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:45.681928] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:45.698936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:45.699464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:45.699550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:45.699582] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:45.741777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:45.741865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:45.741900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:45.741929] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:45.745226] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=9.87%) [2025-10-16T23:57:45.745499] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-10-16T23:57:45.745638] [INFO ] [sig ] CNS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:45.890277] [INFO ] [LOCAL ] Saved forecast: CNS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CNS.txt [2025-10-16T23:57:45.890550] [INFO ] [sig ] [416/1803] Completed CNS in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:45.890612] [INFO ] [sig ] [417/1803] Forecasting CNX... [2025-10-16T23:57:45.890672] [INFO ] [sig ] Generating forecast for: CNX [2025-10-16T23:57:45.890726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-10-16T23:57:45.900110] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNX'. [2025-10-16T23:57:45.900364] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-10-16T23:57:45.925298] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:45.926022] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-10-16T23:57:45.926077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:45.926110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:45.926145] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:45.926202] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:45.943716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:45.944284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:45.944369] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:45.944403] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:45.991735] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:45.991927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:45.991972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:45.992002] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:45.995582] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=70.57%) [2025-10-16T23:57:45.995891] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-10-16T23:57:45.996085] [INFO ] [sig ] CNX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:46.136769] [INFO ] [LOCAL ] Saved forecast: CNX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CNX.txt [2025-10-16T23:57:46.136984] [INFO ] [sig ] [417/1803] Completed CNX in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:46.137027] [INFO ] [sig ] [418/1803] Forecasting CODI... [2025-10-16T23:57:46.137059] [INFO ] [sig ] Generating forecast for: CODI [2025-10-16T23:57:46.137090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-10-16T23:57:46.149679] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CODI'. [2025-10-16T23:57:46.150197] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-10-16T23:57:46.176459] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:46.177240] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-10-16T23:57:46.177295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:46.177329] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:46.177357] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:46.177415] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:46.195502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:46.196197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:46.196301] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:46.196350] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:46.237700] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:46.237826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:46.237880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:46.237911] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:46.241043] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=19.46%) [2025-10-16T23:57:46.241298] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-10-16T23:57:46.241435] [INFO ] [sig ] CODI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:46.387094] [INFO ] [LOCAL ] Saved forecast: CODI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CODI.txt [2025-10-16T23:57:46.387342] [INFO ] [sig ] [418/1803] Completed CODI in 0.3s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:46.387385] [INFO ] [sig ] [419/1803] Forecasting COF... [2025-10-16T23:57:46.387416] [INFO ] [sig ] Generating forecast for: COF [2025-10-16T23:57:46.387447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-10-16T23:57:46.396394] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COF'. [2025-10-16T23:57:46.396701] [INFO ] [FORECASTER] Starting predict_future for COF [2025-10-16T23:57:46.421854] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:46.422592] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-10-16T23:57:46.422669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:46.422723] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:46.422754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:46.422812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:46.440394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:46.441181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:46.441267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:46.441300] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:46.479215] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:46.479293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:46.479329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:46.479358] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:46.482427] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=52.95%) [2025-10-16T23:57:46.482701] [INFO ] [FORECASTER] Completed predict_future for COF [2025-10-16T23:57:46.482856] [INFO ] [sig ] COF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:46.622758] [INFO ] [LOCAL ] Saved forecast: COF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/COF.txt [2025-10-16T23:57:46.623031] [INFO ] [sig ] [419/1803] Completed COF in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:46.623074] [INFO ] [sig ] [420/1803] Forecasting COLD... [2025-10-16T23:57:46.623104] [INFO ] [sig ] Generating forecast for: COLD [2025-10-16T23:57:46.623135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-10-16T23:57:46.632384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COLD'. [2025-10-16T23:57:46.632693] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-10-16T23:57:46.658784] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:46.659492] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-10-16T23:57:46.659546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:46.659580] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:46.659624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:46.659720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:46.680047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:46.680596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:46.680700] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:46.680749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:46.720994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:46.721174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:46.721218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:46.721248] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:46.725059] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=46.82%) [2025-10-16T23:57:46.725339] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-10-16T23:57:46.725492] [INFO ] [sig ] COLD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:46.864734] [INFO ] [LOCAL ] Saved forecast: COLD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/COLD.txt [2025-10-16T23:57:46.865089] [INFO ] [sig ] [420/1803] Completed COLD in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:46.865137] [INFO ] [sig ] [421/1803] Forecasting COMP... [2025-10-16T23:57:46.865168] [INFO ] [sig ] Generating forecast for: COMP [2025-10-16T23:57:46.865258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-10-16T23:57:46.875128] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COMP'. [2025-10-16T23:57:46.875543] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-10-16T23:57:46.900510] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:46.901242] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-10-16T23:57:46.901297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:46.901331] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:46.901360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:46.901417] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:46.918238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:46.918815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:46.918898] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:46.918931] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:46.961510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:46.961695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:46.961754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:46.961789] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:46.965360] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=20.45%) [2025-10-16T23:57:46.965661] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-10-16T23:57:46.965828] [INFO ] [sig ] COMP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:47.118425] [INFO ] [LOCAL ] Saved forecast: COMP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/COMP.txt [2025-10-16T23:57:47.118671] [INFO ] [sig ] [421/1803] Completed COMP in 0.3s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:47.118733] [INFO ] [sig ] [422/1803] Forecasting CON... [2025-10-16T23:57:47.118768] [INFO ] [sig ] Generating forecast for: CON [2025-10-16T23:57:47.118801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'. [2025-10-16T23:57:47.128236] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CON'. [2025-10-16T23:57:47.128504] [INFO ] [FORECASTER] Starting predict_future for CON [2025-10-16T23:57:47.153308] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:47.154010] [DEBUG] [LOCAL ] No optimal features file found for CON: ./output/feature-sets/CON.txt [2025-10-16T23:57:47.154064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:47.154097] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:47.154125] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:47.154183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:47.171237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:47.171792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:47.171871] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:47.171904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:47.211235] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:47.211319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:47.211355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:47.211383] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:47.214439] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: DOWN (p=28.13%) [2025-10-16T23:57:47.214719] [INFO ] [FORECASTER] Completed predict_future for CON [2025-10-16T23:57:47.214864] [INFO ] [sig ] CON: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:47.356935] [INFO ] [LOCAL ] Saved forecast: CON 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CON.txt [2025-10-16T23:57:47.357232] [INFO ] [sig ] [422/1803] Completed CON in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:47.357280] [INFO ] [sig ] [423/1803] Forecasting COOK... [2025-10-16T23:57:47.357311] [INFO ] [sig ] Generating forecast for: COOK [2025-10-16T23:57:47.357343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'. [2025-10-16T23:57:47.367565] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COOK'. [2025-10-16T23:57:47.368018] [INFO ] [FORECASTER] Starting predict_future for COOK [2025-10-16T23:57:47.393611] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:47.394462] [DEBUG] [LOCAL ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt [2025-10-16T23:57:47.394518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:47.394553] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:47.394581] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:47.394638] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:47.415573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:47.416486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:47.416594] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:47.416669] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:47.456601] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:47.456739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:47.456786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:47.456817] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:47.461840] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=7.90%) [2025-10-16T23:57:47.462108] [INFO ] [FORECASTER] Completed predict_future for COOK [2025-10-16T23:57:47.462250] [INFO ] [sig ] COOK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:47.609283] [INFO ] [LOCAL ] Saved forecast: COOK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/COOK.txt [2025-10-16T23:57:47.609552] [INFO ] [sig ] [423/1803] Completed COOK in 0.3s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:47.609597] [INFO ] [sig ] [424/1803] Forecasting COP... [2025-10-16T23:57:47.609627] [INFO ] [sig ] Generating forecast for: COP [2025-10-16T23:57:47.609695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-10-16T23:57:47.621265] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COP'. [2025-10-16T23:57:47.621623] [INFO ] [FORECASTER] Starting predict_future for COP [2025-10-16T23:57:47.646821] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:47.647677] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-10-16T23:57:47.647815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:47.647857] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:47.647887] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:47.647946] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:47.670356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:47.671266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:47.671357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:47.671393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:47.713177] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:47.713344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:47.713387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:47.713418] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:47.717513] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=68.87%) [2025-10-16T23:57:47.717835] [INFO ] [FORECASTER] Completed predict_future for COP [2025-10-16T23:57:47.717993] [INFO ] [sig ] COP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:47.857835] [INFO ] [LOCAL ] Saved forecast: COP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/COP.txt [2025-10-16T23:57:47.858055] [INFO ] [sig ] [424/1803] Completed COP in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:47.858096] [INFO ] [sig ] [425/1803] Forecasting COR... [2025-10-16T23:57:47.858126] [INFO ] [sig ] Generating forecast for: COR [2025-10-16T23:57:47.858177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-10-16T23:57:47.867532] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COR'. [2025-10-16T23:57:47.867824] [INFO ] [FORECASTER] Starting predict_future for COR [2025-10-16T23:57:47.892369] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:47.893128] [DEBUG] [LOCAL ] No optimal features file found for COR: ./output/feature-sets/COR.txt [2025-10-16T23:57:47.893184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:47.893219] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:47.893247] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:47.893305] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:47.910410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:47.910985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:47.911067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:47.911102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:47.952632] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:47.952728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:47.952787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:47.952818] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:47.955825] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: DOWN (p=16.15%) [2025-10-16T23:57:47.956070] [INFO ] [FORECASTER] Completed predict_future for COR [2025-10-16T23:57:47.956208] [INFO ] [sig ] COR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:48.099727] [INFO ] [LOCAL ] Saved forecast: COR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/COR.txt [2025-10-16T23:57:48.099971] [INFO ] [sig ] [425/1803] Completed COR in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:48.100015] [INFO ] [sig ] [426/1803] Forecasting COTY... [2025-10-16T23:57:48.100046] [INFO ] [sig ] Generating forecast for: COTY [2025-10-16T23:57:48.100078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-10-16T23:57:48.109319] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COTY'. [2025-10-16T23:57:48.109576] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-10-16T23:57:48.134608] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:48.135412] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-10-16T23:57:48.135467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:48.135500] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:48.135528] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:48.135585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:48.152529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:48.153081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:48.153164] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:48.153197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:48.193490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:48.193563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:48.193599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:48.193627] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:48.196799] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=73.41%) [2025-10-16T23:57:48.197054] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-10-16T23:57:48.197186] [INFO ] [sig ] COTY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:48.335922] [INFO ] [LOCAL ] Saved forecast: COTY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/COTY.txt [2025-10-16T23:57:48.336158] [INFO ] [sig ] [426/1803] Completed COTY in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:48.336200] [INFO ] [sig ] [427/1803] Forecasting COUR... [2025-10-16T23:57:48.336230] [INFO ] [sig ] Generating forecast for: COUR [2025-10-16T23:57:48.336260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-10-16T23:57:48.345384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COUR'. [2025-10-16T23:57:48.345678] [INFO ] [FORECASTER] Starting predict_future for COUR [2025-10-16T23:57:48.370185] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:48.370883] [DEBUG] [LOCAL ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt [2025-10-16T23:57:48.370939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:48.370974] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:48.371018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:48.371080] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:48.387852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:48.388412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:48.388523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:48.388562] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:48.434302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:48.434386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:48.434425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:48.434455] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:48.437606] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: UP (p=71.95%) [2025-10-16T23:57:48.437884] [INFO ] [FORECASTER] Completed predict_future for COUR [2025-10-16T23:57:48.438032] [INFO ] [sig ] COUR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:48.575827] [INFO ] [LOCAL ] Saved forecast: COUR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/COUR.txt [2025-10-16T23:57:48.576053] [INFO ] [sig ] [427/1803] Completed COUR in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:48.576096] [INFO ] [sig ] [428/1803] Forecasting CP... [2025-10-16T23:57:48.576126] [INFO ] [sig ] Generating forecast for: CP [2025-10-16T23:57:48.576157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-10-16T23:57:48.585234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CP'. [2025-10-16T23:57:48.585494] [INFO ] [FORECASTER] Starting predict_future for CP [2025-10-16T23:57:48.609855] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:48.610511] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-10-16T23:57:48.610573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:48.610606] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:48.610634] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:48.610733] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:48.627910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:48.628478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:48.628563] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:48.628598] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:48.670744] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:48.670859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:48.670898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:48.670932] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:48.674494] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=14.06%) [2025-10-16T23:57:48.674802] [INFO ] [FORECASTER] Completed predict_future for CP [2025-10-16T23:57:48.675006] [INFO ] [sig ] CP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:48.817414] [INFO ] [LOCAL ] Saved forecast: CP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CP.txt [2025-10-16T23:57:48.817692] [INFO ] [sig ] [428/1803] Completed CP in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:48.817755] [INFO ] [sig ] [429/1803] Forecasting CPA... [2025-10-16T23:57:48.817789] [INFO ] [sig ] Generating forecast for: CPA [2025-10-16T23:57:48.817821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-10-16T23:57:48.828904] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPA'. [2025-10-16T23:57:48.829191] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-10-16T23:57:48.853966] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:48.854629] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-10-16T23:57:48.854708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:48.854747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:48.854775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:48.854832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:48.871916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:48.872439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:48.872519] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:48.872552] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:48.918302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:48.918401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:48.918439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:48.918469] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:48.921794] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=17.09%) [2025-10-16T23:57:48.922082] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-10-16T23:57:48.922221] [INFO ] [sig ] CPA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:49.064442] [INFO ] [LOCAL ] Saved forecast: CPA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CPA.txt [2025-10-16T23:57:49.064707] [INFO ] [sig ] [429/1803] Completed CPA in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:49.064791] [INFO ] [sig ] [430/1803] Forecasting CPAY... [2025-10-16T23:57:49.064826] [INFO ] [sig ] Generating forecast for: CPAY [2025-10-16T23:57:49.064857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'. [2025-10-16T23:57:49.075570] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPAY'. [2025-10-16T23:57:49.075907] [INFO ] [FORECASTER] Starting predict_future for CPAY [2025-10-16T23:57:49.100621] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:49.101452] [DEBUG] [LOCAL ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt [2025-10-16T23:57:49.101514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:49.101556] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:49.101591] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:49.101685] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:49.119542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:49.120130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:49.120213] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:49.120249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:49.160887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:49.160974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:49.161013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:49.161042] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:49.167265] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: UP (p=91.41%) [2025-10-16T23:57:49.167536] [INFO ] [FORECASTER] Completed predict_future for CPAY [2025-10-16T23:57:49.167709] [INFO ] [sig ] CPAY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:49.307463] [INFO ] [LOCAL ] Saved forecast: CPAY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CPAY.txt [2025-10-16T23:57:49.307717] [INFO ] [sig ] [430/1803] Completed CPAY in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:49.307779] [INFO ] [sig ] [431/1803] Forecasting CPF... [2025-10-16T23:57:49.307814] [INFO ] [sig ] Generating forecast for: CPF [2025-10-16T23:57:49.307845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-10-16T23:57:49.318587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPF'. [2025-10-16T23:57:49.318919] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-10-16T23:57:49.344482] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:49.345205] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-10-16T23:57:49.345260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:49.345293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:49.345321] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:49.345379] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:49.365602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:49.366639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:49.366768] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:49.366812] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:49.408987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:49.409134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:49.409175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:49.409207] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:49.412551] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=9.19%) [2025-10-16T23:57:49.412855] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-10-16T23:57:49.413002] [INFO ] [sig ] CPF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:49.555378] [INFO ] [LOCAL ] Saved forecast: CPF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CPF.txt [2025-10-16T23:57:49.555672] [INFO ] [sig ] [431/1803] Completed CPF in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 5.6m [2025-10-16T23:57:49.555738] [INFO ] [sig ] [432/1803] Forecasting CPK... [2025-10-16T23:57:49.555773] [INFO ] [sig ] Generating forecast for: CPK [2025-10-16T23:57:49.555805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-10-16T23:57:49.566371] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPK'. [2025-10-16T23:57:49.566740] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-10-16T23:57:49.593484] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:49.594507] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-10-16T23:57:49.594574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:49.594619] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:49.594700] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:49.594795] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:49.618884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:49.619772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:49.619864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:49.619900] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:49.664366] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:49.664544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:49.664611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:49.664671] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:49.668256] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=3.54%) [2025-10-16T23:57:49.668537] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-10-16T23:57:49.668719] [INFO ] [sig ] CPK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:49.812870] [INFO ] [LOCAL ] Saved forecast: CPK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CPK.txt [2025-10-16T23:57:49.813132] [INFO ] [sig ] [432/1803] Completed CPK in 0.3s | 4.11 sym/s | Total: 1.8m | ETA: 5.6m [2025-10-16T23:57:49.813175] [INFO ] [sig ] [433/1803] Forecasting CPNG... [2025-10-16T23:57:49.813207] [INFO ] [sig ] Generating forecast for: CPNG [2025-10-16T23:57:49.813238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-10-16T23:57:49.823954] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPNG'. [2025-10-16T23:57:49.824294] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-10-16T23:57:49.850427] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:49.851124] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-10-16T23:57:49.851178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:49.851211] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:49.851239] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:49.851331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:49.869459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:49.870061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:49.870140] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:49.870173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:49.918137] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:49.918262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:49.918309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:49.918342] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:49.921956] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=7.16%) [2025-10-16T23:57:49.922263] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-10-16T23:57:49.922416] [INFO ] [sig ] CPNG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:50.074626] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CPNG.txt [2025-10-16T23:57:50.074894] [INFO ] [sig ] [433/1803] Completed CPNG in 0.3s | 4.11 sym/s | Total: 1.8m | ETA: 5.6m [2025-10-16T23:57:50.074983] [INFO ] [sig ] [434/1803] Forecasting CPRI... [2025-10-16T23:57:50.075026] [INFO ] [sig ] Generating forecast for: CPRI [2025-10-16T23:57:50.075060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-10-16T23:57:50.085017] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPRI'. [2025-10-16T23:57:50.085273] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-10-16T23:57:50.111209] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:50.111938] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-10-16T23:57:50.111992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:50.112065] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:50.112131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:50.112221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:50.131367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:50.131936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:50.132016] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:50.132049] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:50.174098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:50.174183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:50.174228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:50.174258] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:50.177492] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=16.17%) [2025-10-16T23:57:50.177819] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-10-16T23:57:50.177961] [INFO ] [sig ] CPRI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:50.330264] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CPRI.txt [2025-10-16T23:57:50.330490] [INFO ] [sig ] [434/1803] Completed CPRI in 0.3s | 4.11 sym/s | Total: 1.8m | ETA: 5.6m [2025-10-16T23:57:50.330534] [INFO ] [sig ] [435/1803] Forecasting CPT... [2025-10-16T23:57:50.330565] [INFO ] [sig ] Generating forecast for: CPT [2025-10-16T23:57:50.330596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'. [2025-10-16T23:57:50.340869] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPT'. [2025-10-16T23:57:50.341134] [INFO ] [FORECASTER] Starting predict_future for CPT [2025-10-16T23:57:50.367555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:50.368340] [DEBUG] [LOCAL ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt [2025-10-16T23:57:50.368394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:50.368428] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:50.368512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:50.368574] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:50.387139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:50.387748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:50.387829] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:50.387863] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:50.427731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:50.427804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:50.427839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:50.427866] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:50.430877] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-10-16T23:57:50.431119] [INFO ] [FORECASTER] Completed predict_future for CPT [2025-10-16T23:57:50.431253] [INFO ] [sig ] CPT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:50.570001] [INFO ] [LOCAL ] Saved forecast: CPT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CPT.txt [2025-10-16T23:57:50.570207] [INFO ] [sig ] [435/1803] Completed CPT in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.6m [2025-10-16T23:57:50.570249] [INFO ] [sig ] [436/1803] Forecasting CR... [2025-10-16T23:57:50.570279] [INFO ] [sig ] Generating forecast for: CR [2025-10-16T23:57:50.570309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'. [2025-10-16T23:57:50.580088] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CR'. [2025-10-16T23:57:50.580371] [INFO ] [FORECASTER] Starting predict_future for CR [2025-10-16T23:57:50.604803] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:50.605455] [DEBUG] [LOCAL ] No optimal features file found for CR: ./output/feature-sets/CR.txt [2025-10-16T23:57:50.605509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:50.605543] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:50.605571] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:50.605628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:50.622484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:50.623040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:50.623120] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:50.623153] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:50.664513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:50.664605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:50.664691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:50.664747] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:50.667803] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=68.12%) [2025-10-16T23:57:50.668045] [INFO ] [FORECASTER] Completed predict_future for CR [2025-10-16T23:57:50.668199] [INFO ] [sig ] CR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:50.805415] [INFO ] [LOCAL ] Saved forecast: CR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CR.txt [2025-10-16T23:57:50.805631] [INFO ] [sig ] [436/1803] Completed CR in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:50.805712] [INFO ] [sig ] [437/1803] Forecasting CRBD... [2025-10-16T23:57:50.805750] [INFO ] [sig ] Generating forecast for: CRBD [2025-10-16T23:57:50.805783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'. [2025-10-16T23:57:50.815259] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRBD'. [2025-10-16T23:57:50.815521] [INFO ] [FORECASTER] Starting predict_future for CRBD [2025-10-16T23:57:50.840320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:50.841036] [DEBUG] [LOCAL ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt [2025-10-16T23:57:50.841093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:50.841126] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:50.841153] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:50.841209] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:50.858451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:50.859035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:50.859121] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:50.859156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:50.899283] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:50.899355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:50.899391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:50.899419] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:50.902465] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: UP (p=59.85%) [2025-10-16T23:57:50.902748] [INFO ] [FORECASTER] Completed predict_future for CRBD [2025-10-16T23:57:50.902894] [INFO ] [sig ] CRBD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:51.042662] [INFO ] [LOCAL ] Saved forecast: CRBD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CRBD.txt [2025-10-16T23:57:51.042911] [INFO ] [sig ] [437/1803] Completed CRBD in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:51.042955] [INFO ] [sig ] [438/1803] Forecasting CRBG... [2025-10-16T23:57:51.042985] [INFO ] [sig ] Generating forecast for: CRBG [2025-10-16T23:57:51.043016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-10-16T23:57:51.052025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRBG'. [2025-10-16T23:57:51.052281] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-10-16T23:57:51.076762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:51.077484] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-10-16T23:57:51.077537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:51.077570] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:51.077597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:51.077677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:51.094577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:51.095125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:51.095208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:51.095242] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:51.135772] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:51.135849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:51.135884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:51.135912] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:51.139014] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=41.66%) [2025-10-16T23:57:51.139262] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-10-16T23:57:51.139400] [INFO ] [sig ] CRBG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:51.280234] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CRBG.txt [2025-10-16T23:57:51.280429] [INFO ] [sig ] [438/1803] Completed CRBG in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:51.280471] [INFO ] [sig ] [439/1803] Forecasting CRC... [2025-10-16T23:57:51.280502] [INFO ] [sig ] Generating forecast for: CRC [2025-10-16T23:57:51.280531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-10-16T23:57:51.289464] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRC'. [2025-10-16T23:57:51.289735] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-10-16T23:57:51.314476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:51.315186] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-10-16T23:57:51.315239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:51.315271] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:51.315298] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:51.315355] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:51.333587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:51.334321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:51.334408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:51.334600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:51.380287] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:51.380394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:51.380455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:51.380486] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:51.383719] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=9.48%) [2025-10-16T23:57:51.383980] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-10-16T23:57:51.384116] [INFO ] [sig ] CRC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:51.526161] [INFO ] [LOCAL ] Saved forecast: CRC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CRC.txt [2025-10-16T23:57:51.526368] [INFO ] [sig ] [439/1803] Completed CRC in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:51.526409] [INFO ] [sig ] [440/1803] Forecasting CRGY... [2025-10-16T23:57:51.526440] [INFO ] [sig ] Generating forecast for: CRGY [2025-10-16T23:57:51.526471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-10-16T23:57:51.538846] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRGY'. [2025-10-16T23:57:51.539405] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-10-16T23:57:51.565002] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:51.565738] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-10-16T23:57:51.565794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:51.565827] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:51.565853] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:51.565968] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:51.583768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:51.584310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:51.584396] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:51.584430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:51.624246] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:51.624328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:51.624364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:51.624393] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:51.627699] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=96.77%) [2025-10-16T23:57:51.627959] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-10-16T23:57:51.628109] [INFO ] [sig ] CRGY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:51.772732] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CRGY.txt [2025-10-16T23:57:51.772993] [INFO ] [sig ] [440/1803] Completed CRGY in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:51.773043] [INFO ] [sig ] [441/1803] Forecasting CRH... [2025-10-16T23:57:51.773075] [INFO ] [sig ] Generating forecast for: CRH [2025-10-16T23:57:51.773107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-10-16T23:57:51.782220] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRH'. [2025-10-16T23:57:51.782489] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-10-16T23:57:51.807789] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:51.808577] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-10-16T23:57:51.808633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:51.808705] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:51.808743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:51.808818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:51.826844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:51.827382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:51.827464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:51.827497] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:51.877662] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:51.877754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:51.877797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:51.877827] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:51.881242] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=26.18%) [2025-10-16T23:57:51.881496] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-10-16T23:57:51.881637] [INFO ] [sig ] CRH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:52.019339] [INFO ] [LOCAL ] Saved forecast: CRH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CRH.txt [2025-10-16T23:57:52.019626] [INFO ] [sig ] [441/1803] Completed CRH in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:52.019705] [INFO ] [sig ] [442/1803] Forecasting CRI... [2025-10-16T23:57:52.019746] [INFO ] [sig ] Generating forecast for: CRI [2025-10-16T23:57:52.019778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-10-16T23:57:52.029277] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRI'. [2025-10-16T23:57:52.029538] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-10-16T23:57:52.054151] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:52.054845] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-10-16T23:57:52.054899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:52.054931] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:52.054958] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:52.055020] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:52.072213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:52.072784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:52.072869] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:52.072903] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:52.114623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:52.114718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:52.114762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:52.114792] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:52.117847] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=62.01%) [2025-10-16T23:57:52.118100] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-10-16T23:57:52.118295] [INFO ] [sig ] CRI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:52.257159] [INFO ] [LOCAL ] Saved forecast: CRI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CRI.txt [2025-10-16T23:57:52.257413] [INFO ] [sig ] [442/1803] Completed CRI in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:52.257455] [INFO ] [sig ] [443/1803] Forecasting CRK... [2025-10-16T23:57:52.257485] [INFO ] [sig ] Generating forecast for: CRK [2025-10-16T23:57:52.257517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-10-16T23:57:52.267216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRK'. [2025-10-16T23:57:52.267483] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-10-16T23:57:52.292335] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:52.293062] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-10-16T23:57:52.293115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:52.293147] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:52.293175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:52.293230] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:52.310368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:52.310933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:52.311013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:52.311046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:52.356423] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:52.356496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:52.356564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:52.356594] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:52.362274] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-10-16T23:57:52.362518] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-10-16T23:57:52.362681] [INFO ] [sig ] CRK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:52.502412] [INFO ] [LOCAL ] Saved forecast: CRK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CRK.txt [2025-10-16T23:57:52.502727] [INFO ] [sig ] [443/1803] Completed CRK in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:52.502789] [INFO ] [sig ] [444/1803] Forecasting CRM... [2025-10-16T23:57:52.502824] [INFO ] [sig ] Generating forecast for: CRM [2025-10-16T23:57:52.502856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-10-16T23:57:52.511782] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRM'. [2025-10-16T23:57:52.512040] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-10-16T23:57:52.536780] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:52.537435] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-10-16T23:57:52.537488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:52.537520] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:52.537547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:52.537604] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:52.554592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:52.555146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:52.555226] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:52.555259] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:52.602145] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:52.602225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:52.602261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:52.602290] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:52.605367] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=74.01%) [2025-10-16T23:57:52.605614] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-10-16T23:57:52.605791] [INFO ] [sig ] CRM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:52.745630] [INFO ] [LOCAL ] Saved forecast: CRM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CRM.txt [2025-10-16T23:57:52.745890] [INFO ] [sig ] [444/1803] Completed CRM in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:52.745945] [INFO ] [sig ] [445/1803] Forecasting CSAN... [2025-10-16T23:57:52.745977] [INFO ] [sig ] Generating forecast for: CSAN [2025-10-16T23:57:52.746007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-10-16T23:57:52.755805] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSAN'. [2025-10-16T23:57:52.756070] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-10-16T23:57:52.780759] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:52.781426] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-10-16T23:57:52.781480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:52.781512] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:52.781539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:52.781600] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:52.802287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:52.803804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:52.803887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:52.803920] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:52.849206] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:52.849285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:52.849321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:52.849349] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:52.852391] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=22.81%) [2025-10-16T23:57:52.852636] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-10-16T23:57:52.852808] [INFO ] [sig ] CSAN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:52.991367] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CSAN.txt [2025-10-16T23:57:52.991667] [INFO ] [sig ] [445/1803] Completed CSAN in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:52.991727] [INFO ] [sig ] [446/1803] Forecasting CSL... [2025-10-16T23:57:52.991761] [INFO ] [sig ] Generating forecast for: CSL [2025-10-16T23:57:52.991793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'. [2025-10-16T23:57:53.002713] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSL'. [2025-10-16T23:57:53.003021] [INFO ] [FORECASTER] Starting predict_future for CSL [2025-10-16T23:57:53.027709] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:53.028439] [DEBUG] [LOCAL ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt [2025-10-16T23:57:53.028494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:53.028527] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:53.028556] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:53.028612] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:53.045454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:53.046016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:53.046097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:53.046131] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:53.094517] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:53.094594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:53.094629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:53.094715] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:53.097894] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=47.46%) [2025-10-16T23:57:53.098146] [INFO ] [FORECASTER] Completed predict_future for CSL [2025-10-16T23:57:53.098343] [INFO ] [sig ] CSL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:53.236303] [INFO ] [LOCAL ] Saved forecast: CSL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CSL.txt [2025-10-16T23:57:53.236617] [INFO ] [sig ] [446/1803] Completed CSL in 0.2s | 4.11 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:53.236697] [INFO ] [sig ] [447/1803] Forecasting CSR... [2025-10-16T23:57:53.236742] [INFO ] [sig ] Generating forecast for: CSR [2025-10-16T23:57:53.236774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-10-16T23:57:53.248591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSR'. [2025-10-16T23:57:53.249178] [INFO ] [FORECASTER] Starting predict_future for CSR [2025-10-16T23:57:53.281334] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:53.282436] [DEBUG] [LOCAL ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt [2025-10-16T23:57:53.282502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:53.282540] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:53.282568] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:53.282627] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:53.302219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:53.303380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:53.303483] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:53.303519] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:53.353277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:53.353526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:53.353575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:53.353606] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:53.357971] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: UP (p=91.16%) [2025-10-16T23:57:53.358358] [INFO ] [FORECASTER] Completed predict_future for CSR [2025-10-16T23:57:53.358529] [INFO ] [sig ] CSR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:53.516723] [INFO ] [LOCAL ] Saved forecast: CSR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CSR.txt [2025-10-16T23:57:53.517156] [INFO ] [sig ] [447/1803] Completed CSR in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:53.517206] [INFO ] [sig ] [448/1803] Forecasting CSTM... [2025-10-16T23:57:53.517238] [INFO ] [sig ] Generating forecast for: CSTM [2025-10-16T23:57:53.517271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-10-16T23:57:53.529327] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSTM'. [2025-10-16T23:57:53.529966] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-10-16T23:57:53.557438] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:53.558359] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-10-16T23:57:53.558415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:53.558451] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:53.558479] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:53.558537] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:53.575951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:53.576923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:53.577024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:53.577058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:53.623533] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:53.623834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:53.623904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:53.623938] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:53.628309] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=29.03%) [2025-10-16T23:57:53.628671] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-10-16T23:57:53.628841] [INFO ] [sig ] CSTM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:53.783913] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CSTM.txt [2025-10-16T23:57:53.784241] [INFO ] [sig ] [448/1803] Completed CSTM in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:53.784308] [INFO ] [sig ] [449/1803] Forecasting CSV... [2025-10-16T23:57:53.784343] [INFO ] [sig ] Generating forecast for: CSV [2025-10-16T23:57:53.784378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'. [2025-10-16T23:57:53.795943] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSV'. [2025-10-16T23:57:53.796291] [INFO ] [FORECASTER] Starting predict_future for CSV [2025-10-16T23:57:53.823178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:53.823957] [DEBUG] [LOCAL ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt [2025-10-16T23:57:53.824013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:53.824047] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:53.824075] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:53.824132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:53.842301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:53.843008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:53.843102] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:53.843137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:53.887394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:53.887595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:53.887638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:53.887715] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:53.891948] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=89.51%) [2025-10-16T23:57:53.892269] [INFO ] [FORECASTER] Completed predict_future for CSV [2025-10-16T23:57:53.892426] [INFO ] [sig ] CSV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:54.036899] [INFO ] [LOCAL ] Saved forecast: CSV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CSV.txt [2025-10-16T23:57:54.037221] [INFO ] [sig ] [449/1803] Completed CSV in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:54.037268] [INFO ] [sig ] [450/1803] Forecasting CTBB... [2025-10-16T23:57:54.037304] [INFO ] [sig ] Generating forecast for: CTBB [2025-10-16T23:57:54.037345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-10-16T23:57:54.047877] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTBB'. [2025-10-16T23:57:54.048292] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-10-16T23:57:54.074666] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:54.075468] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-10-16T23:57:54.075526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:54.075561] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:54.075592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:54.075677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:54.093442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:54.094136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:54.094230] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:54.094266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:54.135423] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:54.135613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:54.135682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:54.135738] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:54.139632] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=99.71%) [2025-10-16T23:57:54.139955] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-10-16T23:57:54.140103] [INFO ] [sig ] CTBB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:54.284951] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CTBB.txt [2025-10-16T23:57:54.285336] [INFO ] [sig ] [450/1803] Completed CTBB in 0.2s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:54.285389] [INFO ] [sig ] [451/1803] Forecasting CTDD... [2025-10-16T23:57:54.285421] [INFO ] [sig ] Generating forecast for: CTDD [2025-10-16T23:57:54.285453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-10-16T23:57:54.296068] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CTDD'. [2025-10-16T23:57:54.296462] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-10-16T23:57:54.323740] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:54.324552] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-10-16T23:57:54.324609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:54.324669] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:54.324722] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:54.324786] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:54.342802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:54.343574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:54.343692] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:54.343747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:54.381834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:54.381967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:54.382007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:54.382037] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:54.385432] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=5.28%) [2025-10-16T23:57:54.385744] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-10-16T23:57:54.385888] [INFO ] [sig ] CTDD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:54.537124] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CTDD.txt [2025-10-16T23:57:54.537508] [INFO ] [sig ] [451/1803] Completed CTDD in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:54.537565] [INFO ] [sig ] [452/1803] Forecasting CTO... [2025-10-16T23:57:54.537596] [INFO ] [sig ] Generating forecast for: CTO [2025-10-16T23:57:54.537630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-10-16T23:57:54.549227] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTO'. [2025-10-16T23:57:54.549800] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-10-16T23:57:54.576748] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:54.577536] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-10-16T23:57:54.577590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:54.577623] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:54.577688] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:54.577769] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:54.595971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:54.596637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:54.596759] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:54.596796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:54.640281] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:54.640478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:54.640523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:54.640556] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:54.644424] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=54.42%) [2025-10-16T23:57:54.644753] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-10-16T23:57:54.644906] [INFO ] [sig ] CTO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:54.792755] [INFO ] [LOCAL ] Saved forecast: CTO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CTO.txt [2025-10-16T23:57:54.793143] [INFO ] [sig ] [452/1803] Completed CTO in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:54.793192] [INFO ] [sig ] [453/1803] Forecasting CTRA... [2025-10-16T23:57:54.793225] [INFO ] [sig ] Generating forecast for: CTRA [2025-10-16T23:57:54.793258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-10-16T23:57:54.804336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTRA'. [2025-10-16T23:57:54.804812] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-10-16T23:57:54.831462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:54.832321] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-10-16T23:57:54.832380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:54.832416] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:54.832536] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:54.832607] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:54.850951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:54.851852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:54.851952] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:54.851988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:54.897241] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:54.897495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:54.897547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:54.897614] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:54.901790] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=71.93%) [2025-10-16T23:57:54.902159] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-10-16T23:57:54.902324] [INFO ] [sig ] CTRA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:55.053957] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CTRA.txt [2025-10-16T23:57:55.054272] [INFO ] [sig ] [453/1803] Completed CTRA in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:55.054318] [INFO ] [sig ] [454/1803] Forecasting CTS... [2025-10-16T23:57:55.054351] [INFO ] [sig ] Generating forecast for: CTS [2025-10-16T23:57:55.054387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-10-16T23:57:55.065015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTS'. [2025-10-16T23:57:55.065412] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-10-16T23:57:55.092424] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:55.093241] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-10-16T23:57:55.093298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:55.093334] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:55.093364] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:55.093425] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:55.111471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:55.112201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:55.112298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:55.112334] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:55.157737] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:55.157907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:55.157951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:55.157983] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:55.161874] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=30.73%) [2025-10-16T23:57:55.162221] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-10-16T23:57:55.162383] [INFO ] [sig ] CTS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:55.312135] [INFO ] [LOCAL ] Saved forecast: CTS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CTS.txt [2025-10-16T23:57:55.312475] [INFO ] [sig ] [454/1803] Completed CTS in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:55.312519] [INFO ] [sig ] [455/1803] Forecasting CUBE... [2025-10-16T23:57:55.312550] [INFO ] [sig ] Generating forecast for: CUBE [2025-10-16T23:57:55.312582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-10-16T23:57:55.323589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CUBE'. [2025-10-16T23:57:55.324064] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-10-16T23:57:55.350123] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:55.350947] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-10-16T23:57:55.351006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:55.351040] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:55.351068] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:55.351128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:55.370777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:55.371613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:55.371739] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:55.371784] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:55.417107] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:55.417354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:55.417403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:55.417434] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:55.421625] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=81.78%) [2025-10-16T23:57:55.421983] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-10-16T23:57:55.422182] [INFO ] [sig ] CUBE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:55.568794] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CUBE.txt [2025-10-16T23:57:55.569176] [INFO ] [sig ] [455/1803] Completed CUBE in 0.3s | 4.10 sym/s | Total: 1.8m | ETA: 5.5m [2025-10-16T23:57:55.569223] [INFO ] [sig ] [456/1803] Forecasting CUBI... [2025-10-16T23:57:55.569256] [INFO ] [sig ] Generating forecast for: CUBI [2025-10-16T23:57:55.569290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-10-16T23:57:55.580271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CUBI'. [2025-10-16T23:57:55.580623] [INFO ] [FORECASTER] Starting predict_future for CUBI [2025-10-16T23:57:55.608382] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:55.609259] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-10-16T23:57:55.609318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:55.609355] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:55.609384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:55.609446] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:55.629094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:55.629781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:55.629883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:55.629927] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:55.674075] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:55.674284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:55.674330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:55.674362] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:55.680457] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=1.43%) [2025-10-16T23:57:55.680871] [INFO ] [FORECASTER] Completed predict_future for CUBI [2025-10-16T23:57:55.681040] [INFO ] [sig ] CUBI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:55.834494] [INFO ] [LOCAL ] Saved forecast: CUBI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CUBI.txt [2025-10-16T23:57:55.834892] [INFO ] [sig ] [456/1803] Completed CUBI in 0.3s | 4.10 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:55.834959] [INFO ] [sig ] [457/1803] Forecasting CUK... [2025-10-16T23:57:55.834995] [INFO ] [sig ] Generating forecast for: CUK [2025-10-16T23:57:55.835031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-10-16T23:57:55.846418] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CUK'. [2025-10-16T23:57:55.846894] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-10-16T23:57:55.873583] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:55.874357] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-10-16T23:57:55.874415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:55.874452] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:55.874482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:55.874543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:55.892696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:55.893300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:55.893395] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:55.893430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:55.935611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:55.935778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:55.935835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:55.935871] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:55.939377] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=45.05%) [2025-10-16T23:57:55.939826] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-10-16T23:57:55.940018] [INFO ] [sig ] CUK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:56.091897] [INFO ] [LOCAL ] Saved forecast: CUK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CUK.txt [2025-10-16T23:57:56.092257] [INFO ] [sig ] [457/1803] Completed CUK in 0.3s | 4.10 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:56.092325] [INFO ] [sig ] [458/1803] Forecasting CULP... [2025-10-16T23:57:56.092361] [INFO ] [sig ] Generating forecast for: CULP [2025-10-16T23:57:56.092395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-10-16T23:57:56.103171] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CULP'. [2025-10-16T23:57:56.103542] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-10-16T23:57:56.130499] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:56.131261] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-10-16T23:57:56.131317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:56.131352] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:56.131381] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:56.131455] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:56.149497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:56.150195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:56.150290] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:56.150327] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:56.189634] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:56.189823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:56.189865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:56.189895] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:56.193451] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=25.74%) [2025-10-16T23:57:56.193769] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-10-16T23:57:56.193913] [INFO ] [sig ] CULP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:56.340926] [INFO ] [LOCAL ] Saved forecast: CULP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CULP.txt [2025-10-16T23:57:56.341295] [INFO ] [sig ] [458/1803] Completed CULP in 0.2s | 4.10 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:56.341354] [INFO ] [sig ] [459/1803] Forecasting CURB... [2025-10-16T23:57:56.341386] [INFO ] [sig ] Generating forecast for: CURB [2025-10-16T23:57:56.341418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'. [2025-10-16T23:57:56.352508] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CURB'. [2025-10-16T23:57:56.352899] [INFO ] [FORECASTER] Starting predict_future for CURB [2025-10-16T23:57:56.379146] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:56.379954] [DEBUG] [LOCAL ] No optimal features file found for CURB: ./output/feature-sets/CURB.txt [2025-10-16T23:57:56.380018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:56.380055] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:56.380085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:56.380145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:56.398506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:56.399188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:56.399285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:56.399321] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:56.437813] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:56.437941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:56.437980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:56.438009] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:56.441423] [DEBUG] [FORECASTER] CURB: Forecast T+1@11:T+2@11: DOWN (p=7.53%) [2025-10-16T23:57:56.441740] [INFO ] [FORECASTER] Completed predict_future for CURB [2025-10-16T23:57:56.442381] [INFO ] [sig ] CURB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:56.588356] [INFO ] [LOCAL ] Saved forecast: CURB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CURB.txt [2025-10-16T23:57:56.588725] [INFO ] [sig ] [459/1803] Completed CURB in 0.2s | 4.10 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:56.588788] [INFO ] [sig ] [460/1803] Forecasting CUZ... [2025-10-16T23:57:56.588823] [INFO ] [sig ] Generating forecast for: CUZ [2025-10-16T23:57:56.588856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-10-16T23:57:56.600106] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CUZ'. [2025-10-16T23:57:56.600503] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-10-16T23:57:56.627495] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:56.628427] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-10-16T23:57:56.628485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:56.628521] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:56.628550] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:56.628665] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:56.646658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:56.647333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:56.647429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:56.647464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:56.695562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:56.695839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:56.695928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:56.696035] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:56.707252] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=92.09%) [2025-10-16T23:57:56.707799] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-10-16T23:57:56.708042] [INFO ] [sig ] CUZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:56.905965] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CUZ.txt [2025-10-16T23:57:56.906366] [INFO ] [sig ] [460/1803] Completed CUZ in 0.3s | 4.10 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:56.906415] [INFO ] [sig ] [461/1803] Forecasting CVE... [2025-10-16T23:57:56.906448] [INFO ] [sig ] Generating forecast for: CVE [2025-10-16T23:57:56.906481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-10-16T23:57:56.917309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVE'. [2025-10-16T23:57:56.917633] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-10-16T23:57:56.944548] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:56.945414] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-10-16T23:57:56.945472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:56.945507] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:56.945534] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:56.945595] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:56.963186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:56.963927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:56.964025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:56.964060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:57.011900] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:57.012141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:57.012186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:57.012218] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:57.016119] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=78.66%) [2025-10-16T23:57:57.016411] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-10-16T23:57:57.016571] [INFO ] [sig ] CVE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:57.170050] [INFO ] [LOCAL ] Saved forecast: CVE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CVE.txt [2025-10-16T23:57:57.170454] [INFO ] [sig ] [461/1803] Completed CVE in 0.3s | 4.10 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:57.170503] [INFO ] [sig ] [462/1803] Forecasting CVI... [2025-10-16T23:57:57.170535] [INFO ] [sig ] Generating forecast for: CVI [2025-10-16T23:57:57.170571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-10-16T23:57:57.181962] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVI'. [2025-10-16T23:57:57.182390] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-10-16T23:57:57.210147] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:57.211108] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-10-16T23:57:57.211164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:57.211200] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:57.211228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:57.211304] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:57.230711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:57.231462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:57.231565] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:57.231600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:57.280819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:57.281015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:57.281059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:57.281090] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:57.285237] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=7.98%) [2025-10-16T23:57:57.285550] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-10-16T23:57:57.285740] [INFO ] [sig ] CVI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:57.445694] [INFO ] [LOCAL ] Saved forecast: CVI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CVI.txt [2025-10-16T23:57:57.446472] [INFO ] [sig ] [462/1803] Completed CVI in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:57.446564] [INFO ] [sig ] [463/1803] Forecasting CVLG... [2025-10-16T23:57:57.446622] [INFO ] [sig ] Generating forecast for: CVLG [2025-10-16T23:57:57.446827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'. [2025-10-16T23:57:57.462166] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVLG'. [2025-10-16T23:57:57.462701] [INFO ] [FORECASTER] Starting predict_future for CVLG [2025-10-16T23:57:57.490884] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:57.491799] [DEBUG] [LOCAL ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt [2025-10-16T23:57:57.491857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:57.491900] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:57.491968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:57.492058] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:57.512337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:57.513150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:57.513289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:57.513344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:57.561583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:57.561835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:57.561889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:57.561921] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:57.565963] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: UP (p=88.95%) [2025-10-16T23:57:57.566291] [INFO ] [FORECASTER] Completed predict_future for CVLG [2025-10-16T23:57:57.566452] [INFO ] [sig ] CVLG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:57.731689] [INFO ] [LOCAL ] Saved forecast: CVLG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CVLG.txt [2025-10-16T23:57:57.732036] [INFO ] [sig ] [463/1803] Completed CVLG in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:57.732082] [INFO ] [sig ] [464/1803] Forecasting CVS... [2025-10-16T23:57:57.732114] [INFO ] [sig ] Generating forecast for: CVS [2025-10-16T23:57:57.732146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-10-16T23:57:57.743218] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVS'. [2025-10-16T23:57:57.743802] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-10-16T23:57:57.770264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:57.771121] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-10-16T23:57:57.771177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:57.771212] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:57.771241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:57.771300] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:57.788477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:57.789265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:57.789361] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:57.789398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:57.837638] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:57.837909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:57.837958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:57.837988] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:57.842104] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=13.30%) [2025-10-16T23:57:57.842468] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-10-16T23:57:57.842631] [INFO ] [sig ] CVS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:57.986498] [INFO ] [LOCAL ] Saved forecast: CVS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CVS.txt [2025-10-16T23:57:57.986922] [INFO ] [sig ] [464/1803] Completed CVS in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m [2025-10-16T23:57:57.986987] [INFO ] [sig ] [465/1803] Forecasting CVX... [2025-10-16T23:57:57.987024] [INFO ] [sig ] Generating forecast for: CVX [2025-10-16T23:57:57.987058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-10-16T23:57:57.998617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVX'. [2025-10-16T23:57:57.998992] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-10-16T23:57:58.025775] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:58.026546] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-10-16T23:57:58.026603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:58.026663] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:58.026720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:58.026786] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:58.044469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:58.045107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:58.045201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:58.045237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:58.091506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:58.091699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:58.091757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:58.091790] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:58.095389] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=82.97%) [2025-10-16T23:57:58.095698] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-10-16T23:57:58.095855] [INFO ] [sig ] CVX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:58.242261] [INFO ] [LOCAL ] Saved forecast: CVX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CVX.txt [2025-10-16T23:57:58.242681] [INFO ] [sig ] [465/1803] Completed CVX in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:58.242757] [INFO ] [sig ] [466/1803] Forecasting CWAN... [2025-10-16T23:57:58.242793] [INFO ] [sig ] Generating forecast for: CWAN [2025-10-16T23:57:58.242826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-10-16T23:57:58.255194] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWAN'. [2025-10-16T23:57:58.255806] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-10-16T23:57:58.282004] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:58.282797] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-10-16T23:57:58.282935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:58.282977] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:58.283006] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:58.283083] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:58.301388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:58.302663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:58.302787] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:58.302842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:58.350271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:58.350476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:58.350522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:58.350553] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:58.354481] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=81.06%) [2025-10-16T23:57:58.354848] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-10-16T23:57:58.355016] [INFO ] [sig ] CWAN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:58.502374] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CWAN.txt [2025-10-16T23:57:58.502782] [INFO ] [sig ] [466/1803] Completed CWAN in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:58.502846] [INFO ] [sig ] [467/1803] Forecasting CWEN... [2025-10-16T23:57:58.502881] [INFO ] [sig ] Generating forecast for: CWEN [2025-10-16T23:57:58.502915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-10-16T23:57:58.515112] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWEN'. [2025-10-16T23:57:58.515784] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-10-16T23:57:58.545500] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:58.546466] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-10-16T23:57:58.546527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:58.546563] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:58.546593] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:58.546675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:58.564331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:58.565376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:58.565486] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:58.565523] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:58.617731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:58.617967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:58.618017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:58.618118] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:58.622611] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=39.34%) [2025-10-16T23:57:58.623003] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-10-16T23:57:58.623189] [INFO ] [sig ] CWEN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:58.774984] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CWEN.txt [2025-10-16T23:57:58.775316] [INFO ] [sig ] [467/1803] Completed CWEN in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:58.775361] [INFO ] [sig ] [468/1803] Forecasting CWH... [2025-10-16T23:57:58.775392] [INFO ] [sig ] Generating forecast for: CWH [2025-10-16T23:57:58.775424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-10-16T23:57:58.788220] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWH'. [2025-10-16T23:57:58.788688] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-10-16T23:57:58.814801] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:58.815524] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-10-16T23:57:58.815579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:58.815614] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:58.815667] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:58.815753] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:58.832877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:58.833433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:58.833521] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:58.833555] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:58.878366] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:58.878522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:58.878571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:58.878601] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:58.882111] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=26.24%) [2025-10-16T23:57:58.882418] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-10-16T23:57:58.882568] [INFO ] [sig ] CWH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:59.027629] [INFO ] [LOCAL ] Saved forecast: CWH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CWH.txt [2025-10-16T23:57:59.027962] [INFO ] [sig ] [468/1803] Completed CWH in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:59.028016] [INFO ] [sig ] [469/1803] Forecasting CWK... [2025-10-16T23:57:59.028051] [INFO ] [sig ] Generating forecast for: CWK [2025-10-16T23:57:59.028085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-10-16T23:57:59.038706] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWK'. [2025-10-16T23:57:59.039037] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-10-16T23:57:59.064490] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:59.065249] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-10-16T23:57:59.065305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:59.065338] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:59.065367] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:59.065427] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:59.083165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:59.083824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:59.083957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:59.083998] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:59.132136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:59.132374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:59.132423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:59.132458] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:59.136599] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=59.65%) [2025-10-16T23:57:59.136972] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-10-16T23:57:59.137168] [INFO ] [sig ] CWK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:59.296567] [INFO ] [LOCAL ] Saved forecast: CWK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CWK.txt [2025-10-16T23:57:59.296944] [INFO ] [sig ] [469/1803] Completed CWK in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:59.297003] [INFO ] [sig ] [470/1803] Forecasting CWT... [2025-10-16T23:57:59.297039] [INFO ] [sig ] Generating forecast for: CWT [2025-10-16T23:57:59.297073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-10-16T23:57:59.308281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWT'. [2025-10-16T23:57:59.308682] [INFO ] [FORECASTER] Starting predict_future for CWT [2025-10-16T23:57:59.334963] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:59.335766] [DEBUG] [LOCAL ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt [2025-10-16T23:57:59.335844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:59.335899] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:59.335934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:59.335996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:59.354690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:59.355284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:59.355378] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:59.355413] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:59.402148] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:59.402348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:59.402420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:59.402475] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:59.406556] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=8.82%) [2025-10-16T23:57:59.406906] [INFO ] [FORECASTER] Completed predict_future for CWT [2025-10-16T23:57:59.407076] [INFO ] [sig ] CWT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:57:59.556570] [INFO ] [LOCAL ] Saved forecast: CWT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CWT.txt [2025-10-16T23:57:59.556926] [INFO ] [sig ] [470/1803] Completed CWT in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:59.556990] [INFO ] [sig ] [471/1803] Forecasting CXE... [2025-10-16T23:57:59.557025] [INFO ] [sig ] Generating forecast for: CXE [2025-10-16T23:57:59.557060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-10-16T23:57:59.568689] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXE'. [2025-10-16T23:57:59.569111] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-10-16T23:57:59.595469] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:59.596324] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-10-16T23:57:59.596380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:59.596415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:59.596443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:59.596502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:59.614161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:59.614844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:59.614942] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:59.614978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:59.657800] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:59.657932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:59.657970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:59.657998] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:59.661617] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=81.35%) [2025-10-16T23:57:59.661925] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-10-16T23:57:59.662082] [INFO ] [sig ] CXE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:57:59.810410] [INFO ] [LOCAL ] Saved forecast: CXE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CXE.txt [2025-10-16T23:57:59.810760] [INFO ] [sig ] [471/1803] Completed CXE in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:57:59.810822] [INFO ] [sig ] [472/1803] Forecasting CXM... [2025-10-16T23:57:59.810856] [INFO ] [sig ] Generating forecast for: CXM [2025-10-16T23:57:59.810888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'. [2025-10-16T23:57:59.821326] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXM'. [2025-10-16T23:57:59.821763] [INFO ] [FORECASTER] Starting predict_future for CXM [2025-10-16T23:57:59.847762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:57:59.848551] [DEBUG] [LOCAL ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt [2025-10-16T23:57:59.848608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:57:59.848686] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:57:59.848741] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:57:59.848805] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:57:59.866744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:57:59.867357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:57:59.867450] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:57:59.867488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:57:59.915427] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:57:59.915595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:57:59.915638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:57:59.915716] [INFO ] [FORECASTER] Training complete [2025-10-16T23:57:59.923966] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: DOWN (p=29.36%) [2025-10-16T23:57:59.924268] [INFO ] [FORECASTER] Completed predict_future for CXM [2025-10-16T23:57:59.924420] [INFO ] [sig ] CXM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:00.072258] [INFO ] [LOCAL ] Saved forecast: CXM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CXM.txt [2025-10-16T23:58:00.072724] [INFO ] [sig ] [472/1803] Completed CXM in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:58:00.072791] [INFO ] [sig ] [473/1803] Forecasting CXT... [2025-10-16T23:58:00.072840] [INFO ] [sig ] Generating forecast for: CXT [2025-10-16T23:58:00.072876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'. [2025-10-16T23:58:00.085171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXT'. [2025-10-16T23:58:00.085739] [INFO ] [FORECASTER] Starting predict_future for CXT [2025-10-16T23:58:00.114902] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:00.115934] [DEBUG] [LOCAL ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt [2025-10-16T23:58:00.115997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:00.116034] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:00.116065] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:00.116128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:00.134469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:00.135419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:00.135521] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:00.135557] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:00.183219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:00.183451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:00.183497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:00.183528] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:00.187483] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=11.80%) [2025-10-16T23:58:00.187840] [INFO ] [FORECASTER] Completed predict_future for CXT [2025-10-16T23:58:00.188063] [INFO ] [sig ] CXT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:00.333556] [INFO ] [LOCAL ] Saved forecast: CXT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CXT.txt [2025-10-16T23:58:00.333921] [INFO ] [sig ] [473/1803] Completed CXT in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:58:00.333982] [INFO ] [sig ] [474/1803] Forecasting CXW... [2025-10-16T23:58:00.334018] [INFO ] [sig ] Generating forecast for: CXW [2025-10-16T23:58:00.334058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-10-16T23:58:00.349028] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXW'. [2025-10-16T23:58:00.349492] [INFO ] [FORECASTER] Starting predict_future for CXW [2025-10-16T23:58:00.375556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:00.376401] [DEBUG] [LOCAL ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt [2025-10-16T23:58:00.376460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:00.376498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:00.376529] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:00.376591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:00.394892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:00.395735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:00.395834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:00.395872] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:00.442875] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:00.443072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:00.443114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:00.443145] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:00.446887] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=13.24%) [2025-10-16T23:58:00.447183] [INFO ] [FORECASTER] Completed predict_future for CXW [2025-10-16T23:58:00.447326] [INFO ] [sig ] CXW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:00.595616] [INFO ] [LOCAL ] Saved forecast: CXW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/CXW.txt [2025-10-16T23:58:00.596009] [INFO ] [sig ] [474/1803] Completed CXW in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:58:00.596129] [INFO ] [sig ] [475/1803] Forecasting CYH... [2025-10-16T23:58:00.596182] [INFO ] [sig ] Generating forecast for: CYH [2025-10-16T23:58:00.596218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-10-16T23:58:00.607886] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CYH'. [2025-10-16T23:58:00.608461] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-10-16T23:58:00.634487] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:00.635333] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-10-16T23:58:00.635388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:00.635424] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:00.635453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:00.635511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:00.652755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:00.653450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:00.653544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:00.653580] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:00.700515] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:00.700772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:00.700830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:00.700864] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:00.704803] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=84.10%) [2025-10-16T23:58:00.705105] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-10-16T23:58:00.705260] [INFO ] [sig ] CYH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:00.855424] [INFO ] [LOCAL ] Saved forecast: CYH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/CYH.txt [2025-10-16T23:58:00.855760] [INFO ] [sig ] [475/1803] Completed CYH in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:58:00.855863] [INFO ] [sig ] [476/1803] Forecasting D... [2025-10-16T23:58:00.855906] [INFO ] [sig ] Generating forecast for: D [2025-10-16T23:58:00.855941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'. [2025-10-16T23:58:00.867379] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'D'. [2025-10-16T23:58:00.867836] [INFO ] [FORECASTER] Starting predict_future for D [2025-10-16T23:58:00.893964] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:00.894773] [DEBUG] [LOCAL ] No optimal features file found for D: ./output/feature-sets/D.txt [2025-10-16T23:58:00.894828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:00.894863] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:00.894892] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:00.894950] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:00.912698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:00.913557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:00.913707] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:00.913759] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:00.971879] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:00.972130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:00.972177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:00.972208] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:00.976354] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: UP (p=87.98%) [2025-10-16T23:58:00.976780] [INFO ] [FORECASTER] Completed predict_future for D [2025-10-16T23:58:00.976957] [INFO ] [sig ] D: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:01.127866] [INFO ] [LOCAL ] Saved forecast: D 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/D.txt [2025-10-16T23:58:01.128245] [INFO ] [sig ] [476/1803] Completed D in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:58:01.128320] [INFO ] [sig ] [477/1803] Forecasting DAC... [2025-10-16T23:58:01.128375] [INFO ] [sig ] Generating forecast for: DAC [2025-10-16T23:58:01.128413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'. [2025-10-16T23:58:01.139953] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAC'. [2025-10-16T23:58:01.140334] [INFO ] [FORECASTER] Starting predict_future for DAC [2025-10-16T23:58:01.167933] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:01.168843] [DEBUG] [LOCAL ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt [2025-10-16T23:58:01.168899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:01.168936] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:01.168965] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:01.169024] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:01.186859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:01.187591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:01.187773] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:01.187885] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:01.234496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:01.234800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:01.234861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:01.234896] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:01.239249] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: DOWN (p=10.80%) [2025-10-16T23:58:01.239579] [INFO ] [FORECASTER] Completed predict_future for DAC [2025-10-16T23:58:01.239820] [INFO ] [sig ] DAC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:01.387452] [INFO ] [LOCAL ] Saved forecast: DAC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DAC.txt [2025-10-16T23:58:01.387803] [INFO ] [sig ] [477/1803] Completed DAC in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.4m [2025-10-16T23:58:01.387868] [INFO ] [sig ] [478/1803] Forecasting DAL... [2025-10-16T23:58:01.387904] [INFO ] [sig ] Generating forecast for: DAL [2025-10-16T23:58:01.387940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-10-16T23:58:01.398391] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAL'. [2025-10-16T23:58:01.398777] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-10-16T23:58:01.428870] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:01.429970] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-10-16T23:58:01.430057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:01.430096] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:01.430124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:01.430187] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:01.448148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:01.448953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:01.449053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:01.449089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:01.494971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:01.495226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:01.495275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:01.495306] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:01.499514] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=13.99%) [2025-10-16T23:58:01.499902] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-10-16T23:58:01.500068] [INFO ] [sig ] DAL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:01.646905] [INFO ] [LOCAL ] Saved forecast: DAL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DAL.txt [2025-10-16T23:58:01.647275] [INFO ] [sig ] [478/1803] Completed DAL in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:01.647321] [INFO ] [sig ] [479/1803] Forecasting DAR... [2025-10-16T23:58:01.647353] [INFO ] [sig ] Generating forecast for: DAR [2025-10-16T23:58:01.647386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'. [2025-10-16T23:58:01.659891] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAR'. [2025-10-16T23:58:01.660505] [INFO ] [FORECASTER] Starting predict_future for DAR [2025-10-16T23:58:01.689278] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:01.690452] [DEBUG] [LOCAL ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt [2025-10-16T23:58:01.690521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:01.690559] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:01.690589] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:01.690679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:01.709293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:01.710224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:01.710324] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:01.710361] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:01.759509] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:01.759756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:01.759816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:01.759849] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:01.764514] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=86.90%) [2025-10-16T23:58:01.764869] [INFO ] [FORECASTER] Completed predict_future for DAR [2025-10-16T23:58:01.765040] [INFO ] [sig ] DAR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:01.924335] [INFO ] [LOCAL ] Saved forecast: DAR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DAR.txt [2025-10-16T23:58:01.924715] [INFO ] [sig ] [479/1803] Completed DAR in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:01.924780] [INFO ] [sig ] [480/1803] Forecasting DB... [2025-10-16T23:58:01.924817] [INFO ] [sig ] Generating forecast for: DB [2025-10-16T23:58:01.924864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-10-16T23:58:01.936397] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DB'. [2025-10-16T23:58:01.936908] [INFO ] [FORECASTER] Starting predict_future for DB [2025-10-16T23:58:01.966316] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:01.967151] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-10-16T23:58:01.967209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:01.967244] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:01.967274] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:01.967364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:01.988249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:01.989011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:01.989146] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:01.989209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:02.039262] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:02.039434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:02.039476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:02.039507] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:02.043865] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=13.20%) [2025-10-16T23:58:02.044241] [INFO ] [FORECASTER] Completed predict_future for DB [2025-10-16T23:58:02.044417] [INFO ] [sig ] DB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:02.217190] [INFO ] [LOCAL ] Saved forecast: DB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DB.txt [2025-10-16T23:58:02.217424] [INFO ] [sig ] [480/1803] Completed DB in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:02.217468] [INFO ] [sig ] [481/1803] Forecasting DBI... [2025-10-16T23:58:02.217499] [INFO ] [sig ] Generating forecast for: DBI [2025-10-16T23:58:02.217544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-10-16T23:58:02.228438] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DBI'. [2025-10-16T23:58:02.228888] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-10-16T23:58:02.258865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:02.259718] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-10-16T23:58:02.259775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:02.259809] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:02.259837] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:02.259899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:02.280104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:02.280842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:02.280931] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:02.280965] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:02.328835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:02.328963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:02.329014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:02.329065] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:02.332836] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=7.93%) [2025-10-16T23:58:02.333205] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-10-16T23:58:02.333394] [INFO ] [sig ] DBI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:02.494982] [INFO ] [LOCAL ] Saved forecast: DBI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DBI.txt [2025-10-16T23:58:02.495219] [INFO ] [sig ] [481/1803] Completed DBI in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:02.495263] [INFO ] [sig ] [482/1803] Forecasting DBL... [2025-10-16T23:58:02.495294] [INFO ] [sig ] Generating forecast for: DBL [2025-10-16T23:58:02.495325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-10-16T23:58:02.504906] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DBL'. [2025-10-16T23:58:02.505236] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-10-16T23:58:02.531867] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:02.532572] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-10-16T23:58:02.532627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:02.532699] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:02.532740] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:02.532799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:02.549783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:02.550427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:02.550514] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:02.550548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:02.595625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:02.595753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:02.595795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:02.595823] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:02.599046] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=13.82%) [2025-10-16T23:58:02.599304] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-10-16T23:58:02.599447] [INFO ] [sig ] DBL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:02.753880] [INFO ] [LOCAL ] Saved forecast: DBL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DBL.txt [2025-10-16T23:58:02.754226] [INFO ] [sig ] [482/1803] Completed DBL in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:02.754288] [INFO ] [sig ] [483/1803] Forecasting DD... [2025-10-16T23:58:02.754335] [INFO ] [sig ] Generating forecast for: DD [2025-10-16T23:58:02.754393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-10-16T23:58:02.764524] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'DD'. [2025-10-16T23:58:02.764863] [INFO ] [FORECASTER] Starting predict_future for DD [2025-10-16T23:58:02.792248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:02.793188] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-10-16T23:58:02.793249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:02.793284] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:02.793311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:02.793368] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:02.810260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:02.810882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:02.810992] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:02.811067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:02.857118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:02.857228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:02.857267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:02.857301] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:02.860584] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=38.35%) [2025-10-16T23:58:02.860870] [INFO ] [FORECASTER] Completed predict_future for DD [2025-10-16T23:58:02.861015] [INFO ] [sig ] DD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:03.000181] [INFO ] [LOCAL ] Saved forecast: DD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DD.txt [2025-10-16T23:58:03.000429] [INFO ] [sig ] [483/1803] Completed DD in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:03.000472] [INFO ] [sig ] [484/1803] Forecasting DDL... [2025-10-16T23:58:03.000503] [INFO ] [sig ] Generating forecast for: DDL [2025-10-16T23:58:03.000536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-10-16T23:58:03.010691] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDL'. [2025-10-16T23:58:03.010988] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-10-16T23:58:03.035727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:03.036505] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-10-16T23:58:03.036561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:03.036594] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:03.036621] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:03.036709] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:03.053547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:03.054133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:03.054218] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:03.054252] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:03.095625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:03.095727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:03.095768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:03.095798] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:03.098872] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=31.43%) [2025-10-16T23:58:03.099126] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-10-16T23:58:03.099266] [INFO ] [sig ] DDL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:03.236288] [INFO ] [LOCAL ] Saved forecast: DDL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DDL.txt [2025-10-16T23:58:03.236494] [INFO ] [sig ] [484/1803] Completed DDL in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:03.236536] [INFO ] [sig ] [485/1803] Forecasting DDS... [2025-10-16T23:58:03.236567] [INFO ] [sig ] Generating forecast for: DDS [2025-10-16T23:58:03.236599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-10-16T23:58:03.247874] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDS'. [2025-10-16T23:58:03.248367] [INFO ] [FORECASTER] Starting predict_future for DDS [2025-10-16T23:58:03.275936] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:03.276758] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-10-16T23:58:03.276817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:03.276877] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:03.276908] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:03.276968] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:03.296466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:03.297237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:03.297333] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:03.297372] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:03.342042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:03.342283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:03.342338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:03.342421] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:03.348895] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=72.83%) [2025-10-16T23:58:03.349261] [INFO ] [FORECASTER] Completed predict_future for DDS [2025-10-16T23:58:03.349429] [INFO ] [sig ] DDS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:03.498053] [INFO ] [LOCAL ] Saved forecast: DDS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DDS.txt [2025-10-16T23:58:03.498340] [INFO ] [sig ] [485/1803] Completed DDS in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:03.498401] [INFO ] [sig ] [486/1803] Forecasting DDT... [2025-10-16T23:58:03.498435] [INFO ] [sig ] Generating forecast for: DDT [2025-10-16T23:58:03.498467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'. [2025-10-16T23:58:03.507218] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDT'. [2025-10-16T23:58:03.507471] [INFO ] [FORECASTER] Starting predict_future for DDT [2025-10-16T23:58:03.532764] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:03.533447] [DEBUG] [LOCAL ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt [2025-10-16T23:58:03.533502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:03.533534] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:03.533561] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:03.533620] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:03.551596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:03.552275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:03.552363] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:03.552398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:03.595178] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:03.595371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:03.595456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:03.595510] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:03.599721] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: DOWN (p=4.20%) [2025-10-16T23:58:03.600034] [INFO ] [FORECASTER] Completed predict_future for DDT [2025-10-16T23:58:03.600210] [INFO ] [sig ] DDT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:03.753192] [INFO ] [LOCAL ] Saved forecast: DDT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DDT.txt [2025-10-16T23:58:03.753464] [INFO ] [sig ] [486/1803] Completed DDT in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:03.753511] [INFO ] [sig ] [487/1803] Forecasting DE... [2025-10-16T23:58:03.753543] [INFO ] [sig ] Generating forecast for: DE [2025-10-16T23:58:03.753575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-10-16T23:58:03.763841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DE'. [2025-10-16T23:58:03.764207] [INFO ] [FORECASTER] Starting predict_future for DE [2025-10-16T23:58:03.788954] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:03.789604] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-10-16T23:58:03.789679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:03.789727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:03.789757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:03.789814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:03.806511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:03.807072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:03.807165] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:03.807198] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:03.847381] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:03.847464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:03.847499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:03.847528] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:03.850776] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=52.00%) [2025-10-16T23:58:03.851047] [INFO ] [FORECASTER] Completed predict_future for DE [2025-10-16T23:58:03.851190] [INFO ] [sig ] DE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:03.991792] [INFO ] [LOCAL ] Saved forecast: DE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DE.txt [2025-10-16T23:58:03.992016] [INFO ] [sig ] [487/1803] Completed DE in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:03.992060] [INFO ] [sig ] [488/1803] Forecasting DEC... [2025-10-16T23:58:03.992091] [INFO ] [sig ] Generating forecast for: DEC [2025-10-16T23:58:03.992122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'. [2025-10-16T23:58:04.002205] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEC'. [2025-10-16T23:58:04.002468] [INFO ] [FORECASTER] Starting predict_future for DEC [2025-10-16T23:58:04.027851] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:04.028635] [DEBUG] [LOCAL ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt [2025-10-16T23:58:04.028716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:04.028754] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:04.028781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:04.028839] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:04.046692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:04.047231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:04.047317] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:04.047352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:04.088349] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:04.088426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:04.088462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:04.088490] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:04.091660] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: DOWN (p=18.84%) [2025-10-16T23:58:04.091925] [INFO ] [FORECASTER] Completed predict_future for DEC [2025-10-16T23:58:04.092066] [INFO ] [sig ] DEC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:04.235835] [INFO ] [LOCAL ] Saved forecast: DEC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DEC.txt [2025-10-16T23:58:04.236108] [INFO ] [sig ] [488/1803] Completed DEC in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:04.236197] [INFO ] [sig ] [489/1803] Forecasting DECK... [2025-10-16T23:58:04.236237] [INFO ] [sig ] Generating forecast for: DECK [2025-10-16T23:58:04.236268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-10-16T23:58:04.247038] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DECK'. [2025-10-16T23:58:04.247609] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-10-16T23:58:04.276313] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:04.277226] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-10-16T23:58:04.277282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:04.277317] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:04.277346] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:04.277403] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:04.296152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:04.297051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:04.297151] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:04.297217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:04.340071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:04.340175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:04.340212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:04.340240] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:04.343639] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=87.32%) [2025-10-16T23:58:04.343948] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-10-16T23:58:04.344110] [INFO ] [sig ] DECK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:04.494090] [INFO ] [LOCAL ] Saved forecast: DECK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DECK.txt [2025-10-16T23:58:04.494347] [INFO ] [sig ] [489/1803] Completed DECK in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:04.494421] [INFO ] [sig ] [490/1803] Forecasting DEI... [2025-10-16T23:58:04.494454] [INFO ] [sig ] Generating forecast for: DEI [2025-10-16T23:58:04.494485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-10-16T23:58:04.503582] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEI'. [2025-10-16T23:58:04.503869] [INFO ] [FORECASTER] Starting predict_future for DEI [2025-10-16T23:58:04.530110] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:04.530875] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-10-16T23:58:04.530931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:04.530965] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:04.530993] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:04.531049] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:04.549723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:04.550315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:04.550398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:04.550432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:04.590716] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:04.590792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:04.590828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:04.590857] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:04.594015] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-10-16T23:58:04.594269] [INFO ] [FORECASTER] Completed predict_future for DEI [2025-10-16T23:58:04.594415] [INFO ] [sig ] DEI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:04.745747] [INFO ] [LOCAL ] Saved forecast: DEI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DEI.txt [2025-10-16T23:58:04.745971] [INFO ] [sig ] [490/1803] Completed DEI in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:04.746030] [INFO ] [sig ] [491/1803] Forecasting DEO... [2025-10-16T23:58:04.746065] [INFO ] [sig ] Generating forecast for: DEO [2025-10-16T23:58:04.746096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-10-16T23:58:04.756538] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEO'. [2025-10-16T23:58:04.756832] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-10-16T23:58:04.781825] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:04.782483] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-10-16T23:58:04.782536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:04.782569] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:04.782596] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:04.782684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:04.799870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:04.800391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:04.800469] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:04.800503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:04.839257] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:04.839349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:04.839385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:04.839414] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:04.842566] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=46.63%) [2025-10-16T23:58:04.842849] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-10-16T23:58:04.842992] [INFO ] [sig ] DEO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:04.982716] [INFO ] [LOCAL ] Saved forecast: DEO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DEO.txt [2025-10-16T23:58:04.982973] [INFO ] [sig ] [491/1803] Completed DEO in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:04.983019] [INFO ] [sig ] [492/1803] Forecasting DFIN... [2025-10-16T23:58:04.983050] [INFO ] [sig ] Generating forecast for: DFIN [2025-10-16T23:58:04.983081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-10-16T23:58:04.992500] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DFIN'. [2025-10-16T23:58:04.992776] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-10-16T23:58:05.017373] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:05.018079] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-10-16T23:58:05.018133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:05.018211] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:05.018254] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:05.018312] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:05.035576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:05.036121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:05.036199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:05.036232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:05.076133] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:05.076218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:05.076254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:05.076283] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:05.079398] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=21.00%) [2025-10-16T23:58:05.079681] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-10-16T23:58:05.079823] [INFO ] [sig ] DFIN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:05.218686] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DFIN.txt [2025-10-16T23:58:05.218934] [INFO ] [sig ] [492/1803] Completed DFIN in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:05.218976] [INFO ] [sig ] [493/1803] Forecasting DFP... [2025-10-16T23:58:05.219006] [INFO ] [sig ] Generating forecast for: DFP [2025-10-16T23:58:05.219036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-10-16T23:58:05.229275] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DFP'. [2025-10-16T23:58:05.229557] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-10-16T23:58:05.254145] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:05.254932] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-10-16T23:58:05.254988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:05.255021] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:05.255050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:05.255107] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:05.272406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:05.273324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:05.273421] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:05.273455] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:05.310008] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:05.310190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:05.310233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:05.310264] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:05.313885] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=96.34%) [2025-10-16T23:58:05.314212] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-10-16T23:58:05.314365] [INFO ] [sig ] DFP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:05.459411] [INFO ] [LOCAL ] Saved forecast: DFP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DFP.txt [2025-10-16T23:58:05.459719] [INFO ] [sig ] [493/1803] Completed DFP in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m [2025-10-16T23:58:05.459779] [INFO ] [sig ] [494/1803] Forecasting DG... [2025-10-16T23:58:05.459813] [INFO ] [sig ] Generating forecast for: DG [2025-10-16T23:58:05.459876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-10-16T23:58:05.470027] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DG'. [2025-10-16T23:58:05.470285] [INFO ] [FORECASTER] Starting predict_future for DG [2025-10-16T23:58:05.495265] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:05.495966] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-10-16T23:58:05.496020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:05.496053] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:05.496080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:05.496137] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:05.513344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:05.513901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:05.513980] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:05.514013] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:05.553499] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:05.553586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:05.553623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:05.553687] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:05.556933] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=45.68%) [2025-10-16T23:58:05.557187] [INFO ] [FORECASTER] Completed predict_future for DG [2025-10-16T23:58:05.557327] [INFO ] [sig ] DG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:05.695287] [INFO ] [LOCAL ] Saved forecast: DG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DG.txt [2025-10-16T23:58:05.695504] [INFO ] [sig ] [494/1803] Completed DG in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:05.695547] [INFO ] [sig ] [495/1803] Forecasting DGX... [2025-10-16T23:58:05.695578] [INFO ] [sig ] Generating forecast for: DGX [2025-10-16T23:58:05.695608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-10-16T23:58:05.705297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DGX'. [2025-10-16T23:58:05.705694] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-10-16T23:58:05.731375] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:05.732152] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-10-16T23:58:05.732210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:05.732245] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:05.732275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:05.732401] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:05.750113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:05.750760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:05.750848] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:05.750883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:05.787022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:05.787161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:05.787202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:05.787232] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:05.790723] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=94.11%) [2025-10-16T23:58:05.791002] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-10-16T23:58:05.791145] [INFO ] [sig ] DGX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:05.937917] [INFO ] [LOCAL ] Saved forecast: DGX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DGX.txt [2025-10-16T23:58:05.938194] [INFO ] [sig ] [495/1803] Completed DGX in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:05.938256] [INFO ] [sig ] [496/1803] Forecasting DHF... [2025-10-16T23:58:05.938293] [INFO ] [sig ] Generating forecast for: DHF [2025-10-16T23:58:05.938334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-10-16T23:58:05.947439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHF'. [2025-10-16T23:58:05.947833] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-10-16T23:58:05.977976] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:05.978823] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-10-16T23:58:05.978879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:05.978916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:05.978946] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:05.979004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:05.996861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:05.997485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:05.997567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:05.997601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:06.032348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:06.032524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:06.032565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:06.032595] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:06.036101] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=97.24%) [2025-10-16T23:58:06.036411] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-10-16T23:58:06.036563] [INFO ] [sig ] DHF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:06.175741] [INFO ] [LOCAL ] Saved forecast: DHF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DHF.txt [2025-10-16T23:58:06.175971] [INFO ] [sig ] [496/1803] Completed DHF in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:06.176015] [INFO ] [sig ] [497/1803] Forecasting DHI... [2025-10-16T23:58:06.176047] [INFO ] [sig ] Generating forecast for: DHI [2025-10-16T23:58:06.176078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-10-16T23:58:06.188355] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHI'. [2025-10-16T23:58:06.188935] [INFO ] [FORECASTER] Starting predict_future for DHI [2025-10-16T23:58:06.214169] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:06.214904] [DEBUG] [LOCAL ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt [2025-10-16T23:58:06.214959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:06.214994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:06.215021] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:06.215078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:06.231981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:06.232875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:06.232962] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:06.232997] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:06.275628] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:06.275852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:06.275901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:06.275943] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:06.280079] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=57.00%) [2025-10-16T23:58:06.280384] [INFO ] [FORECASTER] Completed predict_future for DHI [2025-10-16T23:58:06.280529] [INFO ] [sig ] DHI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:06.423016] [INFO ] [LOCAL ] Saved forecast: DHI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DHI.txt [2025-10-16T23:58:06.423284] [INFO ] [sig ] [497/1803] Completed DHI in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:06.423328] [INFO ] [sig ] [498/1803] Forecasting DHR... [2025-10-16T23:58:06.423358] [INFO ] [sig ] Generating forecast for: DHR [2025-10-16T23:58:06.423389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'. [2025-10-16T23:58:06.432271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHR'. [2025-10-16T23:58:06.432536] [INFO ] [FORECASTER] Starting predict_future for DHR [2025-10-16T23:58:06.457162] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:06.457866] [DEBUG] [LOCAL ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt [2025-10-16T23:58:06.457920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:06.457952] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:06.457980] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:06.458036] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:06.474998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:06.475519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:06.475597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:06.475630] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:06.512321] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:06.512422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:06.512896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:06.512936] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:06.516766] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: DOWN (p=13.59%) [2025-10-16T23:58:06.517024] [INFO ] [FORECASTER] Completed predict_future for DHR [2025-10-16T23:58:06.517155] [INFO ] [sig ] DHR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:06.660994] [INFO ] [LOCAL ] Saved forecast: DHR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DHR.txt [2025-10-16T23:58:06.661260] [INFO ] [sig ] [498/1803] Completed DHR in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:06.661321] [INFO ] [sig ] [499/1803] Forecasting DHX... [2025-10-16T23:58:06.661357] [INFO ] [sig ] Generating forecast for: DHX [2025-10-16T23:58:06.661389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-10-16T23:58:06.670922] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHX'. [2025-10-16T23:58:06.671322] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-10-16T23:58:06.698059] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:06.698872] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-10-16T23:58:06.698927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:06.698960] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:06.699008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:06.699067] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:06.717374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:06.717959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:06.718041] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:06.718074] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:06.755730] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:06.755805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:06.755848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:06.755916] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:06.758987] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=59.01%) [2025-10-16T23:58:06.759231] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-10-16T23:58:06.759360] [INFO ] [sig ] DHX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:06.898984] [INFO ] [LOCAL ] Saved forecast: DHX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DHX.txt [2025-10-16T23:58:06.899188] [INFO ] [sig ] [499/1803] Completed DHX in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:06.899230] [INFO ] [sig ] [500/1803] Forecasting DIAX... [2025-10-16T23:58:06.899261] [INFO ] [sig ] Generating forecast for: DIAX [2025-10-16T23:58:06.899291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'. [2025-10-16T23:58:06.907927] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DIAX'. [2025-10-16T23:58:06.908198] [INFO ] [FORECASTER] Starting predict_future for DIAX [2025-10-16T23:58:06.933166] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:06.933899] [DEBUG] [LOCAL ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt [2025-10-16T23:58:06.933955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:06.933989] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:06.934019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:06.934078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:06.951178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:06.951719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:06.951800] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:06.951834] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:06.986839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:06.986914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:06.986949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:06.986978] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:06.990022] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: DOWN (p=24.89%) [2025-10-16T23:58:06.990269] [INFO ] [FORECASTER] Completed predict_future for DIAX [2025-10-16T23:58:06.990393] [INFO ] [sig ] DIAX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:07.130555] [INFO ] [LOCAL ] Saved forecast: DIAX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DIAX.txt [2025-10-16T23:58:07.130796] [INFO ] [sig ] [500/1803] Completed DIAX in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:07.130857] [INFO ] [sig ] [501/1803] Forecasting DIN... [2025-10-16T23:58:07.130891] [INFO ] [sig ] Generating forecast for: DIN [2025-10-16T23:58:07.130922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-10-16T23:58:07.139582] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DIN'. [2025-10-16T23:58:07.139897] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-10-16T23:58:07.165602] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:07.166392] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-10-16T23:58:07.166447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:07.166480] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:07.166508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:07.166565] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:07.183699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:07.184228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:07.184307] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:07.184340] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:07.221022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:07.221145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:07.221185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:07.221214] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:07.224497] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=1.62%) [2025-10-16T23:58:07.224806] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-10-16T23:58:07.224950] [INFO ] [sig ] DIN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:07.373937] [INFO ] [LOCAL ] Saved forecast: DIN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DIN.txt [2025-10-16T23:58:07.374209] [INFO ] [sig ] [501/1803] Completed DIN in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:07.374257] [INFO ] [sig ] [502/1803] Forecasting DINO... [2025-10-16T23:58:07.374289] [INFO ] [sig ] Generating forecast for: DINO [2025-10-16T23:58:07.374321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-10-16T23:58:07.383218] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DINO'. [2025-10-16T23:58:07.383501] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-10-16T23:58:07.408598] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:07.409330] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-10-16T23:58:07.409399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:07.409440] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:07.409477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:07.409544] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:07.426706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:07.427281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:07.427362] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:07.427395] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:07.463427] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:07.463505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:07.463541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:07.463568] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:07.467107] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=26.87%) [2025-10-16T23:58:07.467426] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-10-16T23:58:07.467571] [INFO ] [sig ] DINO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:07.607385] [INFO ] [LOCAL ] Saved forecast: DINO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DINO.txt [2025-10-16T23:58:07.607593] [INFO ] [sig ] [502/1803] Completed DINO in 0.2s | 4.08 sym/s | Total: 2.0m | ETA: 5.3m [2025-10-16T23:58:07.607634] [INFO ] [sig ] [503/1803] Forecasting DIS... [2025-10-16T23:58:07.607707] [INFO ] [sig ] Generating forecast for: DIS [2025-10-16T23:58:07.607747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-10-16T23:58:07.616426] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DIS'. [2025-10-16T23:58:07.616729] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-10-16T23:58:07.641256] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:07.641962] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-10-16T23:58:07.642016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:07.642048] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:07.642076] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:07.642132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:07.659314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:07.659879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:07.659959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:07.659993] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:07.696056] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:07.696133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:07.696168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:07.696197] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:07.699315] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=72.96%) [2025-10-16T23:58:07.699564] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-10-16T23:58:07.699727] [INFO ] [sig ] DIS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:07.838296] [INFO ] [LOCAL ] Saved forecast: DIS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DIS.txt [2025-10-16T23:58:07.838490] [INFO ] [sig ] [503/1803] Completed DIS in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:07.838530] [INFO ] [sig ] [504/1803] Forecasting DK... [2025-10-16T23:58:07.838561] [INFO ] [sig ] Generating forecast for: DK [2025-10-16T23:58:07.838591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-10-16T23:58:07.847692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DK'. [2025-10-16T23:58:07.847958] [INFO ] [FORECASTER] Starting predict_future for DK [2025-10-16T23:58:07.872595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:07.873283] [DEBUG] [LOCAL ] No optimal features file found for DK: ./output/feature-sets/DK.txt [2025-10-16T23:58:07.873336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:07.873368] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:07.873395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:07.873451] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:07.890426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:07.891010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:07.891089] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:07.891123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:07.926389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:07.926510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:07.926570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:07.926603] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:07.929882] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=4.51%) [2025-10-16T23:58:07.930140] [INFO ] [FORECASTER] Completed predict_future for DK [2025-10-16T23:58:07.930273] [INFO ] [sig ] DK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:08.073427] [INFO ] [LOCAL ] Saved forecast: DK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DK.txt [2025-10-16T23:58:08.073742] [INFO ] [sig ] [504/1803] Completed DK in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:08.073803] [INFO ] [sig ] [505/1803] Forecasting DKS... [2025-10-16T23:58:08.073838] [INFO ] [sig ] Generating forecast for: DKS [2025-10-16T23:58:08.073878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-10-16T23:58:08.083109] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DKS'. [2025-10-16T23:58:08.083424] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-10-16T23:58:08.108480] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:08.109200] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-10-16T23:58:08.109254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:08.109287] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:08.109315] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:08.109370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:08.126421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:08.127028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:08.127110] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:08.127145] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:08.163102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:08.163192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:08.163227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:08.163255] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:08.166371] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-10-16T23:58:08.166623] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-10-16T23:58:08.166790] [INFO ] [sig ] DKS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:08.304279] [INFO ] [LOCAL ] Saved forecast: DKS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DKS.txt [2025-10-16T23:58:08.304494] [INFO ] [sig ] [505/1803] Completed DKS in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:08.304535] [INFO ] [sig ] [506/1803] Forecasting DLB... [2025-10-16T23:58:08.304566] [INFO ] [sig ] Generating forecast for: DLB [2025-10-16T23:58:08.304597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-10-16T23:58:08.313037] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLB'. [2025-10-16T23:58:08.313299] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-10-16T23:58:08.337800] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:08.338516] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-10-16T23:58:08.338570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:08.338602] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:08.338629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:08.338742] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:08.355518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:08.356072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:08.356149] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:08.356183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:08.393429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:08.393504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:08.393538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:08.393567] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:08.396564] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=95.11%) [2025-10-16T23:58:08.396845] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-10-16T23:58:08.396981] [INFO ] [sig ] DLB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:08.534968] [INFO ] [LOCAL ] Saved forecast: DLB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DLB.txt [2025-10-16T23:58:08.535177] [INFO ] [sig ] [506/1803] Completed DLB in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:08.535228] [INFO ] [sig ] [507/1803] Forecasting DLNG... [2025-10-16T23:58:08.535259] [INFO ] [sig ] Generating forecast for: DLNG [2025-10-16T23:58:08.535290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-10-16T23:58:08.544056] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLNG'. [2025-10-16T23:58:08.544318] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-10-16T23:58:08.568878] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:08.569543] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-10-16T23:58:08.569596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:08.569629] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:08.569694] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:08.569765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:08.586508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:08.587058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:08.587141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:08.587174] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:08.621994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:08.622085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:08.622121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:08.622149] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:08.625193] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=68.61%) [2025-10-16T23:58:08.625449] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-10-16T23:58:08.625575] [INFO ] [sig ] DLNG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:08.774582] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DLNG.txt [2025-10-16T23:58:08.774896] [INFO ] [sig ] [507/1803] Completed DLNG in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:08.774958] [INFO ] [sig ] [508/1803] Forecasting DLR... [2025-10-16T23:58:08.774993] [INFO ] [sig ] Generating forecast for: DLR [2025-10-16T23:58:08.775026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'. [2025-10-16T23:58:08.788681] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLR'. [2025-10-16T23:58:08.789104] [INFO ] [FORECASTER] Starting predict_future for DLR [2025-10-16T23:58:08.815060] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:08.815828] [DEBUG] [LOCAL ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt [2025-10-16T23:58:08.815890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:08.815965] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:08.816084] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:08.816194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:08.833283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:08.834108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:08.834195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:08.834229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:08.870969] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:08.871159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:08.871223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:08.871256] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:08.874748] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: DOWN (p=4.30%) [2025-10-16T23:58:08.875027] [INFO ] [FORECASTER] Completed predict_future for DLR [2025-10-16T23:58:08.875170] [INFO ] [sig ] DLR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:09.034860] [INFO ] [LOCAL ] Saved forecast: DLR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DLR.txt [2025-10-16T23:58:09.035110] [INFO ] [sig ] [508/1803] Completed DLR in 0.3s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:09.035158] [INFO ] [sig ] [509/1803] Forecasting DLX... [2025-10-16T23:58:09.035193] [INFO ] [sig ] Generating forecast for: DLX [2025-10-16T23:58:09.035227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-10-16T23:58:09.045264] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLX'. [2025-10-16T23:58:09.045569] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-10-16T23:58:09.075944] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:09.076709] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-10-16T23:58:09.076766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:09.076801] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:09.076830] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:09.076888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:09.099318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:09.100387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:09.100500] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:09.100552] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:09.142971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:09.143125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:09.143205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:09.143279] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:09.147561] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=42.56%) [2025-10-16T23:58:09.147971] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-10-16T23:58:09.148177] [INFO ] [sig ] DLX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:09.292181] [INFO ] [LOCAL ] Saved forecast: DLX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DLX.txt [2025-10-16T23:58:09.292428] [INFO ] [sig ] [509/1803] Completed DLX in 0.3s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:09.292471] [INFO ] [sig ] [510/1803] Forecasting DLY... [2025-10-16T23:58:09.292503] [INFO ] [sig ] Generating forecast for: DLY [2025-10-16T23:58:09.292533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-10-16T23:58:09.301194] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLY'. [2025-10-16T23:58:09.301479] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-10-16T23:58:09.325946] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:09.326606] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-10-16T23:58:09.326682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:09.326730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:09.326760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:09.326817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:09.343582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:09.344189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:09.344270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:09.344304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:09.379639] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:09.379767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:09.379805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:09.379835] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:09.382968] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=5.79%) [2025-10-16T23:58:09.383228] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-10-16T23:58:09.383357] [INFO ] [sig ] DLY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:09.524031] [INFO ] [LOCAL ] Saved forecast: DLY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DLY.txt [2025-10-16T23:58:09.524373] [INFO ] [sig ] [510/1803] Completed DLY in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:09.524434] [INFO ] [sig ] [511/1803] Forecasting DMA... [2025-10-16T23:58:09.524469] [INFO ] [sig ] Generating forecast for: DMA [2025-10-16T23:58:09.524500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'. [2025-10-16T23:58:09.534016] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DMA'. [2025-10-16T23:58:09.534280] [INFO ] [FORECASTER] Starting predict_future for DMA [2025-10-16T23:58:09.559361] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:09.560109] [DEBUG] [LOCAL ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt [2025-10-16T23:58:09.560165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:09.560199] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:09.560227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:09.560286] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:09.577499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:09.578074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:09.578183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:09.578238] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:09.612088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:09.612213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:09.612255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:09.612303] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:09.618060] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: UP (p=80.55%) [2025-10-16T23:58:09.618343] [INFO ] [FORECASTER] Completed predict_future for DMA [2025-10-16T23:58:09.618483] [INFO ] [sig ] DMA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:09.756962] [INFO ] [LOCAL ] Saved forecast: DMA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DMA.txt [2025-10-16T23:58:09.757146] [INFO ] [sig ] [511/1803] Completed DMA in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:09.757188] [INFO ] [sig ] [512/1803] Forecasting DMO... [2025-10-16T23:58:09.757219] [INFO ] [sig ] Generating forecast for: DMO [2025-10-16T23:58:09.757250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-10-16T23:58:09.765439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DMO'. [2025-10-16T23:58:09.765713] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-10-16T23:58:09.790078] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:09.790786] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-10-16T23:58:09.790840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:09.790874] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:09.790902] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:09.790959] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:09.808069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:09.808615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:09.808717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:09.808760] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:09.842117] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:09.842197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:09.842233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:09.842263] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:09.845354] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=93.58%) [2025-10-16T23:58:09.845614] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-10-16T23:58:09.845780] [INFO ] [sig ] DMO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:09.984116] [INFO ] [LOCAL ] Saved forecast: DMO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DMO.txt [2025-10-16T23:58:09.984324] [INFO ] [sig ] [512/1803] Completed DMO in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:09.984366] [INFO ] [sig ] [513/1803] Forecasting DNA... [2025-10-16T23:58:09.984397] [INFO ] [sig ] Generating forecast for: DNA [2025-10-16T23:58:09.984428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-10-16T23:58:09.992495] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNA'. [2025-10-16T23:58:09.992774] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-10-16T23:58:10.017130] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:10.017840] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-10-16T23:58:10.017893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:10.017927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:10.017955] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:10.018028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:10.035171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:10.035714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:10.035794] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:10.035829] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:10.070138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:10.070232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:10.070270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:10.070298] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:10.073426] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-10-16T23:58:10.073715] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-10-16T23:58:10.073856] [INFO ] [sig ] DNA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:10.212057] [INFO ] [LOCAL ] Saved forecast: DNA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DNA.txt [2025-10-16T23:58:10.212261] [INFO ] [sig ] [513/1803] Completed DNA in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:10.212304] [INFO ] [sig ] [514/1803] Forecasting DNOW... [2025-10-16T23:58:10.212334] [INFO ] [sig ] Generating forecast for: DNOW [2025-10-16T23:58:10.212365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-10-16T23:58:10.220691] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNOW'. [2025-10-16T23:58:10.220955] [INFO ] [FORECASTER] Starting predict_future for DNOW [2025-10-16T23:58:10.245323] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:10.246027] [DEBUG] [LOCAL ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt [2025-10-16T23:58:10.246082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:10.246116] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:10.246144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:10.246202] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:10.264543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:10.265157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:10.265237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:10.265271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:10.299510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:10.299603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:10.299660] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:10.299717] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:10.302814] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=5.17%) [2025-10-16T23:58:10.303070] [INFO ] [FORECASTER] Completed predict_future for DNOW [2025-10-16T23:58:10.303208] [INFO ] [sig ] DNOW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:10.442187] [INFO ] [LOCAL ] Saved forecast: DNOW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DNOW.txt [2025-10-16T23:58:10.442372] [INFO ] [sig ] [514/1803] Completed DNOW in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:10.442414] [INFO ] [sig ] [515/1803] Forecasting DNP... [2025-10-16T23:58:10.442445] [INFO ] [sig ] Generating forecast for: DNP [2025-10-16T23:58:10.442475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-10-16T23:58:10.450558] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNP'. [2025-10-16T23:58:10.450838] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-10-16T23:58:10.475254] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:10.475954] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-10-16T23:58:10.476007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:10.476040] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:10.476068] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:10.476124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:10.493364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:10.493986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:10.494066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:10.494099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:10.527444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:10.527519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:10.527554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:10.527582] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:10.530615] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=36.06%) [2025-10-16T23:58:10.530889] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-10-16T23:58:10.531019] [INFO ] [sig ] DNP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:10.669205] [INFO ] [LOCAL ] Saved forecast: DNP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DNP.txt [2025-10-16T23:58:10.669396] [INFO ] [sig ] [515/1803] Completed DNP in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m [2025-10-16T23:58:10.669437] [INFO ] [sig ] [516/1803] Forecasting DOC... [2025-10-16T23:58:10.669467] [INFO ] [sig ] Generating forecast for: DOC [2025-10-16T23:58:10.669499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'. [2025-10-16T23:58:10.677626] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOC'. [2025-10-16T23:58:10.677901] [INFO ] [FORECASTER] Starting predict_future for DOC [2025-10-16T23:58:10.702318] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:10.703090] [DEBUG] [LOCAL ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt [2025-10-16T23:58:10.703144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:10.703177] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:10.703205] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:10.703262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:10.720408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:10.720966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:10.721045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:10.721077] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:10.755189] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:10.755273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:10.755310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:10.755339] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:10.758454] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: DOWN (p=7.31%) [2025-10-16T23:58:10.758742] [INFO ] [FORECASTER] Completed predict_future for DOC [2025-10-16T23:58:10.758879] [INFO ] [sig ] DOC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:10.897067] [INFO ] [LOCAL ] Saved forecast: DOC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOC.txt [2025-10-16T23:58:10.897281] [INFO ] [sig ] [516/1803] Completed DOC in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:10.897334] [INFO ] [sig ] [517/1803] Forecasting DOCN... [2025-10-16T23:58:10.897367] [INFO ] [sig ] Generating forecast for: DOCN [2025-10-16T23:58:10.897398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-10-16T23:58:10.905492] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOCN'. [2025-10-16T23:58:10.905772] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-10-16T23:58:10.930226] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:10.930932] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-10-16T23:58:10.930986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:10.931019] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:10.931048] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:10.931104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:10.948072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:10.948621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:10.948725] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:10.948766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:10.983976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:10.984054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:10.984090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:10.984119] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:10.987257] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=14.39%) [2025-10-16T23:58:10.987519] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-10-16T23:58:10.987696] [INFO ] [sig ] DOCN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:11.126289] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOCN.txt [2025-10-16T23:58:11.126503] [INFO ] [sig ] [517/1803] Completed DOCN in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:11.126545] [INFO ] [sig ] [518/1803] Forecasting DOCS... [2025-10-16T23:58:11.126575] [INFO ] [sig ] Generating forecast for: DOCS [2025-10-16T23:58:11.126605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-10-16T23:58:11.134444] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOCS'. [2025-10-16T23:58:11.134716] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-10-16T23:58:11.159281] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:11.160014] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-10-16T23:58:11.160068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:11.160100] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:11.160127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:11.160184] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:11.177108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:11.177627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:11.177731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:11.177771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:11.215006] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:11.215101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:11.215137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:11.215189] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:11.218357] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=4.85%) [2025-10-16T23:58:11.218609] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-10-16T23:58:11.218874] [INFO ] [sig ] DOCS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:11.357178] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOCS.txt [2025-10-16T23:58:11.357367] [INFO ] [sig ] [518/1803] Completed DOCS in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:11.357408] [INFO ] [sig ] [519/1803] Forecasting DOLE... [2025-10-16T23:58:11.357438] [INFO ] [sig ] Generating forecast for: DOLE [2025-10-16T23:58:11.357470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-10-16T23:58:11.365578] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOLE'. [2025-10-16T23:58:11.365863] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-10-16T23:58:11.390404] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:11.391103] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-10-16T23:58:11.391157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:11.391190] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:11.391217] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:11.391273] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:11.408410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:11.408976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:11.409054] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:11.409088] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:11.443453] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:11.443529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:11.443566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:11.443594] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:11.446571] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=0.95%) [2025-10-16T23:58:11.446845] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-10-16T23:58:11.446979] [INFO ] [sig ] DOLE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:11.585311] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOLE.txt [2025-10-16T23:58:11.585494] [INFO ] [sig ] [519/1803] Completed DOLE in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:11.585537] [INFO ] [sig ] [520/1803] Forecasting DOUG... [2025-10-16T23:58:11.585569] [INFO ] [sig ] Generating forecast for: DOUG [2025-10-16T23:58:11.585600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-10-16T23:58:11.593859] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOUG'. [2025-10-16T23:58:11.594112] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-10-16T23:58:11.618638] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:11.619340] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-10-16T23:58:11.619394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:11.619427] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:11.619456] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:11.619529] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:11.636700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:11.637290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:11.637368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:11.637401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:11.672184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:11.672278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:11.672314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:11.672343] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:11.675442] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=37.37%) [2025-10-16T23:58:11.675729] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-10-16T23:58:11.675867] [INFO ] [sig ] DOUG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:11.814456] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOUG.txt [2025-10-16T23:58:11.814670] [INFO ] [sig ] [520/1803] Completed DOUG in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:11.814730] [INFO ] [sig ] [521/1803] Forecasting DOV... [2025-10-16T23:58:11.814764] [INFO ] [sig ] Generating forecast for: DOV [2025-10-16T23:58:11.814795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'. [2025-10-16T23:58:11.823731] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOV'. [2025-10-16T23:58:11.824005] [INFO ] [FORECASTER] Starting predict_future for DOV [2025-10-16T23:58:11.848915] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:11.849583] [DEBUG] [LOCAL ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt [2025-10-16T23:58:11.849636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:11.849740] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:11.849778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:11.849837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:11.867523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:11.868075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:11.868176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:11.868231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:11.901872] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:11.901959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:11.901995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:11.902023] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:11.905071] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=23.27%) [2025-10-16T23:58:11.905322] [INFO ] [FORECASTER] Completed predict_future for DOV [2025-10-16T23:58:11.905443] [INFO ] [sig ] DOV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:12.050037] [INFO ] [LOCAL ] Saved forecast: DOV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOV.txt [2025-10-16T23:58:12.050299] [INFO ] [sig ] [521/1803] Completed DOV in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:12.050360] [INFO ] [sig ] [522/1803] Forecasting DOW... [2025-10-16T23:58:12.050395] [INFO ] [sig ] Generating forecast for: DOW [2025-10-16T23:58:12.050428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'. [2025-10-16T23:58:12.059235] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOW'. [2025-10-16T23:58:12.059554] [INFO ] [FORECASTER] Starting predict_future for DOW [2025-10-16T23:58:12.084481] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:12.085343] [DEBUG] [LOCAL ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt [2025-10-16T23:58:12.085401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:12.085436] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:12.085466] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:12.085524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:12.111413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:12.112551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:12.112696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:12.112765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:12.166913] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:12.167123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:12.167192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:12.167245] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:12.172622] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: DOWN (p=48.42%) [2025-10-16T23:58:12.173096] [INFO ] [FORECASTER] Completed predict_future for DOW [2025-10-16T23:58:12.173306] [INFO ] [sig ] DOW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:12.357304] [INFO ] [LOCAL ] Saved forecast: DOW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DOW.txt [2025-10-16T23:58:12.357610] [INFO ] [sig ] [522/1803] Completed DOW in 0.3s | 4.09 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:12.357699] [INFO ] [sig ] [523/1803] Forecasting DPG... [2025-10-16T23:58:12.357745] [INFO ] [sig ] Generating forecast for: DPG [2025-10-16T23:58:12.357780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-10-16T23:58:12.369146] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DPG'. [2025-10-16T23:58:12.369711] [INFO ] [FORECASTER] Starting predict_future for DPG [2025-10-16T23:58:12.407970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:12.409247] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-10-16T23:58:12.409327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:12.409379] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:12.409424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:12.409517] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:12.437174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:12.438394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:12.438521] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:12.438582] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:12.473796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:12.474014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:12.474088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:12.474144] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:12.479465] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=99.80%) [2025-10-16T23:58:12.479908] [INFO ] [FORECASTER] Completed predict_future for DPG [2025-10-16T23:58:12.480097] [INFO ] [sig ] DPG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:12.708989] [INFO ] [LOCAL ] Saved forecast: DPG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DPG.txt [2025-10-16T23:58:12.709394] [INFO ] [sig ] [523/1803] Completed DPG in 0.4s | 4.08 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:12.709458] [INFO ] [sig ] [524/1803] Forecasting DQ... [2025-10-16T23:58:12.709495] [INFO ] [sig ] Generating forecast for: DQ [2025-10-16T23:58:12.709531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-10-16T23:58:12.722325] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DQ'. [2025-10-16T23:58:12.722911] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-10-16T23:58:12.757500] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:12.758769] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-10-16T23:58:12.758858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:12.758918] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:12.758963] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:12.759024] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:12.782849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:12.784096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:12.784252] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:12.784295] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:12.845676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:12.845881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:12.845952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:12.846026] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:12.850663] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-10-16T23:58:12.851036] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-10-16T23:58:12.851204] [INFO ] [sig ] DQ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:13.038198] [INFO ] [LOCAL ] Saved forecast: DQ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DQ.txt [2025-10-16T23:58:13.038499] [INFO ] [sig ] [524/1803] Completed DQ in 0.3s | 4.08 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:13.038546] [INFO ] [sig ] [525/1803] Forecasting DSM... [2025-10-16T23:58:13.038577] [INFO ] [sig ] Generating forecast for: DSM [2025-10-16T23:58:13.038608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'. [2025-10-16T23:58:13.048123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSM'. [2025-10-16T23:58:13.048603] [INFO ] [FORECASTER] Starting predict_future for DSM [2025-10-16T23:58:13.076461] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:13.077335] [DEBUG] [LOCAL ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt [2025-10-16T23:58:13.077398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:13.077434] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:13.077463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:13.077522] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:13.096080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:13.097051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:13.097144] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:13.097181] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:13.142498] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:13.142724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:13.142785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:13.142842] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:13.147163] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=62.24%) [2025-10-16T23:58:13.147484] [INFO ] [FORECASTER] Completed predict_future for DSM [2025-10-16T23:58:13.147667] [INFO ] [sig ] DSM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:13.305902] [INFO ] [LOCAL ] Saved forecast: DSM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DSM.txt [2025-10-16T23:58:13.306235] [INFO ] [sig ] [525/1803] Completed DSM in 0.3s | 4.08 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:13.306285] [INFO ] [sig ] [526/1803] Forecasting DSU... [2025-10-16T23:58:13.306318] [INFO ] [sig ] Generating forecast for: DSU [2025-10-16T23:58:13.306350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'. [2025-10-16T23:58:13.316049] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSU'. [2025-10-16T23:58:13.316411] [INFO ] [FORECASTER] Starting predict_future for DSU [2025-10-16T23:58:13.342898] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:13.343679] [DEBUG] [LOCAL ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt [2025-10-16T23:58:13.343737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:13.343772] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:13.343800] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:13.343856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:13.361002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:13.361803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:13.361890] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:13.361926] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:13.403712] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:13.403886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:13.403932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:13.403963] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:13.407240] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=86.38%) [2025-10-16T23:58:13.407508] [INFO ] [FORECASTER] Completed predict_future for DSU [2025-10-16T23:58:13.407667] [INFO ] [sig ] DSU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:13.548034] [INFO ] [LOCAL ] Saved forecast: DSU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DSU.txt [2025-10-16T23:58:13.548258] [INFO ] [sig ] [526/1803] Completed DSU in 0.2s | 4.08 sym/s | Total: 2.1m | ETA: 5.2m [2025-10-16T23:58:13.548320] [INFO ] [sig ] [527/1803] Forecasting DSX... [2025-10-16T23:58:13.548356] [INFO ] [sig ] Generating forecast for: DSX [2025-10-16T23:58:13.548389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-10-16T23:58:13.556685] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSX'. [2025-10-16T23:58:13.556935] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-10-16T23:58:13.582466] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:13.583178] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-10-16T23:58:13.583233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:13.583266] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:13.583293] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:13.583349] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:13.601385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:13.601970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:13.602050] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:13.602083] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:13.647697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:13.647772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:13.647810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:13.647839] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:13.651009] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=27.91%) [2025-10-16T23:58:13.651262] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-10-16T23:58:13.651441] [INFO ] [sig ] DSX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:13.833204] [INFO ] [LOCAL ] Saved forecast: DSX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DSX.txt [2025-10-16T23:58:13.833408] [INFO ] [sig ] [527/1803] Completed DSX in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:13.833450] [INFO ] [sig ] [528/1803] Forecasting DT... [2025-10-16T23:58:13.833481] [INFO ] [sig ] Generating forecast for: DT [2025-10-16T23:58:13.833512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'. [2025-10-16T23:58:13.841467] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DT'. [2025-10-16T23:58:13.841783] [INFO ] [FORECASTER] Starting predict_future for DT [2025-10-16T23:58:13.866573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:13.867269] [DEBUG] [LOCAL ] No optimal features file found for DT: ./output/feature-sets/DT.txt [2025-10-16T23:58:13.867322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:13.867356] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:13.867384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:13.867441] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:13.884789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:13.885314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:13.885393] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:13.885426] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:13.928424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:13.928594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:13.928637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:13.928711] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:13.932360] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: DOWN (p=44.28%) [2025-10-16T23:58:13.932690] [INFO ] [FORECASTER] Completed predict_future for DT [2025-10-16T23:58:13.932840] [INFO ] [sig ] DT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:14.074566] [INFO ] [LOCAL ] Saved forecast: DT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DT.txt [2025-10-16T23:58:14.074820] [INFO ] [sig ] [528/1803] Completed DT in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:14.074880] [INFO ] [sig ] [529/1803] Forecasting DTB... [2025-10-16T23:58:14.074914] [INFO ] [sig ] Generating forecast for: DTB [2025-10-16T23:58:14.074945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-10-16T23:58:14.085676] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'DTB'. [2025-10-16T23:58:14.086222] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-10-16T23:58:14.120854] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:14.121704] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-10-16T23:58:14.121761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:14.121796] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:14.121824] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:14.121881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:14.139780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:14.140805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:14.140910] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:14.140954] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:14.183241] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:14.183399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:14.183440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:14.183470] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:14.186901] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=96.73%) [2025-10-16T23:58:14.187178] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-10-16T23:58:14.187316] [INFO ] [sig ] DTB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:14.330739] [INFO ] [LOCAL ] Saved forecast: DTB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DTB.txt [2025-10-16T23:58:14.330975] [INFO ] [sig ] [529/1803] Completed DTB in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:14.331022] [INFO ] [sig ] [530/1803] Forecasting DTE... [2025-10-16T23:58:14.331056] [INFO ] [sig ] Generating forecast for: DTE [2025-10-16T23:58:14.331088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-10-16T23:58:14.339700] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DTE'. [2025-10-16T23:58:14.339960] [INFO ] [FORECASTER] Starting predict_future for DTE [2025-10-16T23:58:14.365161] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:14.365882] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-10-16T23:58:14.365937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:14.365971] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:14.365999] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:14.366057] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:14.383319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:14.384142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:14.384228] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:14.384263] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:14.428464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:14.428668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:14.428734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:14.428770] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:14.432418] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=90.94%) [2025-10-16T23:58:14.432727] [INFO ] [FORECASTER] Completed predict_future for DTE [2025-10-16T23:58:14.432882] [INFO ] [sig ] DTE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:14.576904] [INFO ] [LOCAL ] Saved forecast: DTE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DTE.txt [2025-10-16T23:58:14.577128] [INFO ] [sig ] [530/1803] Completed DTE in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:14.577171] [INFO ] [sig ] [531/1803] Forecasting DTM... [2025-10-16T23:58:14.577212] [INFO ] [sig ] Generating forecast for: DTM [2025-10-16T23:58:14.577244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-10-16T23:58:14.585972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DTM'. [2025-10-16T23:58:14.586269] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-10-16T23:58:14.612714] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:14.613435] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-10-16T23:58:14.613491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:14.613525] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:14.613556] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:14.613615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:14.631935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:14.632551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:14.632635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:14.632710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:14.675411] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:14.675599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:14.675687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:14.675742] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:14.679553] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-10-16T23:58:14.679905] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-10-16T23:58:14.680064] [INFO ] [sig ] DTM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:14.824914] [INFO ] [LOCAL ] Saved forecast: DTM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DTM.txt [2025-10-16T23:58:14.825185] [INFO ] [sig ] [531/1803] Completed DTM in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:14.825229] [INFO ] [sig ] [532/1803] Forecasting DTW... [2025-10-16T23:58:14.825259] [INFO ] [sig ] Generating forecast for: DTW [2025-10-16T23:58:14.825290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'. [2025-10-16T23:58:14.834247] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'DTW'. [2025-10-16T23:58:14.834554] [INFO ] [FORECASTER] Starting predict_future for DTW [2025-10-16T23:58:14.860115] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:14.860857] [DEBUG] [LOCAL ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt [2025-10-16T23:58:14.860914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:14.860948] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:14.860976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:14.861035] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:14.878731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:14.879308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:14.879390] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:14.879425] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:14.922575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:14.922787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:14.922840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:14.922873] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:14.927403] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=91.93%) [2025-10-16T23:58:14.927848] [INFO ] [FORECASTER] Completed predict_future for DTW [2025-10-16T23:58:14.928014] [INFO ] [sig ] DTW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:15.078271] [INFO ] [LOCAL ] Saved forecast: DTW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DTW.txt [2025-10-16T23:58:15.078494] [INFO ] [sig ] [532/1803] Completed DTW in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:15.078545] [INFO ] [sig ] [533/1803] Forecasting DUK... [2025-10-16T23:58:15.078584] [INFO ] [sig ] Generating forecast for: DUK [2025-10-16T23:58:15.078621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-10-16T23:58:15.088357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DUK'. [2025-10-16T23:58:15.088827] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-10-16T23:58:15.115973] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:15.116858] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-10-16T23:58:15.116916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:15.116952] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:15.116982] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:15.117041] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:15.134856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:15.135675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:15.135783] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:15.135845] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:15.186814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:15.186987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:15.187030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:15.187062] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:15.190775] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=70.78%) [2025-10-16T23:58:15.191053] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-10-16T23:58:15.191201] [INFO ] [sig ] DUK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:15.333425] [INFO ] [LOCAL ] Saved forecast: DUK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DUK.txt [2025-10-16T23:58:15.333626] [INFO ] [sig ] [533/1803] Completed DUK in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:15.333703] [INFO ] [sig ] [534/1803] Forecasting DUKB... [2025-10-16T23:58:15.333746] [INFO ] [sig ] Generating forecast for: DUKB [2025-10-16T23:58:15.333778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-10-16T23:58:15.342628] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DUKB'. [2025-10-16T23:58:15.342918] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-10-16T23:58:15.368144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:15.368910] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-10-16T23:58:15.368966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:15.369051] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:15.369090] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:15.369151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:15.386881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:15.387481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:15.387591] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:15.387635] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:15.433910] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:15.434108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:15.434160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:15.434192] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:15.438087] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=50.31%) [2025-10-16T23:58:15.438461] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-10-16T23:58:15.438620] [INFO ] [sig ] DUKB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:15.655695] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DUKB.txt [2025-10-16T23:58:15.655930] [INFO ] [sig ] [534/1803] Completed DUKB in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:15.655976] [INFO ] [sig ] [535/1803] Forecasting DV... [2025-10-16T23:58:15.656007] [INFO ] [sig ] Generating forecast for: DV [2025-10-16T23:58:15.656038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'. [2025-10-16T23:58:15.665336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DV'. [2025-10-16T23:58:15.665715] [INFO ] [FORECASTER] Starting predict_future for DV [2025-10-16T23:58:15.690952] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:15.691761] [DEBUG] [LOCAL ] No optimal features file found for DV: ./output/feature-sets/DV.txt [2025-10-16T23:58:15.691817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:15.691853] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:15.691885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:15.691987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:15.709474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:15.710061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:15.710143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:15.710180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:15.755516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:15.755763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:15.755831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:15.755873] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:15.760361] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: UP (p=93.93%) [2025-10-16T23:58:15.760720] [INFO ] [FORECASTER] Completed predict_future for DV [2025-10-16T23:58:15.760887] [INFO ] [sig ] DV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:15.911772] [INFO ] [LOCAL ] Saved forecast: DV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DV.txt [2025-10-16T23:58:15.911979] [INFO ] [sig ] [535/1803] Completed DV in 0.3s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:15.912022] [INFO ] [sig ] [536/1803] Forecasting DVA... [2025-10-16T23:58:15.912053] [INFO ] [sig ] Generating forecast for: DVA [2025-10-16T23:58:15.912083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-10-16T23:58:15.920901] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DVA'. [2025-10-16T23:58:15.921181] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-10-16T23:58:15.946116] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:15.946941] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-10-16T23:58:15.947015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:15.947053] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:15.947082] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:15.947139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:15.964406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:15.964968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:15.965048] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:15.965081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:16.010438] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:16.010566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:16.010611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:16.010679] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:16.013931] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=8.13%) [2025-10-16T23:58:16.014185] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-10-16T23:58:16.014317] [INFO ] [sig ] DVA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:16.160500] [INFO ] [LOCAL ] Saved forecast: DVA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DVA.txt [2025-10-16T23:58:16.160729] [INFO ] [sig ] [536/1803] Completed DVA in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:16.160788] [INFO ] [sig ] [537/1803] Forecasting DVN... [2025-10-16T23:58:16.160822] [INFO ] [sig ] Generating forecast for: DVN [2025-10-16T23:58:16.160853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-10-16T23:58:16.169864] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DVN'. [2025-10-16T23:58:16.170214] [INFO ] [FORECASTER] Starting predict_future for DVN [2025-10-16T23:58:16.195467] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:16.196173] [DEBUG] [LOCAL ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt [2025-10-16T23:58:16.196226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:16.196258] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:16.196286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:16.196344] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:16.213549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:16.214250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:16.214328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:16.214362] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:16.257817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:16.257994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:16.258036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:16.258066] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:16.261597] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=88.33%) [2025-10-16T23:58:16.261920] [INFO ] [FORECASTER] Completed predict_future for DVN [2025-10-16T23:58:16.262068] [INFO ] [sig ] DVN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:16.402086] [INFO ] [LOCAL ] Saved forecast: DVN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DVN.txt [2025-10-16T23:58:16.402307] [INFO ] [sig ] [537/1803] Completed DVN in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:16.402350] [INFO ] [sig ] [538/1803] Forecasting DXC... [2025-10-16T23:58:16.402380] [INFO ] [sig ] Generating forecast for: DXC [2025-10-16T23:58:16.402420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-10-16T23:58:16.411203] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DXC'. [2025-10-16T23:58:16.411543] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-10-16T23:58:16.436483] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:16.437235] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-10-16T23:58:16.437290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:16.437323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:16.437351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:16.437409] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:16.454633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:16.455251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:16.455331] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:16.455365] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:16.495363] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:16.495534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:16.495578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:16.495607] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:16.499144] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=48.23%) [2025-10-16T23:58:16.499421] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-10-16T23:58:16.499561] [INFO ] [sig ] DXC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:16.661915] [INFO ] [LOCAL ] Saved forecast: DXC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DXC.txt [2025-10-16T23:58:16.662132] [INFO ] [sig ] [538/1803] Completed DXC in 0.3s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:16.662176] [INFO ] [sig ] [539/1803] Forecasting DXYZ... [2025-10-16T23:58:16.662207] [INFO ] [sig ] Generating forecast for: DXYZ [2025-10-16T23:58:16.662239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'. [2025-10-16T23:58:16.670311] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'DXYZ'. [2025-10-16T23:58:16.670609] [INFO ] [FORECASTER] Starting predict_future for DXYZ [2025-10-16T23:58:16.695887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:16.696592] [DEBUG] [LOCAL ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt [2025-10-16T23:58:16.696690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:16.696744] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:16.696775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:16.696834] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:16.714914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:16.715500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:16.715582] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:16.715619] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:16.758551] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:16.758697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:16.758750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:16.758782] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:16.762142] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: UP (p=79.57%) [2025-10-16T23:58:16.762432] [INFO ] [FORECASTER] Completed predict_future for DXYZ [2025-10-16T23:58:16.762571] [INFO ] [sig ] DXYZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:16.904604] [INFO ] [LOCAL ] Saved forecast: DXYZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/DXYZ.txt [2025-10-16T23:58:16.904835] [INFO ] [sig ] [539/1803] Completed DXYZ in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:16.904886] [INFO ] [sig ] [540/1803] Forecasting DY... [2025-10-16T23:58:16.904917] [INFO ] [sig ] Generating forecast for: DY [2025-10-16T23:58:16.904948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-10-16T23:58:16.913476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DY'. [2025-10-16T23:58:16.913792] [INFO ] [FORECASTER] Starting predict_future for DY [2025-10-16T23:58:16.938530] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:16.939341] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-10-16T23:58:16.939396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:16.939429] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:16.939456] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:16.939512] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:16.956804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:16.957351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:16.957429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:16.957463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:16.997121] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:16.997236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:16.997276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:16.997305] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:17.000587] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=43.43%) [2025-10-16T23:58:17.000882] [INFO ] [FORECASTER] Completed predict_future for DY [2025-10-16T23:58:17.001064] [INFO ] [sig ] DY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:17.145294] [INFO ] [LOCAL ] Saved forecast: DY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/DY.txt [2025-10-16T23:58:17.145543] [INFO ] [sig ] [540/1803] Completed DY in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:17.145588] [INFO ] [sig ] [541/1803] Forecasting E... [2025-10-16T23:58:17.145623] [INFO ] [sig ] Generating forecast for: E [2025-10-16T23:58:17.145689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-10-16T23:58:17.154835] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'E'. [2025-10-16T23:58:17.155244] [INFO ] [FORECASTER] Starting predict_future for E [2025-10-16T23:58:17.181571] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:17.182407] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-10-16T23:58:17.182463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:17.182497] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:17.182526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:17.182583] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:17.200542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:17.201373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:17.201465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:17.201521] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:17.244784] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:17.244965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:17.245007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:17.245037] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:17.251352] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=41.72%) [2025-10-16T23:58:17.251684] [INFO ] [FORECASTER] Completed predict_future for E [2025-10-16T23:58:17.251842] [INFO ] [sig ] E: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:17.397814] [INFO ] [LOCAL ] Saved forecast: E 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/E.txt [2025-10-16T23:58:17.398021] [INFO ] [sig ] [541/1803] Completed E in 0.3s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:17.398063] [INFO ] [sig ] [542/1803] Forecasting EAF... [2025-10-16T23:58:17.398094] [INFO ] [sig ] Generating forecast for: EAF [2025-10-16T23:58:17.398125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-10-16T23:58:17.407384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAF'. [2025-10-16T23:58:17.407759] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-10-16T23:58:17.432939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:17.433796] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-10-16T23:58:17.433858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:17.433893] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:17.433921] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:17.433978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:17.450909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:17.451528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:17.451611] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:17.451673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:17.497166] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:17.497339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:17.497381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:17.497411] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:17.501135] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=62.12%) [2025-10-16T23:58:17.501409] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-10-16T23:58:17.501549] [INFO ] [sig ] EAF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:17.639382] [INFO ] [LOCAL ] Saved forecast: EAF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EAF.txt [2025-10-16T23:58:17.639608] [INFO ] [sig ] [542/1803] Completed EAF in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:17.639685] [INFO ] [sig ] [543/1803] Forecasting EAI... [2025-10-16T23:58:17.639734] [INFO ] [sig ] Generating forecast for: EAI [2025-10-16T23:58:17.639767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-10-16T23:58:17.648201] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAI'. [2025-10-16T23:58:17.648511] [INFO ] [FORECASTER] Starting predict_future for EAI [2025-10-16T23:58:17.673431] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:17.674209] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-10-16T23:58:17.674264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:17.674322] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:17.674351] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:17.674408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:17.691299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:17.691980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:17.692065] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:17.692099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:17.734173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:17.734339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:17.734382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:17.734413] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:17.737949] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=75.11%) [2025-10-16T23:58:17.738263] [INFO ] [FORECASTER] Completed predict_future for EAI [2025-10-16T23:58:17.738410] [INFO ] [sig ] EAI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:17.889115] [INFO ] [LOCAL ] Saved forecast: EAI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EAI.txt [2025-10-16T23:58:17.889384] [INFO ] [sig ] [543/1803] Completed EAI in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:17.889428] [INFO ] [sig ] [544/1803] Forecasting EARN... [2025-10-16T23:58:17.889459] [INFO ] [sig ] Generating forecast for: EARN [2025-10-16T23:58:17.889489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-10-16T23:58:17.898821] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EARN'. [2025-10-16T23:58:17.899198] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-10-16T23:58:17.925524] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:17.926354] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-10-16T23:58:17.926408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:17.926443] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:17.926471] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:17.926529] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:17.943497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:17.944275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:17.944361] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:17.944395] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:17.989813] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:17.989977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:17.990019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:17.990050] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:17.993990] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=37.83%) [2025-10-16T23:58:17.994289] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-10-16T23:58:17.994444] [INFO ] [sig ] EARN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:18.164484] [INFO ] [LOCAL ] Saved forecast: EARN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EARN.txt [2025-10-16T23:58:18.164815] [INFO ] [sig ] [544/1803] Completed EARN in 0.3s | 4.07 sym/s | Total: 2.2m | ETA: 5.2m [2025-10-16T23:58:18.164879] [INFO ] [sig ] [545/1803] Forecasting EAT... [2025-10-16T23:58:18.164915] [INFO ] [sig ] Generating forecast for: EAT [2025-10-16T23:58:18.164947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-10-16T23:58:18.175230] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAT'. [2025-10-16T23:58:18.175585] [INFO ] [FORECASTER] Starting predict_future for EAT [2025-10-16T23:58:18.204509] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:18.205440] [DEBUG] [LOCAL ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt [2025-10-16T23:58:18.205496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:18.205544] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:18.205604] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:18.205694] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:18.227041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:18.227795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:18.227882] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:18.227917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:18.275022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:18.275181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:18.275237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:18.275269] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:18.278954] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: DOWN (p=31.26%) [2025-10-16T23:58:18.279228] [INFO ] [FORECASTER] Completed predict_future for EAT [2025-10-16T23:58:18.279371] [INFO ] [sig ] EAT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:18.444423] [INFO ] [LOCAL ] Saved forecast: EAT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EAT.txt [2025-10-16T23:58:18.444762] [INFO ] [sig ] [545/1803] Completed EAT in 0.3s | 4.07 sym/s | Total: 2.2m | ETA: 5.1m [2025-10-16T23:58:18.444847] [INFO ] [sig ] [546/1803] Forecasting EBR... [2025-10-16T23:58:18.444913] [INFO ] [sig ] Generating forecast for: EBR [2025-10-16T23:58:18.444966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'. [2025-10-16T23:58:18.454592] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EBR'. [2025-10-16T23:58:18.454963] [INFO ] [FORECASTER] Starting predict_future for EBR [2025-10-16T23:58:18.484122] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:18.485030] [DEBUG] [LOCAL ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt [2025-10-16T23:58:18.485086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:18.485122] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:18.485152] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:18.485209] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:18.502696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:18.503294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:18.503379] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:18.503413] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:18.545771] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:18.545859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:18.545896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:18.545926] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:18.549134] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=94.86%) [2025-10-16T23:58:18.549386] [INFO ] [FORECASTER] Completed predict_future for EBR [2025-10-16T23:58:18.549544] [INFO ] [sig ] EBR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:18.689105] [INFO ] [LOCAL ] Saved forecast: EBR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EBR.txt [2025-10-16T23:58:18.689315] [INFO ] [sig ] [546/1803] Completed EBR in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.1m [2025-10-16T23:58:18.689357] [INFO ] [sig ] [547/1803] Forecasting EBS... [2025-10-16T23:58:18.689387] [INFO ] [sig ] Generating forecast for: EBS [2025-10-16T23:58:18.689416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-10-16T23:58:18.697853] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EBS'. [2025-10-16T23:58:18.698108] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-10-16T23:58:18.723049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:18.723743] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-10-16T23:58:18.723798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:18.723876] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:18.723913] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:18.723971] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:18.741162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:18.741717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:18.741799] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:18.741836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:18.783824] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:18.783899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:18.783935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:18.783963] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:18.787048] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=13.07%) [2025-10-16T23:58:18.787294] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-10-16T23:58:18.787430] [INFO ] [sig ] EBS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:18.925850] [INFO ] [LOCAL ] Saved forecast: EBS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EBS.txt [2025-10-16T23:58:18.926066] [INFO ] [sig ] [547/1803] Completed EBS in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.1m [2025-10-16T23:58:18.926109] [INFO ] [sig ] [548/1803] Forecasting EC... [2025-10-16T23:58:18.926140] [INFO ] [sig ] Generating forecast for: EC [2025-10-16T23:58:18.926170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-10-16T23:58:18.935392] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EC'. [2025-10-16T23:58:18.935702] [INFO ] [FORECASTER] Starting predict_future for EC [2025-10-16T23:58:18.960381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:18.961083] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-10-16T23:58:18.961137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:18.961169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:18.961196] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:18.961253] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:18.977987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:18.978543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:18.978622] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:18.978689] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:19.020114] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:19.020200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:19.020236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:19.020265] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:19.023301] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=38.04%) [2025-10-16T23:58:19.023549] [INFO ] [FORECASTER] Completed predict_future for EC [2025-10-16T23:58:19.023740] [INFO ] [sig ] EC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:19.162194] [INFO ] [LOCAL ] Saved forecast: EC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EC.txt [2025-10-16T23:58:19.162425] [INFO ] [sig ] [548/1803] Completed EC in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.1m [2025-10-16T23:58:19.162468] [INFO ] [sig ] [549/1803] Forecasting ECC... [2025-10-16T23:58:19.162499] [INFO ] [sig ] Generating forecast for: ECC [2025-10-16T23:58:19.162530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-10-16T23:58:19.171425] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECC'. [2025-10-16T23:58:19.171700] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-10-16T23:58:19.196363] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:19.197067] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-10-16T23:58:19.197120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:19.197153] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:19.197180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:19.197236] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:19.214280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:19.214905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:19.214987] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:19.215021] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:19.261686] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:19.261785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:19.261824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:19.261853] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:19.264962] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=96.53%) [2025-10-16T23:58:19.265222] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-10-16T23:58:19.265356] [INFO ] [sig ] ECC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:19.404015] [INFO ] [LOCAL ] Saved forecast: ECC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ECC.txt [2025-10-16T23:58:19.404268] [INFO ] [sig ] [549/1803] Completed ECC in 0.2s | 4.07 sym/s | Total: 2.2m | ETA: 5.1m [2025-10-16T23:58:19.404313] [INFO ] [sig ] [550/1803] Forecasting ECG... [2025-10-16T23:58:19.404343] [INFO ] [sig ] Generating forecast for: ECG [2025-10-16T23:58:19.404374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECG' from 'https://tdm.silogroup.org/data/derivative_storage/ECG.csv'. [2025-10-16T23:58:19.413417] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECG'. [2025-10-16T23:58:19.413720] [INFO ] [FORECASTER] Starting predict_future for ECG [2025-10-16T23:58:19.438315] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:19.439114] [DEBUG] [LOCAL ] No optimal features file found for ECG: ./output/feature-sets/ECG.txt [2025-10-16T23:58:19.439168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:19.439222] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:19.439251] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:19.439309] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:19.456350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:19.456951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:19.457033] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:19.457067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:19.505921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:19.506035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:19.506079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:19.506109] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:19.509231] [DEBUG] [FORECASTER] ECG: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-10-16T23:58:19.509483] [INFO ] [FORECASTER] Completed predict_future for ECG [2025-10-16T23:58:19.509616] [INFO ] [sig ] ECG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:19.649116] [INFO ] [LOCAL ] Saved forecast: ECG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ECG.txt [2025-10-16T23:58:19.649333] [INFO ] [sig ] [550/1803] Completed ECG in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:19.649375] [INFO ] [sig ] [551/1803] Forecasting ECL... [2025-10-16T23:58:19.649406] [INFO ] [sig ] Generating forecast for: ECL [2025-10-16T23:58:19.649436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-10-16T23:58:19.659212] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECL'. [2025-10-16T23:58:19.659666] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-10-16T23:58:19.685724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:19.686495] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-10-16T23:58:19.686550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:19.686583] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:19.686611] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:19.686688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:19.704981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:19.706023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:19.706118] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:19.706152] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:19.756782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:19.756978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:19.757026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:19.757061] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:19.761500] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=90.16%) [2025-10-16T23:58:19.761864] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-10-16T23:58:19.762034] [INFO ] [sig ] ECL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:19.913025] [INFO ] [LOCAL ] Saved forecast: ECL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ECL.txt [2025-10-16T23:58:19.913308] [INFO ] [sig ] [551/1803] Completed ECL in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:19.913372] [INFO ] [sig ] [552/1803] Forecasting ECO... [2025-10-16T23:58:19.913408] [INFO ] [sig ] Generating forecast for: ECO [2025-10-16T23:58:19.913441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'. [2025-10-16T23:58:19.923890] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECO'. [2025-10-16T23:58:19.924294] [INFO ] [FORECASTER] Starting predict_future for ECO [2025-10-16T23:58:19.950139] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:19.950948] [DEBUG] [LOCAL ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt [2025-10-16T23:58:19.951013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:19.951058] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:19.951087] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:19.951143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:19.969532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:19.970175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:19.970259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:19.970294] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:20.016617] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:20.016814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:20.016861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:20.016891] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:20.020596] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: DOWN (p=37.51%) [2025-10-16T23:58:20.020953] [INFO ] [FORECASTER] Completed predict_future for ECO [2025-10-16T23:58:20.021107] [INFO ] [sig ] ECO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:20.175096] [INFO ] [LOCAL ] Saved forecast: ECO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ECO.txt [2025-10-16T23:58:20.175336] [INFO ] [sig ] [552/1803] Completed ECO in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:20.175379] [INFO ] [sig ] [553/1803] Forecasting ECVT... [2025-10-16T23:58:20.175411] [INFO ] [sig ] Generating forecast for: ECVT [2025-10-16T23:58:20.175443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-10-16T23:58:20.185003] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECVT'. [2025-10-16T23:58:20.185301] [INFO ] [FORECASTER] Starting predict_future for ECVT [2025-10-16T23:58:20.212720] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:20.213731] [DEBUG] [LOCAL ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt [2025-10-16T23:58:20.213788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:20.213822] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:20.213849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:20.213905] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:20.230833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:20.231536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:20.231619] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:20.231685] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:20.277056] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:20.277218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:20.277260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:20.277290] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:20.280764] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-10-16T23:58:20.281036] [INFO ] [FORECASTER] Completed predict_future for ECVT [2025-10-16T23:58:20.281208] [INFO ] [sig ] ECVT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:20.420321] [INFO ] [LOCAL ] Saved forecast: ECVT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ECVT.txt [2025-10-16T23:58:20.420567] [INFO ] [sig ] [553/1803] Completed ECVT in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:20.420610] [INFO ] [sig ] [554/1803] Forecasting ED... [2025-10-16T23:58:20.420662] [INFO ] [sig ] Generating forecast for: ED [2025-10-16T23:58:20.420721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-10-16T23:58:20.430046] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ED'. [2025-10-16T23:58:20.430410] [INFO ] [FORECASTER] Starting predict_future for ED [2025-10-16T23:58:20.455717] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:20.456439] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-10-16T23:58:20.456494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:20.456527] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:20.456554] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:20.456610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:20.473476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:20.474089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:20.474172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:20.474206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:20.512459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:20.512609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:20.512699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:20.512765] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:20.516702] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=59.04%) [2025-10-16T23:58:20.516985] [INFO ] [FORECASTER] Completed predict_future for ED [2025-10-16T23:58:20.517126] [INFO ] [sig ] ED: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:20.667125] [INFO ] [LOCAL ] Saved forecast: ED 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ED.txt [2025-10-16T23:58:20.667376] [INFO ] [sig ] [554/1803] Completed ED in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:20.667438] [INFO ] [sig ] [555/1803] Forecasting EDD... [2025-10-16T23:58:20.667474] [INFO ] [sig ] Generating forecast for: EDD [2025-10-16T23:58:20.667506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-10-16T23:58:20.676996] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDD'. [2025-10-16T23:58:20.677337] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-10-16T23:58:20.707072] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:20.707908] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-10-16T23:58:20.707982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:20.708046] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:20.708085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:20.708145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:20.728946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:20.729672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:20.729761] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:20.729795] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:20.767283] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:20.767452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:20.767531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:20.767606] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:20.771898] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=65.67%) [2025-10-16T23:58:20.772178] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-10-16T23:58:20.772355] [INFO ] [sig ] EDD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:20.925018] [INFO ] [LOCAL ] Saved forecast: EDD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EDD.txt [2025-10-16T23:58:20.925247] [INFO ] [sig ] [555/1803] Completed EDD in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:20.925288] [INFO ] [sig ] [556/1803] Forecasting EDF... [2025-10-16T23:58:20.925319] [INFO ] [sig ] Generating forecast for: EDF [2025-10-16T23:58:20.925350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-10-16T23:58:20.934870] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDF'. [2025-10-16T23:58:20.935132] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-10-16T23:58:20.960259] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:20.960990] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-10-16T23:58:20.961044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:20.961078] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:20.961107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:20.961165] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:20.979432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:20.980012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:20.980093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:20.980127] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:21.028325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:21.028424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:21.028462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:21.028491] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:21.031724] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=96.42%) [2025-10-16T23:58:21.031996] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-10-16T23:58:21.032142] [INFO ] [sig ] EDF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:21.176372] [INFO ] [LOCAL ] Saved forecast: EDF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EDF.txt [2025-10-16T23:58:21.176582] [INFO ] [sig ] [556/1803] Completed EDF in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:21.176624] [INFO ] [sig ] [557/1803] Forecasting EDN... [2025-10-16T23:58:21.176816] [INFO ] [sig ] Generating forecast for: EDN [2025-10-16T23:58:21.176863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-10-16T23:58:21.186344] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDN'. [2025-10-16T23:58:21.186721] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-10-16T23:58:21.214322] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:21.215151] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-10-16T23:58:21.215208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:21.215243] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:21.215294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:21.215353] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:21.234494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:21.235594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:21.235733] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:21.235792] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:21.279208] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:21.279381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:21.279425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:21.279455] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:21.283112] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=62.50%) [2025-10-16T23:58:21.283396] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-10-16T23:58:21.283542] [INFO ] [sig ] EDN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:21.435020] [INFO ] [LOCAL ] Saved forecast: EDN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EDN.txt [2025-10-16T23:58:21.435271] [INFO ] [sig ] [557/1803] Completed EDN in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:21.435315] [INFO ] [sig ] [558/1803] Forecasting EDU... [2025-10-16T23:58:21.435347] [INFO ] [sig ] Generating forecast for: EDU [2025-10-16T23:58:21.435379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-10-16T23:58:21.444819] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDU'. [2025-10-16T23:58:21.445142] [INFO ] [FORECASTER] Starting predict_future for EDU [2025-10-16T23:58:21.470638] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:21.471416] [DEBUG] [LOCAL ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt [2025-10-16T23:58:21.471470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:21.471504] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:21.471532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:21.471590] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:21.489422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:21.490147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:21.490231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:21.490265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:21.533250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:21.533362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:21.533400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:21.533430] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:21.536677] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=1.44%) [2025-10-16T23:58:21.536944] [INFO ] [FORECASTER] Completed predict_future for EDU [2025-10-16T23:58:21.537073] [INFO ] [sig ] EDU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:21.693865] [INFO ] [LOCAL ] Saved forecast: EDU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EDU.txt [2025-10-16T23:58:21.694137] [INFO ] [sig ] [558/1803] Completed EDU in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:21.694183] [INFO ] [sig ] [559/1803] Forecasting EEX... [2025-10-16T23:58:21.694216] [INFO ] [sig ] Generating forecast for: EEX [2025-10-16T23:58:21.694247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-10-16T23:58:21.703051] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EEX'. [2025-10-16T23:58:21.703371] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-10-16T23:58:21.731199] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:21.732021] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-10-16T23:58:21.732077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:21.732110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:21.732137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:21.732194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:21.753851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:21.754407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:21.754488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:21.754523] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:21.791409] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:21.791505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:21.791572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:21.791638] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:21.795019] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=93.14%) [2025-10-16T23:58:21.795280] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-10-16T23:58:21.795409] [INFO ] [sig ] EEX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:21.962628] [INFO ] [LOCAL ] Saved forecast: EEX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EEX.txt [2025-10-16T23:58:21.962914] [INFO ] [sig ] [559/1803] Completed EEX in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:21.962988] [INFO ] [sig ] [560/1803] Forecasting EFC... [2025-10-16T23:58:21.963052] [INFO ] [sig ] Generating forecast for: EFC [2025-10-16T23:58:21.963094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-10-16T23:58:21.972511] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFC'. [2025-10-16T23:58:21.972835] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-10-16T23:58:22.001780] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:22.002554] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-10-16T23:58:22.002611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:22.002729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:22.002796] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:22.002894] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:22.023266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:22.023859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:22.023942] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:22.023977] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:22.058561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:22.058692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:22.058750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:22.058807] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:22.062318] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=12.48%) [2025-10-16T23:58:22.062583] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-10-16T23:58:22.062743] [INFO ] [sig ] EFC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:22.230101] [INFO ] [LOCAL ] Saved forecast: EFC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EFC.txt [2025-10-16T23:58:22.230372] [INFO ] [sig ] [560/1803] Completed EFC in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:22.230439] [INFO ] [sig ] [561/1803] Forecasting EFR... [2025-10-16T23:58:22.230502] [INFO ] [sig ] Generating forecast for: EFR [2025-10-16T23:58:22.230544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'. [2025-10-16T23:58:22.239479] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFR'. [2025-10-16T23:58:22.239790] [INFO ] [FORECASTER] Starting predict_future for EFR [2025-10-16T23:58:22.267795] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:22.268578] [DEBUG] [LOCAL ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt [2025-10-16T23:58:22.268637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:22.268725] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:22.268792] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:22.268906] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:22.289394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:22.290086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:22.290172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:22.290206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:22.327319] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:22.327449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:22.327490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:22.327520] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:22.331125] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-10-16T23:58:22.331398] [INFO ] [FORECASTER] Completed predict_future for EFR [2025-10-16T23:58:22.331529] [INFO ] [sig ] EFR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:22.471504] [INFO ] [LOCAL ] Saved forecast: EFR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EFR.txt [2025-10-16T23:58:22.471761] [INFO ] [sig ] [561/1803] Completed EFR in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:22.471822] [INFO ] [sig ] [562/1803] Forecasting EFT... [2025-10-16T23:58:22.471855] [INFO ] [sig ] Generating forecast for: EFT [2025-10-16T23:58:22.471886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'. [2025-10-16T23:58:22.480395] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFT'. [2025-10-16T23:58:22.480712] [INFO ] [FORECASTER] Starting predict_future for EFT [2025-10-16T23:58:22.504995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:22.505689] [DEBUG] [LOCAL ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt [2025-10-16T23:58:22.505755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:22.505795] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:22.505824] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:22.505881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:22.522701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:22.523227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:22.523308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:22.523341] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:22.555894] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:22.556019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:22.556081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:22.556113] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:22.559390] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=69.92%) [2025-10-16T23:58:22.559680] [INFO ] [FORECASTER] Completed predict_future for EFT [2025-10-16T23:58:22.559826] [INFO ] [sig ] EFT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:22.697944] [INFO ] [LOCAL ] Saved forecast: EFT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EFT.txt [2025-10-16T23:58:22.698192] [INFO ] [sig ] [562/1803] Completed EFT in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:22.698252] [INFO ] [sig ] [563/1803] Forecasting EFX... [2025-10-16T23:58:22.698285] [INFO ] [sig ] Generating forecast for: EFX [2025-10-16T23:58:22.698316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-10-16T23:58:22.706809] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFX'. [2025-10-16T23:58:22.707100] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-10-16T23:58:22.731483] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:22.732198] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-10-16T23:58:22.732251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:22.732284] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:22.732312] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:22.732374] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:22.749325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:22.749950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:22.750032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:22.750065] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:22.780505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:22.780608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:22.780666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:22.780720] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:22.783834] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=96.12%) [2025-10-16T23:58:22.784092] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-10-16T23:58:22.784216] [INFO ] [sig ] EFX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:22.921084] [INFO ] [LOCAL ] Saved forecast: EFX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EFX.txt [2025-10-16T23:58:22.921310] [INFO ] [sig ] [563/1803] Completed EFX in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:22.921352] [INFO ] [sig ] [564/1803] Forecasting EFXT... [2025-10-16T23:58:22.921383] [INFO ] [sig ] Generating forecast for: EFXT [2025-10-16T23:58:22.921414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'. [2025-10-16T23:58:22.930161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFXT'. [2025-10-16T23:58:22.930459] [INFO ] [FORECASTER] Starting predict_future for EFXT [2025-10-16T23:58:22.954767] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:22.955460] [DEBUG] [LOCAL ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt [2025-10-16T23:58:22.955513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:22.955546] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:22.955573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:22.955676] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:22.972512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:22.973078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:22.973156] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:22.973189] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:23.001249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:23.001354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:23.001391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:23.001421] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:23.004574] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=43.32%) [2025-10-16T23:58:23.004863] [INFO ] [FORECASTER] Completed predict_future for EFXT [2025-10-16T23:58:23.004995] [INFO ] [sig ] EFXT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:23.142009] [INFO ] [LOCAL ] Saved forecast: EFXT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EFXT.txt [2025-10-16T23:58:23.142230] [INFO ] [sig ] [564/1803] Completed EFXT in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:23.142272] [INFO ] [sig ] [565/1803] Forecasting EG... [2025-10-16T23:58:23.142302] [INFO ] [sig ] Generating forecast for: EG [2025-10-16T23:58:23.142332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-10-16T23:58:23.150946] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EG'. [2025-10-16T23:58:23.151254] [INFO ] [FORECASTER] Starting predict_future for EG [2025-10-16T23:58:23.175989] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:23.176748] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-10-16T23:58:23.176805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:23.176838] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:23.176865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:23.176922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:23.193905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:23.194432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:23.194515] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:23.194547] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:23.225663] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:23.225782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:23.225819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:23.225848] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:23.229039] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=38.47%) [2025-10-16T23:58:23.229300] [INFO ] [FORECASTER] Completed predict_future for EG [2025-10-16T23:58:23.229426] [INFO ] [sig ] EG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:23.367267] [INFO ] [LOCAL ] Saved forecast: EG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EG.txt [2025-10-16T23:58:23.367479] [INFO ] [sig ] [565/1803] Completed EG in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:23.367520] [INFO ] [sig ] [566/1803] Forecasting EGO... [2025-10-16T23:58:23.367551] [INFO ] [sig ] Generating forecast for: EGO [2025-10-16T23:58:23.367582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'. [2025-10-16T23:58:23.381584] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EGO'. [2025-10-16T23:58:23.381919] [INFO ] [FORECASTER] Starting predict_future for EGO [2025-10-16T23:58:23.406492] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:23.407214] [DEBUG] [LOCAL ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt [2025-10-16T23:58:23.407268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:23.407300] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:23.407328] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:23.407384] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:23.424239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:23.424815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:23.424898] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:23.424931] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:23.452388] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:23.452520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:23.452573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:23.452637] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:23.456282] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-10-16T23:58:23.456544] [INFO ] [FORECASTER] Completed predict_future for EGO [2025-10-16T23:58:23.457084] [INFO ] [sig ] EGO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:23.625099] [INFO ] [LOCAL ] Saved forecast: EGO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EGO.txt [2025-10-16T23:58:23.625350] [INFO ] [sig ] [566/1803] Completed EGO in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:23.625394] [INFO ] [sig ] [567/1803] Forecasting EGP... [2025-10-16T23:58:23.625426] [INFO ] [sig ] Generating forecast for: EGP [2025-10-16T23:58:23.625458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-10-16T23:58:23.635599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EGP'. [2025-10-16T23:58:23.635915] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-10-16T23:58:23.666197] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:23.666997] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-10-16T23:58:23.667053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:23.667088] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:23.667118] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:23.667177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:23.687292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:23.687985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:23.688083] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:23.688124] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:23.724681] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:23.724817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:23.724867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:23.724937] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:23.729070] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=27.54%) [2025-10-16T23:58:23.729375] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-10-16T23:58:23.729522] [INFO ] [sig ] EGP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:23.899183] [INFO ] [LOCAL ] Saved forecast: EGP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EGP.txt [2025-10-16T23:58:23.899421] [INFO ] [sig ] [567/1803] Completed EGP in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:23.899464] [INFO ] [sig ] [568/1803] Forecasting EGY... [2025-10-16T23:58:23.899496] [INFO ] [sig ] Generating forecast for: EGY [2025-10-16T23:58:23.899528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-10-16T23:58:23.908814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EGY'. [2025-10-16T23:58:23.909143] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-10-16T23:58:23.938585] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:23.939440] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-10-16T23:58:23.939499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:23.939553] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:23.939631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:23.939757] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:23.959534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:23.960165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:23.960248] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:23.960282] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:23.999258] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:23.999397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:23.999446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:23.999478] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:24.003176] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=75.14%) [2025-10-16T23:58:24.003532] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-10-16T23:58:24.003707] [INFO ] [sig ] EGY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:24.173636] [INFO ] [LOCAL ] Saved forecast: EGY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EGY.txt [2025-10-16T23:58:24.173934] [INFO ] [sig ] [568/1803] Completed EGY in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:24.173978] [INFO ] [sig ] [569/1803] Forecasting EHAB... [2025-10-16T23:58:24.174010] [INFO ] [sig ] Generating forecast for: EHAB [2025-10-16T23:58:24.174041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-10-16T23:58:24.182608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHAB'. [2025-10-16T23:58:24.183002] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-10-16T23:58:24.207967] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:24.208792] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-10-16T23:58:24.208847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:24.208881] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:24.208908] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:24.208964] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:24.230967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:24.232104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:24.232202] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:24.232238] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:24.278518] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:24.278715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:24.278772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:24.278828] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:24.282430] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=94.65%) [2025-10-16T23:58:24.282772] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-10-16T23:58:24.282943] [INFO ] [sig ] EHAB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:24.449069] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EHAB.txt [2025-10-16T23:58:24.449327] [INFO ] [sig ] [569/1803] Completed EHAB in 0.3s | 4.07 sym/s | Total: 2.3m | ETA: 5.1m [2025-10-16T23:58:24.449369] [INFO ] [sig ] [570/1803] Forecasting EHC... [2025-10-16T23:58:24.449403] [INFO ] [sig ] Generating forecast for: EHC [2025-10-16T23:58:24.449489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-10-16T23:58:24.458612] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHC'. [2025-10-16T23:58:24.458968] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-10-16T23:58:24.484802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:24.485566] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-10-16T23:58:24.485623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:24.485692] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:24.485737] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:24.485798] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:24.503396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:24.504334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:24.504426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:24.504468] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:24.542760] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:24.542887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:24.542927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:24.542957] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:24.546288] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=1.92%) [2025-10-16T23:58:24.546573] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-10-16T23:58:24.546746] [INFO ] [sig ] EHC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:24.684573] [INFO ] [LOCAL ] Saved forecast: EHC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EHC.txt [2025-10-16T23:58:24.684859] [INFO ] [sig ] [570/1803] Completed EHC in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.0m [2025-10-16T23:58:24.684916] [INFO ] [sig ] [571/1803] Forecasting EHI... [2025-10-16T23:58:24.684949] [INFO ] [sig ] Generating forecast for: EHI [2025-10-16T23:58:24.684980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-10-16T23:58:24.693814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHI'. [2025-10-16T23:58:24.694112] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-10-16T23:58:24.719281] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:24.720056] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-10-16T23:58:24.720111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:24.720144] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:24.720172] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:24.720249] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:24.737431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:24.738086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:24.741085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:24.741144] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:24.774841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:24.774959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:24.774999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:24.775029] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:24.778337] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=96.00%) [2025-10-16T23:58:24.778689] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-10-16T23:58:24.778885] [INFO ] [sig ] EHI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:24.922526] [INFO ] [LOCAL ] Saved forecast: EHI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EHI.txt [2025-10-16T23:58:24.922813] [INFO ] [sig ] [571/1803] Completed EHI in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.0m [2025-10-16T23:58:24.922876] [INFO ] [sig ] [572/1803] Forecasting EIC... [2025-10-16T23:58:24.922912] [INFO ] [sig ] Generating forecast for: EIC [2025-10-16T23:58:24.922944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-10-16T23:58:24.931372] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EIC'. [2025-10-16T23:58:24.931698] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-10-16T23:58:24.957083] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:24.957841] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-10-16T23:58:24.957896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:24.957931] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:24.957959] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:24.958014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:24.975283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:24.975845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:24.975924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:24.975957] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:25.001324] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:25.001440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:25.001506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:25.001552] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:25.005290] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=56.24%) [2025-10-16T23:58:25.005555] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-10-16T23:58:25.005712] [INFO ] [sig ] EIC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:25.145557] [INFO ] [LOCAL ] Saved forecast: EIC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EIC.txt [2025-10-16T23:58:25.145784] [INFO ] [sig ] [572/1803] Completed EIC in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.0m [2025-10-16T23:58:25.145844] [INFO ] [sig ] [573/1803] Forecasting EIG... [2025-10-16T23:58:25.145878] [INFO ] [sig ] Generating forecast for: EIG [2025-10-16T23:58:25.145909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-10-16T23:58:25.153992] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EIG'. [2025-10-16T23:58:25.154267] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-10-16T23:58:25.179082] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:25.179851] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-10-16T23:58:25.179941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:25.179982] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:25.180011] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:25.180068] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:25.197477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:25.198243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:25.198330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:25.198365] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:25.224954] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:25.225054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:25.225094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:25.225124] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:25.229116] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=92.61%) [2025-10-16T23:58:25.229733] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-10-16T23:58:25.229954] [INFO ] [sig ] EIG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:25.366944] [INFO ] [LOCAL ] Saved forecast: EIG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EIG.txt [2025-10-16T23:58:25.367138] [INFO ] [sig ] [573/1803] Completed EIG in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.0m [2025-10-16T23:58:25.367179] [INFO ] [sig ] [574/1803] Forecasting EIX... [2025-10-16T23:58:25.367209] [INFO ] [sig ] Generating forecast for: EIX [2025-10-16T23:58:25.367240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-10-16T23:58:25.375344] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EIX'. [2025-10-16T23:58:25.375594] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-10-16T23:58:25.399995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:25.400665] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-10-16T23:58:25.400725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:25.400758] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:25.400786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:25.400842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:25.417556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:25.418107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:25.418210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:25.418258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:25.452344] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:25.452413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:25.452447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:25.452476] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:25.455413] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=25.38%) [2025-10-16T23:58:25.455678] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-10-16T23:58:25.455823] [INFO ] [sig ] EIX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:25.592386] [INFO ] [LOCAL ] Saved forecast: EIX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EIX.txt [2025-10-16T23:58:25.592559] [INFO ] [sig ] [574/1803] Completed EIX in 0.2s | 4.07 sym/s | Total: 2.3m | ETA: 5.0m [2025-10-16T23:58:25.592609] [INFO ] [sig ] [575/1803] Forecasting EL... [2025-10-16T23:58:25.592662] [INFO ] [sig ] Generating forecast for: EL [2025-10-16T23:58:25.592720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-10-16T23:58:25.601521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EL'. [2025-10-16T23:58:25.601855] [INFO ] [FORECASTER] Starting predict_future for EL [2025-10-16T23:58:25.626659] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:25.627338] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-10-16T23:58:25.627393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:25.627425] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:25.627453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:25.627510] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:25.644501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:25.645074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:25.645158] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:25.645192] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:25.678418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:25.678497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:25.678533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:25.678562] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:25.681607] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=94.75%) [2025-10-16T23:58:25.681888] [INFO ] [FORECASTER] Completed predict_future for EL [2025-10-16T23:58:25.682017] [INFO ] [sig ] EL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:25.818999] [INFO ] [LOCAL ] Saved forecast: EL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EL.txt [2025-10-16T23:58:25.819205] [INFO ] [sig ] [575/1803] Completed EL in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:25.819246] [INFO ] [sig ] [576/1803] Forecasting ELAN... [2025-10-16T23:58:25.819276] [INFO ] [sig ] Generating forecast for: ELAN [2025-10-16T23:58:25.819308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-10-16T23:58:25.828509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELAN'. [2025-10-16T23:58:25.828897] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-10-16T23:58:25.853518] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:25.854221] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-10-16T23:58:25.854275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:25.854307] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:25.854336] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:25.854392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:25.871345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:25.871912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:25.872028] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:25.872068] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:25.907554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:25.907719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:25.907771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:25.907823] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:25.911186] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=23.32%) [2025-10-16T23:58:25.911452] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-10-16T23:58:25.911593] [INFO ] [sig ] ELAN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:26.050377] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ELAN.txt [2025-10-16T23:58:26.050681] [INFO ] [sig ] [576/1803] Completed ELAN in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:26.050742] [INFO ] [sig ] [577/1803] Forecasting ELC... [2025-10-16T23:58:26.050776] [INFO ] [sig ] Generating forecast for: ELC [2025-10-16T23:58:26.050808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-10-16T23:58:26.059589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELC'. [2025-10-16T23:58:26.059863] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-10-16T23:58:26.084328] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:26.085112] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-10-16T23:58:26.085166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:26.085200] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:26.085227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:26.085283] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:26.102314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:26.102984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:26.103065] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:26.103099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:26.137858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:26.137985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:26.138024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:26.138053] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:26.141348] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-10-16T23:58:26.141615] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-10-16T23:58:26.141785] [INFO ] [sig ] ELC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:26.279237] [INFO ] [LOCAL ] Saved forecast: ELC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ELC.txt [2025-10-16T23:58:26.279449] [INFO ] [sig ] [577/1803] Completed ELC in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:26.279490] [INFO ] [sig ] [578/1803] Forecasting ELF... [2025-10-16T23:58:26.279521] [INFO ] [sig ] Generating forecast for: ELF [2025-10-16T23:58:26.279551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-10-16T23:58:26.288838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELF'. [2025-10-16T23:58:26.289170] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-10-16T23:58:26.313907] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:26.314591] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-10-16T23:58:26.314666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:26.314721] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:26.314752] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:26.314809] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:26.331734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:26.332254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:26.332332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:26.332365] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:26.376105] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:26.376194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:26.376229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:26.376257] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:26.382605] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=16.23%) [2025-10-16T23:58:26.382894] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-10-16T23:58:26.383037] [INFO ] [sig ] ELF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:26.522487] [INFO ] [LOCAL ] Saved forecast: ELF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ELF.txt [2025-10-16T23:58:26.522737] [INFO ] [sig ] [578/1803] Completed ELF in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:26.522798] [INFO ] [sig ] [579/1803] Forecasting ELP... [2025-10-16T23:58:26.522832] [INFO ] [sig ] Generating forecast for: ELP [2025-10-16T23:58:26.522863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-10-16T23:58:26.532394] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELP'. [2025-10-16T23:58:26.532745] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-10-16T23:58:26.557252] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:26.557939] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-10-16T23:58:26.557992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:26.558025] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:26.558052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:26.558108] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:26.575259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:26.575826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:26.575921] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:26.575960] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:26.618470] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:26.618540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:26.618575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:26.618602] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:26.624682] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=97.70%) [2025-10-16T23:58:26.624938] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-10-16T23:58:26.625079] [INFO ] [sig ] ELP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:26.763014] [INFO ] [LOCAL ] Saved forecast: ELP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ELP.txt [2025-10-16T23:58:26.763241] [INFO ] [sig ] [579/1803] Completed ELP in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:26.763282] [INFO ] [sig ] [580/1803] Forecasting ELS... [2025-10-16T23:58:26.763312] [INFO ] [sig ] Generating forecast for: ELS [2025-10-16T23:58:26.763342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-10-16T23:58:26.772936] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELS'. [2025-10-16T23:58:26.773317] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-10-16T23:58:26.799051] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:26.799895] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-10-16T23:58:26.799953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:26.799988] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:26.800016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:26.800074] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:26.817184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:26.817843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:26.817927] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:26.817960] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:26.851810] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:26.851976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:26.852018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:26.852049] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:26.855667] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=27.58%) [2025-10-16T23:58:26.855961] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-10-16T23:58:26.856098] [INFO ] [sig ] ELS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:27.007695] [INFO ] [LOCAL ] Saved forecast: ELS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ELS.txt [2025-10-16T23:58:27.007971] [INFO ] [sig ] [580/1803] Completed ELS in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:27.008016] [INFO ] [sig ] [581/1803] Forecasting ELV... [2025-10-16T23:58:27.008048] [INFO ] [sig ] Generating forecast for: ELV [2025-10-16T23:58:27.008078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'. [2025-10-16T23:58:27.016687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELV'. [2025-10-16T23:58:27.016977] [INFO ] [FORECASTER] Starting predict_future for ELV [2025-10-16T23:58:27.042269] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:27.043036] [DEBUG] [LOCAL ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt [2025-10-16T23:58:27.043092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:27.043126] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:27.043156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:27.043214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:27.061813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:27.062347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:27.062427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:27.062461] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:27.099439] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:27.099540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:27.099579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:27.099610] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:27.103061] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=76.05%) [2025-10-16T23:58:27.103350] [INFO ] [FORECASTER] Completed predict_future for ELV [2025-10-16T23:58:27.103494] [INFO ] [sig ] ELV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:27.246159] [INFO ] [LOCAL ] Saved forecast: ELV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ELV.txt [2025-10-16T23:58:27.246418] [INFO ] [sig ] [581/1803] Completed ELV in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:27.246472] [INFO ] [sig ] [582/1803] Forecasting EMD... [2025-10-16T23:58:27.246506] [INFO ] [sig ] Generating forecast for: EMD [2025-10-16T23:58:27.246539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-10-16T23:58:27.254883] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMD'. [2025-10-16T23:58:27.255146] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-10-16T23:58:27.279596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:27.280331] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-10-16T23:58:27.280385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:27.280418] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:27.280444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:27.280501] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:27.297979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:27.298632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:27.298741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:27.298779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:27.333951] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:27.334040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:27.334076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:27.334106] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:27.337182] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=10.67%) [2025-10-16T23:58:27.337438] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-10-16T23:58:27.337577] [INFO ] [sig ] EMD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:27.493897] [INFO ] [LOCAL ] Saved forecast: EMD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EMD.txt [2025-10-16T23:58:27.494190] [INFO ] [sig ] [582/1803] Completed EMD in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:27.494283] [INFO ] [sig ] [583/1803] Forecasting EME... [2025-10-16T23:58:27.494322] [INFO ] [sig ] Generating forecast for: EME [2025-10-16T23:58:27.494356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'. [2025-10-16T23:58:27.504242] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EME'. [2025-10-16T23:58:27.504826] [INFO ] [FORECASTER] Starting predict_future for EME [2025-10-16T23:58:27.536499] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:27.537321] [DEBUG] [LOCAL ] No optimal features file found for EME: ./output/feature-sets/EME.txt [2025-10-16T23:58:27.537380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:27.537414] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:27.537441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:27.537497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:27.555094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:27.556055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:27.556146] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:27.556180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:27.592468] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:27.592668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:27.592732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:27.592765] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:27.596251] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=8.12%) [2025-10-16T23:58:27.596532] [INFO ] [FORECASTER] Completed predict_future for EME [2025-10-16T23:58:27.596709] [INFO ] [sig ] EME: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:27.745825] [INFO ] [LOCAL ] Saved forecast: EME 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EME.txt [2025-10-16T23:58:27.746145] [INFO ] [sig ] [583/1803] Completed EME in 0.3s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:27.746192] [INFO ] [sig ] [584/1803] Forecasting EMF... [2025-10-16T23:58:27.746223] [INFO ] [sig ] Generating forecast for: EMF [2025-10-16T23:58:27.746254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-10-16T23:58:27.755189] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMF'. [2025-10-16T23:58:27.755543] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-10-16T23:58:27.782082] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:27.782939] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-10-16T23:58:27.783000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:27.783037] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:27.783065] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:27.783122] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:27.801037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:27.801907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:27.801994] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:27.802029] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:27.839958] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:27.840146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:27.840191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:27.840220] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:27.843876] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=11.48%) [2025-10-16T23:58:27.844168] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-10-16T23:58:27.844315] [INFO ] [sig ] EMF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:27.988138] [INFO ] [LOCAL ] Saved forecast: EMF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EMF.txt [2025-10-16T23:58:27.988423] [INFO ] [sig ] [584/1803] Completed EMF in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:27.988468] [INFO ] [sig ] [585/1803] Forecasting EMN... [2025-10-16T23:58:27.988498] [INFO ] [sig ] Generating forecast for: EMN [2025-10-16T23:58:27.988528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-10-16T23:58:27.997414] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMN'. [2025-10-16T23:58:27.997745] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-10-16T23:58:28.028193] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:28.029228] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-10-16T23:58:28.029285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:28.029319] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:28.029349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:28.029408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:28.047519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:28.048225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:28.048313] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:28.048348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:28.086357] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:28.086490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:28.086530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:28.086560] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:28.089930] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=96.26%) [2025-10-16T23:58:28.090205] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-10-16T23:58:28.090347] [INFO ] [sig ] EMN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:28.233707] [INFO ] [LOCAL ] Saved forecast: EMN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EMN.txt [2025-10-16T23:58:28.233963] [INFO ] [sig ] [585/1803] Completed EMN in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:28.234007] [INFO ] [sig ] [586/1803] Forecasting EMO... [2025-10-16T23:58:28.234038] [INFO ] [sig ] Generating forecast for: EMO [2025-10-16T23:58:28.234070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-10-16T23:58:28.243751] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMO'. [2025-10-16T23:58:28.244080] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-10-16T23:58:28.269457] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:28.270190] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-10-16T23:58:28.270244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:28.270278] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:28.270305] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:28.270363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:28.287759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:28.288365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:28.288451] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:28.288485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:28.324740] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:28.324850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:28.324888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:28.324918] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:28.328212] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=15.62%) [2025-10-16T23:58:28.328484] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-10-16T23:58:28.328620] [INFO ] [sig ] EMO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:28.473780] [INFO ] [LOCAL ] Saved forecast: EMO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EMO.txt [2025-10-16T23:58:28.474011] [INFO ] [sig ] [586/1803] Completed EMO in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:28.474055] [INFO ] [sig ] [587/1803] Forecasting EMP... [2025-10-16T23:58:28.474087] [INFO ] [sig ] Generating forecast for: EMP [2025-10-16T23:58:28.474120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'. [2025-10-16T23:58:28.482175] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMP'. [2025-10-16T23:58:28.482451] [INFO ] [FORECASTER] Starting predict_future for EMP [2025-10-16T23:58:28.508393] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:28.509202] [DEBUG] [LOCAL ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt [2025-10-16T23:58:28.509258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:28.509292] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:28.509320] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:28.509377] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:28.527095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:28.527637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:28.527745] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:28.527782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:28.562679] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:28.562808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:28.562848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:28.562882] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:28.566160] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=89.13%) [2025-10-16T23:58:28.566431] [INFO ] [FORECASTER] Completed predict_future for EMP [2025-10-16T23:58:28.566592] [INFO ] [sig ] EMP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:28.709293] [INFO ] [LOCAL ] Saved forecast: EMP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EMP.txt [2025-10-16T23:58:28.709551] [INFO ] [sig ] [587/1803] Completed EMP in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:28.709594] [INFO ] [sig ] [588/1803] Forecasting EMR... [2025-10-16T23:58:28.709624] [INFO ] [sig ] Generating forecast for: EMR [2025-10-16T23:58:28.709688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'. [2025-10-16T23:58:28.717631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMR'. [2025-10-16T23:58:28.717913] [INFO ] [FORECASTER] Starting predict_future for EMR [2025-10-16T23:58:28.742728] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:28.743436] [DEBUG] [LOCAL ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt [2025-10-16T23:58:28.743489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:28.743523] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:28.743551] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:28.743609] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:28.761206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:28.761831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:28.761914] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:28.761948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:28.798328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:28.798473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:28.798513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:28.798542] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:28.801903] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=93.83%) [2025-10-16T23:58:28.802190] [INFO ] [FORECASTER] Completed predict_future for EMR [2025-10-16T23:58:28.802340] [INFO ] [sig ] EMR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:28.946843] [INFO ] [LOCAL ] Saved forecast: EMR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EMR.txt [2025-10-16T23:58:28.947078] [INFO ] [sig ] [588/1803] Completed EMR in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:28.947122] [INFO ] [sig ] [589/1803] Forecasting ENB... [2025-10-16T23:58:28.947200] [INFO ] [sig ] Generating forecast for: ENB [2025-10-16T23:58:28.947246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-10-16T23:58:28.956842] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENB'. [2025-10-16T23:58:28.957242] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-10-16T23:58:28.982444] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:28.983246] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-10-16T23:58:28.983302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:28.983336] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:28.983363] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:28.983481] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:29.000423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:29.001120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:29.001204] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:29.001237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:29.039159] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:29.039307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:29.039347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:29.039377] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:29.042758] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=18.93%) [2025-10-16T23:58:29.043032] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-10-16T23:58:29.043165] [INFO ] [sig ] ENB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:29.182818] [INFO ] [LOCAL ] Saved forecast: ENB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ENB.txt [2025-10-16T23:58:29.183089] [INFO ] [sig ] [589/1803] Completed ENB in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:29.183134] [INFO ] [sig ] [590/1803] Forecasting ENIC... [2025-10-16T23:58:29.183164] [INFO ] [sig ] Generating forecast for: ENIC [2025-10-16T23:58:29.183195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-10-16T23:58:29.191456] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENIC'. [2025-10-16T23:58:29.191734] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-10-16T23:58:29.216291] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:29.217011] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-10-16T23:58:29.217064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:29.217097] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:29.217124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:29.217179] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:29.234174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:29.234732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:29.234819] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:29.234852] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:29.264800] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:29.264871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:29.264905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:29.264934] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:29.267843] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-10-16T23:58:29.268104] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-10-16T23:58:29.268260] [INFO ] [sig ] ENIC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:29.414243] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ENIC.txt [2025-10-16T23:58:29.414491] [INFO ] [sig ] [590/1803] Completed ENIC in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:29.414534] [INFO ] [sig ] [591/1803] Forecasting ENO... [2025-10-16T23:58:29.414566] [INFO ] [sig ] Generating forecast for: ENO [2025-10-16T23:58:29.414597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'. [2025-10-16T23:58:29.422951] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENO'. [2025-10-16T23:58:29.423215] [INFO ] [FORECASTER] Starting predict_future for ENO [2025-10-16T23:58:29.447806] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:29.448522] [DEBUG] [LOCAL ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt [2025-10-16T23:58:29.448577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:29.448612] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:29.448639] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:29.448745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:29.465524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:29.466307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:29.466401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:29.466436] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:29.502914] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:29.503081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:29.503123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:29.503154] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:29.506637] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=83.46%) [2025-10-16T23:58:29.506967] [INFO ] [FORECASTER] Completed predict_future for ENO [2025-10-16T23:58:29.507112] [INFO ] [sig ] ENO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:29.648167] [INFO ] [LOCAL ] Saved forecast: ENO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ENO.txt [2025-10-16T23:58:29.648468] [INFO ] [sig ] [591/1803] Completed ENO in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:29.648513] [INFO ] [sig ] [592/1803] Forecasting ENOV... [2025-10-16T23:58:29.648545] [INFO ] [sig ] Generating forecast for: ENOV [2025-10-16T23:58:29.648577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'. [2025-10-16T23:58:29.657479] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENOV'. [2025-10-16T23:58:29.657792] [INFO ] [FORECASTER] Starting predict_future for ENOV [2025-10-16T23:58:29.682625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:29.683398] [DEBUG] [LOCAL ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt [2025-10-16T23:58:29.683453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:29.683486] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:29.683513] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:29.683569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:29.700682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:29.701440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:29.701556] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:29.701591] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:29.737241] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:29.737410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:29.737941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:29.737981] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:29.741746] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-10-16T23:58:29.742032] [INFO ] [FORECASTER] Completed predict_future for ENOV [2025-10-16T23:58:29.742169] [INFO ] [sig ] ENOV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:29.880128] [INFO ] [LOCAL ] Saved forecast: ENOV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ENOV.txt [2025-10-16T23:58:29.880385] [INFO ] [sig ] [592/1803] Completed ENOV in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m [2025-10-16T23:58:29.880428] [INFO ] [sig ] [593/1803] Forecasting ENR... [2025-10-16T23:58:29.880460] [INFO ] [sig ] Generating forecast for: ENR [2025-10-16T23:58:29.880491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'. [2025-10-16T23:58:29.889130] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENR'. [2025-10-16T23:58:29.889703] [INFO ] [FORECASTER] Starting predict_future for ENR [2025-10-16T23:58:29.918472] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:29.919430] [DEBUG] [LOCAL ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt [2025-10-16T23:58:29.919503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:29.919572] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:29.919624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:29.919758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:29.941275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:29.942103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:29.942194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:29.942228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:29.983432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:29.983592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:29.983684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:29.983755] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:29.987249] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: UP (p=93.99%) [2025-10-16T23:58:29.987527] [INFO ] [FORECASTER] Completed predict_future for ENR [2025-10-16T23:58:29.987700] [INFO ] [sig ] ENR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:30.158100] [INFO ] [LOCAL ] Saved forecast: ENR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ENR.txt [2025-10-16T23:58:30.158421] [INFO ] [sig ] [593/1803] Completed ENR in 0.3s | 4.07 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:30.158492] [INFO ] [sig ] [594/1803] Forecasting ENS... [2025-10-16T23:58:30.158534] [INFO ] [sig ] Generating forecast for: ENS [2025-10-16T23:58:30.158567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-10-16T23:58:30.167886] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENS'. [2025-10-16T23:58:30.168310] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-10-16T23:58:30.196853] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:30.197603] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-10-16T23:58:30.197704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:30.197752] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:30.197782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:30.197841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:30.217776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:30.218423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:30.218510] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:30.218558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:30.258384] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:30.258546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:30.258599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:30.258630] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:30.262441] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=64.90%) [2025-10-16T23:58:30.262761] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-10-16T23:58:30.262913] [INFO ] [sig ] ENS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:30.411513] [INFO ] [LOCAL ] Saved forecast: ENS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ENS.txt [2025-10-16T23:58:30.411792] [INFO ] [sig ] [594/1803] Completed ENS in 0.3s | 4.07 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:30.411855] [INFO ] [sig ] [595/1803] Forecasting ENVA... [2025-10-16T23:58:30.411889] [INFO ] [sig ] Generating forecast for: ENVA [2025-10-16T23:58:30.411920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-10-16T23:58:30.420461] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENVA'. [2025-10-16T23:58:30.420782] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-10-16T23:58:30.445682] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:30.446432] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-10-16T23:58:30.446487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:30.446520] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:30.446549] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:30.446629] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:30.463866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:30.464468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:30.464552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:30.464587] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:30.502547] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:30.502776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:30.502841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:30.502895] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:30.506294] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-10-16T23:58:30.506559] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-10-16T23:58:30.506721] [INFO ] [sig ] ENVA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:30.647528] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ENVA.txt [2025-10-16T23:58:30.647852] [INFO ] [sig ] [595/1803] Completed ENVA in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:30.647913] [INFO ] [sig ] [596/1803] Forecasting EOG... [2025-10-16T23:58:30.647950] [INFO ] [sig ] Generating forecast for: EOG [2025-10-16T23:58:30.647995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-10-16T23:58:30.658285] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOG'. [2025-10-16T23:58:30.658712] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-10-16T23:58:30.684665] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:30.685503] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-10-16T23:58:30.685559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:30.685594] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:30.685622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:30.685710] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:30.703543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:30.704135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:30.704217] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:30.704250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:30.739870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:30.739964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:30.740001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:30.740030] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:30.743192] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=74.80%) [2025-10-16T23:58:30.743458] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-10-16T23:58:30.743595] [INFO ] [sig ] EOG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:30.885999] [INFO ] [LOCAL ] Saved forecast: EOG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EOG.txt [2025-10-16T23:58:30.886222] [INFO ] [sig ] [596/1803] Completed EOG in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:30.886265] [INFO ] [sig ] [597/1803] Forecasting EOI... [2025-10-16T23:58:30.886297] [INFO ] [sig ] Generating forecast for: EOI [2025-10-16T23:58:30.886329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-10-16T23:58:30.894689] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOI'. [2025-10-16T23:58:30.894949] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-10-16T23:58:30.919591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:30.920316] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-10-16T23:58:30.920372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:30.920405] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:30.920433] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:30.920488] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:30.937556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:30.938421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:30.938509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:30.938542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:30.974842] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:30.975010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:30.975052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:30.975082] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:30.978743] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=43.35%) [2025-10-16T23:58:30.979071] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-10-16T23:58:30.979210] [INFO ] [sig ] EOI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:31.139620] [INFO ] [LOCAL ] Saved forecast: EOI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EOI.txt [2025-10-16T23:58:31.139905] [INFO ] [sig ] [597/1803] Completed EOI in 0.3s | 4.07 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:31.139955] [INFO ] [sig ] [598/1803] Forecasting EOS... [2025-10-16T23:58:31.139987] [INFO ] [sig ] Generating forecast for: EOS [2025-10-16T23:58:31.140019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-10-16T23:58:31.148597] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOS'. [2025-10-16T23:58:31.148885] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-10-16T23:58:31.174865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:31.175682] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-10-16T23:58:31.175742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:31.175777] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:31.175806] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:31.175865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:31.193660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:31.194483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:31.194570] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:31.194606] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:31.229948] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:31.230120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:31.230164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:31.230195] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:31.233847] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-10-16T23:58:31.234125] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-10-16T23:58:31.234259] [INFO ] [sig ] EOS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:31.377292] [INFO ] [LOCAL ] Saved forecast: EOS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EOS.txt [2025-10-16T23:58:31.377513] [INFO ] [sig ] [598/1803] Completed EOS in 0.2s | 4.07 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:31.377556] [INFO ] [sig ] [599/1803] Forecasting EOT... [2025-10-16T23:58:31.377588] [INFO ] [sig ] Generating forecast for: EOT [2025-10-16T23:58:31.377619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'. [2025-10-16T23:58:31.386219] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOT'. [2025-10-16T23:58:31.386524] [INFO ] [FORECASTER] Starting predict_future for EOT [2025-10-16T23:58:31.411027] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:31.411816] [DEBUG] [LOCAL ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt [2025-10-16T23:58:31.411873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:31.411907] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:31.411935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:31.411992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:31.428897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:31.429489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:31.429570] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:31.429625] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:31.464131] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:31.464275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:31.464313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:31.464343] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:31.467623] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=32.71%) [2025-10-16T23:58:31.467915] [INFO ] [FORECASTER] Completed predict_future for EOT [2025-10-16T23:58:31.468050] [INFO ] [sig ] EOT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:31.610738] [INFO ] [LOCAL ] Saved forecast: EOT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EOT.txt [2025-10-16T23:58:31.610965] [INFO ] [sig ] [599/1803] Completed EOT in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 4.9m [2025-10-16T23:58:31.611008] [INFO ] [sig ] [600/1803] Forecasting EPAC... [2025-10-16T23:58:31.611039] [INFO ] [sig ] Generating forecast for: EPAC [2025-10-16T23:58:31.611070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-10-16T23:58:31.620176] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPAC'. [2025-10-16T23:58:31.620532] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-10-16T23:58:31.645307] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:31.646045] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-10-16T23:58:31.646099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:31.646132] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:31.646160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:31.646217] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:31.663144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:31.663749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:31.663834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:31.663867] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:31.696927] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:31.697030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:31.697068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:31.697098] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:31.700269] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=21.86%) [2025-10-16T23:58:31.700543] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-10-16T23:58:31.700704] [INFO ] [sig ] EPAC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:31.838988] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EPAC.txt [2025-10-16T23:58:31.839195] [INFO ] [sig ] [600/1803] Completed EPAC in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:31.839237] [INFO ] [sig ] [601/1803] Forecasting EPAM... [2025-10-16T23:58:31.839268] [INFO ] [sig ] Generating forecast for: EPAM [2025-10-16T23:58:31.839300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-10-16T23:58:31.848543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPAM'. [2025-10-16T23:58:31.848905] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-10-16T23:58:31.875432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:31.876250] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-10-16T23:58:31.876328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:31.876364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:31.876394] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:31.876454] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:31.894388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:31.895065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:31.895148] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:31.895183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:31.930131] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:31.930273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:31.930313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:31.930343] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:31.933690] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=28.35%) [2025-10-16T23:58:31.933963] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-10-16T23:58:31.934096] [INFO ] [sig ] EPAM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:32.078128] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EPAM.txt [2025-10-16T23:58:32.078394] [INFO ] [sig ] [601/1803] Completed EPAM in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:32.078438] [INFO ] [sig ] [602/1803] Forecasting EPC... [2025-10-16T23:58:32.078470] [INFO ] [sig ] Generating forecast for: EPC [2025-10-16T23:58:32.078501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-10-16T23:58:32.086834] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPC'. [2025-10-16T23:58:32.087134] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-10-16T23:58:32.112454] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:32.113228] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-10-16T23:58:32.113283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:32.113318] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:32.113401] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:32.113469] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:32.131470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:32.132194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:32.132278] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:32.132314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:32.170473] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:32.170591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:32.170632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:32.170721] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:32.174182] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-10-16T23:58:32.174453] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-10-16T23:58:32.174589] [INFO ] [sig ] EPC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:32.321927] [INFO ] [LOCAL ] Saved forecast: EPC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EPC.txt [2025-10-16T23:58:32.322171] [INFO ] [sig ] [602/1803] Completed EPC in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:32.322215] [INFO ] [sig ] [603/1803] Forecasting EPD... [2025-10-16T23:58:32.322246] [INFO ] [sig ] Generating forecast for: EPD [2025-10-16T23:58:32.322288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-10-16T23:58:32.331561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPD'. [2025-10-16T23:58:32.331922] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-10-16T23:58:32.356776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:32.357460] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-10-16T23:58:32.357513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:32.357546] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:32.357573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:32.357628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:32.374770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:32.375290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:32.375368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:32.375401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:32.409136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:32.409257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:32.409296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:32.409325] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:32.412630] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=69.47%) [2025-10-16T23:58:32.412924] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-10-16T23:58:32.413061] [INFO ] [sig ] EPD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:32.553853] [INFO ] [LOCAL ] Saved forecast: EPD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EPD.txt [2025-10-16T23:58:32.554070] [INFO ] [sig ] [603/1803] Completed EPD in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:32.554113] [INFO ] [sig ] [604/1803] Forecasting EPR... [2025-10-16T23:58:32.554145] [INFO ] [sig ] Generating forecast for: EPR [2025-10-16T23:58:32.554177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'. [2025-10-16T23:58:32.562625] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPR'. [2025-10-16T23:58:32.562904] [INFO ] [FORECASTER] Starting predict_future for EPR [2025-10-16T23:58:32.587565] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:32.588313] [DEBUG] [LOCAL ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt [2025-10-16T23:58:32.588367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:32.588400] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:32.588427] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:32.588483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:32.605737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:32.606288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:32.606365] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:32.606398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:32.641661] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:32.641765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:32.641803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:32.641832] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:32.644881] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: DOWN (p=20.37%) [2025-10-16T23:58:32.645139] [INFO ] [FORECASTER] Completed predict_future for EPR [2025-10-16T23:58:32.645289] [INFO ] [sig ] EPR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:32.785488] [INFO ] [LOCAL ] Saved forecast: EPR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EPR.txt [2025-10-16T23:58:32.785713] [INFO ] [sig ] [604/1803] Completed EPR in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:32.785773] [INFO ] [sig ] [605/1803] Forecasting EPRT... [2025-10-16T23:58:32.785807] [INFO ] [sig ] Generating forecast for: EPRT [2025-10-16T23:58:32.785838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-10-16T23:58:32.795040] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPRT'. [2025-10-16T23:58:32.795305] [INFO ] [FORECASTER] Starting predict_future for EPRT [2025-10-16T23:58:32.820021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:32.820729] [DEBUG] [LOCAL ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt [2025-10-16T23:58:32.820784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:32.820817] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:32.820843] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:32.820897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:32.837956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:32.838519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:32.838598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:32.838634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:32.871470] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:32.872057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:32.872120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:32.872154] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:32.876987] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-10-16T23:58:32.877270] [INFO ] [FORECASTER] Completed predict_future for EPRT [2025-10-16T23:58:32.877414] [INFO ] [sig ] EPRT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:33.016980] [INFO ] [LOCAL ] Saved forecast: EPRT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EPRT.txt [2025-10-16T23:58:33.017212] [INFO ] [sig ] [605/1803] Completed EPRT in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:33.017255] [INFO ] [sig ] [606/1803] Forecasting EQBK... [2025-10-16T23:58:33.017286] [INFO ] [sig ] Generating forecast for: EQBK [2025-10-16T23:58:33.017317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-10-16T23:58:33.025883] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQBK'. [2025-10-16T23:58:33.026150] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-10-16T23:58:33.050936] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:33.051659] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-10-16T23:58:33.051720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:33.051755] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:33.051782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:33.051838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:33.068848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:33.069376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:33.069454] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:33.069506] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:33.104664] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:33.104782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:33.104819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:33.104849] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:33.108048] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=13.93%) [2025-10-16T23:58:33.108338] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-10-16T23:58:33.108468] [INFO ] [sig ] EQBK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:33.248257] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EQBK.txt [2025-10-16T23:58:33.248470] [INFO ] [sig ] [606/1803] Completed EQBK in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:33.248512] [INFO ] [sig ] [607/1803] Forecasting EQH... [2025-10-16T23:58:33.248543] [INFO ] [sig ] Generating forecast for: EQH [2025-10-16T23:58:33.248574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-10-16T23:58:33.256580] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQH'. [2025-10-16T23:58:33.256888] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-10-16T23:58:33.281792] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:33.282476] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-10-16T23:58:33.282529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:33.282561] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:33.282588] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:33.282665] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:33.299777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:33.300339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:33.300433] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:33.300480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:33.333484] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:33.333581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:33.333617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:33.333672] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:33.336788] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=77.89%) [2025-10-16T23:58:33.337044] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-10-16T23:58:33.337166] [INFO ] [sig ] EQH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:33.476487] [INFO ] [LOCAL ] Saved forecast: EQH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EQH.txt [2025-10-16T23:58:33.476718] [INFO ] [sig ] [607/1803] Completed EQH in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:33.476777] [INFO ] [sig ] [608/1803] Forecasting EQNR... [2025-10-16T23:58:33.476811] [INFO ] [sig ] Generating forecast for: EQNR [2025-10-16T23:58:33.476842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'. [2025-10-16T23:58:33.485281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQNR'. [2025-10-16T23:58:33.485562] [INFO ] [FORECASTER] Starting predict_future for EQNR [2025-10-16T23:58:33.510312] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:33.511113] [DEBUG] [LOCAL ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt [2025-10-16T23:58:33.511376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:33.511428] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:33.511458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:33.511514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:33.528838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:33.529391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:33.529470] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:33.529502] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:33.559831] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:33.559956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:33.559997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:33.560031] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:33.563773] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-10-16T23:58:33.564063] [INFO ] [FORECASTER] Completed predict_future for EQNR [2025-10-16T23:58:33.564590] [INFO ] [sig ] EQNR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:33.705400] [INFO ] [LOCAL ] Saved forecast: EQNR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EQNR.txt [2025-10-16T23:58:33.705605] [INFO ] [sig ] [608/1803] Completed EQNR in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:33.705670] [INFO ] [sig ] [609/1803] Forecasting EQR... [2025-10-16T23:58:33.705722] [INFO ] [sig ] Generating forecast for: EQR [2025-10-16T23:58:33.705755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'. [2025-10-16T23:58:33.714387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQR'. [2025-10-16T23:58:33.714698] [INFO ] [FORECASTER] Starting predict_future for EQR [2025-10-16T23:58:33.739878] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:33.740593] [DEBUG] [LOCAL ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt [2025-10-16T23:58:33.740682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:33.740733] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:33.740765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:33.740823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:33.758323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:33.758932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:33.759019] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:33.759053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:33.794592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:33.795468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:33.795532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:33.795567] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:33.799306] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-10-16T23:58:33.799576] [INFO ] [FORECASTER] Completed predict_future for EQR [2025-10-16T23:58:33.799729] [INFO ] [sig ] EQR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:33.939133] [INFO ] [LOCAL ] Saved forecast: EQR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EQR.txt [2025-10-16T23:58:33.939357] [INFO ] [sig ] [609/1803] Completed EQR in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:33.939399] [INFO ] [sig ] [610/1803] Forecasting EQT... [2025-10-16T23:58:33.939430] [INFO ] [sig ] Generating forecast for: EQT [2025-10-16T23:58:33.939461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'. [2025-10-16T23:58:33.948588] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQT'. [2025-10-16T23:58:33.948910] [INFO ] [FORECASTER] Starting predict_future for EQT [2025-10-16T23:58:33.974374] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:33.975105] [DEBUG] [LOCAL ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt [2025-10-16T23:58:33.975158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:33.975192] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:33.975220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:33.975277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:33.992418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:33.993006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:33.993137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:33.993177] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:34.018282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:34.018448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:34.018490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:34.018520] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:34.021889] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: UP (p=93.20%) [2025-10-16T23:58:34.022153] [INFO ] [FORECASTER] Completed predict_future for EQT [2025-10-16T23:58:34.022274] [INFO ] [sig ] EQT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:34.163017] [INFO ] [LOCAL ] Saved forecast: EQT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EQT.txt [2025-10-16T23:58:34.163255] [INFO ] [sig ] [610/1803] Completed EQT in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:34.163297] [INFO ] [sig ] [611/1803] Forecasting EQV... [2025-10-16T23:58:34.163329] [INFO ] [sig ] Generating forecast for: EQV [2025-10-16T23:58:34.163361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'. [2025-10-16T23:58:34.171983] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQV'. [2025-10-16T23:58:34.172235] [INFO ] [FORECASTER] Starting predict_future for EQV [2025-10-16T23:58:34.196740] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:34.197398] [DEBUG] [LOCAL ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt [2025-10-16T23:58:34.197450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:34.197484] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:34.197512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:34.197569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:34.214514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:34.215094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:34.215172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:34.215205] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:34.252715] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:34.252797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:34.252832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:34.252862] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:34.255889] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: DOWN (p=1.26%) [2025-10-16T23:58:34.256147] [INFO ] [FORECASTER] Completed predict_future for EQV [2025-10-16T23:58:34.256293] [INFO ] [sig ] EQV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:34.394699] [INFO ] [LOCAL ] Saved forecast: EQV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EQV.txt [2025-10-16T23:58:34.394907] [INFO ] [sig ] [611/1803] Completed EQV in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:34.394949] [INFO ] [sig ] [612/1803] Forecasting ERJ... [2025-10-16T23:58:34.394980] [INFO ] [sig ] Generating forecast for: ERJ [2025-10-16T23:58:34.395096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'. [2025-10-16T23:58:34.404866] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ERJ'. [2025-10-16T23:58:34.405217] [INFO ] [FORECASTER] Starting predict_future for ERJ [2025-10-16T23:58:34.430863] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:34.431598] [DEBUG] [LOCAL ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt [2025-10-16T23:58:34.431676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:34.431726] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:34.431756] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:34.431813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:34.449086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:34.449635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:34.449742] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:34.449778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:34.483622] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:34.483763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:34.483806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:34.483835] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:34.487068] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-10-16T23:58:34.487326] [INFO ] [FORECASTER] Completed predict_future for ERJ [2025-10-16T23:58:34.487453] [INFO ] [sig ] ERJ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:34.629211] [INFO ] [LOCAL ] Saved forecast: ERJ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ERJ.txt [2025-10-16T23:58:34.629501] [INFO ] [sig ] [612/1803] Completed ERJ in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:34.629547] [INFO ] [sig ] [613/1803] Forecasting ERO... [2025-10-16T23:58:34.629591] [INFO ] [sig ] Generating forecast for: ERO [2025-10-16T23:58:34.629690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-10-16T23:58:34.639161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ERO'. [2025-10-16T23:58:34.639467] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-10-16T23:58:34.667552] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:34.668401] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-10-16T23:58:34.668458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:34.668492] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:34.668521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:34.668580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:34.686150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:34.686774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:34.686885] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:34.686932] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:34.721931] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:34.722074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:34.722114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:34.722143] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:34.725619] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=97.65%) [2025-10-16T23:58:34.725918] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-10-16T23:58:34.726060] [INFO ] [sig ] ERO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:34.872459] [INFO ] [LOCAL ] Saved forecast: ERO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ERO.txt [2025-10-16T23:58:34.872726] [INFO ] [sig ] [613/1803] Completed ERO in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:34.872788] [INFO ] [sig ] [614/1803] Forecasting ES... [2025-10-16T23:58:34.872821] [INFO ] [sig ] Generating forecast for: ES [2025-10-16T23:58:34.872852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-10-16T23:58:34.881568] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ES'. [2025-10-16T23:58:34.882012] [INFO ] [FORECASTER] Starting predict_future for ES [2025-10-16T23:58:34.907771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:34.909318] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-10-16T23:58:34.909431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:34.909468] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:34.909497] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:34.909562] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:34.926536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:34.927256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:34.927345] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:34.927379] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:34.962928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:34.963077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:34.963117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:34.963148] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:34.966556] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=2.87%) [2025-10-16T23:58:34.966857] [INFO ] [FORECASTER] Completed predict_future for ES [2025-10-16T23:58:34.966992] [INFO ] [sig ] ES: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:35.124491] [INFO ] [LOCAL ] Saved forecast: ES 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ES.txt [2025-10-16T23:58:35.124835] [INFO ] [sig ] [614/1803] Completed ES in 0.3s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:35.124902] [INFO ] [sig ] [615/1803] Forecasting ESAB... [2025-10-16T23:58:35.124966] [INFO ] [sig ] Generating forecast for: ESAB [2025-10-16T23:58:35.125029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-10-16T23:58:35.135337] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESAB'. [2025-10-16T23:58:35.135743] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-10-16T23:58:35.161885] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:35.162708] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-10-16T23:58:35.162810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:35.162868] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:35.162900] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:35.162958] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:35.179957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:35.180521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:35.180606] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:35.180660] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:35.216978] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:35.217154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:35.217197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:35.217227] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:35.220839] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=21.45%) [2025-10-16T23:58:35.221120] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-10-16T23:58:35.221262] [INFO ] [sig ] ESAB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:35.359464] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ESAB.txt [2025-10-16T23:58:35.359732] [INFO ] [sig ] [615/1803] Completed ESAB in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.9m [2025-10-16T23:58:35.359794] [INFO ] [sig ] [616/1803] Forecasting ESE... [2025-10-16T23:58:35.359828] [INFO ] [sig ] Generating forecast for: ESE [2025-10-16T23:58:35.359860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-10-16T23:58:35.369989] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESE'. [2025-10-16T23:58:35.370337] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-10-16T23:58:35.395078] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:35.395840] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-10-16T23:58:35.395894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:35.395928] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:35.395955] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:35.396011] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:35.412829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:35.413386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:35.413469] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:35.413501] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:35.449183] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:35.449310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:35.449349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:35.449379] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:35.452577] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=5.66%) [2025-10-16T23:58:35.452871] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-10-16T23:58:35.453015] [INFO ] [sig ] ESE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:35.592298] [INFO ] [LOCAL ] Saved forecast: ESE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ESE.txt [2025-10-16T23:58:35.592565] [INFO ] [sig ] [616/1803] Completed ESE in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:35.592608] [INFO ] [sig ] [617/1803] Forecasting ESI... [2025-10-16T23:58:35.592639] [INFO ] [sig ] Generating forecast for: ESI [2025-10-16T23:58:35.592718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-10-16T23:58:35.602310] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESI'. [2025-10-16T23:58:35.602730] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-10-16T23:58:35.633565] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:35.634591] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-10-16T23:58:35.634675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:35.634729] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:35.634778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:35.634868] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:35.655444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:35.656110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:35.656197] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:35.656234] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:35.694536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:35.694779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:35.694862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:35.694911] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:35.699157] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=81.39%) [2025-10-16T23:58:35.699493] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-10-16T23:58:35.699671] [INFO ] [sig ] ESI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:35.866730] [INFO ] [LOCAL ] Saved forecast: ESI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ESI.txt [2025-10-16T23:58:35.867011] [INFO ] [sig ] [617/1803] Completed ESI in 0.3s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:35.867074] [INFO ] [sig ] [618/1803] Forecasting ESNT... [2025-10-16T23:58:35.867110] [INFO ] [sig ] Generating forecast for: ESNT [2025-10-16T23:58:35.867141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'. [2025-10-16T23:58:35.876199] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESNT'. [2025-10-16T23:58:35.876513] [INFO ] [FORECASTER] Starting predict_future for ESNT [2025-10-16T23:58:35.904810] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:35.905599] [DEBUG] [LOCAL ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt [2025-10-16T23:58:35.905691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:35.905747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:35.905780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:35.905841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:35.926560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:35.927164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:35.927288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:35.927328] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:35.967706] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:35.967821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:35.967862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:35.967892] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:35.971479] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: UP (p=81.93%) [2025-10-16T23:58:35.971793] [INFO ] [FORECASTER] Completed predict_future for ESNT [2025-10-16T23:58:35.971937] [INFO ] [sig ] ESNT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:36.112229] [INFO ] [LOCAL ] Saved forecast: ESNT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ESNT.txt [2025-10-16T23:58:36.112480] [INFO ] [sig ] [618/1803] Completed ESNT in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:36.112524] [INFO ] [sig ] [619/1803] Forecasting ESRT... [2025-10-16T23:58:36.112557] [INFO ] [sig ] Generating forecast for: ESRT [2025-10-16T23:58:36.112589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'. [2025-10-16T23:58:36.121797] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESRT'. [2025-10-16T23:58:36.122178] [INFO ] [FORECASTER] Starting predict_future for ESRT [2025-10-16T23:58:36.147923] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:36.148797] [DEBUG] [LOCAL ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt [2025-10-16T23:58:36.148851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:36.148893] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:36.148929] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:36.149004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:36.166295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:36.166903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:36.166986] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:36.167019] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:36.202443] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:36.202547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:36.202584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:36.202612] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:36.205822] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: UP (p=65.70%) [2025-10-16T23:58:36.206092] [INFO ] [FORECASTER] Completed predict_future for ESRT [2025-10-16T23:58:36.206233] [INFO ] [sig ] ESRT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:36.350341] [INFO ] [LOCAL ] Saved forecast: ESRT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ESRT.txt [2025-10-16T23:58:36.350564] [INFO ] [sig ] [619/1803] Completed ESRT in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:36.350606] [INFO ] [sig ] [620/1803] Forecasting ESS... [2025-10-16T23:58:36.350637] [INFO ] [sig ] Generating forecast for: ESS [2025-10-16T23:58:36.350713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'. [2025-10-16T23:58:36.359397] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESS'. [2025-10-16T23:58:36.359740] [INFO ] [FORECASTER] Starting predict_future for ESS [2025-10-16T23:58:36.385884] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:36.386706] [DEBUG] [LOCAL ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt [2025-10-16T23:58:36.386777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:36.386848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:36.386912] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:36.386986] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:36.404866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:36.405444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:36.405527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:36.405562] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:36.443677] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:36.443843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:36.443884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:36.443915] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:36.447265] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=5.60%) [2025-10-16T23:58:36.447534] [INFO ] [FORECASTER] Completed predict_future for ESS [2025-10-16T23:58:36.447704] [INFO ] [sig ] ESS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:36.589377] [INFO ] [LOCAL ] Saved forecast: ESS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ESS.txt [2025-10-16T23:58:36.589601] [INFO ] [sig ] [620/1803] Completed ESS in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:36.589670] [INFO ] [sig ] [621/1803] Forecasting ESTC... [2025-10-16T23:58:36.589727] [INFO ] [sig ] Generating forecast for: ESTC [2025-10-16T23:58:36.589761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-10-16T23:58:36.598113] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESTC'. [2025-10-16T23:58:36.598448] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-10-16T23:58:36.624431] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:36.625215] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-10-16T23:58:36.625270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:36.625304] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:36.625333] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:36.625392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:36.643522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:36.644228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:36.644312] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:36.644349] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:36.680959] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:36.681084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:36.681123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:36.681153] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:36.686379] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=71.70%) [2025-10-16T23:58:36.686668] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-10-16T23:58:36.686822] [INFO ] [sig ] ESTC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:36.834045] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ESTC.txt [2025-10-16T23:58:36.834279] [INFO ] [sig ] [621/1803] Completed ESTC in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:36.834321] [INFO ] [sig ] [622/1803] Forecasting ET... [2025-10-16T23:58:36.834351] [INFO ] [sig ] Generating forecast for: ET [2025-10-16T23:58:36.834382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-10-16T23:58:36.842896] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ET'. [2025-10-16T23:58:36.843222] [INFO ] [FORECASTER] Starting predict_future for ET [2025-10-16T23:58:36.868714] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:36.869481] [DEBUG] [LOCAL ] No optimal features file found for ET: ./output/feature-sets/ET.txt [2025-10-16T23:58:36.869535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:36.869591] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:36.869619] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:36.869707] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:36.886573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:36.887371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:36.887459] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:36.887493] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:36.928330] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:36.928511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:36.928558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:36.928587] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:36.931984] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: UP (p=96.64%) [2025-10-16T23:58:36.932287] [INFO ] [FORECASTER] Completed predict_future for ET [2025-10-16T23:58:36.932431] [INFO ] [sig ] ET: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:37.072237] [INFO ] [LOCAL ] Saved forecast: ET 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ET.txt [2025-10-16T23:58:37.072451] [INFO ] [sig ] [622/1803] Completed ET in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:37.072494] [INFO ] [sig ] [623/1803] Forecasting ETB... [2025-10-16T23:58:37.072524] [INFO ] [sig ] Generating forecast for: ETB [2025-10-16T23:58:37.072555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-10-16T23:58:37.083564] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETB'. [2025-10-16T23:58:37.083968] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-10-16T23:58:37.108637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:37.109330] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-10-16T23:58:37.109383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:37.109415] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:37.109443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:37.109498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:37.126193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:37.126762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:37.126845] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:37.126878] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:37.168289] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:37.168477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:37.168567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:37.168627] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:37.171918] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=70.07%) [2025-10-16T23:58:37.172171] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-10-16T23:58:37.172304] [INFO ] [sig ] ETB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:37.309270] [INFO ] [LOCAL ] Saved forecast: ETB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ETB.txt [2025-10-16T23:58:37.309520] [INFO ] [sig ] [623/1803] Completed ETB in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:37.309563] [INFO ] [sig ] [624/1803] Forecasting ETD... [2025-10-16T23:58:37.309593] [INFO ] [sig ] Generating forecast for: ETD [2025-10-16T23:58:37.309624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-10-16T23:58:37.318944] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETD'. [2025-10-16T23:58:37.319240] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-10-16T23:58:37.343808] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:37.344497] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-10-16T23:58:37.344550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:37.344582] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:37.344609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:37.344686] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:37.361435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:37.362015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:37.362103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:37.362136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:37.397750] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:37.397862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:37.397899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:37.397928] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:37.401315] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=77.34%) [2025-10-16T23:58:37.401585] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-10-16T23:58:37.401756] [INFO ] [sig ] ETD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:37.542010] [INFO ] [LOCAL ] Saved forecast: ETD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ETD.txt [2025-10-16T23:58:37.542259] [INFO ] [sig ] [624/1803] Completed ETD in 0.2s | 4.08 sym/s | Total: 2.5m | ETA: 4.8m [2025-10-16T23:58:37.542360] [INFO ] [sig ] [625/1803] Forecasting ETG... [2025-10-16T23:58:37.542399] [INFO ] [sig ] Generating forecast for: ETG [2025-10-16T23:58:37.542430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-10-16T23:58:37.551286] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETG'. [2025-10-16T23:58:37.551568] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-10-16T23:58:37.576077] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:37.576797] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-10-16T23:58:37.576850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:37.576883] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:37.576910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:37.576966] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:37.593804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:37.594339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:37.594422] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:37.594454] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:37.625071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:37.625165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:37.625202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:37.625231] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:37.628329] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=11.89%) [2025-10-16T23:58:37.628582] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-10-16T23:58:37.628739] [INFO ] [sig ] ETG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:37.766602] [INFO ] [LOCAL ] Saved forecast: ETG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETG.txt [2025-10-16T23:58:37.766878] [INFO ] [sig ] [625/1803] Completed ETG in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:37.766929] [INFO ] [sig ] [626/1803] Forecasting ETJ... [2025-10-16T23:58:37.766960] [INFO ] [sig ] Generating forecast for: ETJ [2025-10-16T23:58:37.766992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-10-16T23:58:37.775444] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETJ'. [2025-10-16T23:58:37.775741] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-10-16T23:58:37.800310] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:37.801035] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-10-16T23:58:37.801088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:37.801120] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:37.801148] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:37.801204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:37.818051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:37.818629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:37.818733] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:37.818772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:37.852561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:37.852659] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:37.852716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:37.852749] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:37.855728] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=25.23%) [2025-10-16T23:58:37.855974] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-10-16T23:58:37.856100] [INFO ] [sig ] ETJ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:37.995368] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETJ.txt [2025-10-16T23:58:37.995571] [INFO ] [sig ] [626/1803] Completed ETJ in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:37.995612] [INFO ] [sig ] [627/1803] Forecasting ETN... [2025-10-16T23:58:37.995663] [INFO ] [sig ] Generating forecast for: ETN [2025-10-16T23:58:37.995720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-10-16T23:58:38.004560] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETN'. [2025-10-16T23:58:38.004859] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-10-16T23:58:38.029852] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:38.030507] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-10-16T23:58:38.030559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:38.030591] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:38.030618] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:38.030701] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:38.047435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:38.047997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:38.048078] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:38.048111] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:38.082263] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:38.082341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:38.082394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:38.082425] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:38.085443] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=75.93%) [2025-10-16T23:58:38.085716] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-10-16T23:58:38.085854] [INFO ] [sig ] ETN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:38.222669] [INFO ] [LOCAL ] Saved forecast: ETN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ETN.txt [2025-10-16T23:58:38.222889] [INFO ] [sig ] [627/1803] Completed ETN in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:38.222931] [INFO ] [sig ] [628/1803] Forecasting ETO... [2025-10-16T23:58:38.222960] [INFO ] [sig ] Generating forecast for: ETO [2025-10-16T23:58:38.222991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-10-16T23:58:38.231085] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETO'. [2025-10-16T23:58:38.231347] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-10-16T23:58:38.255801] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:38.256450] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-10-16T23:58:38.256502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:38.256534] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:38.256561] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:38.256617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:38.273317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:38.273879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:38.273959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:38.273991] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:38.307739] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:38.307814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:38.307849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:38.307877] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:38.310889] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=9.64%) [2025-10-16T23:58:38.311138] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-10-16T23:58:38.311265] [INFO ] [sig ] ETO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:38.448065] [INFO ] [LOCAL ] Saved forecast: ETO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETO.txt [2025-10-16T23:58:38.448308] [INFO ] [sig ] [628/1803] Completed ETO in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:38.448367] [INFO ] [sig ] [629/1803] Forecasting ETR... [2025-10-16T23:58:38.448400] [INFO ] [sig ] Generating forecast for: ETR [2025-10-16T23:58:38.448431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'. [2025-10-16T23:58:38.456671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETR'. [2025-10-16T23:58:38.456940] [INFO ] [FORECASTER] Starting predict_future for ETR [2025-10-16T23:58:38.482143] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:38.483024] [DEBUG] [LOCAL ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt [2025-10-16T23:58:38.483076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:38.483108] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:38.483149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:38.483207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:38.501028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:38.501783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:38.501862] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:38.501895] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:38.536869] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:38.536964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:38.537001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:38.537029] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:38.540163] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: DOWN (p=27.78%) [2025-10-16T23:58:38.540417] [INFO ] [FORECASTER] Completed predict_future for ETR [2025-10-16T23:58:38.540551] [INFO ] [sig ] ETR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:38.677889] [INFO ] [LOCAL ] Saved forecast: ETR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETR.txt [2025-10-16T23:58:38.678122] [INFO ] [sig ] [629/1803] Completed ETR in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:38.678186] [INFO ] [sig ] [630/1803] Forecasting ETSY... [2025-10-16T23:58:38.678233] [INFO ] [sig ] Generating forecast for: ETSY [2025-10-16T23:58:38.678266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-10-16T23:58:38.687152] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETSY'. [2025-10-16T23:58:38.687419] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-10-16T23:58:38.712039] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:38.712747] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-10-16T23:58:38.712800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:38.712832] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:38.712859] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:38.712916] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:38.729758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:38.730281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:38.730360] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:38.730393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:38.765124] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:38.765198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:38.765233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:38.765261] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:38.768235] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=11.31%) [2025-10-16T23:58:38.768484] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-10-16T23:58:38.768608] [INFO ] [sig ] ETSY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:38.905027] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETSY.txt [2025-10-16T23:58:38.905208] [INFO ] [sig ] [630/1803] Completed ETSY in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:38.905248] [INFO ] [sig ] [631/1803] Forecasting ETV... [2025-10-16T23:58:38.905278] [INFO ] [sig ] Generating forecast for: ETV [2025-10-16T23:58:38.905308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'. [2025-10-16T23:58:38.914023] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETV'. [2025-10-16T23:58:38.914283] [INFO ] [FORECASTER] Starting predict_future for ETV [2025-10-16T23:58:38.938622] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:38.939302] [DEBUG] [LOCAL ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt [2025-10-16T23:58:38.939356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:38.939388] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:38.939415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:38.939518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:38.956332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:38.956896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:38.956978] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:38.957011] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:38.994325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:38.994400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:38.994435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:38.994463] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:38.997481] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: UP (p=90.75%) [2025-10-16T23:58:38.997771] [INFO ] [FORECASTER] Completed predict_future for ETV [2025-10-16T23:58:38.997905] [INFO ] [sig ] ETV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:39.135335] [INFO ] [LOCAL ] Saved forecast: ETV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ETV.txt [2025-10-16T23:58:39.135556] [INFO ] [sig ] [631/1803] Completed ETV in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:39.135597] [INFO ] [sig ] [632/1803] Forecasting ETW... [2025-10-16T23:58:39.135626] [INFO ] [sig ] Generating forecast for: ETW [2025-10-16T23:58:39.135691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-10-16T23:58:39.144491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETW'. [2025-10-16T23:58:39.144772] [INFO ] [FORECASTER] Starting predict_future for ETW [2025-10-16T23:58:39.169461] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:39.170162] [DEBUG] [LOCAL ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt [2025-10-16T23:58:39.170215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:39.170248] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:39.170275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:39.170331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:39.187061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:39.187605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:39.187708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:39.187752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:39.222843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:39.222919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:39.222954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:39.222982] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:39.225920] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: DOWN (p=6.10%) [2025-10-16T23:58:39.226170] [INFO ] [FORECASTER] Completed predict_future for ETW [2025-10-16T23:58:39.226295] [INFO ] [sig ] ETW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:39.363523] [INFO ] [LOCAL ] Saved forecast: ETW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETW.txt [2025-10-16T23:58:39.363744] [INFO ] [sig ] [632/1803] Completed ETW in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:39.363804] [INFO ] [sig ] [633/1803] Forecasting ETX... [2025-10-16T23:58:39.363837] [INFO ] [sig ] Generating forecast for: ETX [2025-10-16T23:58:39.363871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'. [2025-10-16T23:58:39.372020] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETX'. [2025-10-16T23:58:39.372262] [INFO ] [FORECASTER] Starting predict_future for ETX [2025-10-16T23:58:39.396458] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:39.397147] [DEBUG] [LOCAL ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt [2025-10-16T23:58:39.397200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:39.397234] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:39.397261] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:39.397322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:39.414152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:39.414735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:39.414818] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:39.414851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:39.449394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:39.449471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:39.449507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:39.449535] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:39.452562] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: DOWN (p=48.98%) [2025-10-16T23:58:39.452839] [INFO ] [FORECASTER] Completed predict_future for ETX [2025-10-16T23:58:39.452974] [INFO ] [sig ] ETX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:39.589902] [INFO ] [LOCAL ] Saved forecast: ETX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ETX.txt [2025-10-16T23:58:39.590114] [INFO ] [sig ] [633/1803] Completed ETX in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:39.590157] [INFO ] [sig ] [634/1803] Forecasting ETY... [2025-10-16T23:58:39.590187] [INFO ] [sig ] Generating forecast for: ETY [2025-10-16T23:58:39.590218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-10-16T23:58:39.598539] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETY'. [2025-10-16T23:58:39.598818] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-10-16T23:58:39.623050] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:39.623727] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-10-16T23:58:39.623780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:39.623812] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:39.623838] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:39.623894] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:39.640633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:39.641183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:39.641265] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:39.641297] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:39.674293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:39.674372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:39.674454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:39.674486] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:39.679733] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=68.57%) [2025-10-16T23:58:39.679982] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-10-16T23:58:39.680109] [INFO ] [sig ] ETY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:39.823715] [INFO ] [LOCAL ] Saved forecast: ETY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ETY.txt [2025-10-16T23:58:39.823948] [INFO ] [sig ] [634/1803] Completed ETY in 0.2s | 4.08 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:39.824007] [INFO ] [sig ] [635/1803] Forecasting EVC... [2025-10-16T23:58:39.824041] [INFO ] [sig ] Generating forecast for: EVC [2025-10-16T23:58:39.824072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-10-16T23:58:39.833170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVC'. [2025-10-16T23:58:39.833433] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-10-16T23:58:39.858294] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:39.858992] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-10-16T23:58:39.859045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:39.859078] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:39.859106] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:39.859161] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:39.875896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:39.876456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:39.876538] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:39.876570] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:39.912134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:39.912225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:39.912262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:39.912291] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:39.915504] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=73.66%) [2025-10-16T23:58:39.915822] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-10-16T23:58:39.915962] [INFO ] [sig ] EVC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:40.056333] [INFO ] [LOCAL ] Saved forecast: EVC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVC.txt [2025-10-16T23:58:40.056570] [INFO ] [sig ] [635/1803] Completed EVC in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:40.056612] [INFO ] [sig ] [636/1803] Forecasting EVEX... [2025-10-16T23:58:40.056663] [INFO ] [sig ] Generating forecast for: EVEX [2025-10-16T23:58:40.056720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-10-16T23:58:40.065264] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVEX'. [2025-10-16T23:58:40.065526] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-10-16T23:58:40.090219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:40.090926] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-10-16T23:58:40.090980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:40.091013] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:40.091040] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:40.091113] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:40.108328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:40.108892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:40.108971] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:40.109004] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:40.146161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:40.146258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:40.146294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:40.146323] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:40.149487] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=77.81%) [2025-10-16T23:58:40.149799] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-10-16T23:58:40.149940] [INFO ] [sig ] EVEX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:40.286990] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVEX.txt [2025-10-16T23:58:40.287198] [INFO ] [sig ] [636/1803] Completed EVEX in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:40.287238] [INFO ] [sig ] [637/1803] Forecasting EVF... [2025-10-16T23:58:40.287267] [INFO ] [sig ] Generating forecast for: EVF [2025-10-16T23:58:40.287297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-10-16T23:58:40.295591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVF'. [2025-10-16T23:58:40.295866] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-10-16T23:58:40.320382] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:40.321173] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-10-16T23:58:40.321225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:40.321258] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:40.321286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:40.321344] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:40.338374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:40.338957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:40.339036] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:40.339069] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:40.371198] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:40.371273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:40.371308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:40.371337] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:40.374311] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=64.51%) [2025-10-16T23:58:40.374557] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-10-16T23:58:40.374712] [INFO ] [sig ] EVF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:40.516155] [INFO ] [LOCAL ] Saved forecast: EVF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVF.txt [2025-10-16T23:58:40.516414] [INFO ] [sig ] [637/1803] Completed EVF in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:40.516461] [INFO ] [sig ] [638/1803] Forecasting EVG... [2025-10-16T23:58:40.516492] [INFO ] [sig ] Generating forecast for: EVG [2025-10-16T23:58:40.516522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-10-16T23:58:40.525343] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVG'. [2025-10-16T23:58:40.525599] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-10-16T23:58:40.550526] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:40.551267] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-10-16T23:58:40.551320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:40.551352] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:40.551379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:40.551436] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:40.568175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:40.568812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:40.568898] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:40.568932] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:40.603256] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:40.603334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:40.603368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:40.603396] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:40.606403] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=83.25%) [2025-10-16T23:58:40.606670] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-10-16T23:58:40.606815] [INFO ] [sig ] EVG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:40.743389] [INFO ] [LOCAL ] Saved forecast: EVG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVG.txt [2025-10-16T23:58:40.743600] [INFO ] [sig ] [638/1803] Completed EVG in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m [2025-10-16T23:58:40.743658] [INFO ] [sig ] [639/1803] Forecasting EVH... [2025-10-16T23:58:40.743715] [INFO ] [sig ] Generating forecast for: EVH [2025-10-16T23:58:40.743749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-10-16T23:58:40.752308] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVH'. [2025-10-16T23:58:40.752568] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-10-16T23:58:40.777224] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:40.777919] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-10-16T23:58:40.777972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:40.778004] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:40.778031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:40.778086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:40.794910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:40.795428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:40.795510] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:40.795543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:40.830366] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:40.830448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:40.830484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:40.830513] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:40.833579] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=65.79%) [2025-10-16T23:58:40.833857] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-10-16T23:58:40.833989] [INFO ] [sig ] EVH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:40.971019] [INFO ] [LOCAL ] Saved forecast: EVH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVH.txt [2025-10-16T23:58:40.971246] [INFO ] [sig ] [639/1803] Completed EVH in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:40.971288] [INFO ] [sig ] [640/1803] Forecasting EVN... [2025-10-16T23:58:40.971318] [INFO ] [sig ] Generating forecast for: EVN [2025-10-16T23:58:40.971347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-10-16T23:58:40.979473] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVN'. [2025-10-16T23:58:40.979751] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-10-16T23:58:41.004229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:41.004924] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-10-16T23:58:41.004977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:41.005009] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:41.005036] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:41.005091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:41.021879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:41.022428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:41.022509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:41.022542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:41.057294] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:41.057371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:41.057407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:41.057435] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:41.060499] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=64.00%) [2025-10-16T23:58:41.060793] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-10-16T23:58:41.060928] [INFO ] [sig ] EVN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:41.198688] [INFO ] [LOCAL ] Saved forecast: EVN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVN.txt [2025-10-16T23:58:41.198909] [INFO ] [sig ] [640/1803] Completed EVN in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:41.198950] [INFO ] [sig ] [641/1803] Forecasting EVR... [2025-10-16T23:58:41.198980] [INFO ] [sig ] Generating forecast for: EVR [2025-10-16T23:58:41.199011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'. [2025-10-16T23:58:41.208286] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVR'. [2025-10-16T23:58:41.208600] [INFO ] [FORECASTER] Starting predict_future for EVR [2025-10-16T23:58:41.236555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:41.237380] [DEBUG] [LOCAL ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt [2025-10-16T23:58:41.237435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:41.237468] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:41.237495] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:41.237552] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:41.254550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:41.255115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:41.255199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:41.255231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:41.290853] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:41.290927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:41.290963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:41.291043] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:41.294069] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=30.96%) [2025-10-16T23:58:41.294329] [INFO ] [FORECASTER] Completed predict_future for EVR [2025-10-16T23:58:41.294461] [INFO ] [sig ] EVR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:41.436367] [INFO ] [LOCAL ] Saved forecast: EVR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EVR.txt [2025-10-16T23:58:41.436635] [INFO ] [sig ] [641/1803] Completed EVR in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:41.436718] [INFO ] [sig ] [642/1803] Forecasting EVT... [2025-10-16T23:58:41.436754] [INFO ] [sig ] Generating forecast for: EVT [2025-10-16T23:58:41.436785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'. [2025-10-16T23:58:41.445603] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVT'. [2025-10-16T23:58:41.445959] [INFO ] [FORECASTER] Starting predict_future for EVT [2025-10-16T23:58:41.477059] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:41.478011] [DEBUG] [LOCAL ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt [2025-10-16T23:58:41.478079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:41.478124] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:41.478175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:41.478256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:41.495133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:41.496172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:41.496315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:41.496369] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:41.533498] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:41.533614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:41.533680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:41.533730] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:41.537134] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: UP (p=84.72%) [2025-10-16T23:58:41.537402] [INFO ] [FORECASTER] Completed predict_future for EVT [2025-10-16T23:58:41.537535] [INFO ] [sig ] EVT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:41.678214] [INFO ] [LOCAL ] Saved forecast: EVT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVT.txt [2025-10-16T23:58:41.678488] [INFO ] [sig ] [642/1803] Completed EVT in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:41.678556] [INFO ] [sig ] [643/1803] Forecasting EVTC... [2025-10-16T23:58:41.678611] [INFO ] [sig ] Generating forecast for: EVTC [2025-10-16T23:58:41.678690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-10-16T23:58:41.688925] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVTC'. [2025-10-16T23:58:41.689218] [INFO ] [FORECASTER] Starting predict_future for EVTC [2025-10-16T23:58:41.713778] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:41.714436] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-10-16T23:58:41.714488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:41.714520] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:41.714547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:41.714603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:41.731769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:41.732302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:41.732380] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:41.732412] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:41.767535] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:41.767620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:41.767688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:41.767732] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:41.770985] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=52.31%) [2025-10-16T23:58:41.771257] [INFO ] [FORECASTER] Completed predict_future for EVTC [2025-10-16T23:58:41.771395] [INFO ] [sig ] EVTC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:41.912908] [INFO ] [LOCAL ] Saved forecast: EVTC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EVTC.txt [2025-10-16T23:58:41.913140] [INFO ] [sig ] [643/1803] Completed EVTC in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:41.913181] [INFO ] [sig ] [644/1803] Forecasting EVTL... [2025-10-16T23:58:41.913211] [INFO ] [sig ] Generating forecast for: EVTL [2025-10-16T23:58:41.913241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-10-16T23:58:41.921820] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVTL'. [2025-10-16T23:58:41.922074] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-10-16T23:58:41.946562] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:41.947304] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-10-16T23:58:41.947356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:41.947389] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:41.947465] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:41.947531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:41.964598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:41.965150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:41.965230] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:41.965262] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:42.001691] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:42.001842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:42.001883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:42.001912] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:42.005137] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=32.58%) [2025-10-16T23:58:42.005393] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-10-16T23:58:42.005523] [INFO ] [sig ] EVTL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:42.145478] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EVTL.txt [2025-10-16T23:58:42.145729] [INFO ] [sig ] [644/1803] Completed EVTL in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:42.145792] [INFO ] [sig ] [645/1803] Forecasting EVTR... [2025-10-16T23:58:42.145826] [INFO ] [sig ] Generating forecast for: EVTR [2025-10-16T23:58:42.145857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'. [2025-10-16T23:58:42.155060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVTR'. [2025-10-16T23:58:42.155309] [INFO ] [FORECASTER] Starting predict_future for EVTR [2025-10-16T23:58:42.179975] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:42.180620] [DEBUG] [LOCAL ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt [2025-10-16T23:58:42.180697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:42.180740] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:42.180768] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:42.180823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:42.197864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:42.198425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:42.198508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:42.198540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:42.231860] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:42.231982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:42.232020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:42.232049] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:42.235168] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: DOWN (p=10.47%) [2025-10-16T23:58:42.235424] [INFO ] [FORECASTER] Completed predict_future for EVTR [2025-10-16T23:58:42.235559] [INFO ] [sig ] EVTR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:42.380145] [INFO ] [LOCAL ] Saved forecast: EVTR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EVTR.txt [2025-10-16T23:58:42.380414] [INFO ] [sig ] [645/1803] Completed EVTR in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:42.380460] [INFO ] [sig ] [646/1803] Forecasting EW... [2025-10-16T23:58:42.380491] [INFO ] [sig ] Generating forecast for: EW [2025-10-16T23:58:42.380522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'. [2025-10-16T23:58:42.390067] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EW'. [2025-10-16T23:58:42.390344] [INFO ] [FORECASTER] Starting predict_future for EW [2025-10-16T23:58:42.415341] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:42.416035] [DEBUG] [LOCAL ] No optimal features file found for EW: ./output/feature-sets/EW.txt [2025-10-16T23:58:42.416088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:42.416119] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:42.416147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:42.416220] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:42.433331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:42.433908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:42.434003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:42.434057] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:42.468703] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:42.468818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:42.468856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:42.468886] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:42.472082] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: DOWN (p=26.39%) [2025-10-16T23:58:42.472348] [INFO ] [FORECASTER] Completed predict_future for EW [2025-10-16T23:58:42.472482] [INFO ] [sig ] EW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:42.610761] [INFO ] [LOCAL ] Saved forecast: EW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EW.txt [2025-10-16T23:58:42.610968] [INFO ] [sig ] [646/1803] Completed EW in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:42.611018] [INFO ] [sig ] [647/1803] Forecasting EXG... [2025-10-16T23:58:42.611051] [INFO ] [sig ] Generating forecast for: EXG [2025-10-16T23:58:42.611082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-10-16T23:58:42.620105] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXG'. [2025-10-16T23:58:42.620369] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-10-16T23:58:42.645064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:42.645789] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-10-16T23:58:42.645842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:42.645874] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:42.645901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:42.645961] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:42.662918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:42.663449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:42.663528] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:42.663561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:42.696814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:42.697246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:42.697285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:42.697314] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:42.702185] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=89.84%) [2025-10-16T23:58:42.702435] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-10-16T23:58:42.702563] [INFO ] [sig ] EXG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:42.840751] [INFO ] [LOCAL ] Saved forecast: EXG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EXG.txt [2025-10-16T23:58:42.840968] [INFO ] [sig ] [647/1803] Completed EXG in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:42.841010] [INFO ] [sig ] [648/1803] Forecasting EXK... [2025-10-16T23:58:42.841041] [INFO ] [sig ] Generating forecast for: EXK [2025-10-16T23:58:42.841072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-10-16T23:58:42.849514] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXK'. [2025-10-16T23:58:42.849827] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-10-16T23:58:42.874302] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:42.875144] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-10-16T23:58:42.875199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:42.875236] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:42.875263] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:42.875319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:42.892379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:42.892946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:42.893029] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:42.893062] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:42.926792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:42.926908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:42.926946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:42.926995] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:42.930270] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=62.16%) [2025-10-16T23:58:42.930532] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-10-16T23:58:42.930693] [INFO ] [sig ] EXK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:43.074458] [INFO ] [LOCAL ] Saved forecast: EXK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EXK.txt [2025-10-16T23:58:43.074713] [INFO ] [sig ] [648/1803] Completed EXK in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:43.074773] [INFO ] [sig ] [649/1803] Forecasting EXP... [2025-10-16T23:58:43.074806] [INFO ] [sig ] Generating forecast for: EXP [2025-10-16T23:58:43.074837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-10-16T23:58:43.084294] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXP'. [2025-10-16T23:58:43.084587] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-10-16T23:58:43.109855] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:43.110622] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-10-16T23:58:43.110699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:43.110751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:43.110804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:43.110865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:43.127670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:43.128265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:43.128364] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:43.128417] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:43.162956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:43.163066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:43.163104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:43.163134] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:43.166345] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=62.77%) [2025-10-16T23:58:43.166598] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-10-16T23:58:43.166759] [INFO ] [sig ] EXP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:43.304797] [INFO ] [LOCAL ] Saved forecast: EXP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/EXP.txt [2025-10-16T23:58:43.304992] [INFO ] [sig ] [649/1803] Completed EXP in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:43.305033] [INFO ] [sig ] [650/1803] Forecasting EXPD... [2025-10-16T23:58:43.305063] [INFO ] [sig ] Generating forecast for: EXPD [2025-10-16T23:58:43.305093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-10-16T23:58:43.313849] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXPD'. [2025-10-16T23:58:43.314095] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-10-16T23:58:43.338754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:43.339510] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-10-16T23:58:43.339565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:43.339598] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:43.339626] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:43.339719] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:43.356863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:43.357478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:43.357557] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:43.357590] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:43.390787] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:43.390867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:43.390902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:43.390931] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:43.394006] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=37.21%) [2025-10-16T23:58:43.394259] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-10-16T23:58:43.394390] [INFO ] [sig ] EXPD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:43.534346] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EXPD.txt [2025-10-16T23:58:43.534594] [INFO ] [sig ] [650/1803] Completed EXPD in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.7m [2025-10-16T23:58:43.534669] [INFO ] [sig ] [651/1803] Forecasting EXR... [2025-10-16T23:58:43.534721] [INFO ] [sig ] Generating forecast for: EXR [2025-10-16T23:58:43.534755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'. [2025-10-16T23:58:43.543841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXR'. [2025-10-16T23:58:43.544121] [INFO ] [FORECASTER] Starting predict_future for EXR [2025-10-16T23:58:43.569084] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:43.569790] [DEBUG] [LOCAL ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt [2025-10-16T23:58:43.569898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:43.569947] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:43.569976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:43.570036] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:43.587106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:43.587734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:43.587815] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:43.587848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:43.621348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:43.621420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:43.621455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:43.621483] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:43.624500] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-10-16T23:58:43.624820] [INFO ] [FORECASTER] Completed predict_future for EXR [2025-10-16T23:58:43.624953] [INFO ] [sig ] EXR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:43.765119] [INFO ] [LOCAL ] Saved forecast: EXR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/EXR.txt [2025-10-16T23:58:43.765315] [INFO ] [sig ] [651/1803] Completed EXR in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:43.765356] [INFO ] [sig ] [652/1803] Forecasting F... [2025-10-16T23:58:43.765387] [INFO ] [sig ] Generating forecast for: F [2025-10-16T23:58:43.765417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-10-16T23:58:43.773894] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'F'. [2025-10-16T23:58:43.774152] [INFO ] [FORECASTER] Starting predict_future for F [2025-10-16T23:58:43.802885] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:43.803635] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-10-16T23:58:43.803714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:43.803750] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:43.803777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:43.803832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:43.821057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:43.821596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:43.821699] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:43.821747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:43.855109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:43.855182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:43.855218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:43.855247] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:43.858261] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=31.20%) [2025-10-16T23:58:43.858514] [INFO ] [FORECASTER] Completed predict_future for F [2025-10-16T23:58:43.858637] [INFO ] [sig ] F: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:43.998197] [INFO ] [LOCAL ] Saved forecast: F 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/F.txt [2025-10-16T23:58:43.998449] [INFO ] [sig ] [652/1803] Completed F in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:43.998521] [INFO ] [sig ] [653/1803] Forecasting FAF... [2025-10-16T23:58:43.998564] [INFO ] [sig ] Generating forecast for: FAF [2025-10-16T23:58:43.998597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-10-16T23:58:44.007555] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FAF'. [2025-10-16T23:58:44.007859] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-10-16T23:58:44.032841] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:44.033495] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-10-16T23:58:44.033547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:44.033579] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:44.033606] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:44.033683] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:44.051001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:44.051516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:44.051593] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:44.051627] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:44.086157] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:44.086241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:44.086277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:44.086306] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:44.089492] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=90.13%) [2025-10-16T23:58:44.089787] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-10-16T23:58:44.089918] [INFO ] [sig ] FAF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:44.228833] [INFO ] [LOCAL ] Saved forecast: FAF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FAF.txt [2025-10-16T23:58:44.229118] [INFO ] [sig ] [653/1803] Completed FAF in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:44.229173] [INFO ] [sig ] [654/1803] Forecasting FBIN... [2025-10-16T23:58:44.229216] [INFO ] [sig ] Generating forecast for: FBIN [2025-10-16T23:58:44.229248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-10-16T23:58:44.237492] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBIN'. [2025-10-16T23:58:44.237865] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-10-16T23:58:44.262714] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:44.263386] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-10-16T23:58:44.263438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:44.263471] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:44.263504] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:44.263584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:44.281094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:44.281728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:44.281808] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:44.281840] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:44.315593] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:44.315692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:44.315740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:44.315771] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:44.318906] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=47.45%) [2025-10-16T23:58:44.319151] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-10-16T23:58:44.319271] [INFO ] [sig ] FBIN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:44.457668] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FBIN.txt [2025-10-16T23:58:44.457875] [INFO ] [sig ] [654/1803] Completed FBIN in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:44.457917] [INFO ] [sig ] [655/1803] Forecasting FBK... [2025-10-16T23:58:44.457947] [INFO ] [sig ] Generating forecast for: FBK [2025-10-16T23:58:44.457977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-10-16T23:58:44.466136] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBK'. [2025-10-16T23:58:44.466391] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-10-16T23:58:44.491361] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:44.492048] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-10-16T23:58:44.492100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:44.492133] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:44.492160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:44.492215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:44.509371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:44.509929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:44.510010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:44.510043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:44.543879] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:44.543952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:44.543989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:44.544017] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:44.547036] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=23.70%) [2025-10-16T23:58:44.547285] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-10-16T23:58:44.547403] [INFO ] [sig ] FBK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:44.689995] [INFO ] [LOCAL ] Saved forecast: FBK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FBK.txt [2025-10-16T23:58:44.690200] [INFO ] [sig ] [655/1803] Completed FBK in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:44.690272] [INFO ] [sig ] [656/1803] Forecasting FBP... [2025-10-16T23:58:44.690327] [INFO ] [sig ] Generating forecast for: FBP [2025-10-16T23:58:44.690362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-10-16T23:58:44.699317] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBP'. [2025-10-16T23:58:44.699585] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-10-16T23:58:44.724761] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:44.725418] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-10-16T23:58:44.725470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:44.725502] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:44.725530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:44.725585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:44.742854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:44.743409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:44.743486] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:44.743519] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:44.777337] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:44.777406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:44.777440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:44.777469] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:44.780585] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=31.45%) [2025-10-16T23:58:44.780854] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-10-16T23:58:44.780980] [INFO ] [sig ] FBP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:44.922006] [INFO ] [LOCAL ] Saved forecast: FBP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FBP.txt [2025-10-16T23:58:44.922294] [INFO ] [sig ] [656/1803] Completed FBP in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:44.922339] [INFO ] [sig ] [657/1803] Forecasting FBRT... [2025-10-16T23:58:44.922369] [INFO ] [sig ] Generating forecast for: FBRT [2025-10-16T23:58:44.922400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-10-16T23:58:44.931473] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBRT'. [2025-10-16T23:58:44.931754] [INFO ] [FORECASTER] Starting predict_future for FBRT [2025-10-16T23:58:44.956953] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:44.957604] [DEBUG] [LOCAL ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt [2025-10-16T23:58:44.957679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:44.957765] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:44.957802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:44.957859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:44.975406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:44.976109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:44.976194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:44.976227] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:45.012257] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:45.012357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:45.012394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:45.012423] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:45.015562] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=44.00%) [2025-10-16T23:58:45.015851] [INFO ] [FORECASTER] Completed predict_future for FBRT [2025-10-16T23:58:45.015989] [INFO ] [sig ] FBRT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:45.156620] [INFO ] [LOCAL ] Saved forecast: FBRT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FBRT.txt [2025-10-16T23:58:45.156889] [INFO ] [sig ] [657/1803] Completed FBRT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:45.156935] [INFO ] [sig ] [658/1803] Forecasting FC... [2025-10-16T23:58:45.156965] [INFO ] [sig ] Generating forecast for: FC [2025-10-16T23:58:45.156995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-10-16T23:58:45.165899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FC'. [2025-10-16T23:58:45.166185] [INFO ] [FORECASTER] Starting predict_future for FC [2025-10-16T23:58:45.192990] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:45.194476] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-10-16T23:58:45.194556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:45.194632] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:45.194732] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:45.194853] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:45.213360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:45.213941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:45.214022] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:45.214056] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:45.251149] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:45.251307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:45.251349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:45.251379] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:45.254943] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=91.83%) [2025-10-16T23:58:45.255216] [INFO ] [FORECASTER] Completed predict_future for FC [2025-10-16T23:58:45.255360] [INFO ] [sig ] FC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:45.399788] [INFO ] [LOCAL ] Saved forecast: FC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FC.txt [2025-10-16T23:58:45.400023] [INFO ] [sig ] [658/1803] Completed FC in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:45.400065] [INFO ] [sig ] [659/1803] Forecasting FCF... [2025-10-16T23:58:45.400096] [INFO ] [sig ] Generating forecast for: FCF [2025-10-16T23:58:45.400128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-10-16T23:58:45.409074] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCF'. [2025-10-16T23:58:45.409346] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-10-16T23:58:45.434503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:45.435289] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-10-16T23:58:45.435342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:45.435375] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:45.435402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:45.435487] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:45.452552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:45.453229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:45.453320] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:45.453372] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:45.488479] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:45.488632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:45.488713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:45.488752] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:45.492265] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=4.84%) [2025-10-16T23:58:45.492530] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-10-16T23:58:45.492703] [INFO ] [sig ] FCF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:45.634076] [INFO ] [LOCAL ] Saved forecast: FCF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FCF.txt [2025-10-16T23:58:45.634297] [INFO ] [sig ] [659/1803] Completed FCF in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:45.634340] [INFO ] [sig ] [660/1803] Forecasting FCN... [2025-10-16T23:58:45.634369] [INFO ] [sig ] Generating forecast for: FCN [2025-10-16T23:58:45.634400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-10-16T23:58:45.642691] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCN'. [2025-10-16T23:58:45.642951] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-10-16T23:58:45.667946] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:45.668737] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-10-16T23:58:45.668790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:45.668822] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:45.668849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:45.668905] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:45.686100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:45.686631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:45.686735] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:45.686772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:45.723059] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:45.723225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:45.723268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:45.723300] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:45.726877] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=31.17%) [2025-10-16T23:58:45.727181] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-10-16T23:58:45.727327] [INFO ] [sig ] FCN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:45.869895] [INFO ] [LOCAL ] Saved forecast: FCN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FCN.txt [2025-10-16T23:58:45.870149] [INFO ] [sig ] [660/1803] Completed FCN in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:45.870191] [INFO ] [sig ] [661/1803] Forecasting FCPT... [2025-10-16T23:58:45.870237] [INFO ] [sig ] Generating forecast for: FCPT [2025-10-16T23:58:45.870275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-10-16T23:58:45.879016] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCPT'. [2025-10-16T23:58:45.879299] [INFO ] [FORECASTER] Starting predict_future for FCPT [2025-10-16T23:58:45.904762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:45.905485] [DEBUG] [LOCAL ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt [2025-10-16T23:58:45.905537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:45.905571] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:45.905598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:45.905675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:45.923229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:45.923918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:45.924001] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:45.924034] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:45.967848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:45.967995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:45.968035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:45.968064] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:45.971566] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=23.23%) [2025-10-16T23:58:45.971858] [INFO ] [FORECASTER] Completed predict_future for FCPT [2025-10-16T23:58:45.972002] [INFO ] [sig ] FCPT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:46.118072] [INFO ] [LOCAL ] Saved forecast: FCPT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FCPT.txt [2025-10-16T23:58:46.118335] [INFO ] [sig ] [661/1803] Completed FCPT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m [2025-10-16T23:58:46.118394] [INFO ] [sig ] [662/1803] Forecasting FCT... [2025-10-16T23:58:46.118427] [INFO ] [sig ] Generating forecast for: FCT [2025-10-16T23:58:46.118457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'. [2025-10-16T23:58:46.127612] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCT'. [2025-10-16T23:58:46.127905] [INFO ] [FORECASTER] Starting predict_future for FCT [2025-10-16T23:58:46.153280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:46.154067] [DEBUG] [LOCAL ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt [2025-10-16T23:58:46.154119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:46.154152] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:46.154179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:46.154234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:46.171509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:46.172090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:46.172169] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:46.172203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:46.215891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:46.216045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:46.216087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:46.216117] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:46.219674] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=95.83%) [2025-10-16T23:58:46.219971] [INFO ] [FORECASTER] Completed predict_future for FCT [2025-10-16T23:58:46.220110] [INFO ] [sig ] FCT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:46.366363] [INFO ] [LOCAL ] Saved forecast: FCT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FCT.txt [2025-10-16T23:58:46.366691] [INFO ] [sig ] [662/1803] Completed FCT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:46.366813] [INFO ] [sig ] [663/1803] Forecasting FCX... [2025-10-16T23:58:46.366856] [INFO ] [sig ] Generating forecast for: FCX [2025-10-16T23:58:46.366888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-10-16T23:58:46.375941] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCX'. [2025-10-16T23:58:46.376420] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-10-16T23:58:46.402915] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:46.403841] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-10-16T23:58:46.403898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:46.403931] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:46.403958] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:46.404014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:46.421998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:46.422862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:46.422950] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:46.422984] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:46.467626] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:46.467753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:46.467795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:46.467824] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:46.470907] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=23.27%) [2025-10-16T23:58:46.471159] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-10-16T23:58:46.471357] [INFO ] [sig ] FCX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:46.613502] [INFO ] [LOCAL ] Saved forecast: FCX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FCX.txt [2025-10-16T23:58:46.613743] [INFO ] [sig ] [663/1803] Completed FCX in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:46.613802] [INFO ] [sig ] [664/1803] Forecasting FDP... [2025-10-16T23:58:46.613836] [INFO ] [sig ] Generating forecast for: FDP [2025-10-16T23:58:46.613868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-10-16T23:58:46.622397] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FDP'. [2025-10-16T23:58:46.622683] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-10-16T23:58:46.647580] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:46.648343] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-10-16T23:58:46.648398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:46.648432] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:46.648459] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:46.648515] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:46.665563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:46.666118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:46.666213] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:46.666248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:46.706895] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:46.706969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:46.707005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:46.707034] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:46.710180] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=56.90%) [2025-10-16T23:58:46.710426] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-10-16T23:58:46.710556] [INFO ] [sig ] FDP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:46.850196] [INFO ] [LOCAL ] Saved forecast: FDP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FDP.txt [2025-10-16T23:58:46.850388] [INFO ] [sig ] [664/1803] Completed FDP in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:46.850429] [INFO ] [sig ] [665/1803] Forecasting FDS... [2025-10-16T23:58:46.850459] [INFO ] [sig ] Generating forecast for: FDS [2025-10-16T23:58:46.850489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-10-16T23:58:46.858780] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FDS'. [2025-10-16T23:58:46.859040] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-10-16T23:58:46.888364] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:46.889237] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-10-16T23:58:46.889291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:46.889323] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:46.889350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:46.889406] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:46.906438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:46.907010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:46.907094] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:46.907126] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:46.952694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:46.952826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:46.952865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:46.952894] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:46.956224] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=67.96%) [2025-10-16T23:58:46.956478] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-10-16T23:58:46.956607] [INFO ] [sig ] FDS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:47.108841] [INFO ] [LOCAL ] Saved forecast: FDS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FDS.txt [2025-10-16T23:58:47.109086] [INFO ] [sig ] [665/1803] Completed FDS in 0.3s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:47.109130] [INFO ] [sig ] [666/1803] Forecasting FDX... [2025-10-16T23:58:47.109162] [INFO ] [sig ] Generating forecast for: FDX [2025-10-16T23:58:47.109194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-10-16T23:58:47.119864] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FDX'. [2025-10-16T23:58:47.120166] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-10-16T23:58:47.146480] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:47.147210] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-10-16T23:58:47.147280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:47.147315] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:47.147343] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:47.147401] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:47.165935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:47.166480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:47.166566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:47.166599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:47.208206] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:47.208349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:47.208390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:47.208418] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:47.211757] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=38.89%) [2025-10-16T23:58:47.212018] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-10-16T23:58:47.212151] [INFO ] [sig ] FDX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:47.351871] [INFO ] [LOCAL ] Saved forecast: FDX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FDX.txt [2025-10-16T23:58:47.352096] [INFO ] [sig ] [666/1803] Completed FDX in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:47.352139] [INFO ] [sig ] [667/1803] Forecasting FE... [2025-10-16T23:58:47.352169] [INFO ] [sig ] Generating forecast for: FE [2025-10-16T23:58:47.352246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-10-16T23:58:47.361291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FE'. [2025-10-16T23:58:47.361555] [INFO ] [FORECASTER] Starting predict_future for FE [2025-10-16T23:58:47.386443] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:47.387175] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-10-16T23:58:47.387229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:47.387262] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:47.387289] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:47.387346] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:47.404504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:47.405062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:47.405144] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:47.405177] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:47.444481] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:47.444618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:47.444690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:47.444737] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:47.448071] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=99.55%) [2025-10-16T23:58:47.448369] [INFO ] [FORECASTER] Completed predict_future for FE [2025-10-16T23:58:47.448520] [INFO ] [sig ] FE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:47.654518] [INFO ] [LOCAL ] Saved forecast: FE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FE.txt [2025-10-16T23:58:47.654766] [INFO ] [sig ] [667/1803] Completed FE in 0.3s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:47.654825] [INFO ] [sig ] [668/1803] Forecasting FERG... [2025-10-16T23:58:47.654859] [INFO ] [sig ] Generating forecast for: FERG [2025-10-16T23:58:47.654921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-10-16T23:58:47.664884] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FERG'. [2025-10-16T23:58:47.665216] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-10-16T23:58:47.691034] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:47.691885] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-10-16T23:58:47.691940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:47.691973] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:47.692001] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:47.692062] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:47.709432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:47.710236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:47.710332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:47.710366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:47.746207] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:47.746360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:47.746402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:47.746433] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:47.750020] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=98.84%) [2025-10-16T23:58:47.750292] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-10-16T23:58:47.750423] [INFO ] [sig ] FERG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:47.891930] [INFO ] [LOCAL ] Saved forecast: FERG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FERG.txt [2025-10-16T23:58:47.892148] [INFO ] [sig ] [668/1803] Completed FERG in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:47.892191] [INFO ] [sig ] [669/1803] Forecasting FET... [2025-10-16T23:58:47.892222] [INFO ] [sig ] Generating forecast for: FET [2025-10-16T23:58:47.892253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'. [2025-10-16T23:58:47.900751] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FET'. [2025-10-16T23:58:47.901029] [INFO ] [FORECASTER] Starting predict_future for FET [2025-10-16T23:58:47.926421] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:47.927189] [DEBUG] [LOCAL ] No optimal features file found for FET: ./output/feature-sets/FET.txt [2025-10-16T23:58:47.927243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:47.927278] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:47.927306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:47.927363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:47.944894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:47.945561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:47.945665] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:47.945719] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:47.989899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:47.990031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:47.990069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:47.990099] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:47.993405] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: DOWN (p=13.88%) [2025-10-16T23:58:47.993719] [INFO ] [FORECASTER] Completed predict_future for FET [2025-10-16T23:58:47.993866] [INFO ] [sig ] FET: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:48.136486] [INFO ] [LOCAL ] Saved forecast: FET 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FET.txt [2025-10-16T23:58:48.136780] [INFO ] [sig ] [669/1803] Completed FET in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:48.136927] [INFO ] [sig ] [670/1803] Forecasting FF... [2025-10-16T23:58:48.136970] [INFO ] [sig ] Generating forecast for: FF [2025-10-16T23:58:48.137003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-10-16T23:58:48.145445] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FF'. [2025-10-16T23:58:48.145751] [INFO ] [FORECASTER] Starting predict_future for FF [2025-10-16T23:58:48.170872] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:48.171547] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-10-16T23:58:48.171636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:48.171713] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:48.171747] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:48.171803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:48.189293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:48.189931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:48.190016] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:48.190050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:48.231029] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:48.231168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:48.231206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:48.231234] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:48.234747] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=44.75%) [2025-10-16T23:58:48.235010] [INFO ] [FORECASTER] Completed predict_future for FF [2025-10-16T23:58:48.235144] [INFO ] [sig ] FF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:48.378393] [INFO ] [LOCAL ] Saved forecast: FF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FF.txt [2025-10-16T23:58:48.378618] [INFO ] [sig ] [670/1803] Completed FF in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:48.378693] [INFO ] [sig ] [671/1803] Forecasting FFA... [2025-10-16T23:58:48.378738] [INFO ] [sig ] Generating forecast for: FFA [2025-10-16T23:58:48.378771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-10-16T23:58:48.387807] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FFA'. [2025-10-16T23:58:48.388081] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-10-16T23:58:48.413531] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:48.414237] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-10-16T23:58:48.414300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:48.414341] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:48.414376] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:48.414446] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:48.435538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:48.436386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:48.436524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:48.436601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:48.477696] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:48.477839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:48.477879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:48.477909] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:48.481478] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=88.46%) [2025-10-16T23:58:48.481786] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-10-16T23:58:48.481924] [INFO ] [sig ] FFA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:48.627119] [INFO ] [LOCAL ] Saved forecast: FFA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FFA.txt [2025-10-16T23:58:48.627310] [INFO ] [sig ] [671/1803] Completed FFA in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:48.627351] [INFO ] [sig ] [672/1803] Forecasting FFC... [2025-10-16T23:58:48.627382] [INFO ] [sig ] Generating forecast for: FFC [2025-10-16T23:58:48.627425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-10-16T23:58:48.636501] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FFC'. [2025-10-16T23:58:48.636789] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-10-16T23:58:48.662588] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:48.663290] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-10-16T23:58:48.663343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:48.663375] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:48.663402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:48.663458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:48.681402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:48.681970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:48.682051] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:48.682084] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:48.723199] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:48.723321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:48.723363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:48.723391] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:48.726814] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=42.93%) [2025-10-16T23:58:48.727080] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-10-16T23:58:48.727212] [INFO ] [sig ] FFC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:48.872913] [INFO ] [LOCAL ] Saved forecast: FFC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FFC.txt [2025-10-16T23:58:48.873099] [INFO ] [sig ] [672/1803] Completed FFC in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:48.873139] [INFO ] [sig ] [673/1803] Forecasting FFWM... [2025-10-16T23:58:48.873170] [INFO ] [sig ] Generating forecast for: FFWM [2025-10-16T23:58:48.873200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-10-16T23:58:48.883064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FFWM'. [2025-10-16T23:58:48.883335] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-10-16T23:58:48.908113] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:48.908892] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-10-16T23:58:48.908946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:48.908995] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:48.909025] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:48.909081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:48.925954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:48.926508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:48.926619] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:48.926690] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:48.968836] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:48.968916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:48.968952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:48.968981] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:48.972025] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=78.33%) [2025-10-16T23:58:48.972271] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-10-16T23:58:48.972399] [INFO ] [sig ] FFWM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:49.111508] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FFWM.txt [2025-10-16T23:58:49.111720] [INFO ] [sig ] [673/1803] Completed FFWM in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:49.111780] [INFO ] [sig ] [674/1803] Forecasting FG... [2025-10-16T23:58:49.111812] [INFO ] [sig ] Generating forecast for: FG [2025-10-16T23:58:49.111842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-10-16T23:58:49.120137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FG'. [2025-10-16T23:58:49.120403] [INFO ] [FORECASTER] Starting predict_future for FG [2025-10-16T23:58:49.145192] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:49.145890] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-10-16T23:58:49.145943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:49.145975] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:49.146002] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:49.146059] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:49.163075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:49.163590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:49.163694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:49.163745] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:49.207233] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:49.207368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:49.207446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:49.207505] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:49.211149] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=63.64%) [2025-10-16T23:58:49.211505] [INFO ] [FORECASTER] Completed predict_future for FG [2025-10-16T23:58:49.211677] [INFO ] [sig ] FG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:49.350500] [INFO ] [LOCAL ] Saved forecast: FG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FG.txt [2025-10-16T23:58:49.350714] [INFO ] [sig ] [674/1803] Completed FG in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:49.350774] [INFO ] [sig ] [675/1803] Forecasting FGN... [2025-10-16T23:58:49.350808] [INFO ] [sig ] Generating forecast for: FGN [2025-10-16T23:58:49.350839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'. [2025-10-16T23:58:49.360113] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FGN'. [2025-10-16T23:58:49.360393] [INFO ] [FORECASTER] Starting predict_future for FGN [2025-10-16T23:58:49.385272] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:49.385968] [DEBUG] [LOCAL ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt [2025-10-16T23:58:49.386021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:49.386053] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:49.386080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:49.386136] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:49.403129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:49.403711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:49.403793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:49.403826] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:49.446469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:49.446557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:49.446593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:49.446621] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:49.449831] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: DOWN (p=31.01%) [2025-10-16T23:58:49.450078] [INFO ] [FORECASTER] Completed predict_future for FGN [2025-10-16T23:58:49.450209] [INFO ] [sig ] FGN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:49.590863] [INFO ] [LOCAL ] Saved forecast: FGN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FGN.txt [2025-10-16T23:58:49.591188] [INFO ] [sig ] [675/1803] Completed FGN in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.6m [2025-10-16T23:58:49.591252] [INFO ] [sig ] [676/1803] Forecasting FHI... [2025-10-16T23:58:49.591286] [INFO ] [sig ] Generating forecast for: FHI [2025-10-16T23:58:49.591319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-10-16T23:58:49.600422] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FHI'. [2025-10-16T23:58:49.600708] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-10-16T23:58:49.625981] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:49.626819] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-10-16T23:58:49.626874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:49.626907] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:49.626934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:49.626991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:49.644535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:49.645107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:49.645191] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:49.645225] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:49.688544] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:49.688694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:49.688748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:49.688780] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:49.696248] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=97.35%) [2025-10-16T23:58:49.696544] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-10-16T23:58:49.696935] [INFO ] [sig ] FHI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:49.838376] [INFO ] [LOCAL ] Saved forecast: FHI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FHI.txt [2025-10-16T23:58:49.838620] [INFO ] [sig ] [676/1803] Completed FHI in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:49.838706] [INFO ] [sig ] [677/1803] Forecasting FI... [2025-10-16T23:58:49.838752] [INFO ] [sig ] Generating forecast for: FI [2025-10-16T23:58:49.838786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'. [2025-10-16T23:58:49.848972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FI'. [2025-10-16T23:58:49.849239] [INFO ] [FORECASTER] Starting predict_future for FI [2025-10-16T23:58:49.874021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:49.874728] [DEBUG] [LOCAL ] No optimal features file found for FI: ./output/feature-sets/FI.txt [2025-10-16T23:58:49.874784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:49.874817] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:49.874846] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:49.874904] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:49.892900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:49.893464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:49.893545] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:49.893578] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:49.928594] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:49.928733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:49.928781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:49.928811] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:49.932092] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-10-16T23:58:49.932350] [INFO ] [FORECASTER] Completed predict_future for FI [2025-10-16T23:58:49.932487] [INFO ] [sig ] FI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:50.079520] [INFO ] [LOCAL ] Saved forecast: FI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FI.txt [2025-10-16T23:58:50.079761] [INFO ] [sig ] [677/1803] Completed FI in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:50.079823] [INFO ] [sig ] [678/1803] Forecasting FICO... [2025-10-16T23:58:50.079857] [INFO ] [sig ] Generating forecast for: FICO [2025-10-16T23:58:50.079891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-10-16T23:58:50.089761] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'FICO'. [2025-10-16T23:58:50.090033] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-10-16T23:58:50.115539] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:50.116292] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-10-16T23:58:50.116354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:50.116395] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:50.116430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:50.116500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:50.134109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:50.134745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:50.134827] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:50.134861] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:50.178425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:50.178598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:50.178665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:50.178721] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:50.182441] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=46.11%) [2025-10-16T23:58:50.182763] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-10-16T23:58:50.182917] [INFO ] [sig ] FICO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:50.323103] [INFO ] [LOCAL ] Saved forecast: FICO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FICO.txt [2025-10-16T23:58:50.323314] [INFO ] [sig ] [678/1803] Completed FICO in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:50.323355] [INFO ] [sig ] [679/1803] Forecasting FIGS... [2025-10-16T23:58:50.323392] [INFO ] [sig ] Generating forecast for: FIGS [2025-10-16T23:58:50.323423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-10-16T23:58:50.332583] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIGS'. [2025-10-16T23:58:50.332897] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-10-16T23:58:50.357728] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:50.358511] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-10-16T23:58:50.358566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:50.358600] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:50.358627] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:50.358722] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:50.375855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:50.376380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:50.376461] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:50.376494] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:50.417615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:50.417731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:50.417775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:50.417804] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:50.420975] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=51.71%) [2025-10-16T23:58:50.421223] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-10-16T23:58:50.421359] [INFO ] [sig ] FIGS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:50.563248] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FIGS.txt [2025-10-16T23:58:50.563487] [INFO ] [sig ] [679/1803] Completed FIGS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:50.563579] [INFO ] [sig ] [680/1803] Forecasting FIHL... [2025-10-16T23:58:50.563619] [INFO ] [sig ] Generating forecast for: FIHL [2025-10-16T23:58:50.563684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-10-16T23:58:50.572561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIHL'. [2025-10-16T23:58:50.572845] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-10-16T23:58:50.597526] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:50.598324] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-10-16T23:58:50.598381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:50.598436] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:50.598467] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:50.598525] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:50.615888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:50.616419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:50.616500] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:50.616534] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:50.658444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:50.658525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:50.658560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:50.658589] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:50.661632] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=13.32%) [2025-10-16T23:58:50.661911] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-10-16T23:58:50.662046] [INFO ] [sig ] FIHL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:50.805744] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FIHL.txt [2025-10-16T23:58:50.806045] [INFO ] [sig ] [680/1803] Completed FIHL in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:50.806107] [INFO ] [sig ] [681/1803] Forecasting FINS... [2025-10-16T23:58:50.806145] [INFO ] [sig ] Generating forecast for: FINS [2025-10-16T23:58:50.806178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-10-16T23:58:50.816049] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FINS'. [2025-10-16T23:58:50.816332] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-10-16T23:58:50.842490] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:50.843332] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-10-16T23:58:50.843387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:50.843422] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:50.843453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:50.843511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:50.862107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:50.863004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:50.863095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:50.863131] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:50.907569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:50.907765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:50.907818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:50.907850] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:50.911446] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=98.69%) [2025-10-16T23:58:50.911772] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-10-16T23:58:50.911929] [INFO ] [sig ] FINS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:51.057968] [INFO ] [LOCAL ] Saved forecast: FINS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FINS.txt [2025-10-16T23:58:51.058257] [INFO ] [sig ] [681/1803] Completed FINS in 0.3s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:51.058317] [INFO ] [sig ] [682/1803] Forecasting FINV... [2025-10-16T23:58:51.058351] [INFO ] [sig ] Generating forecast for: FINV [2025-10-16T23:58:51.058382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'. [2025-10-16T23:58:51.066974] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FINV'. [2025-10-16T23:58:51.067209] [INFO ] [FORECASTER] Starting predict_future for FINV [2025-10-16T23:58:51.091791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:51.092446] [DEBUG] [LOCAL ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt [2025-10-16T23:58:51.092498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:51.092531] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:51.092559] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:51.092615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:51.109875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:51.110484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:51.110562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:51.110595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:51.146471] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:51.146577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:51.146613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:51.146668] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:51.149840] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: UP (p=74.94%) [2025-10-16T23:58:51.150092] [INFO ] [FORECASTER] Completed predict_future for FINV [2025-10-16T23:58:51.150220] [INFO ] [sig ] FINV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:51.288306] [INFO ] [LOCAL ] Saved forecast: FINV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FINV.txt [2025-10-16T23:58:51.288495] [INFO ] [sig ] [682/1803] Completed FINV in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:51.288536] [INFO ] [sig ] [683/1803] Forecasting FIS... [2025-10-16T23:58:51.288566] [INFO ] [sig ] Generating forecast for: FIS [2025-10-16T23:58:51.288597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-10-16T23:58:51.297843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIS'. [2025-10-16T23:58:51.298110] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-10-16T23:58:51.322589] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:51.323269] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-10-16T23:58:51.323321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:51.323353] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:51.323380] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:51.323436] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:51.340711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:51.341235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:51.341310] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:51.341344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:51.383151] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:51.383228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:51.383263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:51.383291] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:51.386294] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=7.33%) [2025-10-16T23:58:51.386540] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-10-16T23:58:51.386707] [INFO ] [sig ] FIS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:51.525775] [INFO ] [LOCAL ] Saved forecast: FIS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FIS.txt [2025-10-16T23:58:51.526023] [INFO ] [sig ] [683/1803] Completed FIS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:51.526067] [INFO ] [sig ] [684/1803] Forecasting FIX... [2025-10-16T23:58:51.526098] [INFO ] [sig ] Generating forecast for: FIX [2025-10-16T23:58:51.526128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-10-16T23:58:51.535150] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIX'. [2025-10-16T23:58:51.535574] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-10-16T23:58:51.566434] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:51.567276] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-10-16T23:58:51.567335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:51.567370] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:51.567399] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:51.567455] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:51.584796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:51.585713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:51.585814] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:51.585848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:51.621606] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:51.621789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:51.621837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:51.621867] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:51.625317] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=90.05%) [2025-10-16T23:58:51.625583] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-10-16T23:58:51.625755] [INFO ] [sig ] FIX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:51.765675] [INFO ] [LOCAL ] Saved forecast: FIX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FIX.txt [2025-10-16T23:58:51.765924] [INFO ] [sig ] [684/1803] Completed FIX in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:51.765968] [INFO ] [sig ] [685/1803] Forecasting FLC... [2025-10-16T23:58:51.765998] [INFO ] [sig ] Generating forecast for: FLC [2025-10-16T23:58:51.766029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-10-16T23:58:51.775278] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLC'. [2025-10-16T23:58:51.775583] [INFO ] [FORECASTER] Starting predict_future for FLC [2025-10-16T23:58:51.800476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:51.801464] [DEBUG] [LOCAL ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt [2025-10-16T23:58:51.801518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:51.801552] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:51.801580] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:51.801636] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:51.818726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:51.819290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:51.819368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:51.819402] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:51.856578] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:51.856799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:51.856862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:51.856896] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:51.860351] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: UP (p=79.82%) [2025-10-16T23:58:51.860671] [INFO ] [FORECASTER] Completed predict_future for FLC [2025-10-16T23:58:51.860823] [INFO ] [sig ] FLC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:52.001006] [INFO ] [LOCAL ] Saved forecast: FLC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FLC.txt [2025-10-16T23:58:52.001260] [INFO ] [sig ] [685/1803] Completed FLC in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m [2025-10-16T23:58:52.001303] [INFO ] [sig ] [686/1803] Forecasting FLG... [2025-10-16T23:58:52.001333] [INFO ] [sig ] Generating forecast for: FLG [2025-10-16T23:58:52.001365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'. [2025-10-16T23:58:52.010069] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLG'. [2025-10-16T23:58:52.010328] [INFO ] [FORECASTER] Starting predict_future for FLG [2025-10-16T23:58:52.035466] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:52.036178] [DEBUG] [LOCAL ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt [2025-10-16T23:58:52.036234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:52.036266] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:52.036294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:52.036403] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:52.053412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:52.053976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:52.054055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:52.054089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:52.085844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:52.085935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:52.085971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:52.085999] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:52.089114] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: DOWN (p=16.51%) [2025-10-16T23:58:52.089386] [INFO ] [FORECASTER] Completed predict_future for FLG [2025-10-16T23:58:52.089516] [INFO ] [sig ] FLG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:52.231529] [INFO ] [LOCAL ] Saved forecast: FLG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FLG.txt [2025-10-16T23:58:52.231752] [INFO ] [sig ] [686/1803] Completed FLG in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:52.231812] [INFO ] [sig ] [687/1803] Forecasting FLNG... [2025-10-16T23:58:52.231845] [INFO ] [sig ] Generating forecast for: FLNG [2025-10-16T23:58:52.231876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-10-16T23:58:52.241106] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLNG'. [2025-10-16T23:58:52.241366] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-10-16T23:58:52.265536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:52.266218] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-10-16T23:58:52.266270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:52.266319] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:52.266348] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:52.266404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:52.283146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:52.283679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:52.283762] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:52.283795] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:52.309579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:52.309682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:52.309733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:52.309764] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:52.312732] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=58.85%) [2025-10-16T23:58:52.312978] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-10-16T23:58:52.313095] [INFO ] [sig ] FLNG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:52.450474] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FLNG.txt [2025-10-16T23:58:52.450668] [INFO ] [sig ] [687/1803] Completed FLNG in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:52.450728] [INFO ] [sig ] [688/1803] Forecasting FLO... [2025-10-16T23:58:52.450761] [INFO ] [sig ] Generating forecast for: FLO [2025-10-16T23:58:52.450793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-10-16T23:58:52.459170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLO'. [2025-10-16T23:58:52.459440] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-10-16T23:58:52.483686] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:52.484353] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-10-16T23:58:52.484405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:52.484439] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:52.484466] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:52.484521] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:52.501320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:52.501875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:52.501955] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:52.501987] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:52.526878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:52.526953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:52.526989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:52.527017] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:52.533979] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=48.15%) [2025-10-16T23:58:52.534410] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-10-16T23:58:52.534555] [INFO ] [sig ] FLO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:52.674183] [INFO ] [LOCAL ] Saved forecast: FLO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FLO.txt [2025-10-16T23:58:52.674399] [INFO ] [sig ] [688/1803] Completed FLO in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:52.674446] [INFO ] [sig ] [689/1803] Forecasting FLR... [2025-10-16T23:58:52.674476] [INFO ] [sig ] Generating forecast for: FLR [2025-10-16T23:58:52.674507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-10-16T23:58:52.683237] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLR'. [2025-10-16T23:58:52.683501] [INFO ] [FORECASTER] Starting predict_future for FLR [2025-10-16T23:58:52.708608] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:52.709311] [DEBUG] [LOCAL ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt [2025-10-16T23:58:52.709365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:52.709398] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:52.709426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:52.709483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:52.726778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:52.727374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:52.727460] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:52.727494] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:52.752850] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:52.752942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:52.753403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:52.753442] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:52.758610] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=84.59%) [2025-10-16T23:58:52.758905] [INFO ] [FORECASTER] Completed predict_future for FLR [2025-10-16T23:58:52.759038] [INFO ] [sig ] FLR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:52.899616] [INFO ] [LOCAL ] Saved forecast: FLR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FLR.txt [2025-10-16T23:58:52.899882] [INFO ] [sig ] [689/1803] Completed FLR in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:52.899929] [INFO ] [sig ] [690/1803] Forecasting FLS... [2025-10-16T23:58:52.899959] [INFO ] [sig ] Generating forecast for: FLS [2025-10-16T23:58:52.899990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-10-16T23:58:52.908222] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLS'. [2025-10-16T23:58:52.908532] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-10-16T23:58:52.933000] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:52.933691] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-10-16T23:58:52.933746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:52.933779] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:52.933807] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:52.933863] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:52.950718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:52.951253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:52.951331] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:52.951363] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:52.986980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:52.987145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:52.987197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:52.987234] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:52.990902] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=78.70%) [2025-10-16T23:58:52.991226] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-10-16T23:58:52.991368] [INFO ] [sig ] FLS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:53.129539] [INFO ] [LOCAL ] Saved forecast: FLS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FLS.txt [2025-10-16T23:58:53.129778] [INFO ] [sig ] [690/1803] Completed FLS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:53.129837] [INFO ] [sig ] [691/1803] Forecasting FLUT... [2025-10-16T23:58:53.129871] [INFO ] [sig ] Generating forecast for: FLUT [2025-10-16T23:58:53.129902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'. [2025-10-16T23:58:53.138864] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLUT'. [2025-10-16T23:58:53.139267] [INFO ] [FORECASTER] Starting predict_future for FLUT [2025-10-16T23:58:53.164389] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:53.165183] [DEBUG] [LOCAL ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt [2025-10-16T23:58:53.165238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:53.165272] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:53.165300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:53.165356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:53.182474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:53.183189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:53.183274] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:53.183308] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:53.219630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:53.219841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:53.219887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:53.219918] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:53.223857] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: UP (p=58.09%) [2025-10-16T23:58:53.224335] [INFO ] [FORECASTER] Completed predict_future for FLUT [2025-10-16T23:58:53.224511] [INFO ] [sig ] FLUT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:53.367093] [INFO ] [LOCAL ] Saved forecast: FLUT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FLUT.txt [2025-10-16T23:58:53.367335] [INFO ] [sig ] [691/1803] Completed FLUT in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:53.367377] [INFO ] [sig ] [692/1803] Forecasting FLXR... [2025-10-16T23:58:53.367408] [INFO ] [sig ] Generating forecast for: FLXR [2025-10-16T23:58:53.367439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'. [2025-10-16T23:58:53.376617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLXR'. [2025-10-16T23:58:53.376930] [INFO ] [FORECASTER] Starting predict_future for FLXR [2025-10-16T23:58:53.402229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:53.402959] [DEBUG] [LOCAL ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt [2025-10-16T23:58:53.403013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:53.403046] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:53.403074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:53.403130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:53.420227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:53.420796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:53.420874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:53.420908] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:53.457745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:53.457971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:53.458052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:53.458122] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:53.463264] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=67.29%) [2025-10-16T23:58:53.463759] [INFO ] [FORECASTER] Completed predict_future for FLXR [2025-10-16T23:58:53.463963] [INFO ] [sig ] FLXR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:53.645444] [INFO ] [LOCAL ] Saved forecast: FLXR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FLXR.txt [2025-10-16T23:58:53.645772] [INFO ] [sig ] [692/1803] Completed FLXR in 0.3s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:53.645834] [INFO ] [sig ] [693/1803] Forecasting FMC... [2025-10-16T23:58:53.645869] [INFO ] [sig ] Generating forecast for: FMC [2025-10-16T23:58:53.645900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-10-16T23:58:53.654495] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMC'. [2025-10-16T23:58:53.654836] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-10-16T23:58:53.679593] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:53.680355] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-10-16T23:58:53.680409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:53.680445] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:53.680472] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:53.680528] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:53.697880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:53.698725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:53.698820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:53.698854] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:53.738314] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:53.738481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:53.738524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:53.738553] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:53.742004] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=3.18%) [2025-10-16T23:58:53.742281] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-10-16T23:58:53.742422] [INFO ] [sig ] FMC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:53.883261] [INFO ] [LOCAL ] Saved forecast: FMC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FMC.txt [2025-10-16T23:58:53.883505] [INFO ] [sig ] [693/1803] Completed FMC in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:53.883549] [INFO ] [sig ] [694/1803] Forecasting FMN... [2025-10-16T23:58:53.883579] [INFO ] [sig ] Generating forecast for: FMN [2025-10-16T23:58:53.883610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-10-16T23:58:53.892807] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMN'. [2025-10-16T23:58:53.893090] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-10-16T23:58:53.917554] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:53.918384] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-10-16T23:58:53.918442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:53.918476] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:53.918526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:53.918584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:53.935560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:53.936414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:53.936503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:53.936540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:53.970945] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:53.971065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:53.971102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:53.971132] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:53.974328] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=84.93%) [2025-10-16T23:58:53.974595] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-10-16T23:58:53.974765] [INFO ] [sig ] FMN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:54.113100] [INFO ] [LOCAL ] Saved forecast: FMN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FMN.txt [2025-10-16T23:58:54.113307] [INFO ] [sig ] [694/1803] Completed FMN in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:54.113348] [INFO ] [sig ] [695/1803] Forecasting FMS... [2025-10-16T23:58:54.113378] [INFO ] [sig ] Generating forecast for: FMS [2025-10-16T23:58:54.113408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-10-16T23:58:54.122792] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMS'. [2025-10-16T23:58:54.123149] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-10-16T23:58:54.147627] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:54.148368] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-10-16T23:58:54.148422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:54.148455] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:54.148482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:54.148538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:54.165288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:54.165891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:54.165976] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:54.166009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:54.199006] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:54.199119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:54.199157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:54.199186] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:54.202353] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=61.37%) [2025-10-16T23:58:54.202614] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-10-16T23:58:54.202776] [INFO ] [sig ] FMS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:54.339998] [INFO ] [LOCAL ] Saved forecast: FMS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FMS.txt [2025-10-16T23:58:54.340210] [INFO ] [sig ] [695/1803] Completed FMS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:54.340251] [INFO ] [sig ] [696/1803] Forecasting FMX... [2025-10-16T23:58:54.340282] [INFO ] [sig ] Generating forecast for: FMX [2025-10-16T23:58:54.340313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-10-16T23:58:54.348804] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMX'. [2025-10-16T23:58:54.349154] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-10-16T23:58:54.373511] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:54.374218] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-10-16T23:58:54.374271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:54.374304] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:54.374331] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:54.374386] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:54.391214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:54.391851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:54.391934] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:54.391967] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:54.423951] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:54.424052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:54.424089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:54.424117] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:54.427193] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=43.23%) [2025-10-16T23:58:54.427446] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-10-16T23:58:54.427593] [INFO ] [sig ] FMX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:54.565102] [INFO ] [LOCAL ] Saved forecast: FMX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FMX.txt [2025-10-16T23:58:54.565315] [INFO ] [sig ] [696/1803] Completed FMX in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:54.565356] [INFO ] [sig ] [697/1803] Forecasting FMY... [2025-10-16T23:58:54.565386] [INFO ] [sig ] Generating forecast for: FMY [2025-10-16T23:58:54.565417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'. [2025-10-16T23:58:54.573911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMY'. [2025-10-16T23:58:54.574239] [INFO ] [FORECASTER] Starting predict_future for FMY [2025-10-16T23:58:54.599303] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:54.600011] [DEBUG] [LOCAL ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt [2025-10-16T23:58:54.600064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:54.600096] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:54.600123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:54.600179] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:54.618715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:54.619487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:54.619575] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:54.619611] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:54.658710] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:54.658835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:54.658876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:54.658908] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:54.662632] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: UP (p=86.83%) [2025-10-16T23:58:54.662948] [INFO ] [FORECASTER] Completed predict_future for FMY [2025-10-16T23:58:54.663094] [INFO ] [sig ] FMY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:54.804118] [INFO ] [LOCAL ] Saved forecast: FMY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FMY.txt [2025-10-16T23:58:54.804351] [INFO ] [sig ] [697/1803] Completed FMY in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:54.804393] [INFO ] [sig ] [698/1803] Forecasting FN... [2025-10-16T23:58:54.804423] [INFO ] [sig ] Generating forecast for: FN [2025-10-16T23:58:54.804455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-10-16T23:58:54.814027] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FN'. [2025-10-16T23:58:54.814391] [INFO ] [FORECASTER] Starting predict_future for FN [2025-10-16T23:58:54.839294] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:54.840018] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-10-16T23:58:54.840071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:54.840104] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:54.840131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:54.840188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:54.857066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:54.857668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:54.857755] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:54.857788] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:54.901001] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:54.901106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:54.901144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:54.901173] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:54.904394] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=55.59%) [2025-10-16T23:58:54.904677] [INFO ] [FORECASTER] Completed predict_future for FN [2025-10-16T23:58:54.904833] [INFO ] [sig ] FN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:55.043271] [INFO ] [LOCAL ] Saved forecast: FN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FN.txt [2025-10-16T23:58:55.043528] [INFO ] [sig ] [698/1803] Completed FN in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:55.043569] [INFO ] [sig ] [699/1803] Forecasting FNB... [2025-10-16T23:58:55.043599] [INFO ] [sig ] Generating forecast for: FNB [2025-10-16T23:58:55.043630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-10-16T23:58:55.053340] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FNB'. [2025-10-16T23:58:55.053807] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-10-16T23:58:55.079009] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:55.079833] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-10-16T23:58:55.079886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:55.079919] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:55.080000] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:55.080066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:55.097409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:55.098227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:55.098323] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:55.098357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:55.134348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:55.134523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:55.134591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:55.134622] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:55.138097] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=93.98%) [2025-10-16T23:58:55.138403] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-10-16T23:58:55.138546] [INFO ] [sig ] FNB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:55.276433] [INFO ] [LOCAL ] Saved forecast: FNB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FNB.txt [2025-10-16T23:58:55.276681] [INFO ] [sig ] [699/1803] Completed FNB in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:55.276742] [INFO ] [sig ] [700/1803] Forecasting FND... [2025-10-16T23:58:55.276775] [INFO ] [sig ] Generating forecast for: FND [2025-10-16T23:58:55.276806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-10-16T23:58:55.285415] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FND'. [2025-10-16T23:58:55.285704] [INFO ] [FORECASTER] Starting predict_future for FND [2025-10-16T23:58:55.310106] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:55.310807] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-10-16T23:58:55.310859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:55.310891] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:55.310918] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:55.310973] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:55.327779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:55.328391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:55.328472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:55.328505] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:55.362221] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:55.362370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:55.362410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:55.362439] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:55.365792] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=55.13%) [2025-10-16T23:58:55.366054] [INFO ] [FORECASTER] Completed predict_future for FND [2025-10-16T23:58:55.366185] [INFO ] [sig ] FND: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:55.503298] [INFO ] [LOCAL ] Saved forecast: FND 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FND.txt [2025-10-16T23:58:55.503513] [INFO ] [sig ] [700/1803] Completed FND in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 4.5m [2025-10-16T23:58:55.503556] [INFO ] [sig ] [701/1803] Forecasting FNF... [2025-10-16T23:58:55.503587] [INFO ] [sig ] Generating forecast for: FNF [2025-10-16T23:58:55.503618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-10-16T23:58:55.512758] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FNF'. [2025-10-16T23:58:55.513128] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-10-16T23:58:55.537716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:55.538496] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-10-16T23:58:55.538551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:55.538584] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:55.538611] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:55.538712] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:55.555455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:55.556037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:55.556120] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:55.556153] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:55.591874] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:55.591961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:55.591996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:55.592025] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:55.595060] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=90.38%) [2025-10-16T23:58:55.595313] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-10-16T23:58:55.595447] [INFO ] [sig ] FNF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:55.732133] [INFO ] [LOCAL ] Saved forecast: FNF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FNF.txt [2025-10-16T23:58:55.732376] [INFO ] [sig ] [701/1803] Completed FNF in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:55.732417] [INFO ] [sig ] [702/1803] Forecasting FNV... [2025-10-16T23:58:55.732448] [INFO ] [sig ] Generating forecast for: FNV [2025-10-16T23:58:55.732478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'. [2025-10-16T23:58:55.741354] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FNV'. [2025-10-16T23:58:55.741631] [INFO ] [FORECASTER] Starting predict_future for FNV [2025-10-16T23:58:55.766077] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:55.766785] [DEBUG] [LOCAL ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt [2025-10-16T23:58:55.766838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:55.766871] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:55.766898] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:55.766954] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:55.783612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:55.784175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:55.784257] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:55.784289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:55.819704] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:55.819839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:55.819877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:55.819905] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:55.826173] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=88.03%) [2025-10-16T23:58:55.826427] [INFO ] [FORECASTER] Completed predict_future for FNV [2025-10-16T23:58:55.826561] [INFO ] [sig ] FNV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:55.962974] [INFO ] [LOCAL ] Saved forecast: FNV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FNV.txt [2025-10-16T23:58:55.963219] [INFO ] [sig ] [702/1803] Completed FNV in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:55.963261] [INFO ] [sig ] [703/1803] Forecasting FOA... [2025-10-16T23:58:55.963291] [INFO ] [sig ] Generating forecast for: FOA [2025-10-16T23:58:55.963322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-10-16T23:58:55.972196] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOA'. [2025-10-16T23:58:55.972480] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-10-16T23:58:55.996839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:55.997496] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-10-16T23:58:55.997548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:55.997581] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:55.997608] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:55.997684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:56.014465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:56.015062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:56.015142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:56.015175] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:56.050734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:56.050819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:56.050855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:56.050884] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:56.053896] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=33.35%) [2025-10-16T23:58:56.054144] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-10-16T23:58:56.054278] [INFO ] [sig ] FOA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:56.190806] [INFO ] [LOCAL ] Saved forecast: FOA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FOA.txt [2025-10-16T23:58:56.191032] [INFO ] [sig ] [703/1803] Completed FOA in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:56.191075] [INFO ] [sig ] [704/1803] Forecasting FOF... [2025-10-16T23:58:56.191105] [INFO ] [sig ] Generating forecast for: FOF [2025-10-16T23:58:56.191135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-10-16T23:58:56.200014] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOF'. [2025-10-16T23:58:56.200289] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-10-16T23:58:56.224634] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:56.225333] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-10-16T23:58:56.225386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:56.225418] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:56.225444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:56.225499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:56.242328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:56.242902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:56.242986] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:56.243020] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:56.275214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:56.275297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:56.275332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:56.275360] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:56.278419] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-10-16T23:58:56.278693] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-10-16T23:58:56.278834] [INFO ] [sig ] FOF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:56.415216] [INFO ] [LOCAL ] Saved forecast: FOF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FOF.txt [2025-10-16T23:58:56.415440] [INFO ] [sig ] [704/1803] Completed FOF in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:56.415490] [INFO ] [sig ] [705/1803] Forecasting FOR... [2025-10-16T23:58:56.415522] [INFO ] [sig ] Generating forecast for: FOR [2025-10-16T23:58:56.415556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'. [2025-10-16T23:58:56.423834] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOR'. [2025-10-16T23:58:56.424111] [INFO ] [FORECASTER] Starting predict_future for FOR [2025-10-16T23:58:56.448387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:56.449119] [DEBUG] [LOCAL ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt [2025-10-16T23:58:56.449172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:56.449204] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:56.449231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:56.449288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:56.466209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:56.466778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:56.466860] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:56.466893] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:56.502046] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:56.502129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:56.502165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:56.502194] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:56.505243] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-10-16T23:58:56.505499] [INFO ] [FORECASTER] Completed predict_future for FOR [2025-10-16T23:58:56.505675] [INFO ] [sig ] FOR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:56.644396] [INFO ] [LOCAL ] Saved forecast: FOR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FOR.txt [2025-10-16T23:58:56.644612] [INFO ] [sig ] [705/1803] Completed FOR in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:56.644682] [INFO ] [sig ] [706/1803] Forecasting FOUR... [2025-10-16T23:58:56.644730] [INFO ] [sig ] Generating forecast for: FOUR [2025-10-16T23:58:56.644763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-10-16T23:58:56.653190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOUR'. [2025-10-16T23:58:56.653485] [INFO ] [FORECASTER] Starting predict_future for FOUR [2025-10-16T23:58:56.678331] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:56.679107] [DEBUG] [LOCAL ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt [2025-10-16T23:58:56.679160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:56.679193] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:56.679219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:56.679275] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:56.696069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:56.696600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:56.696706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:56.696753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:56.735747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:56.735865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:56.735903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:56.735956] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:56.739218] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=68.41%) [2025-10-16T23:58:56.739478] [INFO ] [FORECASTER] Completed predict_future for FOUR [2025-10-16T23:58:56.739612] [INFO ] [sig ] FOUR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:56.876856] [INFO ] [LOCAL ] Saved forecast: FOUR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FOUR.txt [2025-10-16T23:58:56.877100] [INFO ] [sig ] [706/1803] Completed FOUR in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:56.877143] [INFO ] [sig ] [707/1803] Forecasting FPF... [2025-10-16T23:58:56.877173] [INFO ] [sig ] Generating forecast for: FPF [2025-10-16T23:58:56.877203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-10-16T23:58:56.885811] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FPF'. [2025-10-16T23:58:56.886093] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-10-16T23:58:56.910681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:56.911371] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-10-16T23:58:56.911424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:56.911457] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:56.911484] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:56.911540] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:56.928431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:56.929093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:56.929175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:56.929208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:56.963974] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:56.964077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:56.964115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:56.964145] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:56.967252] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=14.94%) [2025-10-16T23:58:56.967504] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-10-16T23:58:56.967638] [INFO ] [sig ] FPF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:57.106846] [INFO ] [LOCAL ] Saved forecast: FPF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FPF.txt [2025-10-16T23:58:57.107073] [INFO ] [sig ] [707/1803] Completed FPF in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:57.107116] [INFO ] [sig ] [708/1803] Forecasting FPH... [2025-10-16T23:58:57.107146] [INFO ] [sig ] Generating forecast for: FPH [2025-10-16T23:58:57.107177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-10-16T23:58:57.115435] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FPH'. [2025-10-16T23:58:57.115761] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-10-16T23:58:57.140074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:57.140783] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-10-16T23:58:57.140836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:57.140869] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:57.140896] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:57.140951] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:57.157583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:57.158134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:57.158233] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:57.158273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:57.192910] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:57.192994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:57.193029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:57.193058] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:57.196053] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=99.73%) [2025-10-16T23:58:57.196301] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-10-16T23:58:57.196433] [INFO ] [sig ] FPH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:57.332851] [INFO ] [LOCAL ] Saved forecast: FPH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FPH.txt [2025-10-16T23:58:57.333075] [INFO ] [sig ] [708/1803] Completed FPH in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m [2025-10-16T23:58:57.333117] [INFO ] [sig ] [709/1803] Forecasting FPI... [2025-10-16T23:58:57.333148] [INFO ] [sig ] Generating forecast for: FPI [2025-10-16T23:58:57.333178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-10-16T23:58:57.341535] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FPI'. [2025-10-16T23:58:57.341830] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-10-16T23:58:57.366074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:57.366775] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-10-16T23:58:57.366829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:57.366862] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:57.366890] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:57.366946] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:57.383820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:57.384355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:57.384434] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:57.384467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:57.417493] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:57.417591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:57.417628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:57.417693] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:57.420790] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=99.53%) [2025-10-16T23:58:57.421041] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-10-16T23:58:57.421173] [INFO ] [sig ] FPI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:57.557464] [INFO ] [LOCAL ] Saved forecast: FPI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FPI.txt [2025-10-16T23:58:57.557714] [INFO ] [sig ] [709/1803] Completed FPI in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:57.557773] [INFO ] [sig ] [710/1803] Forecasting FR... [2025-10-16T23:58:57.557806] [INFO ] [sig ] Generating forecast for: FR [2025-10-16T23:58:57.557836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-10-16T23:58:57.566063] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FR'. [2025-10-16T23:58:57.566325] [INFO ] [FORECASTER] Starting predict_future for FR [2025-10-16T23:58:57.590954] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:57.591638] [DEBUG] [LOCAL ] No optimal features file found for FR: ./output/feature-sets/FR.txt [2025-10-16T23:58:57.591717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:57.591751] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:57.591778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:57.591835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:57.608666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:57.609259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:57.609341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:57.609374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:57.644309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:57.644390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:57.644426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:57.644454] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:57.647516] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: UP (p=81.41%) [2025-10-16T23:58:57.647811] [INFO ] [FORECASTER] Completed predict_future for FR [2025-10-16T23:58:57.647944] [INFO ] [sig ] FR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:57.786424] [INFO ] [LOCAL ] Saved forecast: FR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FR.txt [2025-10-16T23:58:57.786670] [INFO ] [sig ] [710/1803] Completed FR in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:57.786730] [INFO ] [sig ] [711/1803] Forecasting FRA... [2025-10-16T23:58:57.786764] [INFO ] [sig ] Generating forecast for: FRA [2025-10-16T23:58:57.786795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-10-16T23:58:57.795276] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRA'. [2025-10-16T23:58:57.795540] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-10-16T23:58:57.820018] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:57.820796] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-10-16T23:58:57.820850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:57.820882] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:57.820910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:57.820965] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:57.837760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:57.838317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:57.838401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:57.838433] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:57.872771] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:57.872857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:57.872892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:57.872921] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:57.875938] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=89.20%) [2025-10-16T23:58:57.876185] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-10-16T23:58:57.876318] [INFO ] [sig ] FRA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:58.013993] [INFO ] [LOCAL ] Saved forecast: FRA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FRA.txt [2025-10-16T23:58:58.014235] [INFO ] [sig ] [711/1803] Completed FRA in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:58.014284] [INFO ] [sig ] [712/1803] Forecasting FRGE... [2025-10-16T23:58:58.014315] [INFO ] [sig ] Generating forecast for: FRGE [2025-10-16T23:58:58.014345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-10-16T23:58:58.023254] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRGE'. [2025-10-16T23:58:58.023530] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-10-16T23:58:58.047879] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:58.048580] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-10-16T23:58:58.048634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:58.048756] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:58.048802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:58.048860] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:58.065547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:58.066114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:58.066197] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:58.066230] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:58.100736] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:58.100817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:58.100852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:58.100880] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:58.103873] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=65.61%) [2025-10-16T23:58:58.104122] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-10-16T23:58:58.104258] [INFO ] [sig ] FRGE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:58.240926] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FRGE.txt [2025-10-16T23:58:58.241147] [INFO ] [sig ] [712/1803] Completed FRGE in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:58.241190] [INFO ] [sig ] [713/1803] Forecasting FRO... [2025-10-16T23:58:58.241221] [INFO ] [sig ] Generating forecast for: FRO [2025-10-16T23:58:58.241252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-10-16T23:58:58.249734] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRO'. [2025-10-16T23:58:58.250021] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-10-16T23:58:58.274356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:58.275065] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-10-16T23:58:58.275118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:58.275150] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:58.275176] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:58.275232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:58.291923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:58.292440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:58.292521] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:58.292558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:58.325984] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:58.326093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:58.326131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:58.326183] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:58.329411] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=15.69%) [2025-10-16T23:58:58.329696] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-10-16T23:58:58.329843] [INFO ] [sig ] FRO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:58.466740] [INFO ] [LOCAL ] Saved forecast: FRO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FRO.txt [2025-10-16T23:58:58.466974] [INFO ] [sig ] [713/1803] Completed FRO in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:58.467017] [INFO ] [sig ] [714/1803] Forecasting FRT... [2025-10-16T23:58:58.467047] [INFO ] [sig ] Generating forecast for: FRT [2025-10-16T23:58:58.467077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'. [2025-10-16T23:58:58.475205] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRT'. [2025-10-16T23:58:58.475478] [INFO ] [FORECASTER] Starting predict_future for FRT [2025-10-16T23:58:58.499762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:58.500439] [DEBUG] [LOCAL ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt [2025-10-16T23:58:58.500492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:58.500525] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:58.500554] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:58.500612] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:58.517297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:58.517861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:58.517946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:58.517980] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:58.551069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:58.551158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:58.551194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:58.551223] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:58.554235] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-10-16T23:58:58.554485] [INFO ] [FORECASTER] Completed predict_future for FRT [2025-10-16T23:58:58.554623] [INFO ] [sig ] FRT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:58.691349] [INFO ] [LOCAL ] Saved forecast: FRT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FRT.txt [2025-10-16T23:58:58.691570] [INFO ] [sig ] [714/1803] Completed FRT in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:58.691611] [INFO ] [sig ] [715/1803] Forecasting FSCO... [2025-10-16T23:58:58.691664] [INFO ] [sig ] Generating forecast for: FSCO [2025-10-16T23:58:58.691720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-10-16T23:58:58.700051] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSCO'. [2025-10-16T23:58:58.700313] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-10-16T23:58:58.724541] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:58.725233] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-10-16T23:58:58.725286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:58.725317] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:58.725344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:58.725401] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:58.742203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:58.742781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:58.742858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:58.742891] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:58.781912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:58.781993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:58.782029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:58.782057] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:58.785047] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=96.04%) [2025-10-16T23:58:58.785292] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-10-16T23:58:58.785425] [INFO ] [sig ] FSCO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:58.922311] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FSCO.txt [2025-10-16T23:58:58.922525] [INFO ] [sig ] [715/1803] Completed FSCO in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:58.922567] [INFO ] [sig ] [716/1803] Forecasting FSK... [2025-10-16T23:58:58.922597] [INFO ] [sig ] Generating forecast for: FSK [2025-10-16T23:58:58.922627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-10-16T23:58:58.930976] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSK'. [2025-10-16T23:58:58.931234] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-10-16T23:58:58.955553] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:58.956302] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-10-16T23:58:58.956357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:58.956388] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:58.956415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:58.956472] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:58.973191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:58.973752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:58.973834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:58.973866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:59.014782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:59.014857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:59.014892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:59.014920] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:59.017882] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=2.34%) [2025-10-16T23:58:59.018125] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-10-16T23:58:59.018287] [INFO ] [sig ] FSK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:59.155263] [INFO ] [LOCAL ] Saved forecast: FSK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FSK.txt [2025-10-16T23:58:59.155479] [INFO ] [sig ] [716/1803] Completed FSK in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:59.155520] [INFO ] [sig ] [717/1803] Forecasting FSLY... [2025-10-16T23:58:59.155549] [INFO ] [sig ] Generating forecast for: FSLY [2025-10-16T23:58:59.155578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-10-16T23:58:59.164409] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSLY'. [2025-10-16T23:58:59.164693] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-10-16T23:58:59.188941] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:59.189615] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-10-16T23:58:59.189693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:59.189736] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:59.189765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:59.189821] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:59.206456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:59.207019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:59.207097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:59.207130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:59.243747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:59.243841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:59.243878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:59.243907] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:59.247009] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=94.10%) [2025-10-16T23:58:59.247263] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-10-16T23:58:59.247390] [INFO ] [sig ] FSLY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:58:59.384298] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FSLY.txt [2025-10-16T23:58:59.384510] [INFO ] [sig ] [717/1803] Completed FSLY in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:59.384552] [INFO ] [sig ] [718/1803] Forecasting FSM... [2025-10-16T23:58:59.384582] [INFO ] [sig ] Generating forecast for: FSM [2025-10-16T23:58:59.384611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-10-16T23:58:59.392683] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSM'. [2025-10-16T23:58:59.392955] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-10-16T23:58:59.417109] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:59.417805] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-10-16T23:58:59.417858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:59.417891] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:59.417917] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:59.417973] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:59.434639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:59.435187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:59.435267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:59.435299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:59.468490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:59.468577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:59.468619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:59.468677] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:59.471710] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=3.08%) [2025-10-16T23:58:59.471962] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-10-16T23:58:59.472450] [INFO ] [sig ] FSM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:59.609848] [INFO ] [LOCAL ] Saved forecast: FSM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FSM.txt [2025-10-16T23:58:59.610069] [INFO ] [sig ] [718/1803] Completed FSM in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:59.610110] [INFO ] [sig ] [719/1803] Forecasting FSS... [2025-10-16T23:58:59.610150] [INFO ] [sig ] Generating forecast for: FSS [2025-10-16T23:58:59.610183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-10-16T23:58:59.618746] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSS'. [2025-10-16T23:58:59.619008] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-10-16T23:58:59.643305] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:59.644007] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-10-16T23:58:59.644061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:59.644093] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:59.644121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:59.644177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:59.661197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:59.661756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:59.661836] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:59.661870] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:59.697421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:59.697496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:59.697532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:59.697560] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:59.700578] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=42.00%) [2025-10-16T23:58:59.700855] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-10-16T23:58:59.700995] [INFO ] [sig ] FSS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:58:59.837310] [INFO ] [LOCAL ] Saved forecast: FSS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FSS.txt [2025-10-16T23:58:59.837523] [INFO ] [sig ] [719/1803] Completed FSS in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:58:59.837565] [INFO ] [sig ] [720/1803] Forecasting FT... [2025-10-16T23:58:59.837595] [INFO ] [sig ] Generating forecast for: FT [2025-10-16T23:58:59.837626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'. [2025-10-16T23:58:59.845920] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FT'. [2025-10-16T23:58:59.846186] [INFO ] [FORECASTER] Starting predict_future for FT [2025-10-16T23:58:59.870503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:58:59.871196] [DEBUG] [LOCAL ] No optimal features file found for FT: ./output/feature-sets/FT.txt [2025-10-16T23:58:59.871249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:58:59.871281] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:58:59.871308] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:58:59.871364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:58:59.888070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:58:59.888612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:58:59.888728] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:58:59.888828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:58:59.920303] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:58:59.920385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:58:59.920420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:58:59.920449] [INFO ] [FORECASTER] Training complete [2025-10-16T23:58:59.923486] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=24.35%) [2025-10-16T23:58:59.923783] [INFO ] [FORECASTER] Completed predict_future for FT [2025-10-16T23:58:59.923927] [INFO ] [sig ] FT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:00.061781] [INFO ] [LOCAL ] Saved forecast: FT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FT.txt [2025-10-16T23:59:00.061985] [INFO ] [sig ] [720/1803] Completed FT in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:00.062026] [INFO ] [sig ] [721/1803] Forecasting FTHY... [2025-10-16T23:59:00.062055] [INFO ] [sig ] Generating forecast for: FTHY [2025-10-16T23:59:00.062084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-10-16T23:59:00.070251] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTHY'. [2025-10-16T23:59:00.070506] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-10-16T23:59:00.094848] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:00.095502] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-10-16T23:59:00.095554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:00.095586] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:00.095613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:00.095690] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:00.112519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:00.113075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:00.113156] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:00.113189] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:00.145565] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:00.145673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:00.145726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:00.145758] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:00.148831] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=38.57%) [2025-10-16T23:59:00.149077] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-10-16T23:59:00.149212] [INFO ] [sig ] FTHY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:00.286185] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FTHY.txt [2025-10-16T23:59:00.286418] [INFO ] [sig ] [721/1803] Completed FTHY in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:00.286459] [INFO ] [sig ] [722/1803] Forecasting FTI... [2025-10-16T23:59:00.286489] [INFO ] [sig ] Generating forecast for: FTI [2025-10-16T23:59:00.286568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-10-16T23:59:00.295843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTI'. [2025-10-16T23:59:00.296194] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-10-16T23:59:00.321616] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:00.322408] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-10-16T23:59:00.322464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:00.322498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:00.322526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:00.322585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:00.340209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:00.340960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:00.341046] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:00.341083] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:00.374284] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:00.374430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:00.374469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:00.374498] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:00.377796] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=0.56%) [2025-10-16T23:59:00.378068] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-10-16T23:59:00.378230] [INFO ] [sig ] FTI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:00.521933] [INFO ] [LOCAL ] Saved forecast: FTI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FTI.txt [2025-10-16T23:59:00.522162] [INFO ] [sig ] [722/1803] Completed FTI in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:00.522207] [INFO ] [sig ] [723/1803] Forecasting FTK... [2025-10-16T23:59:00.522240] [INFO ] [sig ] Generating forecast for: FTK [2025-10-16T23:59:00.522272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-10-16T23:59:00.530530] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTK'. [2025-10-16T23:59:00.530843] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-10-16T23:59:00.555752] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:00.556441] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-10-16T23:59:00.556496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:00.556530] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:00.556559] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:00.556617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:00.573754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:00.574273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:00.574352] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:00.574384] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:00.605275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:00.605365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:00.605402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:00.605432] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:00.608609] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=24.53%) [2025-10-16T23:59:00.608891] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-10-16T23:59:00.609019] [INFO ] [sig ] FTK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:00.753706] [INFO ] [LOCAL ] Saved forecast: FTK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FTK.txt [2025-10-16T23:59:00.753931] [INFO ] [sig ] [723/1803] Completed FTK in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:00.753976] [INFO ] [sig ] [724/1803] Forecasting FTS... [2025-10-16T23:59:00.754006] [INFO ] [sig ] Generating forecast for: FTS [2025-10-16T23:59:00.754037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-10-16T23:59:00.762311] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTS'. [2025-10-16T23:59:00.762578] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-10-16T23:59:00.787004] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:00.787708] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-10-16T23:59:00.787762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:00.787795] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:00.787822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:00.787878] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:00.804744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:00.805268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:00.805347] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:00.805380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:00.837814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:00.837922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:00.837961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:00.837992] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:00.841189] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-10-16T23:59:00.841444] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-10-16T23:59:00.841579] [INFO ] [sig ] FTS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:00.983249] [INFO ] [LOCAL ] Saved forecast: FTS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FTS.txt [2025-10-16T23:59:00.983507] [INFO ] [sig ] [724/1803] Completed FTS in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:00.983549] [INFO ] [sig ] [725/1803] Forecasting FTV... [2025-10-16T23:59:00.983579] [INFO ] [sig ] Generating forecast for: FTV [2025-10-16T23:59:00.983610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'. [2025-10-16T23:59:00.992746] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTV'. [2025-10-16T23:59:00.993208] [INFO ] [FORECASTER] Starting predict_future for FTV [2025-10-16T23:59:01.019687] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:01.020476] [DEBUG] [LOCAL ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt [2025-10-16T23:59:01.020575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:01.020615] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:01.020670] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:01.020751] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:01.037708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:01.038634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:01.038768] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:01.038804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:01.074056] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:01.074216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:01.074258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:01.074288] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:01.077705] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=65.50%) [2025-10-16T23:59:01.077979] [INFO ] [FORECASTER] Completed predict_future for FTV [2025-10-16T23:59:01.078116] [INFO ] [sig ] FTV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:01.215719] [INFO ] [LOCAL ] Saved forecast: FTV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FTV.txt [2025-10-16T23:59:01.215949] [INFO ] [sig ] [725/1803] Completed FTV in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:01.215992] [INFO ] [sig ] [726/1803] Forecasting FTWO... [2025-10-16T23:59:01.216031] [INFO ] [sig ] Generating forecast for: FTWO [2025-10-16T23:59:01.216063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'. [2025-10-16T23:59:01.224039] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'FTWO'. [2025-10-16T23:59:01.224312] [INFO ] [FORECASTER] Starting predict_future for FTWO [2025-10-16T23:59:01.248933] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:01.249687] [DEBUG] [LOCAL ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt [2025-10-16T23:59:01.249742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:01.249776] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:01.249804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:01.249861] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:01.266523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:01.267105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:01.267190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:01.267222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:01.300317] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:01.300419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:01.300457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:01.300486] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:01.303701] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: UP (p=99.81%) [2025-10-16T23:59:01.303960] [INFO ] [FORECASTER] Completed predict_future for FTWO [2025-10-16T23:59:01.304089] [INFO ] [sig ] FTWO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:01.444253] [INFO ] [LOCAL ] Saved forecast: FTWO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FTWO.txt [2025-10-16T23:59:01.444476] [INFO ] [sig ] [726/1803] Completed FTWO in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 4.4m [2025-10-16T23:59:01.444518] [INFO ] [sig ] [727/1803] Forecasting FUBO... [2025-10-16T23:59:01.444548] [INFO ] [sig ] Generating forecast for: FUBO [2025-10-16T23:59:01.444578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-10-16T23:59:01.454017] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FUBO'. [2025-10-16T23:59:01.454435] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-10-16T23:59:01.480716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:01.481496] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-10-16T23:59:01.481555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:01.481625] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:01.481702] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:01.481771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:01.499728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:01.500502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:01.500590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:01.500624] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:01.540985] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:01.541174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:01.541221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:01.541254] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:01.545407] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=48.96%) [2025-10-16T23:59:01.545834] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-10-16T23:59:01.546004] [INFO ] [sig ] FUBO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:01.692900] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FUBO.txt [2025-10-16T23:59:01.693146] [INFO ] [sig ] [727/1803] Completed FUBO in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.4m [2025-10-16T23:59:01.693188] [INFO ] [sig ] [728/1803] Forecasting FUL... [2025-10-16T23:59:01.693219] [INFO ] [sig ] Generating forecast for: FUL [2025-10-16T23:59:01.693250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-10-16T23:59:01.702046] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FUL'. [2025-10-16T23:59:01.702344] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-10-16T23:59:01.726549] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:01.727243] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-10-16T23:59:01.727296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:01.727330] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:01.727359] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:01.727416] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:01.744473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:01.745050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:01.745165] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:01.745204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:01.779731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:01.779827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:01.779863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:01.779893] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:01.782959] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=75.92%) [2025-10-16T23:59:01.783209] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-10-16T23:59:01.783333] [INFO ] [sig ] FUL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:01.921744] [INFO ] [LOCAL ] Saved forecast: FUL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FUL.txt [2025-10-16T23:59:01.921956] [INFO ] [sig ] [728/1803] Completed FUL in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.4m [2025-10-16T23:59:01.921998] [INFO ] [sig ] [729/1803] Forecasting FUN... [2025-10-16T23:59:01.922030] [INFO ] [sig ] Generating forecast for: FUN [2025-10-16T23:59:01.922060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-10-16T23:59:01.930050] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FUN'. [2025-10-16T23:59:01.930318] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-10-16T23:59:01.954957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:01.955626] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-10-16T23:59:01.955709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:01.955748] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:01.955777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:01.955837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:01.972871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:01.973457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:01.973554] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:01.973589] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:02.005672] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:02.005790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:02.005828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:02.005857] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:02.009045] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=83.96%) [2025-10-16T23:59:02.009299] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-10-16T23:59:02.009423] [INFO ] [sig ] FUN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:02.148832] [INFO ] [LOCAL ] Saved forecast: FUN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FUN.txt [2025-10-16T23:59:02.149036] [INFO ] [sig ] [729/1803] Completed FUN in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.4m [2025-10-16T23:59:02.149076] [INFO ] [sig ] [730/1803] Forecasting FVR... [2025-10-16T23:59:02.149106] [INFO ] [sig ] Generating forecast for: FVR [2025-10-16T23:59:02.149136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'. [2025-10-16T23:59:02.160483] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FVR'. [2025-10-16T23:59:02.160987] [INFO ] [FORECASTER] Starting predict_future for FVR [2025-10-16T23:59:02.187771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:02.188558] [DEBUG] [LOCAL ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt [2025-10-16T23:59:02.188613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:02.188674] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:02.188724] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:02.188785] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:02.205842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:02.206403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:02.206483] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:02.206517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:02.239338] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:02.239443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:02.239480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:02.239511] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:02.242841] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: DOWN (p=42.18%) [2025-10-16T23:59:02.243094] [INFO ] [FORECASTER] Completed predict_future for FVR [2025-10-16T23:59:02.243227] [INFO ] [sig ] FVR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:02.381269] [INFO ] [LOCAL ] Saved forecast: FVR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FVR.txt [2025-10-16T23:59:02.381477] [INFO ] [sig ] [730/1803] Completed FVR in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.4m [2025-10-16T23:59:02.381519] [INFO ] [sig ] [731/1803] Forecasting FVRR... [2025-10-16T23:59:02.381550] [INFO ] [sig ] Generating forecast for: FVRR [2025-10-16T23:59:02.381581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'. [2025-10-16T23:59:02.390436] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FVRR'. [2025-10-16T23:59:02.390706] [INFO ] [FORECASTER] Starting predict_future for FVRR [2025-10-16T23:59:02.415131] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:02.415829] [DEBUG] [LOCAL ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt [2025-10-16T23:59:02.415902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:02.415936] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:02.415962] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:02.416018] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:02.433013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:02.433529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:02.433608] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:02.433670] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:02.470912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:02.471074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:02.471116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:02.471146] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:02.478177] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=91.52%) [2025-10-16T23:59:02.478450] [INFO ] [FORECASTER] Completed predict_future for FVRR [2025-10-16T23:59:02.478580] [INFO ] [sig ] FVRR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:02.616594] [INFO ] [LOCAL ] Saved forecast: FVRR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/FVRR.txt [2025-10-16T23:59:02.616827] [INFO ] [sig ] [731/1803] Completed FVRR in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.4m [2025-10-16T23:59:02.616883] [INFO ] [sig ] [732/1803] Forecasting FXED... [2025-10-16T23:59:02.616915] [INFO ] [sig ] Generating forecast for: FXED [2025-10-16T23:59:02.616946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'. [2025-10-16T23:59:02.625543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FXED'. [2025-10-16T23:59:02.625869] [INFO ] [FORECASTER] Starting predict_future for FXED [2025-10-16T23:59:02.650573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:02.651277] [DEBUG] [LOCAL ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt [2025-10-16T23:59:02.651331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:02.651365] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:02.651393] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:02.651450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:02.668531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:02.669095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:02.669175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:02.669208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:02.700856] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:02.700938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:02.700974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:02.701002] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:02.704023] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-10-16T23:59:02.704268] [INFO ] [FORECASTER] Completed predict_future for FXED [2025-10-16T23:59:02.704389] [INFO ] [sig ] FXED: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:02.843964] [INFO ] [LOCAL ] Saved forecast: FXED 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/FXED.txt [2025-10-16T23:59:02.844177] [INFO ] [sig ] [732/1803] Completed FXED in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:02.844220] [INFO ] [sig ] [733/1803] Forecasting G... [2025-10-16T23:59:02.844250] [INFO ] [sig ] Generating forecast for: G [2025-10-16T23:59:02.844290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-10-16T23:59:02.852662] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'G'. [2025-10-16T23:59:02.852934] [INFO ] [FORECASTER] Starting predict_future for G [2025-10-16T23:59:02.877472] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:02.878205] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-10-16T23:59:02.878262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:02.878296] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:02.878325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:02.878385] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:02.895515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:02.896107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:02.896187] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:02.896220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:02.928838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:02.928932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:02.928969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:02.928998] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:02.932046] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=0.73%) [2025-10-16T23:59:02.932300] [INFO ] [FORECASTER] Completed predict_future for G [2025-10-16T23:59:02.932421] [INFO ] [sig ] G: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:03.071465] [INFO ] [LOCAL ] Saved forecast: G 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/G.txt [2025-10-16T23:59:03.071698] [INFO ] [sig ] [733/1803] Completed G in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:03.071757] [INFO ] [sig ] [734/1803] Forecasting GAB... [2025-10-16T23:59:03.071791] [INFO ] [sig ] Generating forecast for: GAB [2025-10-16T23:59:03.071822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-10-16T23:59:03.080281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GAB'. [2025-10-16T23:59:03.080545] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-10-16T23:59:03.105133] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:03.105841] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-10-16T23:59:03.105894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:03.105927] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:03.105954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:03.106010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:03.122946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:03.123491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:03.123567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:03.123600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:03.159553] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:03.159668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:03.159726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:03.159759] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:03.162938] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=89.97%) [2025-10-16T23:59:03.163245] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-10-16T23:59:03.163383] [INFO ] [sig ] GAB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:03.302512] [INFO ] [LOCAL ] Saved forecast: GAB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GAB.txt [2025-10-16T23:59:03.302748] [INFO ] [sig ] [734/1803] Completed GAB in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:03.302836] [INFO ] [sig ] [735/1803] Forecasting GAM... [2025-10-16T23:59:03.302881] [INFO ] [sig ] Generating forecast for: GAM [2025-10-16T23:59:03.302913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-10-16T23:59:03.311554] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GAM'. [2025-10-16T23:59:03.311922] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-10-16T23:59:03.336921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:03.337670] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-10-16T23:59:03.337730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:03.337767] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:03.337794] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:03.337851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:03.355155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:03.355774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:03.355874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:03.355909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:03.389495] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:03.389698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:03.389772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:03.389810] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:03.393681] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=95.98%) [2025-10-16T23:59:03.394014] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-10-16T23:59:03.394160] [INFO ] [sig ] GAM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:03.535850] [INFO ] [LOCAL ] Saved forecast: GAM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GAM.txt [2025-10-16T23:59:03.536086] [INFO ] [sig ] [735/1803] Completed GAM in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:03.536127] [INFO ] [sig ] [736/1803] Forecasting GAP... [2025-10-16T23:59:03.536157] [INFO ] [sig ] Generating forecast for: GAP [2025-10-16T23:59:03.536188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'. [2025-10-16T23:59:03.545284] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GAP'. [2025-10-16T23:59:03.545554] [INFO ] [FORECASTER] Starting predict_future for GAP [2025-10-16T23:59:03.570619] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:03.571419] [DEBUG] [LOCAL ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt [2025-10-16T23:59:03.571476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:03.571511] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:03.571539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:03.571596] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:03.589437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:03.590056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:03.590138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:03.590193] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:03.627922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:03.628092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:03.628134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:03.628197] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:03.631729] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: DOWN (p=20.36%) [2025-10-16T23:59:03.632003] [INFO ] [FORECASTER] Completed predict_future for GAP [2025-10-16T23:59:03.632145] [INFO ] [sig ] GAP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:03.774554] [INFO ] [LOCAL ] Saved forecast: GAP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GAP.txt [2025-10-16T23:59:03.774827] [INFO ] [sig ] [736/1803] Completed GAP in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:03.774888] [INFO ] [sig ] [737/1803] Forecasting GATX... [2025-10-16T23:59:03.774921] [INFO ] [sig ] Generating forecast for: GATX [2025-10-16T23:59:03.774953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-10-16T23:59:03.783557] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GATX'. [2025-10-16T23:59:03.783852] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-10-16T23:59:03.808321] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:03.809117] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-10-16T23:59:03.809171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:03.809204] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:03.809232] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:03.809289] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:03.826408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:03.827068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:03.827150] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:03.827183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:03.863180] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:03.863339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:03.863380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:03.863410] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:03.866828] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=30.48%) [2025-10-16T23:59:03.867098] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-10-16T23:59:03.867236] [INFO ] [sig ] GATX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:04.006424] [INFO ] [LOCAL ] Saved forecast: GATX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GATX.txt [2025-10-16T23:59:04.006682] [INFO ] [sig ] [737/1803] Completed GATX in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:04.006744] [INFO ] [sig ] [738/1803] Forecasting GBAB... [2025-10-16T23:59:04.006777] [INFO ] [sig ] Generating forecast for: GBAB [2025-10-16T23:59:04.006809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-10-16T23:59:04.015487] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBAB'. [2025-10-16T23:59:04.015770] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-10-16T23:59:04.040625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:04.041440] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-10-16T23:59:04.041511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:04.041545] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:04.041574] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:04.041631] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:04.058576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:04.059157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:04.059237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:04.059270] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:04.095120] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:04.095221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:04.095257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:04.095287] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:04.098464] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=53.26%) [2025-10-16T23:59:04.098789] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-10-16T23:59:04.098941] [INFO ] [sig ] GBAB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:04.236785] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GBAB.txt [2025-10-16T23:59:04.237020] [INFO ] [sig ] [738/1803] Completed GBAB in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:04.237062] [INFO ] [sig ] [739/1803] Forecasting GBCI... [2025-10-16T23:59:04.237092] [INFO ] [sig ] Generating forecast for: GBCI [2025-10-16T23:59:04.237124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-10-16T23:59:04.246225] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBCI'. [2025-10-16T23:59:04.246510] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-10-16T23:59:04.271243] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:04.271990] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-10-16T23:59:04.272044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:04.272076] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:04.272103] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:04.272159] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:04.289170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:04.289757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:04.289837] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:04.289870] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:04.325209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:04.325377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:04.325420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:04.325450] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:04.328936] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=80.68%) [2025-10-16T23:59:04.329200] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-10-16T23:59:04.329333] [INFO ] [sig ] GBCI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:04.468245] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GBCI.txt [2025-10-16T23:59:04.468454] [INFO ] [sig ] [739/1803] Completed GBCI in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:04.468495] [INFO ] [sig ] [740/1803] Forecasting GBTG... [2025-10-16T23:59:04.468525] [INFO ] [sig ] Generating forecast for: GBTG [2025-10-16T23:59:04.468565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-10-16T23:59:04.477430] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBTG'. [2025-10-16T23:59:04.477851] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-10-16T23:59:04.503413] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:04.504238] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-10-16T23:59:04.504293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:04.504328] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:04.504356] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:04.504413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:04.521769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:04.522567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:04.522677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:04.522732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:04.556081] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:04.556175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:04.556211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:04.556240] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:04.562252] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=75.83%) [2025-10-16T23:59:04.562545] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-10-16T23:59:04.562705] [INFO ] [sig ] GBTG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:04.701369] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GBTG.txt [2025-10-16T23:59:04.701588] [INFO ] [sig ] [740/1803] Completed GBTG in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:04.701629] [INFO ] [sig ] [741/1803] Forecasting GBX... [2025-10-16T23:59:04.701700] [INFO ] [sig ] Generating forecast for: GBX [2025-10-16T23:59:04.701744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-10-16T23:59:04.709689] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBX'. [2025-10-16T23:59:04.709951] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-10-16T23:59:04.734398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:04.735096] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-10-16T23:59:04.735150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:04.735184] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:04.735212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:04.735318] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:04.753270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:04.754205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:04.754293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:04.754329] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:04.790261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:04.790354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:04.790390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:04.790421] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:04.793532] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=25.17%) [2025-10-16T23:59:04.793833] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-10-16T23:59:04.794002] [INFO ] [sig ] GBX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:04.934219] [INFO ] [LOCAL ] Saved forecast: GBX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GBX.txt [2025-10-16T23:59:04.934499] [INFO ] [sig ] [741/1803] Completed GBX in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:04.934542] [INFO ] [sig ] [742/1803] Forecasting GCI... [2025-10-16T23:59:04.934573] [INFO ] [sig ] Generating forecast for: GCI [2025-10-16T23:59:04.934605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'. [2025-10-16T23:59:04.943553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCI'. [2025-10-16T23:59:04.943882] [INFO ] [FORECASTER] Starting predict_future for GCI [2025-10-16T23:59:04.968524] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:04.969220] [DEBUG] [LOCAL ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt [2025-10-16T23:59:04.969273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:04.969307] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:04.969335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:04.969393] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:04.986858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:04.987808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:04.987898] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:04.987932] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:05.022923] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:05.022998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:05.023034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:05.023064] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:05.026036] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: UP (p=74.26%) [2025-10-16T23:59:05.026290] [INFO ] [FORECASTER] Completed predict_future for GCI [2025-10-16T23:59:05.026421] [INFO ] [sig ] GCI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:05.164479] [INFO ] [LOCAL ] Saved forecast: GCI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GCI.txt [2025-10-16T23:59:05.164733] [INFO ] [sig ] [742/1803] Completed GCI in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:05.164794] [INFO ] [sig ] [743/1803] Forecasting GCO... [2025-10-16T23:59:05.164827] [INFO ] [sig ] Generating forecast for: GCO [2025-10-16T23:59:05.164858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-10-16T23:59:05.173097] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCO'. [2025-10-16T23:59:05.173367] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-10-16T23:59:05.198527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:05.199289] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-10-16T23:59:05.199344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:05.199380] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:05.199408] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:05.199466] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:05.216324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:05.216879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:05.216957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:05.217008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:05.252876] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:05.252954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:05.252989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:05.253018] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:05.255994] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=42.35%) [2025-10-16T23:59:05.256253] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-10-16T23:59:05.256377] [INFO ] [sig ] GCO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:05.397520] [INFO ] [LOCAL ] Saved forecast: GCO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GCO.txt [2025-10-16T23:59:05.397853] [INFO ] [sig ] [743/1803] Completed GCO in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:05.397914] [INFO ] [sig ] [744/1803] Forecasting GCTS... [2025-10-16T23:59:05.397947] [INFO ] [sig ] Generating forecast for: GCTS [2025-10-16T23:59:05.397978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'. [2025-10-16T23:59:05.407089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCTS'. [2025-10-16T23:59:05.407529] [INFO ] [FORECASTER] Starting predict_future for GCTS [2025-10-16T23:59:05.432432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:05.433222] [DEBUG] [LOCAL ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt [2025-10-16T23:59:05.433276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:05.433308] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:05.433336] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:05.433391] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:05.450872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:05.451415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:05.451496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:05.451530] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:05.487939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:05.488016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:05.488086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:05.488116] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:05.493404] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=28.68%) [2025-10-16T23:59:05.493672] [INFO ] [FORECASTER] Completed predict_future for GCTS [2025-10-16T23:59:05.493820] [INFO ] [sig ] GCTS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:05.631594] [INFO ] [LOCAL ] Saved forecast: GCTS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GCTS.txt [2025-10-16T23:59:05.631817] [INFO ] [sig ] [744/1803] Completed GCTS in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:05.631872] [INFO ] [sig ] [745/1803] Forecasting GCV... [2025-10-16T23:59:05.631904] [INFO ] [sig ] Generating forecast for: GCV [2025-10-16T23:59:05.631935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'. [2025-10-16T23:59:05.639681] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCV'. [2025-10-16T23:59:05.639948] [INFO ] [FORECASTER] Starting predict_future for GCV [2025-10-16T23:59:05.664257] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:05.664959] [DEBUG] [LOCAL ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt [2025-10-16T23:59:05.665012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:05.665069] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:05.665099] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:05.665156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:05.682133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:05.682672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:05.682753] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:05.682786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:05.717629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:05.717734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:05.717780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:05.717811] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:05.720864] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-10-16T23:59:05.721114] [INFO ] [FORECASTER] Completed predict_future for GCV [2025-10-16T23:59:05.721281] [INFO ] [sig ] GCV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:05.863623] [INFO ] [LOCAL ] Saved forecast: GCV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GCV.txt [2025-10-16T23:59:05.863893] [INFO ] [sig ] [745/1803] Completed GCV in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:05.863937] [INFO ] [sig ] [746/1803] Forecasting GD... [2025-10-16T23:59:05.863968] [INFO ] [sig ] Generating forecast for: GD [2025-10-16T23:59:05.863998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-10-16T23:59:05.872944] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GD'. [2025-10-16T23:59:05.873292] [INFO ] [FORECASTER] Starting predict_future for GD [2025-10-16T23:59:05.898569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:05.899384] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-10-16T23:59:05.899440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:05.899474] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:05.899503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:05.899560] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:05.916629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:05.917274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:05.917357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:05.917392] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:05.954562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:05.954736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:05.954789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:05.954821] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:05.958184] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=14.48%) [2025-10-16T23:59:05.958453] [INFO ] [FORECASTER] Completed predict_future for GD [2025-10-16T23:59:05.958587] [INFO ] [sig ] GD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:06.098379] [INFO ] [LOCAL ] Saved forecast: GD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GD.txt [2025-10-16T23:59:06.098598] [INFO ] [sig ] [746/1803] Completed GD in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:06.098659] [INFO ] [sig ] [747/1803] Forecasting GDDY... [2025-10-16T23:59:06.098715] [INFO ] [sig ] Generating forecast for: GDDY [2025-10-16T23:59:06.098750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-10-16T23:59:06.107612] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDDY'. [2025-10-16T23:59:06.107976] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-10-16T23:59:06.132618] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:06.133336] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-10-16T23:59:06.133390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:06.133422] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:06.133449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:06.133506] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:06.150997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:06.151521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:06.151601] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:06.151633] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:06.186563] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:06.186720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:06.186772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:06.186804] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:06.190272] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-10-16T23:59:06.190539] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-10-16T23:59:06.190709] [INFO ] [sig ] GDDY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:06.332718] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GDDY.txt [2025-10-16T23:59:06.333019] [INFO ] [sig ] [747/1803] Completed GDDY in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:06.333069] [INFO ] [sig ] [748/1803] Forecasting GDIV... [2025-10-16T23:59:06.333101] [INFO ] [sig ] Generating forecast for: GDIV [2025-10-16T23:59:06.333140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'. [2025-10-16T23:59:06.341324] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GDIV'. [2025-10-16T23:59:06.341588] [INFO ] [FORECASTER] Starting predict_future for GDIV [2025-10-16T23:59:06.366015] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:06.366742] [DEBUG] [LOCAL ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt [2025-10-16T23:59:06.366799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:06.366835] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:06.366862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:06.366918] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:06.383928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:06.384449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:06.384529] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:06.384561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:06.419170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:06.419385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:06.419465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:06.419534] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:06.423287] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: UP (p=65.41%) [2025-10-16T23:59:06.423569] [INFO ] [FORECASTER] Completed predict_future for GDIV [2025-10-16T23:59:06.423772] [INFO ] [sig ] GDIV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:06.568448] [INFO ] [LOCAL ] Saved forecast: GDIV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GDIV.txt [2025-10-16T23:59:06.568928] [INFO ] [sig ] [748/1803] Completed GDIV in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:06.568992] [INFO ] [sig ] [749/1803] Forecasting GDL... [2025-10-16T23:59:06.569026] [INFO ] [sig ] Generating forecast for: GDL [2025-10-16T23:59:06.569058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'. [2025-10-16T23:59:06.577517] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDL'. [2025-10-16T23:59:06.577832] [INFO ] [FORECASTER] Starting predict_future for GDL [2025-10-16T23:59:06.602327] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:06.603045] [DEBUG] [LOCAL ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt [2025-10-16T23:59:06.603098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:06.603132] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:06.603160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:06.603217] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:06.620158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:06.620783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:06.620865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:06.620898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:06.652847] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:06.652947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:06.652984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:06.653013] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:06.656186] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: UP (p=55.93%) [2025-10-16T23:59:06.656445] [INFO ] [FORECASTER] Completed predict_future for GDL [2025-10-16T23:59:06.656580] [INFO ] [sig ] GDL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:06.794484] [INFO ] [LOCAL ] Saved forecast: GDL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GDL.txt [2025-10-16T23:59:06.794735] [INFO ] [sig ] [749/1803] Completed GDL in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:06.794796] [INFO ] [sig ] [750/1803] Forecasting GDO... [2025-10-16T23:59:06.794829] [INFO ] [sig ] Generating forecast for: GDO [2025-10-16T23:59:06.794860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'. [2025-10-16T23:59:06.803484] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDO'. [2025-10-16T23:59:06.803832] [INFO ] [FORECASTER] Starting predict_future for GDO [2025-10-16T23:59:06.829009] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:06.829725] [DEBUG] [LOCAL ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt [2025-10-16T23:59:06.829780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:06.829813] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:06.829840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:06.829899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:06.847195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:06.847771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:06.847852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:06.847886] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:06.877762] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:06.877871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:06.877908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:06.877937] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:06.881032] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=63.31%) [2025-10-16T23:59:06.881287] [INFO ] [FORECASTER] Completed predict_future for GDO [2025-10-16T23:59:06.881412] [INFO ] [sig ] GDO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:07.019121] [INFO ] [LOCAL ] Saved forecast: GDO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GDO.txt [2025-10-16T23:59:07.019361] [INFO ] [sig ] [750/1803] Completed GDO in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:07.019403] [INFO ] [sig ] [751/1803] Forecasting GDOT... [2025-10-16T23:59:07.019434] [INFO ] [sig ] Generating forecast for: GDOT [2025-10-16T23:59:07.019465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'. [2025-10-16T23:59:07.029155] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDOT'. [2025-10-16T23:59:07.029566] [INFO ] [FORECASTER] Starting predict_future for GDOT [2025-10-16T23:59:07.059355] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:07.060258] [DEBUG] [LOCAL ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt [2025-10-16T23:59:07.060312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:07.060347] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:07.060375] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:07.060431] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:07.081456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:07.082162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:07.082248] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:07.082283] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:07.120638] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:07.120787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:07.120827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:07.120855] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:07.124498] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: UP (p=74.27%) [2025-10-16T23:59:07.124857] [INFO ] [FORECASTER] Completed predict_future for GDOT [2025-10-16T23:59:07.125023] [INFO ] [sig ] GDOT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:07.267376] [INFO ] [LOCAL ] Saved forecast: GDOT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GDOT.txt [2025-10-16T23:59:07.267618] [INFO ] [sig ] [751/1803] Completed GDOT in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:07.267692] [INFO ] [sig ] [752/1803] Forecasting GDV... [2025-10-16T23:59:07.267737] [INFO ] [sig ] Generating forecast for: GDV [2025-10-16T23:59:07.267774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-10-16T23:59:07.276160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDV'. [2025-10-16T23:59:07.276451] [INFO ] [FORECASTER] Starting predict_future for GDV [2025-10-16T23:59:07.303748] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:07.304453] [DEBUG] [LOCAL ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt [2025-10-16T23:59:07.304506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:07.304560] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:07.304589] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:07.304666] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:07.321460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:07.322054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:07.322135] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:07.322168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:07.353523] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:07.353715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:07.353775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:07.353808] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:07.357226] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=95.51%) [2025-10-16T23:59:07.357501] [INFO ] [FORECASTER] Completed predict_future for GDV [2025-10-16T23:59:07.357637] [INFO ] [sig ] GDV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:07.496229] [INFO ] [LOCAL ] Saved forecast: GDV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GDV.txt [2025-10-16T23:59:07.496443] [INFO ] [sig ] [752/1803] Completed GDV in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 4.3m [2025-10-16T23:59:07.496484] [INFO ] [sig ] [753/1803] Forecasting GE... [2025-10-16T23:59:07.496515] [INFO ] [sig ] Generating forecast for: GE [2025-10-16T23:59:07.496547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-10-16T23:59:07.505092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GE'. [2025-10-16T23:59:07.505375] [INFO ] [FORECASTER] Starting predict_future for GE [2025-10-16T23:59:07.529738] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:07.530438] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-10-16T23:59:07.530491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:07.530524] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:07.530550] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:07.530606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:07.547356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:07.547960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:07.548045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:07.548078] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:07.581263] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:07.581378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:07.581416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:07.581446] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:07.584633] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=70.34%) [2025-10-16T23:59:07.584925] [INFO ] [FORECASTER] Completed predict_future for GE [2025-10-16T23:59:07.585054] [INFO ] [sig ] GE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:07.721783] [INFO ] [LOCAL ] Saved forecast: GE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GE.txt [2025-10-16T23:59:07.721991] [INFO ] [sig ] [753/1803] Completed GE in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.3m [2025-10-16T23:59:07.722033] [INFO ] [sig ] [754/1803] Forecasting GEF... [2025-10-16T23:59:07.722064] [INFO ] [sig ] Generating forecast for: GEF [2025-10-16T23:59:07.722094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-10-16T23:59:07.730594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEF'. [2025-10-16T23:59:07.730920] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-10-16T23:59:07.755467] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:07.756219] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-10-16T23:59:07.756275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:07.756308] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:07.756391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:07.756458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:07.773449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:07.774077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:07.774159] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:07.774193] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:07.804583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:07.804713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:07.804761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:07.804792] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:07.807927] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=61.82%) [2025-10-16T23:59:07.808213] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-10-16T23:59:07.808351] [INFO ] [sig ] GEF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:07.946094] [INFO ] [LOCAL ] Saved forecast: GEF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GEF.txt [2025-10-16T23:59:07.946305] [INFO ] [sig ] [754/1803] Completed GEF in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.3m [2025-10-16T23:59:07.946348] [INFO ] [sig ] [755/1803] Forecasting GEL... [2025-10-16T23:59:07.946379] [INFO ] [sig ] Generating forecast for: GEL [2025-10-16T23:59:07.946410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-10-16T23:59:07.955052] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEL'. [2025-10-16T23:59:07.955340] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-10-16T23:59:07.979996] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:07.980740] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-10-16T23:59:07.980795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:07.980829] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:07.980857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:07.980918] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:07.997669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:07.998259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:07.998344] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:07.998376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:08.026256] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:08.026363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:08.026401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:08.026430] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:08.029625] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=12.14%) [2025-10-16T23:59:08.029916] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-10-16T23:59:08.030046] [INFO ] [sig ] GEL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:08.170812] [INFO ] [LOCAL ] Saved forecast: GEL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GEL.txt [2025-10-16T23:59:08.171055] [INFO ] [sig ] [755/1803] Completed GEL in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:08.171097] [INFO ] [sig ] [756/1803] Forecasting GENI... [2025-10-16T23:59:08.171126] [INFO ] [sig ] Generating forecast for: GENI [2025-10-16T23:59:08.171156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-10-16T23:59:08.180199] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GENI'. [2025-10-16T23:59:08.180502] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-10-16T23:59:08.208548] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:08.209490] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-10-16T23:59:08.209562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:08.209611] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:08.209673] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:08.209758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:08.230560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:08.231269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:08.231356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:08.231392] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:08.264898] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:08.265023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:08.265064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:08.265097] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:08.268584] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=89.62%) [2025-10-16T23:59:08.268886] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-10-16T23:59:08.269023] [INFO ] [sig ] GENI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:08.433401] [INFO ] [LOCAL ] Saved forecast: GENI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GENI.txt [2025-10-16T23:59:08.433639] [INFO ] [sig ] [756/1803] Completed GENI in 0.3s | 4.11 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:08.433725] [INFO ] [sig ] [757/1803] Forecasting GEO... [2025-10-16T23:59:08.433760] [INFO ] [sig ] Generating forecast for: GEO [2025-10-16T23:59:08.433791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'. [2025-10-16T23:59:08.442594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEO'. [2025-10-16T23:59:08.442941] [INFO ] [FORECASTER] Starting predict_future for GEO [2025-10-16T23:59:08.467455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:08.468216] [DEBUG] [LOCAL ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt [2025-10-16T23:59:08.468271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:08.468305] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:08.468334] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:08.468390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:08.485255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:08.485828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:08.485912] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:08.485945] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:08.515145] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:08.515292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:08.515331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:08.515361] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:08.521514] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=2.31%) [2025-10-16T23:59:08.521816] [INFO ] [FORECASTER] Completed predict_future for GEO [2025-10-16T23:59:08.521975] [INFO ] [sig ] GEO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:08.660406] [INFO ] [LOCAL ] Saved forecast: GEO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GEO.txt [2025-10-16T23:59:08.660613] [INFO ] [sig ] [757/1803] Completed GEO in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:08.660682] [INFO ] [sig ] [758/1803] Forecasting GES... [2025-10-16T23:59:08.660730] [INFO ] [sig ] Generating forecast for: GES [2025-10-16T23:59:08.660763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-10-16T23:59:08.668918] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GES'. [2025-10-16T23:59:08.669192] [INFO ] [FORECASTER] Starting predict_future for GES [2025-10-16T23:59:08.693558] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:08.694266] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-10-16T23:59:08.694319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:08.694352] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:08.694378] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:08.694435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:08.711154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:08.711708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:08.711795] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:08.711831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:08.740469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:08.740562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:08.740598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:08.740628] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:08.743737] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=8.44%) [2025-10-16T23:59:08.743991] [INFO ] [FORECASTER] Completed predict_future for GES [2025-10-16T23:59:08.744113] [INFO ] [sig ] GES: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:08.881975] [INFO ] [LOCAL ] Saved forecast: GES 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GES.txt [2025-10-16T23:59:08.882187] [INFO ] [sig ] [758/1803] Completed GES in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:08.882229] [INFO ] [sig ] [759/1803] Forecasting GETY... [2025-10-16T23:59:08.882259] [INFO ] [sig ] Generating forecast for: GETY [2025-10-16T23:59:08.882290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'. [2025-10-16T23:59:08.890186] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GETY'. [2025-10-16T23:59:08.890454] [INFO ] [FORECASTER] Starting predict_future for GETY [2025-10-16T23:59:08.914780] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:08.915441] [DEBUG] [LOCAL ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt [2025-10-16T23:59:08.915493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:08.915577] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:08.915626] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:08.915720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:08.932829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:08.933349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:08.933424] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:08.933458] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:08.961718] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:08.961793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:08.961829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:08.961858] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:08.964815] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=1.18%) [2025-10-16T23:59:08.965059] [INFO ] [FORECASTER] Completed predict_future for GETY [2025-10-16T23:59:08.965179] [INFO ] [sig ] GETY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:09.103242] [INFO ] [LOCAL ] Saved forecast: GETY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GETY.txt [2025-10-16T23:59:09.103463] [INFO ] [sig ] [759/1803] Completed GETY in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:09.103506] [INFO ] [sig ] [760/1803] Forecasting GEV... [2025-10-16T23:59:09.103536] [INFO ] [sig ] Generating forecast for: GEV [2025-10-16T23:59:09.103567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'. [2025-10-16T23:59:09.111982] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEV'. [2025-10-16T23:59:09.112281] [INFO ] [FORECASTER] Starting predict_future for GEV [2025-10-16T23:59:09.136869] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:09.137575] [DEBUG] [LOCAL ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt [2025-10-16T23:59:09.137627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:09.137697] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:09.137738] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:09.137796] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:09.154878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:09.155415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:09.155491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:09.155524] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:09.184442] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:09.184520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:09.184555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:09.184585] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:09.187617] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: DOWN (p=11.66%) [2025-10-16T23:59:09.187892] [INFO ] [FORECASTER] Completed predict_future for GEV [2025-10-16T23:59:09.188016] [INFO ] [sig ] GEV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:09.327456] [INFO ] [LOCAL ] Saved forecast: GEV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GEV.txt [2025-10-16T23:59:09.327714] [INFO ] [sig ] [760/1803] Completed GEV in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:09.327776] [INFO ] [sig ] [761/1803] Forecasting GF... [2025-10-16T23:59:09.327809] [INFO ] [sig ] Generating forecast for: GF [2025-10-16T23:59:09.327840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'. [2025-10-16T23:59:09.335982] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GF'. [2025-10-16T23:59:09.336267] [INFO ] [FORECASTER] Starting predict_future for GF [2025-10-16T23:59:09.360989] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:09.361811] [DEBUG] [LOCAL ] No optimal features file found for GF: ./output/feature-sets/GF.txt [2025-10-16T23:59:09.361865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:09.361899] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:09.361927] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:09.361984] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:09.379190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:09.379759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:09.379843] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:09.379877] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:09.409074] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:09.409145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:09.409179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:09.409208] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:09.412128] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=29.97%) [2025-10-16T23:59:09.412372] [INFO ] [FORECASTER] Completed predict_future for GF [2025-10-16T23:59:09.412490] [INFO ] [sig ] GF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:09.551874] [INFO ] [LOCAL ] Saved forecast: GF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GF.txt [2025-10-16T23:59:09.552082] [INFO ] [sig ] [761/1803] Completed GF in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:09.552123] [INFO ] [sig ] [762/1803] Forecasting GFF... [2025-10-16T23:59:09.552153] [INFO ] [sig ] Generating forecast for: GFF [2025-10-16T23:59:09.552183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-10-16T23:59:09.560712] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFF'. [2025-10-16T23:59:09.560996] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-10-16T23:59:09.585906] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:09.586559] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-10-16T23:59:09.586612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:09.586670] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:09.586720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:09.586781] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:09.604135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:09.604663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:09.604745] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:09.604779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:09.639249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:09.639330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:09.639366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:09.639395] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:09.642429] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-10-16T23:59:09.642701] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-10-16T23:59:09.642835] [INFO ] [sig ] GFF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:09.782143] [INFO ] [LOCAL ] Saved forecast: GFF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GFF.txt [2025-10-16T23:59:09.782330] [INFO ] [sig ] [762/1803] Completed GFF in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:09.782371] [INFO ] [sig ] [763/1803] Forecasting GFI... [2025-10-16T23:59:09.782402] [INFO ] [sig ] Generating forecast for: GFI [2025-10-16T23:59:09.782432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-10-16T23:59:09.790979] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFI'. [2025-10-16T23:59:09.791230] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-10-16T23:59:09.816032] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:09.816716] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-10-16T23:59:09.816770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:09.816803] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:09.816831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:09.816892] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:09.834257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:09.834812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:09.834892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:09.834925] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:09.869201] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:09.869281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:09.869316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:09.869345] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:09.872352] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=94.64%) [2025-10-16T23:59:09.872597] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-10-16T23:59:09.872750] [INFO ] [sig ] GFI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:10.014529] [INFO ] [LOCAL ] Saved forecast: GFI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GFI.txt [2025-10-16T23:59:10.014743] [INFO ] [sig ] [763/1803] Completed GFI in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:10.014802] [INFO ] [sig ] [764/1803] Forecasting GFL... [2025-10-16T23:59:10.014835] [INFO ] [sig ] Generating forecast for: GFL [2025-10-16T23:59:10.014866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-10-16T23:59:10.022901] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFL'. [2025-10-16T23:59:10.023155] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-10-16T23:59:10.047344] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:10.048040] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-10-16T23:59:10.048093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:10.048126] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:10.048177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:10.048257] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:10.065601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:10.066150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:10.066227] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:10.066260] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:10.101883] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:10.101968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:10.102030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:10.102059] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:10.105071] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=0.72%) [2025-10-16T23:59:10.105337] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-10-16T23:59:10.105457] [INFO ] [sig ] GFL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:10.245297] [INFO ] [LOCAL ] Saved forecast: GFL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GFL.txt [2025-10-16T23:59:10.245478] [INFO ] [sig ] [764/1803] Completed GFL in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:10.245518] [INFO ] [sig ] [765/1803] Forecasting GFR... [2025-10-16T23:59:10.245549] [INFO ] [sig ] Generating forecast for: GFR [2025-10-16T23:59:10.245580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'. [2025-10-16T23:59:10.253530] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFR'. [2025-10-16T23:59:10.253803] [INFO ] [FORECASTER] Starting predict_future for GFR [2025-10-16T23:59:10.278727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:10.279387] [DEBUG] [LOCAL ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt [2025-10-16T23:59:10.279438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:10.279470] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:10.279498] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:10.279554] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:10.296823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:10.297359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:10.297436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:10.297469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:10.331383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:10.331455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:10.331491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:10.331519] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:10.334518] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: DOWN (p=4.16%) [2025-10-16T23:59:10.334803] [INFO ] [FORECASTER] Completed predict_future for GFR [2025-10-16T23:59:10.334961] [INFO ] [sig ] GFR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:10.475444] [INFO ] [LOCAL ] Saved forecast: GFR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GFR.txt [2025-10-16T23:59:10.475626] [INFO ] [sig ] [765/1803] Completed GFR in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:10.475699] [INFO ] [sig ] [766/1803] Forecasting GGB... [2025-10-16T23:59:10.475741] [INFO ] [sig ] Generating forecast for: GGB [2025-10-16T23:59:10.475773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-10-16T23:59:10.484203] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGB'. [2025-10-16T23:59:10.484451] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-10-16T23:59:10.509164] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:10.509895] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-10-16T23:59:10.509959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:10.509994] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:10.510037] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:10.510096] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:10.527223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:10.527783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:10.527879] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:10.527919] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:10.557947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:10.558024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:10.558059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:10.558088] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:10.561151] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-10-16T23:59:10.561397] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-10-16T23:59:10.561517] [INFO ] [sig ] GGB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:10.700240] [INFO ] [LOCAL ] Saved forecast: GGB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GGB.txt [2025-10-16T23:59:10.700416] [INFO ] [sig ] [766/1803] Completed GGB in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:10.700456] [INFO ] [sig ] [767/1803] Forecasting GGG... [2025-10-16T23:59:10.700486] [INFO ] [sig ] Generating forecast for: GGG [2025-10-16T23:59:10.700516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-10-16T23:59:10.708828] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGG'. [2025-10-16T23:59:10.709084] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-10-16T23:59:10.733782] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:10.734444] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-10-16T23:59:10.734496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:10.734577] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:10.734614] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:10.734696] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:10.751683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:10.752206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:10.752282] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:10.752315] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:10.784980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:10.785056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:10.785091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:10.785120] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:10.788197] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=22.11%) [2025-10-16T23:59:10.788454] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-10-16T23:59:10.788576] [INFO ] [sig ] GGG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:10.929380] [INFO ] [LOCAL ] Saved forecast: GGG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GGG.txt [2025-10-16T23:59:10.929565] [INFO ] [sig ] [767/1803] Completed GGG in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:10.929605] [INFO ] [sig ] [768/1803] Forecasting GGT... [2025-10-16T23:59:10.929635] [INFO ] [sig ] Generating forecast for: GGT [2025-10-16T23:59:10.929707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'. [2025-10-16T23:59:10.937691] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGT'. [2025-10-16T23:59:10.937975] [INFO ] [FORECASTER] Starting predict_future for GGT [2025-10-16T23:59:10.962660] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:10.963334] [DEBUG] [LOCAL ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt [2025-10-16T23:59:10.963387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:10.963420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:10.963449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:10.963506] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:10.980780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:10.981292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:10.981368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:10.981402] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:11.014019] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:11.014093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:11.014128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:11.014157] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:11.017086] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: UP (p=85.72%) [2025-10-16T23:59:11.017326] [INFO ] [FORECASTER] Completed predict_future for GGT [2025-10-16T23:59:11.017459] [INFO ] [sig ] GGT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:11.157294] [INFO ] [LOCAL ] Saved forecast: GGT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GGT.txt [2025-10-16T23:59:11.157465] [INFO ] [sig ] [768/1803] Completed GGT in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:11.157505] [INFO ] [sig ] [769/1803] Forecasting GGZ... [2025-10-16T23:59:11.157535] [INFO ] [sig ] Generating forecast for: GGZ [2025-10-16T23:59:11.157566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'. [2025-10-16T23:59:11.165750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGZ'. [2025-10-16T23:59:11.166005] [INFO ] [FORECASTER] Starting predict_future for GGZ [2025-10-16T23:59:11.190331] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:11.191029] [DEBUG] [LOCAL ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt [2025-10-16T23:59:11.191083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:11.191116] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:11.191144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:11.191201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:11.207945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:11.208498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:11.208577] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:11.208611] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:11.243379] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:11.243454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:11.243489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:11.243516] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:11.246533] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-10-16T23:59:11.246816] [INFO ] [FORECASTER] Completed predict_future for GGZ [2025-10-16T23:59:11.246944] [INFO ] [sig ] GGZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:11.384670] [INFO ] [LOCAL ] Saved forecast: GGZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GGZ.txt [2025-10-16T23:59:11.384863] [INFO ] [sig ] [769/1803] Completed GGZ in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:11.384906] [INFO ] [sig ] [770/1803] Forecasting GHC... [2025-10-16T23:59:11.384936] [INFO ] [sig ] Generating forecast for: GHC [2025-10-16T23:59:11.384966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'. [2025-10-16T23:59:11.392730] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GHC'. [2025-10-16T23:59:11.392976] [INFO ] [FORECASTER] Starting predict_future for GHC [2025-10-16T23:59:11.417374] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:11.418067] [DEBUG] [LOCAL ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt [2025-10-16T23:59:11.418120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:11.418175] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:11.418225] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:11.418285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:11.435368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:11.435942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:11.436021] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:11.436054] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:11.469667] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:11.469744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:11.469779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:11.469808] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:11.472756] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-10-16T23:59:11.472998] [INFO ] [FORECASTER] Completed predict_future for GHC [2025-10-16T23:59:11.473118] [INFO ] [sig ] GHC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:11.611161] [INFO ] [LOCAL ] Saved forecast: GHC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GHC.txt [2025-10-16T23:59:11.611351] [INFO ] [sig ] [770/1803] Completed GHC in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:11.611392] [INFO ] [sig ] [771/1803] Forecasting GHG... [2025-10-16T23:59:11.611422] [INFO ] [sig ] Generating forecast for: GHG [2025-10-16T23:59:11.611452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'. [2025-10-16T23:59:11.619316] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHG'. [2025-10-16T23:59:11.619571] [INFO ] [FORECASTER] Starting predict_future for GHG [2025-10-16T23:59:11.644034] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:11.644743] [DEBUG] [LOCAL ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt [2025-10-16T23:59:11.644797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:11.644831] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:11.644861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:11.644919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:11.662026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:11.662533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:11.662610] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:11.662671] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:11.697767] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:11.698023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:11.698076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:11.698148] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:11.701440] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=63.83%) [2025-10-16T23:59:11.701716] [INFO ] [FORECASTER] Completed predict_future for GHG [2025-10-16T23:59:11.701845] [INFO ] [sig ] GHG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:11.840587] [INFO ] [LOCAL ] Saved forecast: GHG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GHG.txt [2025-10-16T23:59:11.840795] [INFO ] [sig ] [771/1803] Completed GHG in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:11.840850] [INFO ] [sig ] [772/1803] Forecasting GHI... [2025-10-16T23:59:11.840883] [INFO ] [sig ] Generating forecast for: GHI [2025-10-16T23:59:11.840914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-10-16T23:59:11.851250] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHI'. [2025-10-16T23:59:11.851521] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-10-16T23:59:11.875942] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:11.876593] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-10-16T23:59:11.876668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:11.876731] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:11.876788] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:11.876849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:11.893619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:11.894158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:11.894236] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:11.894269] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:11.927304] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:11.927384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:11.927419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:11.927448] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:11.930618] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=77.52%) [2025-10-16T23:59:11.930897] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-10-16T23:59:11.931022] [INFO ] [sig ] GHI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:12.068228] [INFO ] [LOCAL ] Saved forecast: GHI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GHI.txt [2025-10-16T23:59:12.068408] [INFO ] [sig ] [772/1803] Completed GHI in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:12.068449] [INFO ] [sig ] [773/1803] Forecasting GHLD... [2025-10-16T23:59:12.068479] [INFO ] [sig ] Generating forecast for: GHLD [2025-10-16T23:59:12.068509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'. [2025-10-16T23:59:12.076140] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHLD'. [2025-10-16T23:59:12.076389] [INFO ] [FORECASTER] Starting predict_future for GHLD [2025-10-16T23:59:12.100573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:12.101264] [DEBUG] [LOCAL ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt [2025-10-16T23:59:12.101318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:12.101350] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:12.101378] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:12.101450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:12.118524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:12.119066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:12.119142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:12.119176] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:12.150924] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:12.151003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:12.151039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:12.151067] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:12.154050] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: UP (p=88.90%) [2025-10-16T23:59:12.154293] [INFO ] [FORECASTER] Completed predict_future for GHLD [2025-10-16T23:59:12.154482] [INFO ] [sig ] GHLD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:12.291933] [INFO ] [LOCAL ] Saved forecast: GHLD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GHLD.txt [2025-10-16T23:59:12.292122] [INFO ] [sig ] [773/1803] Completed GHLD in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:12.292163] [INFO ] [sig ] [774/1803] Forecasting GHM... [2025-10-16T23:59:12.292192] [INFO ] [sig ] Generating forecast for: GHM [2025-10-16T23:59:12.292223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-10-16T23:59:12.299882] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHM'. [2025-10-16T23:59:12.300137] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-10-16T23:59:12.324386] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:12.325083] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-10-16T23:59:12.325135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:12.325169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:12.325197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:12.325254] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:12.342293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:12.342841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:12.342917] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:12.342950] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:12.376337] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:12.376410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:12.376445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:12.376473] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:12.379500] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=43.87%) [2025-10-16T23:59:12.379788] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-10-16T23:59:12.379913] [INFO ] [sig ] GHM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:12.517708] [INFO ] [LOCAL ] Saved forecast: GHM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GHM.txt [2025-10-16T23:59:12.517904] [INFO ] [sig ] [774/1803] Completed GHM in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:12.517945] [INFO ] [sig ] [775/1803] Forecasting GHY... [2025-10-16T23:59:12.517975] [INFO ] [sig ] Generating forecast for: GHY [2025-10-16T23:59:12.518007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-10-16T23:59:12.526375] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHY'. [2025-10-16T23:59:12.526633] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-10-16T23:59:12.550891] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:12.551546] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-10-16T23:59:12.551598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:12.551631] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:12.551698] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:12.551766] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:12.568952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:12.569463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:12.569540] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:12.569572] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:12.603346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:12.603417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:12.603451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:12.603479] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:12.606431] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=83.19%) [2025-10-16T23:59:12.606699] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-10-16T23:59:12.606833] [INFO ] [sig ] GHY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:12.745071] [INFO ] [LOCAL ] Saved forecast: GHY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GHY.txt [2025-10-16T23:59:12.745256] [INFO ] [sig ] [775/1803] Completed GHY in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:12.745297] [INFO ] [sig ] [776/1803] Forecasting GIB... [2025-10-16T23:59:12.745327] [INFO ] [sig ] Generating forecast for: GIB [2025-10-16T23:59:12.745357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-10-16T23:59:12.753549] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIB'. [2025-10-16T23:59:12.753831] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-10-16T23:59:12.778245] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:12.778953] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-10-16T23:59:12.779006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:12.779039] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:12.779067] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:12.779124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:12.796264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:12.796816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:12.796895] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:12.796928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:12.828878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:12.828966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:12.829008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:12.829042] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:12.832182] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=98.63%) [2025-10-16T23:59:12.832427] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-10-16T23:59:12.832551] [INFO ] [sig ] GIB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:12.970834] [INFO ] [LOCAL ] Saved forecast: GIB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GIB.txt [2025-10-16T23:59:12.971050] [INFO ] [sig ] [776/1803] Completed GIB in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:12.971101] [INFO ] [sig ] [777/1803] Forecasting GIC... [2025-10-16T23:59:12.971132] [INFO ] [sig ] Generating forecast for: GIC [2025-10-16T23:59:12.971212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'. [2025-10-16T23:59:12.979553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIC'. [2025-10-16T23:59:12.979852] [INFO ] [FORECASTER] Starting predict_future for GIC [2025-10-16T23:59:13.004156] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:13.004928] [DEBUG] [LOCAL ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt [2025-10-16T23:59:13.004983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:13.005016] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:13.005043] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:13.005099] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:13.022425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:13.023094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:13.023176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:13.023209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:13.065050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:13.065190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:13.065229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:13.065258] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:13.068627] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=67.01%) [2025-10-16T23:59:13.069000] [INFO ] [FORECASTER] Completed predict_future for GIC [2025-10-16T23:59:13.069144] [INFO ] [sig ] GIC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:13.208044] [INFO ] [LOCAL ] Saved forecast: GIC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GIC.txt [2025-10-16T23:59:13.208293] [INFO ] [sig ] [777/1803] Completed GIC in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.2m [2025-10-16T23:59:13.208353] [INFO ] [sig ] [778/1803] Forecasting GIL... [2025-10-16T23:59:13.208387] [INFO ] [sig ] Generating forecast for: GIL [2025-10-16T23:59:13.208419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-10-16T23:59:13.217695] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIL'. [2025-10-16T23:59:13.218034] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-10-16T23:59:13.242811] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:13.243466] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-10-16T23:59:13.243519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:13.243551] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:13.243578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:13.243634] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:13.261633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:13.262253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:13.262342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:13.262376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:13.307924] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:13.308098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:13.308139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:13.308232] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:13.311784] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=84.65%) [2025-10-16T23:59:13.312085] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-10-16T23:59:13.312229] [INFO ] [sig ] GIL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:13.455335] [INFO ] [LOCAL ] Saved forecast: GIL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GIL.txt [2025-10-16T23:59:13.455569] [INFO ] [sig ] [778/1803] Completed GIL in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 4.1m [2025-10-16T23:59:13.455613] [INFO ] [sig ] [779/1803] Forecasting GIS... [2025-10-16T23:59:13.455669] [INFO ] [sig ] Generating forecast for: GIS [2025-10-16T23:59:13.455724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-10-16T23:59:13.464703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIS'. [2025-10-16T23:59:13.464981] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-10-16T23:59:13.489782] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:13.490472] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-10-16T23:59:13.490525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:13.490558] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:13.490586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:13.490667] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:13.508352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:13.508933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:13.509018] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:13.509053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:13.543549] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:13.543661] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:13.543718] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:13.543751] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:13.546871] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-10-16T23:59:13.547122] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-10-16T23:59:13.547247] [INFO ] [sig ] GIS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:13.689694] [INFO ] [LOCAL ] Saved forecast: GIS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GIS.txt [2025-10-16T23:59:13.689950] [INFO ] [sig ] [779/1803] Completed GIS in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:13.689993] [INFO ] [sig ] [780/1803] Forecasting GKOS... [2025-10-16T23:59:13.690023] [INFO ] [sig ] Generating forecast for: GKOS [2025-10-16T23:59:13.690053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-10-16T23:59:13.698836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GKOS'. [2025-10-16T23:59:13.699106] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-10-16T23:59:13.727573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:13.728505] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-10-16T23:59:13.728619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:13.728747] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:13.728821] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:13.728940] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:13.746824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:13.747358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:13.747441] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:13.747474] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:13.789922] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:13.790020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:13.790057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:13.790085] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:13.793533] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=92.63%) [2025-10-16T23:59:13.793830] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-10-16T23:59:13.793976] [INFO ] [sig ] GKOS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:13.942236] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GKOS.txt [2025-10-16T23:59:13.942477] [INFO ] [sig ] [780/1803] Completed GKOS in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:13.942538] [INFO ] [sig ] [781/1803] Forecasting GL... [2025-10-16T23:59:13.942571] [INFO ] [sig ] Generating forecast for: GL [2025-10-16T23:59:13.942602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-10-16T23:59:13.953864] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GL'. [2025-10-16T23:59:13.954291] [INFO ] [FORECASTER] Starting predict_future for GL [2025-10-16T23:59:13.983538] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:13.984462] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-10-16T23:59:13.984543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:13.984617] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:13.984699] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:13.984781] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:14.007444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:14.008070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:14.008185] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:14.008242] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:14.052225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:14.052338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:14.052401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:14.052475] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:14.056348] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=99.01%) [2025-10-16T23:59:14.056676] [INFO ] [FORECASTER] Completed predict_future for GL [2025-10-16T23:59:14.056848] [INFO ] [sig ] GL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:14.234536] [INFO ] [LOCAL ] Saved forecast: GL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GL.txt [2025-10-16T23:59:14.234785] [INFO ] [sig ] [781/1803] Completed GL in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:14.234845] [INFO ] [sig ] [782/1803] Forecasting GLOB... [2025-10-16T23:59:14.234879] [INFO ] [sig ] Generating forecast for: GLOB [2025-10-16T23:59:14.234919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-10-16T23:59:14.244487] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GLOB'. [2025-10-16T23:59:14.244776] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-10-16T23:59:14.272925] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:14.273864] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-10-16T23:59:14.273923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:14.273956] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:14.273983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:14.274040] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:14.296240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:14.296915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:14.297023] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:14.297094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:14.340532] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:14.340630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:14.340705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:14.340744] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:14.343936] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=11.11%) [2025-10-16T23:59:14.344195] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-10-16T23:59:14.344330] [INFO ] [sig ] GLOB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:14.482497] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GLOB.txt [2025-10-16T23:59:14.482735] [INFO ] [sig ] [782/1803] Completed GLOB in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:14.482795] [INFO ] [sig ] [783/1803] Forecasting GLP... [2025-10-16T23:59:14.482829] [INFO ] [sig ] Generating forecast for: GLP [2025-10-16T23:59:14.482861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-10-16T23:59:14.491616] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GLP'. [2025-10-16T23:59:14.491920] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-10-16T23:59:14.516715] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:14.517410] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-10-16T23:59:14.517463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:14.517496] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:14.517524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:14.517770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:14.534772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:14.535324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:14.535439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:14.535477] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:14.577849] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:14.578009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:14.578056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:14.578086] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:14.581519] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=20.75%) [2025-10-16T23:59:14.581827] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-10-16T23:59:14.581978] [INFO ] [sig ] GLP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:14.718435] [INFO ] [LOCAL ] Saved forecast: GLP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GLP.txt [2025-10-16T23:59:14.718661] [INFO ] [sig ] [783/1803] Completed GLP in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:14.718732] [INFO ] [sig ] [784/1803] Forecasting GLW... [2025-10-16T23:59:14.718767] [INFO ] [sig ] Generating forecast for: GLW [2025-10-16T23:59:14.718799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'. [2025-10-16T23:59:14.726595] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GLW'. [2025-10-16T23:59:14.726877] [INFO ] [FORECASTER] Starting predict_future for GLW [2025-10-16T23:59:14.751268] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:14.751960] [DEBUG] [LOCAL ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt [2025-10-16T23:59:14.752013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:14.752045] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:14.752072] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:14.752128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:14.768912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:14.769458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:14.769535] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:14.769568] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:14.809448] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:14.809525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:14.809560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:14.809588] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:14.812595] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=86.27%) [2025-10-16T23:59:14.812869] [INFO ] [FORECASTER] Completed predict_future for GLW [2025-10-16T23:59:14.812999] [INFO ] [sig ] GLW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:14.950548] [INFO ] [LOCAL ] Saved forecast: GLW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GLW.txt [2025-10-16T23:59:14.950758] [INFO ] [sig ] [784/1803] Completed GLW in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:14.950818] [INFO ] [sig ] [785/1803] Forecasting GM... [2025-10-16T23:59:14.950851] [INFO ] [sig ] Generating forecast for: GM [2025-10-16T23:59:14.950882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-10-16T23:59:14.959771] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GM'. [2025-10-16T23:59:14.960035] [INFO ] [FORECASTER] Starting predict_future for GM [2025-10-16T23:59:14.984263] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:14.984983] [DEBUG] [LOCAL ] No optimal features file found for GM: ./output/feature-sets/GM.txt [2025-10-16T23:59:14.985035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:14.985068] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:14.985095] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:14.985151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:15.002093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:15.002605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:15.002714] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:15.002760] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:15.042431] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:15.042509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:15.042544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:15.042572] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:15.045598] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=38.24%) [2025-10-16T23:59:15.045874] [INFO ] [FORECASTER] Completed predict_future for GM [2025-10-16T23:59:15.046002] [INFO ] [sig ] GM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:15.183817] [INFO ] [LOCAL ] Saved forecast: GM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GM.txt [2025-10-16T23:59:15.184026] [INFO ] [sig ] [785/1803] Completed GM in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:15.184067] [INFO ] [sig ] [786/1803] Forecasting GME... [2025-10-16T23:59:15.184096] [INFO ] [sig ] Generating forecast for: GME [2025-10-16T23:59:15.184126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-10-16T23:59:15.194801] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GME'. [2025-10-16T23:59:15.195357] [INFO ] [FORECASTER] Starting predict_future for GME [2025-10-16T23:59:15.222678] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:15.223522] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-10-16T23:59:15.223580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:15.223617] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:15.223675] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:15.223758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:15.241538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:15.242474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:15.242575] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:15.242611] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:15.288861] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:15.289108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:15.289155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:15.289187] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:15.294833] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=57.35%) [2025-10-16T23:59:15.295156] [INFO ] [FORECASTER] Completed predict_future for GME [2025-10-16T23:59:15.295308] [INFO ] [sig ] GME: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:15.439753] [INFO ] [LOCAL ] Saved forecast: GME 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GME.txt [2025-10-16T23:59:15.440146] [INFO ] [sig ] [786/1803] Completed GME in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:15.440194] [INFO ] [sig ] [787/1803] Forecasting GMED... [2025-10-16T23:59:15.440226] [INFO ] [sig ] Generating forecast for: GMED [2025-10-16T23:59:15.440258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-10-16T23:59:15.450044] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GMED'. [2025-10-16T23:59:15.450508] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-10-16T23:59:15.481475] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:15.483273] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-10-16T23:59:15.483333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:15.483370] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:15.483417] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:15.483498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:15.501182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:15.502621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:15.502750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:15.502792] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:15.551471] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:15.551714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:15.551776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:15.551811] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:15.555736] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-10-16T23:59:15.556047] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-10-16T23:59:15.556202] [INFO ] [sig ] GMED: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:15.703175] [INFO ] [LOCAL ] Saved forecast: GMED 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GMED.txt [2025-10-16T23:59:15.703516] [INFO ] [sig ] [787/1803] Completed GMED in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:15.703562] [INFO ] [sig ] [788/1803] Forecasting GMRE... [2025-10-16T23:59:15.703593] [INFO ] [sig ] Generating forecast for: GMRE [2025-10-16T23:59:15.703625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-10-16T23:59:15.714411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GMRE'. [2025-10-16T23:59:15.714831] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-10-16T23:59:15.740484] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:15.741317] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-10-16T23:59:15.741371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:15.741406] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:15.741434] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:15.741493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:15.759138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:15.759971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:15.760060] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:15.760094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:15.802101] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:15.802341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:15.802387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:15.802417] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:15.806434] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-10-16T23:59:15.806856] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-10-16T23:59:15.807035] [INFO ] [sig ] GMRE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:15.952854] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GMRE.txt [2025-10-16T23:59:15.953226] [INFO ] [sig ] [788/1803] Completed GMRE in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:15.953279] [INFO ] [sig ] [789/1803] Forecasting GNE... [2025-10-16T23:59:15.953322] [INFO ] [sig ] Generating forecast for: GNE [2025-10-16T23:59:15.953356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-10-16T23:59:15.963350] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNE'. [2025-10-16T23:59:15.963770] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-10-16T23:59:15.990606] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:15.991436] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-10-16T23:59:15.991492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:15.991527] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:15.991555] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:15.991615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:16.009007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:16.009873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:16.009969] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:16.010003] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:16.053794] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:16.054041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:16.054092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:16.054122] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:16.058285] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=2.05%) [2025-10-16T23:59:16.058600] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-10-16T23:59:16.058794] [INFO ] [sig ] GNE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:16.206251] [INFO ] [LOCAL ] Saved forecast: GNE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GNE.txt [2025-10-16T23:59:16.206527] [INFO ] [sig ] [789/1803] Completed GNE in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:16.206717] [INFO ] [sig ] [790/1803] Forecasting GNK... [2025-10-16T23:59:16.206756] [INFO ] [sig ] Generating forecast for: GNK [2025-10-16T23:59:16.206788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-10-16T23:59:16.215538] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNK'. [2025-10-16T23:59:16.215853] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-10-16T23:59:16.240614] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:16.241323] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-10-16T23:59:16.241375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:16.241407] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:16.241434] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:16.241489] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:16.261565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:16.262399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:16.262494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:16.262547] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:16.298901] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:16.299049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:16.299090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:16.299120] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:16.302668] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=14.98%) [2025-10-16T23:59:16.302953] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-10-16T23:59:16.303101] [INFO ] [sig ] GNK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:16.443258] [INFO ] [LOCAL ] Saved forecast: GNK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GNK.txt [2025-10-16T23:59:16.443510] [INFO ] [sig ] [790/1803] Completed GNK in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:16.443554] [INFO ] [sig ] [791/1803] Forecasting GNL... [2025-10-16T23:59:16.443595] [INFO ] [sig ] Generating forecast for: GNL [2025-10-16T23:59:16.443626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-10-16T23:59:16.452692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNL'. [2025-10-16T23:59:16.452989] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-10-16T23:59:16.479107] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:16.479890] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-10-16T23:59:16.479945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:16.479981] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:16.480009] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:16.480067] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:16.497815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:16.498708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:16.498801] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:16.498837] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:16.536554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:16.536722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:16.536776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:16.536807] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:16.540259] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=59.70%) [2025-10-16T23:59:16.540534] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-10-16T23:59:16.540710] [INFO ] [sig ] GNL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:16.683462] [INFO ] [LOCAL ] Saved forecast: GNL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GNL.txt [2025-10-16T23:59:16.683744] [INFO ] [sig ] [791/1803] Completed GNL in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:16.683804] [INFO ] [sig ] [792/1803] Forecasting GNRC... [2025-10-16T23:59:16.683838] [INFO ] [sig ] Generating forecast for: GNRC [2025-10-16T23:59:16.683869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-10-16T23:59:16.692904] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNRC'. [2025-10-16T23:59:16.693244] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-10-16T23:59:16.718069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:16.718835] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-10-16T23:59:16.718889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:16.718921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:16.718948] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:16.719003] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:16.736010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:16.736550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:16.736631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:16.736808] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:16.771305] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:16.771403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:16.771440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:16.771469] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:16.774638] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=17.91%) [2025-10-16T23:59:16.774923] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-10-16T23:59:16.775078] [INFO ] [sig ] GNRC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:16.922178] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GNRC.txt [2025-10-16T23:59:16.922455] [INFO ] [sig ] [792/1803] Completed GNRC in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:16.922500] [INFO ] [sig ] [793/1803] Forecasting GNT... [2025-10-16T23:59:16.922530] [INFO ] [sig ] Generating forecast for: GNT [2025-10-16T23:59:16.922562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-10-16T23:59:16.931158] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNT'. [2025-10-16T23:59:16.931460] [INFO ] [FORECASTER] Starting predict_future for GNT [2025-10-16T23:59:16.956680] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:16.957555] [DEBUG] [LOCAL ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt [2025-10-16T23:59:16.957625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:16.957714] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:16.957767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:16.957876] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:16.975710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:16.976289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:16.976381] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:16.976435] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:17.015279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:17.015457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:17.015535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:17.015603] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:17.019329] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: UP (p=59.14%) [2025-10-16T23:59:17.019605] [INFO ] [FORECASTER] Completed predict_future for GNT [2025-10-16T23:59:17.019783] [INFO ] [sig ] GNT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:17.178032] [INFO ] [LOCAL ] Saved forecast: GNT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GNT.txt [2025-10-16T23:59:17.178332] [INFO ] [sig ] [793/1803] Completed GNT in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:17.178392] [INFO ] [sig ] [794/1803] Forecasting GNW... [2025-10-16T23:59:17.178426] [INFO ] [sig ] Generating forecast for: GNW [2025-10-16T23:59:17.178457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-10-16T23:59:17.187820] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNW'. [2025-10-16T23:59:17.188172] [INFO ] [FORECASTER] Starting predict_future for GNW [2025-10-16T23:59:17.216131] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:17.216899] [DEBUG] [LOCAL ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt [2025-10-16T23:59:17.216954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:17.216988] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:17.217015] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:17.217072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:17.236215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:17.236899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:17.236998] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:17.237033] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:17.275226] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:17.275310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:17.275347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:17.275377] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:17.278522] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=99.62%) [2025-10-16T23:59:17.278816] [INFO ] [FORECASTER] Completed predict_future for GNW [2025-10-16T23:59:17.278955] [INFO ] [sig ] GNW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:17.418541] [INFO ] [LOCAL ] Saved forecast: GNW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GNW.txt [2025-10-16T23:59:17.418803] [INFO ] [sig ] [794/1803] Completed GNW in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:17.418862] [INFO ] [sig ] [795/1803] Forecasting GOF... [2025-10-16T23:59:17.418895] [INFO ] [sig ] Generating forecast for: GOF [2025-10-16T23:59:17.418925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-10-16T23:59:17.427250] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOF'. [2025-10-16T23:59:17.427530] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-10-16T23:59:17.451914] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:17.452560] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-10-16T23:59:17.452613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:17.452668] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:17.452718] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:17.452777] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:17.469762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:17.470552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:17.470636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:17.470710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:17.507365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:17.507493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:17.507532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:17.507562] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:17.510906] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=20.52%) [2025-10-16T23:59:17.511165] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-10-16T23:59:17.511301] [INFO ] [sig ] GOF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:17.648132] [INFO ] [LOCAL ] Saved forecast: GOF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GOF.txt [2025-10-16T23:59:17.648398] [INFO ] [sig ] [795/1803] Completed GOF in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:17.648445] [INFO ] [sig ] [796/1803] Forecasting GOLF... [2025-10-16T23:59:17.648476] [INFO ] [sig ] Generating forecast for: GOLF [2025-10-16T23:59:17.648505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-10-16T23:59:17.657363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOLF'. [2025-10-16T23:59:17.657617] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-10-16T23:59:17.682016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:17.682730] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-10-16T23:59:17.682799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:17.682833] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:17.682861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:17.683014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:17.700059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:17.700581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:17.700680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:17.700733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:17.736668] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:17.736780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:17.736817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:17.736846] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:17.740064] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=20.76%) [2025-10-16T23:59:17.740315] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-10-16T23:59:17.740449] [INFO ] [sig ] GOLF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:17.878027] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GOLF.txt [2025-10-16T23:59:17.878249] [INFO ] [sig ] [796/1803] Completed GOLF in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:17.878323] [INFO ] [sig ] [797/1803] Forecasting GOOS... [2025-10-16T23:59:17.878377] [INFO ] [sig ] Generating forecast for: GOOS [2025-10-16T23:59:17.878412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-10-16T23:59:17.887345] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOOS'. [2025-10-16T23:59:17.887603] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-10-16T23:59:17.912085] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:17.912776] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-10-16T23:59:17.912830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:17.912863] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:17.912890] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:17.912945] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:17.929758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:17.930275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:17.930352] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:17.930385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:17.965561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:17.965637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:17.965712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:17.965747] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:17.968762] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=64.39%) [2025-10-16T23:59:17.969006] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-10-16T23:59:17.969136] [INFO ] [sig ] GOOS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:18.110937] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GOOS.txt [2025-10-16T23:59:18.111213] [INFO ] [sig ] [797/1803] Completed GOOS in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:18.111257] [INFO ] [sig ] [798/1803] Forecasting GOTU... [2025-10-16T23:59:18.111296] [INFO ] [sig ] Generating forecast for: GOTU [2025-10-16T23:59:18.111328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-10-16T23:59:18.120282] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOTU'. [2025-10-16T23:59:18.120576] [INFO ] [FORECASTER] Starting predict_future for GOTU [2025-10-16T23:59:18.145280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:18.145978] [DEBUG] [LOCAL ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt [2025-10-16T23:59:18.146032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:18.146066] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:18.146094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:18.146150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:18.162952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:18.163464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:18.163542] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:18.163575] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:18.202287] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:18.202408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:18.202445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:18.202474] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:18.205702] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=17.24%) [2025-10-16T23:59:18.205959] [INFO ] [FORECASTER] Completed predict_future for GOTU [2025-10-16T23:59:18.206099] [INFO ] [sig ] GOTU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:18.346081] [INFO ] [LOCAL ] Saved forecast: GOTU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GOTU.txt [2025-10-16T23:59:18.346291] [INFO ] [sig ] [798/1803] Completed GOTU in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:18.346331] [INFO ] [sig ] [799/1803] Forecasting GPC... [2025-10-16T23:59:18.346361] [INFO ] [sig ] Generating forecast for: GPC [2025-10-16T23:59:18.346393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-10-16T23:59:18.355191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPC'. [2025-10-16T23:59:18.355458] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-10-16T23:59:18.380209] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:18.380911] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-10-16T23:59:18.380963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:18.380995] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:18.381022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:18.381088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:18.398464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:18.399061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:18.399144] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:18.399177] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:18.437357] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:18.437452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:18.437893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:18.437933] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:18.446780] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=3.52%) [2025-10-16T23:59:18.447093] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-10-16T23:59:18.447269] [INFO ] [sig ] GPC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:18.587075] [INFO ] [LOCAL ] Saved forecast: GPC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GPC.txt [2025-10-16T23:59:18.587305] [INFO ] [sig ] [799/1803] Completed GPC in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:18.587364] [INFO ] [sig ] [800/1803] Forecasting GPI... [2025-10-16T23:59:18.587397] [INFO ] [sig ] Generating forecast for: GPI [2025-10-16T23:59:18.587428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-10-16T23:59:18.597218] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPI'. [2025-10-16T23:59:18.597488] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-10-16T23:59:18.622451] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:18.623158] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-10-16T23:59:18.623209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:18.623242] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:18.623270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:18.623326] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:18.640445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:18.641072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:18.641167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:18.641201] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:18.682835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:18.682953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:18.683009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:18.683046] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:18.686423] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=20.93%) [2025-10-16T23:59:18.686882] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-10-16T23:59:18.687073] [INFO ] [sig ] GPI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:18.878189] [INFO ] [LOCAL ] Saved forecast: GPI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GPI.txt [2025-10-16T23:59:18.878390] [INFO ] [sig ] [800/1803] Completed GPI in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:18.878432] [INFO ] [sig ] [801/1803] Forecasting GPJA... [2025-10-16T23:59:18.878464] [INFO ] [sig ] Generating forecast for: GPJA [2025-10-16T23:59:18.878495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-10-16T23:59:18.887478] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPJA'. [2025-10-16T23:59:18.887764] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-10-16T23:59:18.912350] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:18.913083] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-10-16T23:59:18.913137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:18.913169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:18.913197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:18.913253] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:18.930679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:18.931238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:18.931336] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:18.931369] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:18.971314] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:18.971398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:18.971434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:18.971463] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:18.974535] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=6.92%) [2025-10-16T23:59:18.974827] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-10-16T23:59:18.974972] [INFO ] [sig ] GPJA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:19.114425] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GPJA.txt [2025-10-16T23:59:19.114750] [INFO ] [sig ] [801/1803] Completed GPJA in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:19.114833] [INFO ] [sig ] [802/1803] Forecasting GPK... [2025-10-16T23:59:19.114907] [INFO ] [sig ] Generating forecast for: GPK [2025-10-16T23:59:19.114979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-10-16T23:59:19.124223] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPK'. [2025-10-16T23:59:19.124558] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-10-16T23:59:19.149266] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:19.150057] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-10-16T23:59:19.150111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:19.150145] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:19.150175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:19.150233] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:19.167378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:19.167963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:19.168047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:19.168081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:19.208984] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:19.209125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:19.209172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:19.209208] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:19.212499] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=32.76%) [2025-10-16T23:59:19.212806] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-10-16T23:59:19.212947] [INFO ] [sig ] GPK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:19.356826] [INFO ] [LOCAL ] Saved forecast: GPK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GPK.txt [2025-10-16T23:59:19.357115] [INFO ] [sig ] [802/1803] Completed GPK in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.1m [2025-10-16T23:59:19.357177] [INFO ] [sig ] [803/1803] Forecasting GPMT... [2025-10-16T23:59:19.357214] [INFO ] [sig ] Generating forecast for: GPMT [2025-10-16T23:59:19.357254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-10-16T23:59:19.367062] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPMT'. [2025-10-16T23:59:19.367344] [INFO ] [FORECASTER] Starting predict_future for GPMT [2025-10-16T23:59:19.393299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:19.394093] [DEBUG] [LOCAL ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt [2025-10-16T23:59:19.394171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:19.394205] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:19.394233] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:19.394288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:19.411391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:19.412182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:19.412266] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:19.412299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:19.463898] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:19.464070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:19.464112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:19.464141] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:19.467704] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: UP (p=89.62%) [2025-10-16T23:59:19.467993] [INFO ] [FORECASTER] Completed predict_future for GPMT [2025-10-16T23:59:19.468146] [INFO ] [sig ] GPMT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:19.606088] [INFO ] [LOCAL ] Saved forecast: GPMT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GPMT.txt [2025-10-16T23:59:19.606311] [INFO ] [sig ] [803/1803] Completed GPMT in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 4.0m [2025-10-16T23:59:19.606352] [INFO ] [sig ] [804/1803] Forecasting GPN... [2025-10-16T23:59:19.606383] [INFO ] [sig ] Generating forecast for: GPN [2025-10-16T23:59:19.606414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-10-16T23:59:19.615128] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPN'. [2025-10-16T23:59:19.615423] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-10-16T23:59:19.640151] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:19.640922] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-10-16T23:59:19.640975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:19.641009] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:19.641040] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:19.641099] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:19.657842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:19.658420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:19.658501] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:19.658534] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:19.708583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:19.708740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:19.708790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:19.708821] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:19.712145] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=91.02%) [2025-10-16T23:59:19.712411] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-10-16T23:59:19.712557] [INFO ] [sig ] GPN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:19.850929] [INFO ] [LOCAL ] Saved forecast: GPN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GPN.txt [2025-10-16T23:59:19.851140] [INFO ] [sig ] [804/1803] Completed GPN in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:19.851182] [INFO ] [sig ] [805/1803] Forecasting GPRK... [2025-10-16T23:59:19.851213] [INFO ] [sig ] Generating forecast for: GPRK [2025-10-16T23:59:19.851253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-10-16T23:59:19.860830] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPRK'. [2025-10-16T23:59:19.861176] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-10-16T23:59:19.885758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:19.886504] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-10-16T23:59:19.886558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:19.886592] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:19.886620] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:19.886707] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:19.903572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:19.904139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:19.904220] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:19.904254] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:19.948003] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:19.948193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:19.948252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:19.948284] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:19.951759] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=94.11%) [2025-10-16T23:59:19.952024] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-10-16T23:59:19.952160] [INFO ] [sig ] GPRK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:20.094167] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GPRK.txt [2025-10-16T23:59:20.094358] [INFO ] [sig ] [805/1803] Completed GPRK in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:20.094399] [INFO ] [sig ] [806/1803] Forecasting GRBK... [2025-10-16T23:59:20.094430] [INFO ] [sig ] Generating forecast for: GRBK [2025-10-16T23:59:20.094461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-10-16T23:59:20.104587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRBK'. [2025-10-16T23:59:20.104903] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-10-16T23:59:20.129597] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:20.130321] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-10-16T23:59:20.130374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:20.130407] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:20.130435] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:20.130492] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:20.147398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:20.148000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:20.148083] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:20.148117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:20.191309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:20.191420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:20.191458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:20.191486] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:20.194737] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=46.44%) [2025-10-16T23:59:20.195017] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-10-16T23:59:20.195156] [INFO ] [sig ] GRBK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:20.332914] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GRBK.txt [2025-10-16T23:59:20.333137] [INFO ] [sig ] [806/1803] Completed GRBK in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:20.333181] [INFO ] [sig ] [807/1803] Forecasting GRC... [2025-10-16T23:59:20.333211] [INFO ] [sig ] Generating forecast for: GRC [2025-10-16T23:59:20.333242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-10-16T23:59:20.344856] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRC'. [2025-10-16T23:59:20.345197] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-10-16T23:59:20.371665] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:20.372366] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-10-16T23:59:20.372420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:20.372453] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:20.372480] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:20.372536] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:20.391020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:20.391753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:20.391840] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:20.391874] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:20.435407] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:20.435577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:20.435620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:20.435684] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:20.439230] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=4.10%) [2025-10-16T23:59:20.439504] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-10-16T23:59:20.439671] [INFO ] [sig ] GRC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:20.611846] [INFO ] [LOCAL ] Saved forecast: GRC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GRC.txt [2025-10-16T23:59:20.612084] [INFO ] [sig ] [807/1803] Completed GRC in 0.3s | 4.12 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:20.612129] [INFO ] [sig ] [808/1803] Forecasting GRDN... [2025-10-16T23:59:20.612162] [INFO ] [sig ] Generating forecast for: GRDN [2025-10-16T23:59:20.612195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'. [2025-10-16T23:59:20.624521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRDN'. [2025-10-16T23:59:20.625111] [INFO ] [FORECASTER] Starting predict_future for GRDN [2025-10-16T23:59:20.659178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:20.660255] [DEBUG] [LOCAL ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt [2025-10-16T23:59:20.660326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:20.660376] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:20.660421] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:20.660513] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:20.687259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:20.688456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:20.688597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:20.688702] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:20.749254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:20.749465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:20.749532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:20.749586] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:20.754987] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: DOWN (p=34.41%) [2025-10-16T23:59:20.755543] [INFO ] [FORECASTER] Completed predict_future for GRDN [2025-10-16T23:59:20.755801] [INFO ] [sig ] GRDN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:20.970448] [INFO ] [LOCAL ] Saved forecast: GRDN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GRDN.txt [2025-10-16T23:59:20.970797] [INFO ] [sig ] [808/1803] Completed GRDN in 0.4s | 4.12 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:20.970863] [INFO ] [sig ] [809/1803] Forecasting GRMN... [2025-10-16T23:59:20.970898] [INFO ] [sig ] Generating forecast for: GRMN [2025-10-16T23:59:20.970930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-10-16T23:59:20.981391] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRMN'. [2025-10-16T23:59:20.981863] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-10-16T23:59:21.014945] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:21.016153] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-10-16T23:59:21.016225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:21.016293] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:21.016412] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:21.016533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:21.038620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:21.039591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:21.039715] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:21.039764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:21.081387] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:21.081576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:21.081807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:21.081865] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:21.086461] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=26.06%) [2025-10-16T23:59:21.086846] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-10-16T23:59:21.087025] [INFO ] [sig ] GRMN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:21.263787] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GRMN.txt [2025-10-16T23:59:21.264045] [INFO ] [sig ] [809/1803] Completed GRMN in 0.3s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:21.264093] [INFO ] [sig ] [810/1803] Forecasting GRND... [2025-10-16T23:59:21.264126] [INFO ] [sig ] Generating forecast for: GRND [2025-10-16T23:59:21.264158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-10-16T23:59:21.283388] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRND'. [2025-10-16T23:59:21.284011] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-10-16T23:59:21.317391] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:21.318663] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-10-16T23:59:21.318749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:21.318787] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:21.318816] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:21.318873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:21.341520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:21.342792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:21.342908] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:21.342963] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:21.386022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:21.386200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:21.386246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:21.386276] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:21.390790] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=53.70%) [2025-10-16T23:59:21.391177] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-10-16T23:59:21.391390] [INFO ] [sig ] GRND: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:21.555404] [INFO ] [LOCAL ] Saved forecast: GRND 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GRND.txt [2025-10-16T23:59:21.555716] [INFO ] [sig ] [810/1803] Completed GRND in 0.3s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:21.555804] [INFO ] [sig ] [811/1803] Forecasting GRNT... [2025-10-16T23:59:21.555870] [INFO ] [sig ] Generating forecast for: GRNT [2025-10-16T23:59:21.555917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-10-16T23:59:21.566507] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRNT'. [2025-10-16T23:59:21.566883] [INFO ] [FORECASTER] Starting predict_future for GRNT [2025-10-16T23:59:21.599171] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:21.600272] [DEBUG] [LOCAL ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt [2025-10-16T23:59:21.600346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:21.600414] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:21.600461] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:21.600540] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:21.618818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:21.619530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:21.619615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:21.619679] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:21.653989] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:21.654164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:21.654207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:21.654238] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:21.657942] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-10-16T23:59:21.658285] [INFO ] [FORECASTER] Completed predict_future for GRNT [2025-10-16T23:59:21.658442] [INFO ] [sig ] GRNT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:21.827232] [INFO ] [LOCAL ] Saved forecast: GRNT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GRNT.txt [2025-10-16T23:59:21.827499] [INFO ] [sig ] [811/1803] Completed GRNT in 0.3s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:21.827544] [INFO ] [sig ] [812/1803] Forecasting GROV... [2025-10-16T23:59:21.827586] [INFO ] [sig ] Generating forecast for: GROV [2025-10-16T23:59:21.827620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-10-16T23:59:21.837088] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GROV'. [2025-10-16T23:59:21.837429] [INFO ] [FORECASTER] Starting predict_future for GROV [2025-10-16T23:59:21.862694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:21.863432] [DEBUG] [LOCAL ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt [2025-10-16T23:59:21.863487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:21.863521] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:21.863550] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:21.863606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:21.881300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:21.881893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:21.881974] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:21.882008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:21.918510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:21.919042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:21.919099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:21.919131] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:21.924383] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=9.36%) [2025-10-16T23:59:21.924678] [INFO ] [FORECASTER] Completed predict_future for GROV [2025-10-16T23:59:21.924831] [INFO ] [sig ] GROV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:22.069525] [INFO ] [LOCAL ] Saved forecast: GROV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GROV.txt [2025-10-16T23:59:22.069753] [INFO ] [sig ] [812/1803] Completed GROV in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:22.069813] [INFO ] [sig ] [813/1803] Forecasting GRX... [2025-10-16T23:59:22.069847] [INFO ] [sig ] Generating forecast for: GRX [2025-10-16T23:59:22.069879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-10-16T23:59:22.079413] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRX'. [2025-10-16T23:59:22.079829] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-10-16T23:59:22.106515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:22.107327] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-10-16T23:59:22.107384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:22.107420] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:22.107448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:22.107504] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:22.127038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:22.127848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:22.127959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:22.128012] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:22.162769] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:22.162907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:22.162948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:22.162979] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:22.166277] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=52.58%) [2025-10-16T23:59:22.166567] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-10-16T23:59:22.166738] [INFO ] [sig ] GRX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:22.304294] [INFO ] [LOCAL ] Saved forecast: GRX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GRX.txt [2025-10-16T23:59:22.304520] [INFO ] [sig ] [813/1803] Completed GRX in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:22.304564] [INFO ] [sig ] [814/1803] Forecasting GS... [2025-10-16T23:59:22.304594] [INFO ] [sig ] Generating forecast for: GS [2025-10-16T23:59:22.304625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-10-16T23:59:22.313384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GS'. [2025-10-16T23:59:22.313716] [INFO ] [FORECASTER] Starting predict_future for GS [2025-10-16T23:59:22.338356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:22.339119] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-10-16T23:59:22.339173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:22.339206] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:22.339233] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:22.339289] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:22.356225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:22.357057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:22.357143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:22.357179] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:22.397039] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:22.397207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:22.397249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:22.397280] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:22.400752] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=92.89%) [2025-10-16T23:59:22.401021] [INFO ] [FORECASTER] Completed predict_future for GS [2025-10-16T23:59:22.401154] [INFO ] [sig ] GS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:22.545481] [INFO ] [LOCAL ] Saved forecast: GS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GS.txt [2025-10-16T23:59:22.545782] [INFO ] [sig ] [814/1803] Completed GS in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:22.545844] [INFO ] [sig ] [815/1803] Forecasting GSBD... [2025-10-16T23:59:22.545879] [INFO ] [sig ] Generating forecast for: GSBD [2025-10-16T23:59:22.545916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-10-16T23:59:22.555576] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GSBD'. [2025-10-16T23:59:22.555909] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-10-16T23:59:22.584013] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:22.584793] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-10-16T23:59:22.584846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:22.584879] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:22.584906] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:22.584962] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:22.601764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:22.602325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:22.602426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:22.602460] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:22.639993] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:22.640125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:22.640169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:22.640200] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:22.643757] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=58.60%) [2025-10-16T23:59:22.644027] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-10-16T23:59:22.644159] [INFO ] [sig ] GSBD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:22.784550] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GSBD.txt [2025-10-16T23:59:22.784792] [INFO ] [sig ] [815/1803] Completed GSBD in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:22.784852] [INFO ] [sig ] [816/1803] Forecasting GSK... [2025-10-16T23:59:22.784885] [INFO ] [sig ] Generating forecast for: GSK [2025-10-16T23:59:22.784916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-10-16T23:59:22.794295] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GSK'. [2025-10-16T23:59:22.794631] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-10-16T23:59:22.819346] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:22.820042] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-10-16T23:59:22.820094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:22.820127] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:22.820155] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:22.820211] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:22.837147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:22.837691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:22.837773] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:22.837807] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:22.874336] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:22.874435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:22.874471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:22.874499] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:22.877506] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-10-16T23:59:22.877795] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-10-16T23:59:22.877932] [INFO ] [sig ] GSK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:23.016514] [INFO ] [LOCAL ] Saved forecast: GSK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GSK.txt [2025-10-16T23:59:23.016749] [INFO ] [sig ] [816/1803] Completed GSK in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:23.016810] [INFO ] [sig ] [817/1803] Forecasting GSL... [2025-10-16T23:59:23.016843] [INFO ] [sig ] Generating forecast for: GSL [2025-10-16T23:59:23.016874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-10-16T23:59:23.025288] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GSL'. [2025-10-16T23:59:23.025549] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-10-16T23:59:23.050040] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:23.050731] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-10-16T23:59:23.050800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:23.050834] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:23.050862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:23.050917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:23.067744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:23.068290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:23.068370] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:23.068403] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:23.107529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:23.107677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:23.107747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:23.107801] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:23.111285] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=96.54%) [2025-10-16T23:59:23.111573] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-10-16T23:59:23.111741] [INFO ] [sig ] GSL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:23.253393] [INFO ] [LOCAL ] Saved forecast: GSL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GSL.txt [2025-10-16T23:59:23.253605] [INFO ] [sig ] [817/1803] Completed GSL in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:23.253679] [INFO ] [sig ] [818/1803] Forecasting GTES... [2025-10-16T23:59:23.253731] [INFO ] [sig ] Generating forecast for: GTES [2025-10-16T23:59:23.253765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-10-16T23:59:23.263273] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTES'. [2025-10-16T23:59:23.263636] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-10-16T23:59:23.288765] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:23.289511] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-10-16T23:59:23.289564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:23.289597] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:23.289624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:23.289726] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:23.306837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:23.307715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:23.307841] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:23.307877] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:23.341599] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:23.341766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:23.341815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:23.341846] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:23.345219] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=13.93%) [2025-10-16T23:59:23.345481] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-10-16T23:59:23.345614] [INFO ] [sig ] GTES: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:23.499255] [INFO ] [LOCAL ] Saved forecast: GTES 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GTES.txt [2025-10-16T23:59:23.499732] [INFO ] [sig ] [818/1803] Completed GTES in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:23.499805] [INFO ] [sig ] [819/1803] Forecasting GTLS... [2025-10-16T23:59:23.499853] [INFO ] [sig ] Generating forecast for: GTLS [2025-10-16T23:59:23.499912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-10-16T23:59:23.510491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTLS'. [2025-10-16T23:59:23.510971] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-10-16T23:59:23.546183] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:23.547230] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-10-16T23:59:23.547298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:23.547347] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:23.547389] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:23.547472] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:23.571402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:23.572238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:23.572322] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:23.572356] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:23.614415] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:23.614583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:23.614626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:23.614697] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:23.618398] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-10-16T23:59:23.618725] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-10-16T23:59:23.618893] [INFO ] [sig ] GTLS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:23.762140] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GTLS.txt [2025-10-16T23:59:23.762352] [INFO ] [sig ] [819/1803] Completed GTLS in 0.3s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:23.762394] [INFO ] [sig ] [820/1803] Forecasting GTN... [2025-10-16T23:59:23.762424] [INFO ] [sig ] Generating forecast for: GTN [2025-10-16T23:59:23.762456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-10-16T23:59:23.771240] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTN'. [2025-10-16T23:59:23.771563] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-10-16T23:59:23.797181] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:23.797970] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-10-16T23:59:23.798025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:23.798061] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:23.798091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:23.798176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:23.815476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:23.816085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:23.816167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:23.816201] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:23.852109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:23.852283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:23.852329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:23.852360] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:23.855973] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=95.68%) [2025-10-16T23:59:23.856294] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-10-16T23:59:23.856444] [INFO ] [sig ] GTN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:24.004055] [INFO ] [LOCAL ] Saved forecast: GTN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GTN.txt [2025-10-16T23:59:24.004285] [INFO ] [sig ] [820/1803] Completed GTN in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:24.004346] [INFO ] [sig ] [821/1803] Forecasting GTY... [2025-10-16T23:59:24.004381] [INFO ] [sig ] Generating forecast for: GTY [2025-10-16T23:59:24.004412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-10-16T23:59:24.013672] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTY'. [2025-10-16T23:59:24.014007] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-10-16T23:59:24.039547] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:24.040327] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-10-16T23:59:24.040381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:24.040429] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:24.040484] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:24.040545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:24.057632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:24.058373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:24.058465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:24.058519] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:24.093465] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:24.093614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:24.093683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:24.093734] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:24.097224] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=77.24%) [2025-10-16T23:59:24.097505] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-10-16T23:59:24.097669] [INFO ] [sig ] GTY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:24.262803] [INFO ] [LOCAL ] Saved forecast: GTY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GTY.txt [2025-10-16T23:59:24.263033] [INFO ] [sig ] [821/1803] Completed GTY in 0.3s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:24.263077] [INFO ] [sig ] [822/1803] Forecasting GUG... [2025-10-16T23:59:24.263107] [INFO ] [sig ] Generating forecast for: GUG [2025-10-16T23:59:24.263138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-10-16T23:59:24.272338] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GUG'. [2025-10-16T23:59:24.272782] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-10-16T23:59:24.298493] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:24.299343] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-10-16T23:59:24.299399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:24.299490] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:24.299528] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:24.299586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:24.317560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:24.318500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:24.318600] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:24.318694] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:24.355417] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:24.355583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:24.355627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:24.355695] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:24.359447] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=4.51%) [2025-10-16T23:59:24.359859] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-10-16T23:59:24.360022] [INFO ] [sig ] GUG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:24.505075] [INFO ] [LOCAL ] Saved forecast: GUG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GUG.txt [2025-10-16T23:59:24.505300] [INFO ] [sig ] [822/1803] Completed GUG in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:24.505344] [INFO ] [sig ] [823/1803] Forecasting GUT... [2025-10-16T23:59:24.505374] [INFO ] [sig ] Generating forecast for: GUT [2025-10-16T23:59:24.505405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'. [2025-10-16T23:59:24.513881] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GUT'. [2025-10-16T23:59:24.514216] [INFO ] [FORECASTER] Starting predict_future for GUT [2025-10-16T23:59:24.539735] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:24.540533] [DEBUG] [LOCAL ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt [2025-10-16T23:59:24.540588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:24.540623] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:24.540697] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:24.540771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:24.558849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:24.559560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:24.559669] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:24.559724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:24.594790] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:24.594962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:24.595005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:24.595035] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:24.599156] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=96.28%) [2025-10-16T23:59:24.599608] [INFO ] [FORECASTER] Completed predict_future for GUT [2025-10-16T23:59:24.599820] [INFO ] [sig ] GUT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:24.747030] [INFO ] [LOCAL ] Saved forecast: GUT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GUT.txt [2025-10-16T23:59:24.747257] [INFO ] [sig ] [823/1803] Completed GUT in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:24.747317] [INFO ] [sig ] [824/1803] Forecasting GVA... [2025-10-16T23:59:24.747350] [INFO ] [sig ] Generating forecast for: GVA [2025-10-16T23:59:24.747381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-10-16T23:59:24.757039] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GVA'. [2025-10-16T23:59:24.757288] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-10-16T23:59:24.782740] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:24.783393] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-10-16T23:59:24.783446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:24.783523] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:24.783572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:24.783632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:24.801100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:24.801688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:24.801770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:24.801804] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:24.839013] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:24.839128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:24.839167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:24.839197] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:24.842419] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=17.19%) [2025-10-16T23:59:24.842705] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-10-16T23:59:24.842846] [INFO ] [sig ] GVA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:24.983918] [INFO ] [LOCAL ] Saved forecast: GVA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GVA.txt [2025-10-16T23:59:24.984115] [INFO ] [sig ] [824/1803] Completed GVA in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:24.984157] [INFO ] [sig ] [825/1803] Forecasting GWH... [2025-10-16T23:59:24.984187] [INFO ] [sig ] Generating forecast for: GWH [2025-10-16T23:59:24.984218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-10-16T23:59:24.993170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GWH'. [2025-10-16T23:59:24.993470] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-10-16T23:59:25.018559] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:25.019292] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-10-16T23:59:25.019350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:25.019383] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:25.019411] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:25.019468] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:25.037314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:25.037961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:25.038170] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:25.038244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:25.092256] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:25.092411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:25.092453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:25.092484] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:25.096010] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=26.50%) [2025-10-16T23:59:25.096281] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-10-16T23:59:25.096421] [INFO ] [sig ] GWH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:25.242484] [INFO ] [LOCAL ] Saved forecast: GWH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GWH.txt [2025-10-16T23:59:25.242734] [INFO ] [sig ] [825/1803] Completed GWH in 0.3s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:25.242795] [INFO ] [sig ] [826/1803] Forecasting GWRE... [2025-10-16T23:59:25.242829] [INFO ] [sig ] Generating forecast for: GWRE [2025-10-16T23:59:25.242861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-10-16T23:59:25.252430] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GWRE'. [2025-10-16T23:59:25.252780] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-10-16T23:59:25.277995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:25.278905] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-10-16T23:59:25.278962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:25.278996] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:25.279024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:25.279081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:25.296814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:25.297508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:25.297593] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:25.297628] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:25.339291] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:25.339454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:25.339498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:25.339528] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:25.343067] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=17.77%) [2025-10-16T23:59:25.343338] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-10-16T23:59:25.343475] [INFO ] [sig ] GWRE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:25.488367] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GWRE.txt [2025-10-16T23:59:25.488619] [INFO ] [sig ] [826/1803] Completed GWRE in 0.2s | 4.11 sym/s | Total: 3.3m | ETA: 4.0m [2025-10-16T23:59:25.488703] [INFO ] [sig ] [827/1803] Forecasting GWW... [2025-10-16T23:59:25.488748] [INFO ] [sig ] Generating forecast for: GWW [2025-10-16T23:59:25.488783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-10-16T23:59:25.497603] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GWW'. [2025-10-16T23:59:25.498019] [INFO ] [FORECASTER] Starting predict_future for GWW [2025-10-16T23:59:25.523599] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:25.524424] [DEBUG] [LOCAL ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt [2025-10-16T23:59:25.524482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:25.524516] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:25.524544] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:25.524601] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:25.542095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:25.542843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:25.542936] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:25.542972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:25.586781] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:25.586953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:25.586998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:25.587029] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:25.590756] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=90.41%) [2025-10-16T23:59:25.591072] [INFO ] [FORECASTER] Completed predict_future for GWW [2025-10-16T23:59:25.591256] [INFO ] [sig ] GWW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:25.734593] [INFO ] [LOCAL ] Saved forecast: GWW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GWW.txt [2025-10-16T23:59:25.734869] [INFO ] [sig ] [827/1803] Completed GWW in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 4.0m [2025-10-16T23:59:25.734930] [INFO ] [sig ] [828/1803] Forecasting GXO... [2025-10-16T23:59:25.734986] [INFO ] [sig ] Generating forecast for: GXO [2025-10-16T23:59:25.735023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'. [2025-10-16T23:59:25.744495] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GXO'. [2025-10-16T23:59:25.744787] [INFO ] [FORECASTER] Starting predict_future for GXO [2025-10-16T23:59:25.770232] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:25.770995] [DEBUG] [LOCAL ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt [2025-10-16T23:59:25.771051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:25.771087] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:25.771116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:25.771173] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:25.788518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:25.789141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:25.789226] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:25.789263] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:25.830125] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:25.830220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:25.830259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:25.830289] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:25.833614] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=44.82%) [2025-10-16T23:59:25.833905] [INFO ] [FORECASTER] Completed predict_future for GXO [2025-10-16T23:59:25.834069] [INFO ] [sig ] GXO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:25.975174] [INFO ] [LOCAL ] Saved forecast: GXO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/GXO.txt [2025-10-16T23:59:25.975370] [INFO ] [sig ] [828/1803] Completed GXO in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 4.0m [2025-10-16T23:59:25.975410] [INFO ] [sig ] [829/1803] Forecasting GYLD... [2025-10-16T23:59:25.975441] [INFO ] [sig ] Generating forecast for: GYLD [2025-10-16T23:59:25.975472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'. [2025-10-16T23:59:25.984138] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GYLD'. [2025-10-16T23:59:25.984403] [INFO ] [FORECASTER] Starting predict_future for GYLD [2025-10-16T23:59:26.009238] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:26.010010] [DEBUG] [LOCAL ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt [2025-10-16T23:59:26.010066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:26.010100] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:26.010131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:26.010200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:26.027633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:26.028256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:26.028342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:26.028377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:26.069739] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:26.069820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:26.069857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:26.069887] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:26.073075] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=95.46%) [2025-10-16T23:59:26.073329] [INFO ] [FORECASTER] Completed predict_future for GYLD [2025-10-16T23:59:26.073462] [INFO ] [sig ] GYLD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:26.229676] [INFO ] [LOCAL ] Saved forecast: GYLD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/GYLD.txt [2025-10-16T23:59:26.229933] [INFO ] [sig ] [829/1803] Completed GYLD in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:26.229977] [INFO ] [sig ] [830/1803] Forecasting HAE... [2025-10-16T23:59:26.230006] [INFO ] [sig ] Generating forecast for: HAE [2025-10-16T23:59:26.230037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-10-16T23:59:26.238975] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAE'. [2025-10-16T23:59:26.239289] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-10-16T23:59:26.263970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:26.264761] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-10-16T23:59:26.264816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:26.264849] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:26.264877] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:26.264933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:26.282144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:26.282902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:26.282983] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:26.283017] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:26.329126] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:26.329298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:26.329340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:26.329371] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:26.332857] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=92.37%) [2025-10-16T23:59:26.333134] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-10-16T23:59:26.333275] [INFO ] [sig ] HAE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:26.473416] [INFO ] [LOCAL ] Saved forecast: HAE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HAE.txt [2025-10-16T23:59:26.473608] [INFO ] [sig ] [830/1803] Completed HAE in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:26.473673] [INFO ] [sig ] [831/1803] Forecasting HAFN... [2025-10-16T23:59:26.473723] [INFO ] [sig ] Generating forecast for: HAFN [2025-10-16T23:59:26.473756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'. [2025-10-16T23:59:26.482586] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAFN'. [2025-10-16T23:59:26.482857] [INFO ] [FORECASTER] Starting predict_future for HAFN [2025-10-16T23:59:26.507342] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:26.508118] [DEBUG] [LOCAL ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt [2025-10-16T23:59:26.511549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:26.511627] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:26.511694] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:26.511800] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:26.529278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:26.529983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:26.530074] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:26.530127] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:26.571957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:26.572035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:26.572070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:26.572099] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:26.575091] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-10-16T23:59:26.575340] [INFO ] [FORECASTER] Completed predict_future for HAFN [2025-10-16T23:59:26.575474] [INFO ] [sig ] HAFN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:26.715887] [INFO ] [LOCAL ] Saved forecast: HAFN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HAFN.txt [2025-10-16T23:59:26.716068] [INFO ] [sig ] [831/1803] Completed HAFN in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:26.716110] [INFO ] [sig ] [832/1803] Forecasting HAL... [2025-10-16T23:59:26.716140] [INFO ] [sig ] Generating forecast for: HAL [2025-10-16T23:59:26.716540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-10-16T23:59:26.726294] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAL'. [2025-10-16T23:59:26.726589] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-10-16T23:59:26.751914] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:26.752677] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-10-16T23:59:26.752736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:26.752772] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:26.752801] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:26.752859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:26.770024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:26.770597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:26.770705] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:26.770755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:26.808770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:26.808936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:26.808989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:26.809022] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:26.812452] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=67.39%) [2025-10-16T23:59:26.812770] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-10-16T23:59:26.812915] [INFO ] [sig ] HAL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:26.955351] [INFO ] [LOCAL ] Saved forecast: HAL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HAL.txt [2025-10-16T23:59:26.955563] [INFO ] [sig ] [832/1803] Completed HAL in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:26.955604] [INFO ] [sig ] [833/1803] Forecasting HASI... [2025-10-16T23:59:26.955634] [INFO ] [sig ] Generating forecast for: HASI [2025-10-16T23:59:26.955714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-10-16T23:59:26.964692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HASI'. [2025-10-16T23:59:26.964954] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-10-16T23:59:26.989858] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:26.990602] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-10-16T23:59:26.990680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:26.990730] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:26.990761] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:26.990817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:27.007850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:27.008685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:27.008774] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:27.008809] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:27.043249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:27.043412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:27.043454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:27.043484] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:27.046938] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=97.06%) [2025-10-16T23:59:27.047221] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-10-16T23:59:27.047358] [INFO ] [sig ] HASI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:27.187797] [INFO ] [LOCAL ] Saved forecast: HASI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HASI.txt [2025-10-16T23:59:27.188018] [INFO ] [sig ] [833/1803] Completed HASI in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:27.188061] [INFO ] [sig ] [834/1803] Forecasting HAYW... [2025-10-16T23:59:27.188092] [INFO ] [sig ] Generating forecast for: HAYW [2025-10-16T23:59:27.188122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'. [2025-10-16T23:59:27.198294] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAYW'. [2025-10-16T23:59:27.198815] [INFO ] [FORECASTER] Starting predict_future for HAYW [2025-10-16T23:59:27.224010] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:27.224803] [DEBUG] [LOCAL ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt [2025-10-16T23:59:27.224858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:27.224894] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:27.224923] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:27.224981] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:27.242140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:27.242858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:27.242941] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:27.242976] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:27.292035] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:27.292220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:27.292267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:27.292301] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:27.296444] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=30.99%) [2025-10-16T23:59:27.296881] [INFO ] [FORECASTER] Completed predict_future for HAYW [2025-10-16T23:59:27.297081] [INFO ] [sig ] HAYW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:27.474346] [INFO ] [LOCAL ] Saved forecast: HAYW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HAYW.txt [2025-10-16T23:59:27.474549] [INFO ] [sig ] [834/1803] Completed HAYW in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:27.474590] [INFO ] [sig ] [835/1803] Forecasting HBB... [2025-10-16T23:59:27.474620] [INFO ] [sig ] Generating forecast for: HBB [2025-10-16T23:59:27.474680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-10-16T23:59:27.484665] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HBB'. [2025-10-16T23:59:27.484921] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-10-16T23:59:27.509663] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:27.510343] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-10-16T23:59:27.510443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:27.510483] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:27.510512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:27.510569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:27.527608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:27.528264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:27.528348] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:27.528382] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:27.566957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:27.567088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:27.567127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:27.567157] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:27.570468] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=1.22%) [2025-10-16T23:59:27.570770] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-10-16T23:59:27.570918] [INFO ] [sig ] HBB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:27.709511] [INFO ] [LOCAL ] Saved forecast: HBB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HBB.txt [2025-10-16T23:59:27.709728] [INFO ] [sig ] [835/1803] Completed HBB in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:27.709787] [INFO ] [sig ] [836/1803] Forecasting HBI... [2025-10-16T23:59:27.709819] [INFO ] [sig ] Generating forecast for: HBI [2025-10-16T23:59:27.709849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-10-16T23:59:27.719309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HBI'. [2025-10-16T23:59:27.719570] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-10-16T23:59:27.744416] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:27.745252] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-10-16T23:59:27.745307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:27.745340] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:27.745369] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:27.745426] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:27.762418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:27.763073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:27.763157] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:27.763191] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:27.804972] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:27.805126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:27.805169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:27.805200] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:27.808718] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-10-16T23:59:27.808990] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-10-16T23:59:27.809129] [INFO ] [sig ] HBI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:27.949747] [INFO ] [LOCAL ] Saved forecast: HBI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HBI.txt [2025-10-16T23:59:27.949965] [INFO ] [sig ] [836/1803] Completed HBI in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:27.950009] [INFO ] [sig ] [837/1803] Forecasting HBM... [2025-10-16T23:59:27.950038] [INFO ] [sig ] Generating forecast for: HBM [2025-10-16T23:59:27.950070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-10-16T23:59:27.959343] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HBM'. [2025-10-16T23:59:27.959607] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-10-16T23:59:27.984334] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:27.985064] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-10-16T23:59:27.985116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:27.985149] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:27.985177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:27.985234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:28.002577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:28.003116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:28.003195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:28.003228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:28.046942] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:28.047046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:28.047083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:28.047113] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:28.050499] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-10-16T23:59:28.050800] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-10-16T23:59:28.050942] [INFO ] [sig ] HBM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:28.194469] [INFO ] [LOCAL ] Saved forecast: HBM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HBM.txt [2025-10-16T23:59:28.194697] [INFO ] [sig ] [837/1803] Completed HBM in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:28.194755] [INFO ] [sig ] [838/1803] Forecasting HCA... [2025-10-16T23:59:28.194789] [INFO ] [sig ] Generating forecast for: HCA [2025-10-16T23:59:28.194819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-10-16T23:59:28.204638] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HCA'. [2025-10-16T23:59:28.204951] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-10-16T23:59:28.230012] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:28.230703] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-10-16T23:59:28.230758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:28.230806] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:28.230837] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:28.230893] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:28.248147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:28.248802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:28.248913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:28.248952] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:28.296309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:28.296388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:28.296424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:28.296452] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:28.299533] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=21.81%) [2025-10-16T23:59:28.299816] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-10-16T23:59:28.299962] [INFO ] [sig ] HCA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:28.461706] [INFO ] [LOCAL ] Saved forecast: HCA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HCA.txt [2025-10-16T23:59:28.461986] [INFO ] [sig ] [838/1803] Completed HCA in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:28.462037] [INFO ] [sig ] [839/1803] Forecasting HCC... [2025-10-16T23:59:28.462076] [INFO ] [sig ] Generating forecast for: HCC [2025-10-16T23:59:28.462114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-10-16T23:59:28.474359] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HCC'. [2025-10-16T23:59:28.474818] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-10-16T23:59:28.503947] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:28.504776] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-10-16T23:59:28.504830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:28.504865] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:28.504893] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:28.504949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:28.522886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:28.523433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:28.523516] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:28.523550] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:28.571292] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:28.571385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:28.571421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:28.571450] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:28.574580] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=35.75%) [2025-10-16T23:59:28.574862] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-10-16T23:59:28.575000] [INFO ] [sig ] HCC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:28.714085] [INFO ] [LOCAL ] Saved forecast: HCC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HCC.txt [2025-10-16T23:59:28.714296] [INFO ] [sig ] [839/1803] Completed HCC in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:28.714340] [INFO ] [sig ] [840/1803] Forecasting HCI... [2025-10-16T23:59:28.714371] [INFO ] [sig ] Generating forecast for: HCI [2025-10-16T23:59:28.714404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-10-16T23:59:28.723332] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HCI'. [2025-10-16T23:59:28.723608] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-10-16T23:59:28.748925] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:28.749598] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-10-16T23:59:28.749675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:28.749727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:28.749757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:28.749815] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:28.767602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:28.768226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:28.768310] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:28.768345] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:28.820554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:28.820681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:28.820735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:28.820767] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:28.823917] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=84.98%) [2025-10-16T23:59:28.824169] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-10-16T23:59:28.824297] [INFO ] [sig ] HCI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:28.969270] [INFO ] [LOCAL ] Saved forecast: HCI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HCI.txt [2025-10-16T23:59:28.969538] [INFO ] [sig ] [840/1803] Completed HCI in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:28.969581] [INFO ] [sig ] [841/1803] Forecasting HD... [2025-10-16T23:59:28.969611] [INFO ] [sig ] Generating forecast for: HD [2025-10-16T23:59:28.969662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-10-16T23:59:28.979989] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HD'. [2025-10-16T23:59:28.980270] [INFO ] [FORECASTER] Starting predict_future for HD [2025-10-16T23:59:29.005373] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:29.006077] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-10-16T23:59:29.006134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:29.006167] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:29.006194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:29.006250] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:29.023758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:29.024456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:29.024540] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:29.024574] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:29.071375] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:29.071467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:29.071505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:29.071536] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:29.076896] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=16.71%) [2025-10-16T23:59:29.077154] [INFO ] [FORECASTER] Completed predict_future for HD [2025-10-16T23:59:29.077309] [INFO ] [sig ] HD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:29.239343] [INFO ] [LOCAL ] Saved forecast: HD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HD.txt [2025-10-16T23:59:29.239545] [INFO ] [sig ] [841/1803] Completed HD in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:29.239585] [INFO ] [sig ] [842/1803] Forecasting HDB... [2025-10-16T23:59:29.239616] [INFO ] [sig ] Generating forecast for: HDB [2025-10-16T23:59:29.239673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-10-16T23:59:29.249256] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HDB'. [2025-10-16T23:59:29.249555] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-10-16T23:59:29.274214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:29.274961] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-10-16T23:59:29.275014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:29.275047] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:29.275074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:29.275130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:29.292320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:29.292914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:29.292995] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:29.293030] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:29.336765] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:29.336928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:29.336969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:29.336999] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:29.340445] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=4.08%) [2025-10-16T23:59:29.340753] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-10-16T23:59:29.340908] [INFO ] [sig ] HDB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:29.502191] [INFO ] [LOCAL ] Saved forecast: HDB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HDB.txt [2025-10-16T23:59:29.502409] [INFO ] [sig ] [842/1803] Completed HDB in 0.3s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:29.502451] [INFO ] [sig ] [843/1803] Forecasting HE... [2025-10-16T23:59:29.502481] [INFO ] [sig ] Generating forecast for: HE [2025-10-16T23:59:29.502513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-10-16T23:59:29.512173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HE'. [2025-10-16T23:59:29.512463] [INFO ] [FORECASTER] Starting predict_future for HE [2025-10-16T23:59:29.537975] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:29.538760] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-10-16T23:59:29.538814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:29.538848] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:29.538878] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:29.538936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:29.556812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:29.557342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:29.557424] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:29.557457] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:29.603621] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:29.603846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:29.603896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:29.603927] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:29.607563] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=9.44%) [2025-10-16T23:59:29.607883] [INFO ] [FORECASTER] Completed predict_future for HE [2025-10-16T23:59:29.608038] [INFO ] [sig ] HE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:29.752063] [INFO ] [LOCAL ] Saved forecast: HE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HE.txt [2025-10-16T23:59:29.752311] [INFO ] [sig ] [843/1803] Completed HE in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:29.752356] [INFO ] [sig ] [844/1803] Forecasting HEI... [2025-10-16T23:59:29.752387] [INFO ] [sig ] Generating forecast for: HEI [2025-10-16T23:59:29.752428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-10-16T23:59:29.762841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HEI'. [2025-10-16T23:59:29.763148] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-10-16T23:59:29.788462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:29.789190] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-10-16T23:59:29.789244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:29.789278] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:29.789306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:29.789363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:29.806710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:29.807262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:29.807343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:29.807377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:29.847734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:29.847834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:29.847872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:29.847902] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:29.851096] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=56.97%) [2025-10-16T23:59:29.851357] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-10-16T23:59:29.851501] [INFO ] [sig ] HEI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:29.991695] [INFO ] [LOCAL ] Saved forecast: HEI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HEI.txt [2025-10-16T23:59:29.991905] [INFO ] [sig ] [844/1803] Completed HEI in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:29.991992] [INFO ] [sig ] [845/1803] Forecasting HEQ... [2025-10-16T23:59:29.992031] [INFO ] [sig ] Generating forecast for: HEQ [2025-10-16T23:59:29.992062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-10-16T23:59:30.001857] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HEQ'. [2025-10-16T23:59:30.002178] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-10-16T23:59:30.028299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:30.029064] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-10-16T23:59:30.029118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:30.029152] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:30.029226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:30.029307] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:30.046389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:30.046966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:30.047052] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:30.047086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:30.089612] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:30.089790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:30.089834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:30.089864] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:30.093105] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=15.87%) [2025-10-16T23:59:30.093381] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-10-16T23:59:30.093531] [INFO ] [sig ] HEQ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:30.231828] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HEQ.txt [2025-10-16T23:59:30.232071] [INFO ] [sig ] [845/1803] Completed HEQ in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:30.232113] [INFO ] [sig ] [846/1803] Forecasting HESM... [2025-10-16T23:59:30.232143] [INFO ] [sig ] Generating forecast for: HESM [2025-10-16T23:59:30.232173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-10-16T23:59:30.242026] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HESM'. [2025-10-16T23:59:30.242303] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-10-16T23:59:30.266925] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:30.267628] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-10-16T23:59:30.267706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:30.267746] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:30.267775] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:30.267830] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:30.284597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:30.285169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:30.285250] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:30.285286] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:30.328018] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:30.328122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:30.328184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:30.328240] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:30.331391] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-10-16T23:59:30.331677] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-10-16T23:59:30.331832] [INFO ] [sig ] HESM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:30.476104] [INFO ] [LOCAL ] Saved forecast: HESM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HESM.txt [2025-10-16T23:59:30.476361] [INFO ] [sig ] [846/1803] Completed HESM in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:30.476422] [INFO ] [sig ] [847/1803] Forecasting HFRO... [2025-10-16T23:59:30.476454] [INFO ] [sig ] Generating forecast for: HFRO [2025-10-16T23:59:30.476486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-10-16T23:59:30.487259] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HFRO'. [2025-10-16T23:59:30.487542] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-10-16T23:59:30.512383] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:30.513109] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-10-16T23:59:30.513162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:30.513195] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:30.513223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:30.513279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:30.530221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:30.530779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:30.530857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:30.530890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:30.574226] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:30.574322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:30.574359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:30.574388] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:30.577540] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=96.77%) [2025-10-16T23:59:30.577832] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-10-16T23:59:30.577979] [INFO ] [sig ] HFRO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:30.719028] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HFRO.txt [2025-10-16T23:59:30.719289] [INFO ] [sig ] [847/1803] Completed HFRO in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:30.719332] [INFO ] [sig ] [848/1803] Forecasting HGER... [2025-10-16T23:59:30.719362] [INFO ] [sig ] Generating forecast for: HGER [2025-10-16T23:59:30.719393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'. [2025-10-16T23:59:30.729188] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGER'. [2025-10-16T23:59:30.729557] [INFO ] [FORECASTER] Starting predict_future for HGER [2025-10-16T23:59:30.754935] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:30.755660] [DEBUG] [LOCAL ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt [2025-10-16T23:59:30.755721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:30.755756] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:30.755785] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:30.755843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:30.773474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:30.774072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:30.774160] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:30.774196] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:30.820234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:30.820350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:30.820389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:30.820419] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:30.823786] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: DOWN (p=31.37%) [2025-10-16T23:59:30.824077] [INFO ] [FORECASTER] Completed predict_future for HGER [2025-10-16T23:59:30.824227] [INFO ] [sig ] HGER: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:30.964773] [INFO ] [LOCAL ] Saved forecast: HGER 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HGER.txt [2025-10-16T23:59:30.965029] [INFO ] [sig ] [848/1803] Completed HGER in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:30.965092] [INFO ] [sig ] [849/1803] Forecasting HGLB... [2025-10-16T23:59:30.965155] [INFO ] [sig ] Generating forecast for: HGLB [2025-10-16T23:59:30.965194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-10-16T23:59:30.974747] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGLB'. [2025-10-16T23:59:30.975051] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-10-16T23:59:31.000581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:31.001383] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-10-16T23:59:31.001438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:31.001472] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:31.001500] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:31.001557] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:31.019319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:31.020081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:31.020171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:31.020206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:31.064091] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:31.064198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:31.064236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:31.064266] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:31.067712] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=31.98%) [2025-10-16T23:59:31.067973] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-10-16T23:59:31.068112] [INFO ] [sig ] HGLB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:31.209459] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HGLB.txt [2025-10-16T23:59:31.209713] [INFO ] [sig ] [849/1803] Completed HGLB in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:31.209773] [INFO ] [sig ] [850/1803] Forecasting HGTY... [2025-10-16T23:59:31.209807] [INFO ] [sig ] Generating forecast for: HGTY [2025-10-16T23:59:31.209838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-10-16T23:59:31.219283] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGTY'. [2025-10-16T23:59:31.219576] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-10-16T23:59:31.244359] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:31.245256] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-10-16T23:59:31.245311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:31.245346] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:31.245374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:31.245432] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:31.263070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:31.263738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:31.263823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:31.263858] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:31.306743] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:31.306855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:31.306915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:31.306947] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:31.310337] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=38.24%) [2025-10-16T23:59:31.310598] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-10-16T23:59:31.310785] [INFO ] [sig ] HGTY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:31.452530] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HGTY.txt [2025-10-16T23:59:31.452851] [INFO ] [sig ] [850/1803] Completed HGTY in 0.2s | 4.11 sym/s | Total: 3.4m | ETA: 3.9m [2025-10-16T23:59:31.452912] [INFO ] [sig ] [851/1803] Forecasting HGV... [2025-10-16T23:59:31.452945] [INFO ] [sig ] Generating forecast for: HGV [2025-10-16T23:59:31.452976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'. [2025-10-16T23:59:31.462351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGV'. [2025-10-16T23:59:31.462625] [INFO ] [FORECASTER] Starting predict_future for HGV [2025-10-16T23:59:31.487342] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:31.488094] [DEBUG] [LOCAL ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt [2025-10-16T23:59:31.488146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:31.488223] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:31.488256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:31.488369] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:31.505142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:31.505766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:31.505849] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:31.505882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:31.547285] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:31.547398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:31.547435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:31.547464] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:31.550720] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: DOWN (p=0.22%) [2025-10-16T23:59:31.550975] [INFO ] [FORECASTER] Completed predict_future for HGV [2025-10-16T23:59:31.551109] [INFO ] [sig ] HGV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:31.687961] [INFO ] [LOCAL ] Saved forecast: HGV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HGV.txt [2025-10-16T23:59:31.688193] [INFO ] [sig ] [851/1803] Completed HGV in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.9m [2025-10-16T23:59:31.688252] [INFO ] [sig ] [852/1803] Forecasting HHH... [2025-10-16T23:59:31.688285] [INFO ] [sig ] Generating forecast for: HHH [2025-10-16T23:59:31.688315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-10-16T23:59:31.696735] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HHH'. [2025-10-16T23:59:31.696997] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-10-16T23:59:31.726118] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:31.726961] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-10-16T23:59:31.727016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:31.727052] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:31.727123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:31.727185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:31.744195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:31.744765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:31.744846] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:31.744879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:31.789933] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:31.790124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:31.790170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:31.790203] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:31.795414] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=51.85%) [2025-10-16T23:59:31.795803] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-10-16T23:59:31.795987] [INFO ] [sig ] HHH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:31.938621] [INFO ] [LOCAL ] Saved forecast: HHH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HHH.txt [2025-10-16T23:59:31.938859] [INFO ] [sig ] [852/1803] Completed HHH in 0.3s | 4.11 sym/s | Total: 3.5m | ETA: 3.9m [2025-10-16T23:59:31.938908] [INFO ] [sig ] [853/1803] Forecasting HI... [2025-10-16T23:59:31.938940] [INFO ] [sig ] Generating forecast for: HI [2025-10-16T23:59:31.938971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-10-16T23:59:31.948052] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HI'. [2025-10-16T23:59:31.948332] [INFO ] [FORECASTER] Starting predict_future for HI [2025-10-16T23:59:31.977275] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:31.978033] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-10-16T23:59:31.978088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:31.978123] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:31.978164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:31.978247] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:31.995361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:31.995972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:31.996052] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:31.996086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:32.034406] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:32.034484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:32.034518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:32.034547] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:32.037571] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=11.06%) [2025-10-16T23:59:32.037848] [INFO ] [FORECASTER] Completed predict_future for HI [2025-10-16T23:59:32.037981] [INFO ] [sig ] HI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:32.184019] [INFO ] [LOCAL ] Saved forecast: HI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HI.txt [2025-10-16T23:59:32.184223] [INFO ] [sig ] [853/1803] Completed HI in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.9m [2025-10-16T23:59:32.184265] [INFO ] [sig ] [854/1803] Forecasting HIG... [2025-10-16T23:59:32.184296] [INFO ] [sig ] Generating forecast for: HIG [2025-10-16T23:59:32.184327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-10-16T23:59:32.194123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIG'. [2025-10-16T23:59:32.194433] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-10-16T23:59:32.218906] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:32.219562] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-10-16T23:59:32.219614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:32.219671] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:32.219720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:32.219780] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:32.237058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:32.237596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:32.237702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:32.237751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:32.280993] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:32.281079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:32.281149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:32.281180] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:32.287567] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=21.76%) [2025-10-16T23:59:32.287865] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-10-16T23:59:32.288008] [INFO ] [sig ] HIG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:32.429805] [INFO ] [LOCAL ] Saved forecast: HIG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HIG.txt [2025-10-16T23:59:32.430005] [INFO ] [sig ] [854/1803] Completed HIG in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:32.430047] [INFO ] [sig ] [855/1803] Forecasting HII... [2025-10-16T23:59:32.430078] [INFO ] [sig ] Generating forecast for: HII [2025-10-16T23:59:32.430109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-10-16T23:59:32.439417] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HII'. [2025-10-16T23:59:32.439718] [INFO ] [FORECASTER] Starting predict_future for HII [2025-10-16T23:59:32.465190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:32.466524] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-10-16T23:59:32.466605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:32.466705] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:32.466778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:32.466896] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:32.489236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:32.489933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:32.490024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:32.490064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:32.531239] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:32.531380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:32.531418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:32.531449] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:32.534846] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=88.20%) [2025-10-16T23:59:32.535164] [INFO ] [FORECASTER] Completed predict_future for HII [2025-10-16T23:59:32.535325] [INFO ] [sig ] HII: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:32.674344] [INFO ] [LOCAL ] Saved forecast: HII 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HII.txt [2025-10-16T23:59:32.674547] [INFO ] [sig ] [855/1803] Completed HII in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:32.674589] [INFO ] [sig ] [856/1803] Forecasting HIMS... [2025-10-16T23:59:32.674620] [INFO ] [sig ] Generating forecast for: HIMS [2025-10-16T23:59:32.674679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-10-16T23:59:32.683096] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIMS'. [2025-10-16T23:59:32.683368] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-10-16T23:59:32.708126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:32.708892] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-10-16T23:59:32.708947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:32.708981] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:32.709008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:32.709065] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:32.725984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:32.726501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:32.726579] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:32.726611] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:32.771994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:32.772148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:32.772207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:32.772260] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:32.775925] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=4.10%) [2025-10-16T23:59:32.776230] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-10-16T23:59:32.776391] [INFO ] [sig ] HIMS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:32.917228] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HIMS.txt [2025-10-16T23:59:32.917468] [INFO ] [sig ] [856/1803] Completed HIMS in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:32.917514] [INFO ] [sig ] [857/1803] Forecasting HIO... [2025-10-16T23:59:32.917545] [INFO ] [sig ] Generating forecast for: HIO [2025-10-16T23:59:32.917576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-10-16T23:59:32.926460] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIO'. [2025-10-16T23:59:32.926776] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-10-16T23:59:32.959818] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:32.960775] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-10-16T23:59:32.960832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:32.960867] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:32.960897] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:32.960954] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:32.978538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:32.979223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:32.979305] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:32.979341] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:33.016803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:33.016939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:33.017024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:33.017074] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:33.020688] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=86.69%) [2025-10-16T23:59:33.020967] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-10-16T23:59:33.021106] [INFO ] [sig ] HIO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:33.164156] [INFO ] [LOCAL ] Saved forecast: HIO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HIO.txt [2025-10-16T23:59:33.164389] [INFO ] [sig ] [857/1803] Completed HIO in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:33.164436] [INFO ] [sig ] [858/1803] Forecasting HIPO... [2025-10-16T23:59:33.164467] [INFO ] [sig ] Generating forecast for: HIPO [2025-10-16T23:59:33.164498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-10-16T23:59:33.173411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIPO'. [2025-10-16T23:59:33.173691] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-10-16T23:59:33.198183] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:33.198918] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-10-16T23:59:33.198971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:33.199005] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:33.199033] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:33.199091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:33.216018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:33.216528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:33.216604] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:33.216637] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:33.254598] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:33.254733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:33.254780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:33.254810] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:33.257985] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=68.65%) [2025-10-16T23:59:33.258276] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-10-16T23:59:33.258418] [INFO ] [sig ] HIPO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:33.397855] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HIPO.txt [2025-10-16T23:59:33.398067] [INFO ] [sig ] [858/1803] Completed HIPO in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:33.398109] [INFO ] [sig ] [859/1803] Forecasting HIW... [2025-10-16T23:59:33.398140] [INFO ] [sig ] Generating forecast for: HIW [2025-10-16T23:59:33.398218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'. [2025-10-16T23:59:33.407694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIW'. [2025-10-16T23:59:33.407952] [INFO ] [FORECASTER] Starting predict_future for HIW [2025-10-16T23:59:33.432329] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:33.433034] [DEBUG] [LOCAL ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt [2025-10-16T23:59:33.433096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:33.433128] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:33.433156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:33.433230] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:33.450047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:33.450565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:33.450673] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:33.450727] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:33.494542] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:33.494618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:33.494684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:33.494730] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:33.497719] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-10-16T23:59:33.497965] [INFO ] [FORECASTER] Completed predict_future for HIW [2025-10-16T23:59:33.498094] [INFO ] [sig ] HIW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:33.636981] [INFO ] [LOCAL ] Saved forecast: HIW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HIW.txt [2025-10-16T23:59:33.637184] [INFO ] [sig ] [859/1803] Completed HIW in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:33.637226] [INFO ] [sig ] [860/1803] Forecasting HIX... [2025-10-16T23:59:33.637256] [INFO ] [sig ] Generating forecast for: HIX [2025-10-16T23:59:33.637286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-10-16T23:59:33.646226] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIX'. [2025-10-16T23:59:33.646479] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-10-16T23:59:33.671168] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:33.671860] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-10-16T23:59:33.671913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:33.671945] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:33.671972] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:33.672027] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:33.689208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:33.690103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:33.690191] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:33.690225] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:33.735412] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:33.735698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:33.735773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:33.735827] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:33.740242] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=50.14%) [2025-10-16T23:59:33.740692] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-10-16T23:59:33.740863] [INFO ] [sig ] HIX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:33.881005] [INFO ] [LOCAL ] Saved forecast: HIX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HIX.txt [2025-10-16T23:59:33.881220] [INFO ] [sig ] [860/1803] Completed HIX in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:33.881261] [INFO ] [sig ] [861/1803] Forecasting HKD... [2025-10-16T23:59:33.881292] [INFO ] [sig ] Generating forecast for: HKD [2025-10-16T23:59:33.881323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'. [2025-10-16T23:59:33.891427] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HKD'. [2025-10-16T23:59:33.891749] [INFO ] [FORECASTER] Starting predict_future for HKD [2025-10-16T23:59:33.916426] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:33.917132] [DEBUG] [LOCAL ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt [2025-10-16T23:59:33.917188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:33.917220] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:33.917246] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:33.917302] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:33.934616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:33.935183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:33.935259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:33.935292] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:33.977723] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:33.977802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:33.977838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:33.977865] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:33.981073] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: UP (p=55.90%) [2025-10-16T23:59:33.981325] [INFO ] [FORECASTER] Completed predict_future for HKD [2025-10-16T23:59:33.981462] [INFO ] [sig ] HKD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:34.121402] [INFO ] [LOCAL ] Saved forecast: HKD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HKD.txt [2025-10-16T23:59:34.121590] [INFO ] [sig ] [861/1803] Completed HKD in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:34.121632] [INFO ] [sig ] [862/1803] Forecasting HL... [2025-10-16T23:59:34.121702] [INFO ] [sig ] Generating forecast for: HL [2025-10-16T23:59:34.121745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-10-16T23:59:34.130763] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HL'. [2025-10-16T23:59:34.131034] [INFO ] [FORECASTER] Starting predict_future for HL [2025-10-16T23:59:34.155945] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:34.156620] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-10-16T23:59:34.156697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:34.156742] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:34.156770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:34.156826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:34.173532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:34.174082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:34.174162] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:34.174195] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:34.215325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:34.215411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:34.215447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:34.215475] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:34.218589] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=82.50%) [2025-10-16T23:59:34.218871] [INFO ] [FORECASTER] Completed predict_future for HL [2025-10-16T23:59:34.219020] [INFO ] [sig ] HL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:34.358467] [INFO ] [LOCAL ] Saved forecast: HL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HL.txt [2025-10-16T23:59:34.358694] [INFO ] [sig ] [862/1803] Completed HL in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:34.358764] [INFO ] [sig ] [863/1803] Forecasting HLF... [2025-10-16T23:59:34.358797] [INFO ] [sig ] Generating forecast for: HLF [2025-10-16T23:59:34.358828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-10-16T23:59:34.368023] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLF'. [2025-10-16T23:59:34.368375] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-10-16T23:59:34.392822] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:34.393464] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-10-16T23:59:34.393516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:34.393549] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:34.393576] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:34.393633] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:34.410475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:34.411031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:34.411111] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:34.411144] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:34.454718] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:34.454814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:34.454869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:34.454901] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:34.457878] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=70.35%) [2025-10-16T23:59:34.458125] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-10-16T23:59:34.458316] [INFO ] [sig ] HLF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:34.595132] [INFO ] [LOCAL ] Saved forecast: HLF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HLF.txt [2025-10-16T23:59:34.595356] [INFO ] [sig ] [863/1803] Completed HLF in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:34.595400] [INFO ] [sig ] [864/1803] Forecasting HLI... [2025-10-16T23:59:34.595430] [INFO ] [sig ] Generating forecast for: HLI [2025-10-16T23:59:34.595460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-10-16T23:59:34.605463] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLI'. [2025-10-16T23:59:34.605802] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-10-16T23:59:34.630768] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:34.631514] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-10-16T23:59:34.631568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:34.631601] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:34.631704] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:34.631774] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:34.649419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:34.650015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:34.650096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:34.650131] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:34.696455] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:34.696684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:34.696750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:34.696841] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:34.700454] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=92.76%) [2025-10-16T23:59:34.700758] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-10-16T23:59:34.700910] [INFO ] [sig ] HLI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:34.844426] [INFO ] [LOCAL ] Saved forecast: HLI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HLI.txt [2025-10-16T23:59:34.844700] [INFO ] [sig ] [864/1803] Completed HLI in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:34.844771] [INFO ] [sig ] [865/1803] Forecasting HLIO... [2025-10-16T23:59:34.844813] [INFO ] [sig ] Generating forecast for: HLIO [2025-10-16T23:59:34.844846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-10-16T23:59:34.854693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLIO'. [2025-10-16T23:59:34.854954] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-10-16T23:59:34.880118] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:34.880830] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-10-16T23:59:34.880885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:34.880920] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:34.880948] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:34.881006] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:34.898625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:34.899194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:34.899276] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:34.899311] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:34.940076] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:34.940160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:34.940198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:34.940228] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:34.943320] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=98.68%) [2025-10-16T23:59:34.943576] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-10-16T23:59:34.943747] [INFO ] [sig ] HLIO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:35.084834] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HLIO.txt [2025-10-16T23:59:35.085068] [INFO ] [sig ] [865/1803] Completed HLIO in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:35.085130] [INFO ] [sig ] [866/1803] Forecasting HLLY... [2025-10-16T23:59:35.085164] [INFO ] [sig ] Generating forecast for: HLLY [2025-10-16T23:59:35.085197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-10-16T23:59:35.094483] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLLY'. [2025-10-16T23:59:35.094760] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-10-16T23:59:35.122983] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:35.123818] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-10-16T23:59:35.123872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:35.123906] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:35.123933] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:35.123989] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:35.140806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:35.141329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:35.141406] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:35.141439] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:35.180932] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:35.181105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:35.181147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:35.181179] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:35.184621] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=23.46%) [2025-10-16T23:59:35.184916] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-10-16T23:59:35.185068] [INFO ] [sig ] HLLY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:35.324721] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HLLY.txt [2025-10-16T23:59:35.324932] [INFO ] [sig ] [866/1803] Completed HLLY in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:35.324975] [INFO ] [sig ] [867/1803] Forecasting HLN... [2025-10-16T23:59:35.325007] [INFO ] [sig ] Generating forecast for: HLN [2025-10-16T23:59:35.325037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-10-16T23:59:35.334299] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLN'. [2025-10-16T23:59:35.334677] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-10-16T23:59:35.359118] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:35.359864] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-10-16T23:59:35.359917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:35.359950] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:35.359977] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:35.360032] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:35.376733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:35.377251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:35.377328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:35.377360] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:35.419465] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:35.419907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:35.419949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:35.419978] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:35.426169] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=14.93%) [2025-10-16T23:59:35.426445] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-10-16T23:59:35.426588] [INFO ] [sig ] HLN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:35.569231] [INFO ] [LOCAL ] Saved forecast: HLN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HLN.txt [2025-10-16T23:59:35.569448] [INFO ] [sig ] [867/1803] Completed HLN in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:35.569490] [INFO ] [sig ] [868/1803] Forecasting HLT... [2025-10-16T23:59:35.569527] [INFO ] [sig ] Generating forecast for: HLT [2025-10-16T23:59:35.569559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-10-16T23:59:35.579825] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLT'. [2025-10-16T23:59:35.580123] [INFO ] [FORECASTER] Starting predict_future for HLT [2025-10-16T23:59:35.605340] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:35.606081] [DEBUG] [LOCAL ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt [2025-10-16T23:59:35.606135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:35.606168] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:35.606195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:35.606259] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:35.623349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:35.623917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:35.623997] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:35.624029] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:35.669591] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:35.669733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:35.669788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:35.669820] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:35.672884] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=89.17%) [2025-10-16T23:59:35.673133] [INFO ] [FORECASTER] Completed predict_future for HLT [2025-10-16T23:59:35.673268] [INFO ] [sig ] HLT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:35.811584] [INFO ] [LOCAL ] Saved forecast: HLT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HLT.txt [2025-10-16T23:59:35.811862] [INFO ] [sig ] [868/1803] Completed HLT in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:35.811917] [INFO ] [sig ] [869/1803] Forecasting HLX... [2025-10-16T23:59:35.811950] [INFO ] [sig ] Generating forecast for: HLX [2025-10-16T23:59:35.811980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-10-16T23:59:35.821024] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLX'. [2025-10-16T23:59:35.821297] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-10-16T23:59:35.845677] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:35.846362] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-10-16T23:59:35.846414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:35.846446] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:35.846473] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:35.846528] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:35.863771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:35.864304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:35.864382] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:35.864415] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:35.901593] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:35.901764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:35.901814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:35.901844] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:35.905268] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=10.10%) [2025-10-16T23:59:35.905572] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-10-16T23:59:35.905748] [INFO ] [sig ] HLX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:36.057550] [INFO ] [LOCAL ] Saved forecast: HLX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HLX.txt [2025-10-16T23:59:36.057849] [INFO ] [sig ] [869/1803] Completed HLX in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:36.057925] [INFO ] [sig ] [870/1803] Forecasting HMC... [2025-10-16T23:59:36.057965] [INFO ] [sig ] Generating forecast for: HMC [2025-10-16T23:59:36.058024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-10-16T23:59:36.067443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HMC'. [2025-10-16T23:59:36.067755] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-10-16T23:59:36.095005] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:36.095821] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-10-16T23:59:36.095875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:36.095909] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:36.095937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:36.095995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:36.116079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:36.116617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:36.116723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:36.116766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:36.152404] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:36.152487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:36.152523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:36.152554] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:36.155615] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=76.76%) [2025-10-16T23:59:36.155892] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-10-16T23:59:36.156022] [INFO ] [sig ] HMC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:36.298266] [INFO ] [LOCAL ] Saved forecast: HMC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HMC.txt [2025-10-16T23:59:36.298509] [INFO ] [sig ] [870/1803] Completed HMC in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:36.298551] [INFO ] [sig ] [871/1803] Forecasting HMN... [2025-10-16T23:59:36.298582] [INFO ] [sig ] Generating forecast for: HMN [2025-10-16T23:59:36.298613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-10-16T23:59:36.307509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HMN'. [2025-10-16T23:59:36.307874] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-10-16T23:59:36.335773] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:36.336593] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-10-16T23:59:36.336673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:36.336727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:36.336758] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:36.336817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:36.354317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:36.354904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:36.354988] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:36.355023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:36.395564] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:36.395725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:36.395777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:36.395829] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:36.399275] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=94.56%) [2025-10-16T23:59:36.399540] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-10-16T23:59:36.399704] [INFO ] [sig ] HMN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:36.544043] [INFO ] [LOCAL ] Saved forecast: HMN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HMN.txt [2025-10-16T23:59:36.544337] [INFO ] [sig ] [871/1803] Completed HMN in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:36.544385] [INFO ] [sig ] [872/1803] Forecasting HMY... [2025-10-16T23:59:36.544416] [INFO ] [sig ] Generating forecast for: HMY [2025-10-16T23:59:36.544447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-10-16T23:59:36.554480] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HMY'. [2025-10-16T23:59:36.554839] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-10-16T23:59:36.579325] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:36.580037] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-10-16T23:59:36.580090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:36.580124] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:36.580151] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:36.580206] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:36.596909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:36.597428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:36.597506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:36.597539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:36.640541] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:36.640719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:36.640773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:36.640804] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:36.644152] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=73.51%) [2025-10-16T23:59:36.644415] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-10-16T23:59:36.644551] [INFO ] [sig ] HMY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:36.782157] [INFO ] [LOCAL ] Saved forecast: HMY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HMY.txt [2025-10-16T23:59:36.782354] [INFO ] [sig ] [872/1803] Completed HMY in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:36.782396] [INFO ] [sig ] [873/1803] Forecasting HNI... [2025-10-16T23:59:36.782427] [INFO ] [sig ] Generating forecast for: HNI [2025-10-16T23:59:36.782457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-10-16T23:59:36.793098] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HNI'. [2025-10-16T23:59:36.793614] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-10-16T23:59:36.823910] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:36.824904] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-10-16T23:59:36.824964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:36.824999] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:36.825033] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:36.825115] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:36.846507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:36.847539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:36.847681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:36.847740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:36.886682] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:36.886849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:36.886891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:36.886921] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:36.890336] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=87.49%) [2025-10-16T23:59:36.890611] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-10-16T23:59:36.890793] [INFO ] [sig ] HNI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:37.029348] [INFO ] [LOCAL ] Saved forecast: HNI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HNI.txt [2025-10-16T23:59:37.029569] [INFO ] [sig ] [873/1803] Completed HNI in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:37.029613] [INFO ] [sig ] [874/1803] Forecasting HOG... [2025-10-16T23:59:37.029667] [INFO ] [sig ] Generating forecast for: HOG [2025-10-16T23:59:37.029722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-10-16T23:59:37.038414] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOG'. [2025-10-16T23:59:37.038734] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-10-16T23:59:37.064269] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:37.064975] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-10-16T23:59:37.065029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:37.065062] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:37.065089] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:37.065144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:37.081885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:37.082408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:37.082488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:37.082520] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:37.116859] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:37.116960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:37.116997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:37.117025] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:37.120187] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=93.47%) [2025-10-16T23:59:37.120437] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-10-16T23:59:37.120560] [INFO ] [sig ] HOG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:37.258580] [INFO ] [LOCAL ] Saved forecast: HOG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HOG.txt [2025-10-16T23:59:37.258890] [INFO ] [sig ] [874/1803] Completed HOG in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:37.258965] [INFO ] [sig ] [875/1803] Forecasting HOMB... [2025-10-16T23:59:37.259016] [INFO ] [sig ] Generating forecast for: HOMB [2025-10-16T23:59:37.259050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-10-16T23:59:37.268502] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOMB'. [2025-10-16T23:59:37.268872] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-10-16T23:59:37.295029] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:37.295806] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-10-16T23:59:37.295861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:37.295895] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:37.295924] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:37.295982] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:37.314373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:37.314980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:37.315063] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:37.315097] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:37.350521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:37.350601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:37.350639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:37.350715] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:37.353923] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=48.75%) [2025-10-16T23:59:37.354200] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-10-16T23:59:37.354346] [INFO ] [sig ] HOMB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:37.502077] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HOMB.txt [2025-10-16T23:59:37.502294] [INFO ] [sig ] [875/1803] Completed HOMB in 0.2s | 4.11 sym/s | Total: 3.5m | ETA: 3.8m [2025-10-16T23:59:37.502337] [INFO ] [sig ] [876/1803] Forecasting HOUS... [2025-10-16T23:59:37.502370] [INFO ] [sig ] Generating forecast for: HOUS [2025-10-16T23:59:37.502403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-10-16T23:59:37.511286] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOUS'. [2025-10-16T23:59:37.511560] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-10-16T23:59:37.537493] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:37.538373] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-10-16T23:59:37.538428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:37.538462] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:37.538491] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:37.538550] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:37.556861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:37.557389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:37.557468] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:37.557502] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:37.592830] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:37.592908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:37.592943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:37.592972] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:37.595958] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=84.48%) [2025-10-16T23:59:37.596201] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-10-16T23:59:37.596324] [INFO ] [sig ] HOUS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:37.734212] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HOUS.txt [2025-10-16T23:59:37.734406] [INFO ] [sig ] [876/1803] Completed HOUS in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.8m [2025-10-16T23:59:37.734455] [INFO ] [sig ] [877/1803] Forecasting HOV... [2025-10-16T23:59:37.734487] [INFO ] [sig ] Generating forecast for: HOV [2025-10-16T23:59:37.734518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'. [2025-10-16T23:59:37.742929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOV'. [2025-10-16T23:59:37.743175] [INFO ] [FORECASTER] Starting predict_future for HOV [2025-10-16T23:59:37.767443] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:37.768222] [DEBUG] [LOCAL ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt [2025-10-16T23:59:37.768276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:37.768358] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:37.768395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:37.768452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:37.785530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:37.786092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:37.786171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:37.786203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:37.819727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:37.819803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:37.819839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:37.819867] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:37.822843] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-10-16T23:59:37.823087] [INFO ] [FORECASTER] Completed predict_future for HOV [2025-10-16T23:59:37.823213] [INFO ] [sig ] HOV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:37.979870] [INFO ] [LOCAL ] Saved forecast: HOV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HOV.txt [2025-10-16T23:59:37.980111] [INFO ] [sig ] [877/1803] Completed HOV in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.8m [2025-10-16T23:59:37.980155] [INFO ] [sig ] [878/1803] Forecasting HP... [2025-10-16T23:59:37.980185] [INFO ] [sig ] Generating forecast for: HP [2025-10-16T23:59:37.980217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-10-16T23:59:37.989416] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HP'. [2025-10-16T23:59:37.989719] [INFO ] [FORECASTER] Starting predict_future for HP [2025-10-16T23:59:38.014340] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:38.015048] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-10-16T23:59:38.015101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:38.015134] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:38.015162] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:38.015219] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:38.032052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:38.032585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:38.032688] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:38.032742] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:38.069223] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:38.069353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:38.069392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:38.069420] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:38.072779] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=26.91%) [2025-10-16T23:59:38.073045] [INFO ] [FORECASTER] Completed predict_future for HP [2025-10-16T23:59:38.073183] [INFO ] [sig ] HP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:38.211577] [INFO ] [LOCAL ] Saved forecast: HP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HP.txt [2025-10-16T23:59:38.211830] [INFO ] [sig ] [878/1803] Completed HP in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.8m [2025-10-16T23:59:38.211887] [INFO ] [sig ] [879/1803] Forecasting HPE... [2025-10-16T23:59:38.211920] [INFO ] [sig ] Generating forecast for: HPE [2025-10-16T23:59:38.211951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-10-16T23:59:38.220247] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPE'. [2025-10-16T23:59:38.220519] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-10-16T23:59:38.244953] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:38.245632] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-10-16T23:59:38.245712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:38.245749] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:38.245776] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:38.245832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:38.263369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:38.263986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:38.264076] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:38.264111] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:38.300408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:38.300538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:38.300582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:38.300618] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:38.303858] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=86.68%) [2025-10-16T23:59:38.304121] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-10-16T23:59:38.304253] [INFO ] [sig ] HPE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:38.444342] [INFO ] [LOCAL ] Saved forecast: HPE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HPE.txt [2025-10-16T23:59:38.444583] [INFO ] [sig ] [879/1803] Completed HPE in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:38.444625] [INFO ] [sig ] [880/1803] Forecasting HPF... [2025-10-16T23:59:38.444694] [INFO ] [sig ] Generating forecast for: HPF [2025-10-16T23:59:38.444740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-10-16T23:59:38.453187] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPF'. [2025-10-16T23:59:38.453513] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-10-16T23:59:38.479354] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:38.480722] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-10-16T23:59:38.480779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:38.480814] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:38.480841] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:38.480900] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:38.497908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:38.498611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:38.498721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:38.498764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:38.532008] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:38.532117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:38.532154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:38.532183] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:38.535367] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=91.82%) [2025-10-16T23:59:38.535629] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-10-16T23:59:38.535804] [INFO ] [sig ] HPF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:38.706343] [INFO ] [LOCAL ] Saved forecast: HPF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HPF.txt [2025-10-16T23:59:38.706587] [INFO ] [sig ] [880/1803] Completed HPF in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:38.706633] [INFO ] [sig ] [881/1803] Forecasting HPI... [2025-10-16T23:59:38.706722] [INFO ] [sig ] Generating forecast for: HPI [2025-10-16T23:59:38.706791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-10-16T23:59:38.716434] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPI'. [2025-10-16T23:59:38.716783] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-10-16T23:59:38.744885] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:38.745623] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-10-16T23:59:38.745718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:38.745766] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:38.745797] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:38.745854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:38.766215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:38.766811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:38.766895] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:38.766931] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:38.804133] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:38.804226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:38.804264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:38.804294] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:38.807613] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=23.35%) [2025-10-16T23:59:38.807904] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-10-16T23:59:38.808061] [INFO ] [sig ] HPI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:38.981499] [INFO ] [LOCAL ] Saved forecast: HPI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HPI.txt [2025-10-16T23:59:38.981763] [INFO ] [sig ] [881/1803] Completed HPI in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:38.981826] [INFO ] [sig ] [882/1803] Forecasting HPP... [2025-10-16T23:59:38.981863] [INFO ] [sig ] Generating forecast for: HPP [2025-10-16T23:59:38.981896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-10-16T23:59:38.990918] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPP'. [2025-10-16T23:59:38.991211] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-10-16T23:59:39.018632] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:39.019440] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-10-16T23:59:39.019518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:39.019554] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:39.019583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:39.019662] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:39.038675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:39.039274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:39.039372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:39.039413] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:39.080947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:39.081077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:39.081127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:39.081183] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:39.084964] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=56.88%) [2025-10-16T23:59:39.085241] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-10-16T23:59:39.085384] [INFO ] [sig ] HPP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:39.249375] [INFO ] [LOCAL ] Saved forecast: HPP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HPP.txt [2025-10-16T23:59:39.249602] [INFO ] [sig ] [882/1803] Completed HPP in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:39.249705] [INFO ] [sig ] [883/1803] Forecasting HPQ... [2025-10-16T23:59:39.249782] [INFO ] [sig ] Generating forecast for: HPQ [2025-10-16T23:59:39.249850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-10-16T23:59:39.258995] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPQ'. [2025-10-16T23:59:39.259315] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-10-16T23:59:39.288386] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:39.289150] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-10-16T23:59:39.289206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:39.289241] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:39.289270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:39.289329] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:39.308629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:39.309310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:39.309394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:39.309429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:39.350372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:39.350491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:39.350536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:39.350567] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:39.354143] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=21.40%) [2025-10-16T23:59:39.354412] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-10-16T23:59:39.355031] [INFO ] [sig ] HPQ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:39.516936] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HPQ.txt [2025-10-16T23:59:39.517153] [INFO ] [sig ] [883/1803] Completed HPQ in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:39.517199] [INFO ] [sig ] [884/1803] Forecasting HPS... [2025-10-16T23:59:39.517232] [INFO ] [sig ] Generating forecast for: HPS [2025-10-16T23:59:39.517302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-10-16T23:59:39.526489] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPS'. [2025-10-16T23:59:39.526789] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-10-16T23:59:39.553560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:39.554367] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-10-16T23:59:39.554421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:39.554457] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:39.554485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:39.554549] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:39.574246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:39.574896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:39.574979] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:39.575015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:39.614878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:39.614984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:39.615024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:39.615053] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:39.618830] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=83.29%) [2025-10-16T23:59:39.619142] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-10-16T23:59:39.619287] [INFO ] [sig ] HPS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:39.780181] [INFO ] [LOCAL ] Saved forecast: HPS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HPS.txt [2025-10-16T23:59:39.780419] [INFO ] [sig ] [884/1803] Completed HPS in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:39.780465] [INFO ] [sig ] [885/1803] Forecasting HQH... [2025-10-16T23:59:39.780504] [INFO ] [sig ] Generating forecast for: HQH [2025-10-16T23:59:39.780545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-10-16T23:59:39.789706] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HQH'. [2025-10-16T23:59:39.790058] [INFO ] [FORECASTER] Starting predict_future for HQH [2025-10-16T23:59:39.817550] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:39.818406] [DEBUG] [LOCAL ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt [2025-10-16T23:59:39.818464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:39.818498] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:39.818526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:39.818585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:39.839261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:39.840258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:39.840347] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:39.840381] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:39.874891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:39.874969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:39.875006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:39.875035] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:39.878023] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=76.52%) [2025-10-16T23:59:39.878331] [INFO ] [FORECASTER] Completed predict_future for HQH [2025-10-16T23:59:39.878470] [INFO ] [sig ] HQH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:40.024265] [INFO ] [LOCAL ] Saved forecast: HQH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HQH.txt [2025-10-16T23:59:40.024600] [INFO ] [sig ] [885/1803] Completed HQH in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:40.024702] [INFO ] [sig ] [886/1803] Forecasting HQL... [2025-10-16T23:59:40.024770] [INFO ] [sig ] Generating forecast for: HQL [2025-10-16T23:59:40.024828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-10-16T23:59:40.036391] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HQL'. [2025-10-16T23:59:40.037013] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-10-16T23:59:40.072929] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:40.073767] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-10-16T23:59:40.073823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:40.073857] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:40.073885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:40.073943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:40.092378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:40.093259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:40.093347] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:40.093380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:40.129328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:40.129412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:40.129447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:40.129476] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:40.132548] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-10-16T23:59:40.132848] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-10-16T23:59:40.132987] [INFO ] [sig ] HQL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:40.277986] [INFO ] [LOCAL ] Saved forecast: HQL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HQL.txt [2025-10-16T23:59:40.278237] [INFO ] [sig ] [886/1803] Completed HQL in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:40.278297] [INFO ] [sig ] [887/1803] Forecasting HR... [2025-10-16T23:59:40.278330] [INFO ] [sig ] Generating forecast for: HR [2025-10-16T23:59:40.278360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'. [2025-10-16T23:59:40.288596] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HR'. [2025-10-16T23:59:40.288903] [INFO ] [FORECASTER] Starting predict_future for HR [2025-10-16T23:59:40.314095] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:40.314826] [DEBUG] [LOCAL ] No optimal features file found for HR: ./output/feature-sets/HR.txt [2025-10-16T23:59:40.314881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:40.314914] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:40.314940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:40.314996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:40.332181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:40.332745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:40.332826] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:40.332877] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:40.368948] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:40.369045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:40.369081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:40.369110] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:40.372236] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: DOWN (p=10.82%) [2025-10-16T23:59:40.372484] [INFO ] [FORECASTER] Completed predict_future for HR [2025-10-16T23:59:40.372610] [INFO ] [sig ] HR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:40.531902] [INFO ] [LOCAL ] Saved forecast: HR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HR.txt [2025-10-16T23:59:40.532118] [INFO ] [sig ] [887/1803] Completed HR in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:40.532174] [INFO ] [sig ] [888/1803] Forecasting HRB... [2025-10-16T23:59:40.532207] [INFO ] [sig ] Generating forecast for: HRB [2025-10-16T23:59:40.532239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-10-16T23:59:40.540544] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRB'. [2025-10-16T23:59:40.540838] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-10-16T23:59:40.566373] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:40.567176] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-10-16T23:59:40.567231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:40.567265] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:40.567293] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:40.567349] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:40.585073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:40.585634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:40.585742] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:40.585780] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:40.623374] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:40.623466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:40.623504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:40.623533] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:40.626786] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=98.18%) [2025-10-16T23:59:40.627042] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-10-16T23:59:40.627180] [INFO ] [sig ] HRB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:40.769444] [INFO ] [LOCAL ] Saved forecast: HRB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HRB.txt [2025-10-16T23:59:40.769671] [INFO ] [sig ] [888/1803] Completed HRB in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:40.769731] [INFO ] [sig ] [889/1803] Forecasting HRI... [2025-10-16T23:59:40.769765] [INFO ] [sig ] Generating forecast for: HRI [2025-10-16T23:59:40.769795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'. [2025-10-16T23:59:40.778520] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRI'. [2025-10-16T23:59:40.778847] [INFO ] [FORECASTER] Starting predict_future for HRI [2025-10-16T23:59:40.804716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:40.805470] [DEBUG] [LOCAL ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt [2025-10-16T23:59:40.805547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:40.805584] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:40.805617] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:40.805699] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:40.823252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:40.823844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:40.823928] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:40.823962] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:40.861675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:40.861837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:40.861879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:40.861909] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:40.865390] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: DOWN (p=17.53%) [2025-10-16T23:59:40.865716] [INFO ] [FORECASTER] Completed predict_future for HRI [2025-10-16T23:59:40.865869] [INFO ] [sig ] HRI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:41.007489] [INFO ] [LOCAL ] Saved forecast: HRI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HRI.txt [2025-10-16T23:59:41.007717] [INFO ] [sig ] [889/1803] Completed HRI in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:41.007776] [INFO ] [sig ] [890/1803] Forecasting HRL... [2025-10-16T23:59:41.007810] [INFO ] [sig ] Generating forecast for: HRL [2025-10-16T23:59:41.007841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-10-16T23:59:41.017154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRL'. [2025-10-16T23:59:41.017486] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-10-16T23:59:41.042119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:41.042901] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-10-16T23:59:41.042954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:41.043038] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:41.043076] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:41.043134] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:41.060424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:41.061093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:41.061174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:41.061208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:41.105190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:41.105384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:41.105445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:41.105476] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:41.109065] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=97.63%) [2025-10-16T23:59:41.109353] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-10-16T23:59:41.109493] [INFO ] [sig ] HRL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:41.249282] [INFO ] [LOCAL ] Saved forecast: HRL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HRL.txt [2025-10-16T23:59:41.249505] [INFO ] [sig ] [890/1803] Completed HRL in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:41.249548] [INFO ] [sig ] [891/1803] Forecasting HRTG... [2025-10-16T23:59:41.249581] [INFO ] [sig ] Generating forecast for: HRTG [2025-10-16T23:59:41.249612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-10-16T23:59:41.258523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRTG'. [2025-10-16T23:59:41.258817] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-10-16T23:59:41.283129] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:41.283885] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-10-16T23:59:41.283939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:41.283971] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:41.283998] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:41.284053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:41.301057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:41.301569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:41.301666] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:41.301719] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:41.344306] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:41.344387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:41.344422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:41.344450] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:41.347978] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-10-16T23:59:41.348967] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-10-16T23:59:41.349347] [INFO ] [sig ] HRTG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:41.507491] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HRTG.txt [2025-10-16T23:59:41.507792] [INFO ] [sig ] [891/1803] Completed HRTG in 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:41.507855] [INFO ] [sig ] [892/1803] Forecasting HSBC... [2025-10-16T23:59:41.507893] [INFO ] [sig ] Generating forecast for: HSBC [2025-10-16T23:59:41.507966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-10-16T23:59:41.516888] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HSBC'. [2025-10-16T23:59:41.517250] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-10-16T23:59:41.543747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:41.544546] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-10-16T23:59:41.544603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:41.544662] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:41.544717] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:41.544780] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:41.562918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:41.563474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:41.563556] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:41.563595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:41.605088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:41.605174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:41.605209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:41.605237] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:41.608277] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=91.18%) [2025-10-16T23:59:41.608523] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-10-16T23:59:41.608709] [INFO ] [sig ] HSBC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:41.746522] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HSBC.txt [2025-10-16T23:59:41.746748] [INFO ] [sig ] [892/1803] Completed HSBC in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:41.746808] [INFO ] [sig ] [893/1803] Forecasting HSHP... [2025-10-16T23:59:41.746841] [INFO ] [sig ] Generating forecast for: HSHP [2025-10-16T23:59:41.746871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-10-16T23:59:41.755282] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HSHP'. [2025-10-16T23:59:41.755535] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-10-16T23:59:41.780046] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:41.780742] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-10-16T23:59:41.780796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:41.780828] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:41.780855] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:41.780911] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:41.797740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:41.798293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:41.798372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:41.798405] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:41.838745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:41.838823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:41.838858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:41.838885] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:41.841877] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=91.39%) [2025-10-16T23:59:41.842122] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-10-16T23:59:41.842247] [INFO ] [sig ] HSHP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:41.983357] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HSHP.txt [2025-10-16T23:59:41.983578] [INFO ] [sig ] [893/1803] Completed HSHP in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:41.983627] [INFO ] [sig ] [894/1803] Forecasting HSY... [2025-10-16T23:59:41.983692] [INFO ] [sig ] Generating forecast for: HSY [2025-10-16T23:59:41.983736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-10-16T23:59:41.992591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HSY'. [2025-10-16T23:59:41.992996] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-10-16T23:59:42.019594] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:42.020469] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-10-16T23:59:42.020532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:42.020569] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:42.020599] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:42.020694] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:42.038863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:42.039429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:42.039512] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:42.039567] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:42.077255] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:42.077344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:42.077380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:42.077410] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:42.080543] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=5.18%) [2025-10-16T23:59:42.080838] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-10-16T23:59:42.080978] [INFO ] [sig ] HSY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:42.219468] [INFO ] [LOCAL ] Saved forecast: HSY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HSY.txt [2025-10-16T23:59:42.219687] [INFO ] [sig ] [894/1803] Completed HSY in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:42.219746] [INFO ] [sig ] [895/1803] Forecasting HTD... [2025-10-16T23:59:42.219779] [INFO ] [sig ] Generating forecast for: HTD [2025-10-16T23:59:42.219809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-10-16T23:59:42.228187] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HTD'. [2025-10-16T23:59:42.228453] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-10-16T23:59:42.253000] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:42.253677] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-10-16T23:59:42.253733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:42.253766] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:42.253792] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:42.253848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:42.270611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:42.271162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:42.271241] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:42.271275] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:42.306480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:42.306561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:42.306596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:42.306626] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:42.309737] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=74.86%) [2025-10-16T23:59:42.309991] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-10-16T23:59:42.310125] [INFO ] [sig ] HTD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:42.454791] [INFO ] [LOCAL ] Saved forecast: HTD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HTD.txt [2025-10-16T23:59:42.454989] [INFO ] [sig ] [895/1803] Completed HTD in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:42.455030] [INFO ] [sig ] [896/1803] Forecasting HTGC... [2025-10-16T23:59:42.455060] [INFO ] [sig ] Generating forecast for: HTGC [2025-10-16T23:59:42.455090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-10-16T23:59:42.463848] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HTGC'. [2025-10-16T23:59:42.464101] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-10-16T23:59:42.489090] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:42.489817] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-10-16T23:59:42.489871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:42.489921] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:42.489952] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:42.490009] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:42.508819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:42.509444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:42.509525] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:42.509560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:42.546995] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:42.547162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:42.547206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:42.547237] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:42.550766] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=95.54%) [2025-10-16T23:59:42.551042] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-10-16T23:59:42.551215] [INFO ] [sig ] HTGC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:42.694996] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HTGC.txt [2025-10-16T23:59:42.695187] [INFO ] [sig ] [896/1803] Completed HTGC in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:42.695228] [INFO ] [sig ] [897/1803] Forecasting HTH... [2025-10-16T23:59:42.695259] [INFO ] [sig ] Generating forecast for: HTH [2025-10-16T23:59:42.695289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-10-16T23:59:42.703867] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HTH'. [2025-10-16T23:59:42.704116] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-10-16T23:59:42.730038] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:42.731149] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-10-16T23:59:42.731225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:42.731263] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:42.731292] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:42.731350] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:42.749953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:42.750851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:42.750940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:42.750977] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:42.787490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:42.787673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:42.787732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:42.787764] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:42.791161] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=50.95%) [2025-10-16T23:59:42.791426] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-10-16T23:59:42.791555] [INFO ] [sig ] HTH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:42.930635] [INFO ] [LOCAL ] Saved forecast: HTH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HTH.txt [2025-10-16T23:59:42.930895] [INFO ] [sig ] [897/1803] Completed HTH in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:42.930939] [INFO ] [sig ] [898/1803] Forecasting HUBB... [2025-10-16T23:59:42.930970] [INFO ] [sig ] Generating forecast for: HUBB [2025-10-16T23:59:42.931000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-10-16T23:59:42.939321] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUBB'. [2025-10-16T23:59:42.939587] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-10-16T23:59:42.964126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:42.964919] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-10-16T23:59:42.964973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:42.965005] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:42.965034] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:42.965090] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:42.982127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:42.982671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:42.982753] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:42.982787] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:43.015684] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:43.015764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:43.015800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:43.015828] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:43.018813] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=25.05%) [2025-10-16T23:59:43.019060] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-10-16T23:59:43.019190] [INFO ] [sig ] HUBB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:43.171185] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HUBB.txt [2025-10-16T23:59:43.171389] [INFO ] [sig ] [898/1803] Completed HUBB in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:43.171433] [INFO ] [sig ] [899/1803] Forecasting HUBS... [2025-10-16T23:59:43.171466] [INFO ] [sig ] Generating forecast for: HUBS [2025-10-16T23:59:43.171499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-10-16T23:59:43.179943] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUBS'. [2025-10-16T23:59:43.180231] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-10-16T23:59:43.205985] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:43.206762] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-10-16T23:59:43.206818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:43.206853] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:43.206883] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:43.206941] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:43.224940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:43.225537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:43.225620] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:43.225688] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:43.261950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:43.262035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:43.262071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:43.262099] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:43.265087] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=59.62%) [2025-10-16T23:59:43.265334] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-10-16T23:59:43.265481] [INFO ] [sig ] HUBS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:43.406890] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HUBS.txt [2025-10-16T23:59:43.407172] [INFO ] [sig ] [899/1803] Completed HUBS in 0.2s | 4.11 sym/s | Total: 3.6m | ETA: 3.7m [2025-10-16T23:59:43.407242] [INFO ] [sig ] [900/1803] Forecasting HUM... [2025-10-16T23:59:43.407282] [INFO ] [sig ] Generating forecast for: HUM [2025-10-16T23:59:43.407378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-10-16T23:59:43.417274] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUM'. [2025-10-16T23:59:43.417608] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-10-16T23:59:43.444198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:43.444973] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-10-16T23:59:43.445026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:43.445060] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:43.445089] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:43.445158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:43.463249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:43.463887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:43.463970] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:43.464005] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:43.499764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:43.499866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:43.499904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:43.499935] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:43.503270] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=12.67%) [2025-10-16T23:59:43.503529] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-10-16T23:59:43.503691] [INFO ] [sig ] HUM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:43.650547] [INFO ] [LOCAL ] Saved forecast: HUM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HUM.txt [2025-10-16T23:59:43.650813] [INFO ] [sig ] [900/1803] Completed HUM in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.7m [2025-10-16T23:59:43.650873] [INFO ] [sig ] [901/1803] Forecasting HUN... [2025-10-16T23:59:43.650907] [INFO ] [sig ] Generating forecast for: HUN [2025-10-16T23:59:43.650938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-10-16T23:59:43.660036] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUN'. [2025-10-16T23:59:43.660398] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-10-16T23:59:43.685150] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:43.685943] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-10-16T23:59:43.685997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:43.686031] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:43.686058] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:43.686115] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:43.703191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:43.703925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:43.704009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:43.704043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:43.741163] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:43.741328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:43.741370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:43.741401] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:43.744846] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=63.51%) [2025-10-16T23:59:43.745106] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-10-16T23:59:43.745236] [INFO ] [sig ] HUN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:43.889060] [INFO ] [LOCAL ] Saved forecast: HUN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HUN.txt [2025-10-16T23:59:43.889252] [INFO ] [sig ] [901/1803] Completed HUN in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.7m [2025-10-16T23:59:43.889294] [INFO ] [sig ] [902/1803] Forecasting HUYA... [2025-10-16T23:59:43.889325] [INFO ] [sig ] Generating forecast for: HUYA [2025-10-16T23:59:43.889356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-10-16T23:59:43.897460] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUYA'. [2025-10-16T23:59:43.897734] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-10-16T23:59:43.923485] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:43.924243] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-10-16T23:59:43.924297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:43.924332] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:43.924360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:43.924416] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:43.941300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:43.941935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:43.942020] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:43.942053] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:43.979100] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:43.979276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:43.979320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:43.979351] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:43.982953] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-10-16T23:59:43.983226] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-10-16T23:59:43.983368] [INFO ] [sig ] HUYA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:44.120338] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HUYA.txt [2025-10-16T23:59:44.120568] [INFO ] [sig ] [902/1803] Completed HUYA in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.7m [2025-10-16T23:59:44.120611] [INFO ] [sig ] [903/1803] Forecasting HVT... [2025-10-16T23:59:44.120668] [INFO ] [sig ] Generating forecast for: HVT [2025-10-16T23:59:44.120723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-10-16T23:59:44.129342] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HVT'. [2025-10-16T23:59:44.129594] [INFO ] [FORECASTER] Starting predict_future for HVT [2025-10-16T23:59:44.153969] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:44.154669] [DEBUG] [LOCAL ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt [2025-10-16T23:59:44.154759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:44.154815] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:44.154845] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:44.154902] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:44.172058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:44.172596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:44.172699] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:44.172747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:44.208848] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:44.208921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:44.208955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:44.208983] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:44.211910] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: UP (p=98.09%) [2025-10-16T23:59:44.212154] [INFO ] [FORECASTER] Completed predict_future for HVT [2025-10-16T23:59:44.212284] [INFO ] [sig ] HVT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:44.351050] [INFO ] [LOCAL ] Saved forecast: HVT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HVT.txt [2025-10-16T23:59:44.351267] [INFO ] [sig ] [903/1803] Completed HVT in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.7m [2025-10-16T23:59:44.351308] [INFO ] [sig ] [904/1803] Forecasting HWM... [2025-10-16T23:59:44.351338] [INFO ] [sig ] Generating forecast for: HWM [2025-10-16T23:59:44.351368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-10-16T23:59:44.359832] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HWM'. [2025-10-16T23:59:44.360104] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-10-16T23:59:44.385052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:44.385750] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-10-16T23:59:44.385803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:44.385836] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:44.385862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:44.385918] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:44.403518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:44.404224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:44.404309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:44.404342] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:44.438497] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:44.438669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:44.438742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:44.438780] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:44.442114] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=11.68%) [2025-10-16T23:59:44.442377] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-10-16T23:59:44.442517] [INFO ] [sig ] HWM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:44.580325] [INFO ] [LOCAL ] Saved forecast: HWM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HWM.txt [2025-10-16T23:59:44.580514] [INFO ] [sig ] [904/1803] Completed HWM in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:44.580555] [INFO ] [sig ] [905/1803] Forecasting HXL... [2025-10-16T23:59:44.580586] [INFO ] [sig ] Generating forecast for: HXL [2025-10-16T23:59:44.580616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-10-16T23:59:44.589091] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HXL'. [2025-10-16T23:59:44.589348] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-10-16T23:59:44.613536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:44.614215] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-10-16T23:59:44.614267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:44.614299] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:44.614325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:44.614381] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:44.631107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:44.631622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:44.631728] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:44.631768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:44.666858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:44.666933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:44.666968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:44.666997] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:44.669992] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=45.38%) [2025-10-16T23:59:44.670237] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-10-16T23:59:44.670365] [INFO ] [sig ] HXL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:44.807812] [INFO ] [LOCAL ] Saved forecast: HXL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HXL.txt [2025-10-16T23:59:44.808028] [INFO ] [sig ] [905/1803] Completed HXL in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:44.808069] [INFO ] [sig ] [906/1803] Forecasting HY... [2025-10-16T23:59:44.808100] [INFO ] [sig ] Generating forecast for: HY [2025-10-16T23:59:44.808131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-10-16T23:59:44.817202] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HY'. [2025-10-16T23:59:44.817476] [INFO ] [FORECASTER] Starting predict_future for HY [2025-10-16T23:59:44.841981] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:44.842729] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-10-16T23:59:44.842783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:44.842815] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:44.842843] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:44.842899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:44.859858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:44.860408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:44.860528] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:44.860567] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:44.894716] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:44.894885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:44.894928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:44.894959] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:44.898350] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-10-16T23:59:44.898613] [INFO ] [FORECASTER] Completed predict_future for HY [2025-10-16T23:59:44.898791] [INFO ] [sig ] HY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:45.038457] [INFO ] [LOCAL ] Saved forecast: HY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HY.txt [2025-10-16T23:59:45.038722] [INFO ] [sig ] [906/1803] Completed HY in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:45.038783] [INFO ] [sig ] [907/1803] Forecasting HYI... [2025-10-16T23:59:45.038817] [INFO ] [sig ] Generating forecast for: HYI [2025-10-16T23:59:45.038848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-10-16T23:59:45.048178] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HYI'. [2025-10-16T23:59:45.048467] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-10-16T23:59:45.074052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:45.074828] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-10-16T23:59:45.074883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:45.074916] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:45.074943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:45.075000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:45.091945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:45.092541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:45.092629] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:45.092708] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:45.139620] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:45.139819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:45.139867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:45.139897] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:45.143385] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=94.81%) [2025-10-16T23:59:45.143675] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-10-16T23:59:45.143837] [INFO ] [sig ] HYI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:45.283819] [INFO ] [LOCAL ] Saved forecast: HYI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HYI.txt [2025-10-16T23:59:45.284030] [INFO ] [sig ] [907/1803] Completed HYI in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:45.284072] [INFO ] [sig ] [908/1803] Forecasting HYT... [2025-10-16T23:59:45.284103] [INFO ] [sig ] Generating forecast for: HYT [2025-10-16T23:59:45.284133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'. [2025-10-16T23:59:45.293427] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HYT'. [2025-10-16T23:59:45.293730] [INFO ] [FORECASTER] Starting predict_future for HYT [2025-10-16T23:59:45.318591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:45.319363] [DEBUG] [LOCAL ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt [2025-10-16T23:59:45.319416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:45.319449] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:45.319476] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:45.319531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:45.336393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:45.336962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:45.337067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:45.337100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:45.382845] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:45.382944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:45.382981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:45.383010] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:45.386058] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=55.26%) [2025-10-16T23:59:45.386303] [INFO ] [FORECASTER] Completed predict_future for HYT [2025-10-16T23:59:45.386433] [INFO ] [sig ] HYT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:45.525850] [INFO ] [LOCAL ] Saved forecast: HYT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HYT.txt [2025-10-16T23:59:45.526048] [INFO ] [sig ] [908/1803] Completed HYT in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:45.526089] [INFO ] [sig ] [909/1803] Forecasting HYTR... [2025-10-16T23:59:45.526119] [INFO ] [sig ] Generating forecast for: HYTR [2025-10-16T23:59:45.526149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'. [2025-10-16T23:59:45.536714] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'HYTR'. [2025-10-16T23:59:45.537284] [INFO ] [FORECASTER] Starting predict_future for HYTR [2025-10-16T23:59:45.566496] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:45.567496] [DEBUG] [LOCAL ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt [2025-10-16T23:59:45.567561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:45.567597] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:45.567625] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:45.567722] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:45.586303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:45.587635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:45.587767] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:45.587835] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:45.634043] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:45.634287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:45.634334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:45.634364] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:45.642582] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: UP (p=99.74%) [2025-10-16T23:59:45.642942] [INFO ] [FORECASTER] Completed predict_future for HYTR [2025-10-16T23:59:45.643109] [INFO ] [sig ] HYTR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:45.784536] [INFO ] [LOCAL ] Saved forecast: HYTR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/HYTR.txt [2025-10-16T23:59:45.784867] [INFO ] [sig ] [909/1803] Completed HYTR in 0.3s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:45.784929] [INFO ] [sig ] [910/1803] Forecasting HZO... [2025-10-16T23:59:45.784962] [INFO ] [sig ] Generating forecast for: HZO [2025-10-16T23:59:45.784995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-10-16T23:59:45.795351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HZO'. [2025-10-16T23:59:45.795764] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-10-16T23:59:45.820815] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:45.821467] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-10-16T23:59:45.821520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:45.821569] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:45.821598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:45.821681] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:45.838745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:45.839265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:45.839343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:45.839376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:45.884320] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:45.884399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:45.884439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:45.884469] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:45.887678] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=28.61%) [2025-10-16T23:59:45.887946] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-10-16T23:59:45.888091] [INFO ] [sig ] HZO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:46.026611] [INFO ] [LOCAL ] Saved forecast: HZO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/HZO.txt [2025-10-16T23:59:46.026852] [INFO ] [sig ] [910/1803] Completed HZO in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:46.026902] [INFO ] [sig ] [911/1803] Forecasting IAE... [2025-10-16T23:59:46.026933] [INFO ] [sig ] Generating forecast for: IAE [2025-10-16T23:59:46.026962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-10-16T23:59:46.036002] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IAE'. [2025-10-16T23:59:46.036264] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-10-16T23:59:46.061509] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:46.062224] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-10-16T23:59:46.062278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:46.062311] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:46.062340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:46.062397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:46.079962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:46.080519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:46.080599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:46.080633] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:46.123398] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:46.123504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:46.123542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:46.123573] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:46.126815] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=23.41%) [2025-10-16T23:59:46.127074] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-10-16T23:59:46.127217] [INFO ] [sig ] IAE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:46.267455] [INFO ] [LOCAL ] Saved forecast: IAE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IAE.txt [2025-10-16T23:59:46.267717] [INFO ] [sig ] [911/1803] Completed IAE in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:46.267777] [INFO ] [sig ] [912/1803] Forecasting IAG... [2025-10-16T23:59:46.267810] [INFO ] [sig ] Generating forecast for: IAG [2025-10-16T23:59:46.267841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-10-16T23:59:46.277126] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IAG'. [2025-10-16T23:59:46.277389] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-10-16T23:59:46.302782] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:46.303455] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-10-16T23:59:46.303509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:46.303544] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:46.303572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:46.303629] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:46.321241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:46.321795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:46.321877] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:46.321909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:46.373172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:46.373247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:46.373282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:46.373310] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:46.376314] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-10-16T23:59:46.376555] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-10-16T23:59:46.376738] [INFO ] [sig ] IAG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:46.517247] [INFO ] [LOCAL ] Saved forecast: IAG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IAG.txt [2025-10-16T23:59:46.517465] [INFO ] [sig ] [912/1803] Completed IAG in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:46.517549] [INFO ] [sig ] [913/1803] Forecasting IBM... [2025-10-16T23:59:46.517588] [INFO ] [sig ] Generating forecast for: IBM [2025-10-16T23:59:46.517619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-10-16T23:59:46.527346] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBM'. [2025-10-16T23:59:46.527598] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-10-16T23:59:46.552455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:46.553148] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-10-16T23:59:46.553200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:46.553233] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:46.553260] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:46.553316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:46.570305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:46.570907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:46.570991] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:46.571025] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:46.617331] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:46.617418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:46.617454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:46.617481] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:46.620611] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=98.71%) [2025-10-16T23:59:46.620896] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-10-16T23:59:46.621034] [INFO ] [sig ] IBM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:46.758301] [INFO ] [LOCAL ] Saved forecast: IBM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IBM.txt [2025-10-16T23:59:46.758537] [INFO ] [sig ] [913/1803] Completed IBM in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:46.758580] [INFO ] [sig ] [914/1803] Forecasting IBN... [2025-10-16T23:59:46.758608] [INFO ] [sig ] Generating forecast for: IBN [2025-10-16T23:59:46.758637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-10-16T23:59:46.768025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBN'. [2025-10-16T23:59:46.768320] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-10-16T23:59:46.792717] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:46.793397] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-10-16T23:59:46.793449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:46.793484] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:46.793511] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:46.793574] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:46.810404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:46.810959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:46.811040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:46.811074] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:46.857371] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:46.857449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:46.857485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:46.857515] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:46.860668] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=39.27%) [2025-10-16T23:59:46.860927] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-10-16T23:59:46.861070] [INFO ] [sig ] IBN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:46.997870] [INFO ] [LOCAL ] Saved forecast: IBN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IBN.txt [2025-10-16T23:59:46.998100] [INFO ] [sig ] [914/1803] Completed IBN in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:46.998141] [INFO ] [sig ] [915/1803] Forecasting IBP... [2025-10-16T23:59:46.998224] [INFO ] [sig ] Generating forecast for: IBP [2025-10-16T23:59:46.998274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-10-16T23:59:47.007751] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBP'. [2025-10-16T23:59:47.008013] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-10-16T23:59:47.032326] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:47.033018] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-10-16T23:59:47.033071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:47.033104] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:47.033132] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:47.033188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:47.050180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:47.050731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:47.050813] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:47.050847] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:47.097561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:47.097728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:47.097800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:47.097833] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:47.101236] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=58.06%) [2025-10-16T23:59:47.101500] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-10-16T23:59:47.101681] [INFO ] [sig ] IBP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:47.240689] [INFO ] [LOCAL ] Saved forecast: IBP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IBP.txt [2025-10-16T23:59:47.240972] [INFO ] [sig ] [915/1803] Completed IBP in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:47.241016] [INFO ] [sig ] [916/1803] Forecasting IBTA... [2025-10-16T23:59:47.241047] [INFO ] [sig ] Generating forecast for: IBTA [2025-10-16T23:59:47.241080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'. [2025-10-16T23:59:47.250673] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBTA'. [2025-10-16T23:59:47.250955] [INFO ] [FORECASTER] Starting predict_future for IBTA [2025-10-16T23:59:47.275941] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:47.276596] [DEBUG] [LOCAL ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt [2025-10-16T23:59:47.276672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:47.276727] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:47.276757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:47.276814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:47.293864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:47.294387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:47.294467] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:47.294500] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:47.339563] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:47.339662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:47.339720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:47.339751] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:47.343120] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=4.41%) [2025-10-16T23:59:47.343370] [INFO ] [FORECASTER] Completed predict_future for IBTA [2025-10-16T23:59:47.343507] [INFO ] [sig ] IBTA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:47.484169] [INFO ] [LOCAL ] Saved forecast: IBTA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IBTA.txt [2025-10-16T23:59:47.484401] [INFO ] [sig ] [916/1803] Completed IBTA in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:47.484443] [INFO ] [sig ] [917/1803] Forecasting ICE... [2025-10-16T23:59:47.484473] [INFO ] [sig ] Generating forecast for: ICE [2025-10-16T23:59:47.484504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-10-16T23:59:47.494628] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ICE'. [2025-10-16T23:59:47.494972] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-10-16T23:59:47.519749] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:47.520414] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-10-16T23:59:47.520466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:47.520499] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:47.520543] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:47.520606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:47.537433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:47.538197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:47.538304] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:47.538344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:47.582536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:47.582680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:47.582739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:47.582771] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:47.586037] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=63.79%) [2025-10-16T23:59:47.586299] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-10-16T23:59:47.586445] [INFO ] [sig ] ICE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:47.726319] [INFO ] [LOCAL ] Saved forecast: ICE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ICE.txt [2025-10-16T23:59:47.726560] [INFO ] [sig ] [917/1803] Completed ICE in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:47.726604] [INFO ] [sig ] [918/1803] Forecasting ICL... [2025-10-16T23:59:47.726634] [INFO ] [sig ] Generating forecast for: ICL [2025-10-16T23:59:47.726709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-10-16T23:59:47.736298] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ICL'. [2025-10-16T23:59:47.736593] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-10-16T23:59:47.761376] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:47.762083] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-10-16T23:59:47.762136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:47.762169] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:47.762196] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:47.762270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:47.780034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:47.780555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:47.780634] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:47.780705] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:47.821089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:47.821208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:47.821245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:47.821274] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:47.824477] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=83.65%) [2025-10-16T23:59:47.824780] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-10-16T23:59:47.824932] [INFO ] [sig ] ICL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:47.963556] [INFO ] [LOCAL ] Saved forecast: ICL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ICL.txt [2025-10-16T23:59:47.963793] [INFO ] [sig ] [918/1803] Completed ICL in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:47.963853] [INFO ] [sig ] [919/1803] Forecasting IDA... [2025-10-16T23:59:47.963886] [INFO ] [sig ] Generating forecast for: IDA [2025-10-16T23:59:47.963917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-10-16T23:59:47.972874] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IDA'. [2025-10-16T23:59:47.973127] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-10-16T23:59:47.997732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:47.998496] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-10-16T23:59:47.998550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:47.998582] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:47.998609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:47.998742] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:48.015689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:48.016223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:48.016304] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:48.016337] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:48.059211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:48.059326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:48.059362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:48.059391] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:48.062626] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=77.60%) [2025-10-16T23:59:48.062916] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-10-16T23:59:48.063055] [INFO ] [sig ] IDA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:48.201790] [INFO ] [LOCAL ] Saved forecast: IDA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IDA.txt [2025-10-16T23:59:48.202029] [INFO ] [sig ] [919/1803] Completed IDA in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:48.202073] [INFO ] [sig ] [920/1803] Forecasting IDE... [2025-10-16T23:59:48.202104] [INFO ] [sig ] Generating forecast for: IDE [2025-10-16T23:59:48.202135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-10-16T23:59:48.211117] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IDE'. [2025-10-16T23:59:48.211377] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-10-16T23:59:48.235760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:48.236420] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-10-16T23:59:48.236471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:48.236504] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:48.236530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:48.236586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:48.253750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:48.254319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:48.254398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:48.254431] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:48.297542] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:48.297676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:48.297734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:48.297767] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:48.301026] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-10-16T23:59:48.301292] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-10-16T23:59:48.301449] [INFO ] [sig ] IDE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:48.442135] [INFO ] [LOCAL ] Saved forecast: IDE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IDE.txt [2025-10-16T23:59:48.442394] [INFO ] [sig ] [920/1803] Completed IDE in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:48.442451] [INFO ] [sig ] [921/1803] Forecasting IDT... [2025-10-16T23:59:48.442484] [INFO ] [sig ] Generating forecast for: IDT [2025-10-16T23:59:48.442515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-10-16T23:59:48.451629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IDT'. [2025-10-16T23:59:48.451931] [INFO ] [FORECASTER] Starting predict_future for IDT [2025-10-16T23:59:48.479218] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:48.479969] [DEBUG] [LOCAL ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt [2025-10-16T23:59:48.480022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:48.480056] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:48.480083] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:48.480138] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:48.497254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:48.497817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:48.497898] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:48.497930] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:48.537930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:48.538041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:48.538078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:48.538107] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:48.541484] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: DOWN (p=15.07%) [2025-10-16T23:59:48.541786] [INFO ] [FORECASTER] Completed predict_future for IDT [2025-10-16T23:59:48.541938] [INFO ] [sig ] IDT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:48.679994] [INFO ] [LOCAL ] Saved forecast: IDT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IDT.txt [2025-10-16T23:59:48.680204] [INFO ] [sig ] [921/1803] Completed IDT in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:48.680246] [INFO ] [sig ] [922/1803] Forecasting IEX... [2025-10-16T23:59:48.680276] [INFO ] [sig ] Generating forecast for: IEX [2025-10-16T23:59:48.680309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-10-16T23:59:48.689504] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IEX'. [2025-10-16T23:59:48.689814] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-10-16T23:59:48.714215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:48.714945] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-10-16T23:59:48.714997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:48.715029] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:48.715056] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:48.715113] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:48.731988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:48.732568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:48.732670] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:48.732724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:48.776143] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:48.776292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:48.776389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:48.776422] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:48.782353] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=0.32%) [2025-10-16T23:59:48.782627] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-10-16T23:59:48.782817] [INFO ] [sig ] IEX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:48.925525] [INFO ] [LOCAL ] Saved forecast: IEX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IEX.txt [2025-10-16T23:59:48.925778] [INFO ] [sig ] [922/1803] Completed IEX in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:48.925843] [INFO ] [sig ] [923/1803] Forecasting IFF... [2025-10-16T23:59:48.925877] [INFO ] [sig ] Generating forecast for: IFF [2025-10-16T23:59:48.925908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-10-16T23:59:48.934562] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IFF'. [2025-10-16T23:59:48.934840] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-10-16T23:59:48.959628] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:48.960339] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-10-16T23:59:48.960392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:48.960425] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:48.960451] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:48.960507] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:48.977384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:48.977988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:48.978073] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:48.978105] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:49.018841] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:49.018993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:49.019035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:49.019064] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:49.022414] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=4.27%) [2025-10-16T23:59:49.022711] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-10-16T23:59:49.022864] [INFO ] [sig ] IFF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:49.174997] [INFO ] [LOCAL ] Saved forecast: IFF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IFF.txt [2025-10-16T23:59:49.175261] [INFO ] [sig ] [923/1803] Completed IFF in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:49.175304] [INFO ] [sig ] [924/1803] Forecasting IFN... [2025-10-16T23:59:49.175336] [INFO ] [sig ] Generating forecast for: IFN [2025-10-16T23:59:49.175369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-10-16T23:59:49.185030] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IFN'. [2025-10-16T23:59:49.185360] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-10-16T23:59:49.212928] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:49.213739] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-10-16T23:59:49.213800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:49.213833] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:49.213861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:49.213940] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:49.232239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:49.233051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:49.233141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:49.233176] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:49.274133] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:49.274308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:49.274352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:49.274383] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:49.277927] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=68.77%) [2025-10-16T23:59:49.278236] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-10-16T23:59:49.278398] [INFO ] [sig ] IFN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:49.420437] [INFO ] [LOCAL ] Saved forecast: IFN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IFN.txt [2025-10-16T23:59:49.420685] [INFO ] [sig ] [924/1803] Completed IFN in 0.2s | 4.11 sym/s | Total: 3.7m | ETA: 3.6m [2025-10-16T23:59:49.420745] [INFO ] [sig ] [925/1803] Forecasting IFS... [2025-10-16T23:59:49.420778] [INFO ] [sig ] Generating forecast for: IFS [2025-10-16T23:59:49.420810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-10-16T23:59:49.429994] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IFS'. [2025-10-16T23:59:49.430271] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-10-16T23:59:49.454623] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:49.455316] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-10-16T23:59:49.455371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:49.455402] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:49.455430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:49.455486] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:49.472177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:49.472725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:49.472809] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:49.472842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:49.513720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:49.513817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:49.513854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:49.513882] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:49.516999] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=6.04%) [2025-10-16T23:59:49.517251] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-10-16T23:59:49.517392] [INFO ] [sig ] IFS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:49.655519] [INFO ] [LOCAL ] Saved forecast: IFS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IFS.txt [2025-10-16T23:59:49.655793] [INFO ] [sig ] [925/1803] Completed IFS in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.6m [2025-10-16T23:59:49.655858] [INFO ] [sig ] [926/1803] Forecasting IGA... [2025-10-16T23:59:49.655892] [INFO ] [sig ] Generating forecast for: IGA [2025-10-16T23:59:49.655923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-10-16T23:59:49.665988] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGA'. [2025-10-16T23:59:49.666286] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-10-16T23:59:49.690887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:49.691572] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-10-16T23:59:49.691629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:49.691699] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:49.691738] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:49.691797] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:49.708723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:49.709295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:49.709373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:49.709405] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:49.751472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:49.751568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:49.751604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:49.751632] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:49.754772] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=24.97%) [2025-10-16T23:59:49.755022] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-10-16T23:59:49.755158] [INFO ] [sig ] IGA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:49.892284] [INFO ] [LOCAL ] Saved forecast: IGA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IGA.txt [2025-10-16T23:59:49.892518] [INFO ] [sig ] [926/1803] Completed IGA in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.6m [2025-10-16T23:59:49.892561] [INFO ] [sig ] [927/1803] Forecasting IGD... [2025-10-16T23:59:49.892592] [INFO ] [sig ] Generating forecast for: IGD [2025-10-16T23:59:49.892623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-10-16T23:59:49.901632] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGD'. [2025-10-16T23:59:49.901957] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-10-16T23:59:49.926280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:49.927024] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-10-16T23:59:49.927078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:49.927113] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:49.927141] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:49.927198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:49.944054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:49.944581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:49.944684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:49.944739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:49.986511] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:49.986610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:49.986674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:49.986726] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:49.989890] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=89.06%) [2025-10-16T23:59:49.990145] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-10-16T23:59:49.990294] [INFO ] [sig ] IGD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:50.127977] [INFO ] [LOCAL ] Saved forecast: IGD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IGD.txt [2025-10-16T23:59:50.128247] [INFO ] [sig ] [927/1803] Completed IGD in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.6m [2025-10-16T23:59:50.128320] [INFO ] [sig ] [928/1803] Forecasting IGI... [2025-10-16T23:59:50.128355] [INFO ] [sig ] Generating forecast for: IGI [2025-10-16T23:59:50.128386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-10-16T23:59:50.137534] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGI'. [2025-10-16T23:59:50.137829] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-10-16T23:59:50.162353] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:50.163114] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-10-16T23:59:50.163168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:50.163201] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:50.163229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:50.163285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:50.180060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:50.180596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:50.180701] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:50.180749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:50.218712] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:50.218814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:50.218852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:50.218881] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:50.222030] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=89.79%) [2025-10-16T23:59:50.222304] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-10-16T23:59:50.222457] [INFO ] [sig ] IGI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:50.361241] [INFO ] [LOCAL ] Saved forecast: IGI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IGI.txt [2025-10-16T23:59:50.361476] [INFO ] [sig ] [928/1803] Completed IGI in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:50.361518] [INFO ] [sig ] [929/1803] Forecasting IGR... [2025-10-16T23:59:50.361549] [INFO ] [sig ] Generating forecast for: IGR [2025-10-16T23:59:50.361579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'. [2025-10-16T23:59:50.370137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGR'. [2025-10-16T23:59:50.370448] [INFO ] [FORECASTER] Starting predict_future for IGR [2025-10-16T23:59:50.394902] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:50.395587] [DEBUG] [LOCAL ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt [2025-10-16T23:59:50.395660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:50.395717] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:50.395748] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:50.395804] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:50.412847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:50.413392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:50.413472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:50.413504] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:50.453716] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:50.453846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:50.453885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:50.453938] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:50.457200] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=24.66%) [2025-10-16T23:59:50.457458] [INFO ] [FORECASTER] Completed predict_future for IGR [2025-10-16T23:59:50.457604] [INFO ] [sig ] IGR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:50.604437] [INFO ] [LOCAL ] Saved forecast: IGR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IGR.txt [2025-10-16T23:59:50.604798] [INFO ] [sig ] [929/1803] Completed IGR in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:50.604874] [INFO ] [sig ] [930/1803] Forecasting IH... [2025-10-16T23:59:50.604920] [INFO ] [sig ] Generating forecast for: IH [2025-10-16T23:59:50.604964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'. [2025-10-16T23:59:50.615383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IH'. [2025-10-16T23:59:50.615844] [INFO ] [FORECASTER] Starting predict_future for IH [2025-10-16T23:59:50.643674] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:50.644451] [DEBUG] [LOCAL ] No optimal features file found for IH: ./output/feature-sets/IH.txt [2025-10-16T23:59:50.644505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:50.644539] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:50.644567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:50.644623] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:50.664516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:50.665095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:50.665176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:50.665210] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:50.709573] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:50.709744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:50.709816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:50.709857] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:50.714134] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: UP (p=59.35%) [2025-10-16T23:59:50.714477] [INFO ] [FORECASTER] Completed predict_future for IH [2025-10-16T23:59:50.714689] [INFO ] [sig ] IH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:50.881856] [INFO ] [LOCAL ] Saved forecast: IH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IH.txt [2025-10-16T23:59:50.882138] [INFO ] [sig ] [930/1803] Completed IH in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:50.882210] [INFO ] [sig ] [931/1803] Forecasting IHD... [2025-10-16T23:59:50.882275] [INFO ] [sig ] Generating forecast for: IHD [2025-10-16T23:59:50.882321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-10-16T23:59:50.892755] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IHD'. [2025-10-16T23:59:50.893243] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-10-16T23:59:50.924722] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:50.925687] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-10-16T23:59:50.925748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:50.925783] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:50.925813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:50.925872] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:50.943343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:50.944228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:50.944314] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:50.944348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:50.984998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:50.985170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:50.985214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:50.985245] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:50.988816] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=96.44%) [2025-10-16T23:59:50.989090] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-10-16T23:59:50.989239] [INFO ] [sig ] IHD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:51.129222] [INFO ] [LOCAL ] Saved forecast: IHD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IHD.txt [2025-10-16T23:59:51.129421] [INFO ] [sig ] [931/1803] Completed IHD in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:51.129463] [INFO ] [sig ] [932/1803] Forecasting IHG... [2025-10-16T23:59:51.129494] [INFO ] [sig ] Generating forecast for: IHG [2025-10-16T23:59:51.129524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-10-16T23:59:51.139116] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IHG'. [2025-10-16T23:59:51.139387] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-10-16T23:59:51.164017] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:51.164767] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-10-16T23:59:51.164820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:51.164855] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:51.164935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:51.165002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:51.182368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:51.183197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:51.183286] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:51.183321] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:51.223669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:51.223820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:51.223860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:51.223889] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:51.227205] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=32.87%) [2025-10-16T23:59:51.227466] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-10-16T23:59:51.227600] [INFO ] [sig ] IHG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:51.369063] [INFO ] [LOCAL ] Saved forecast: IHG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IHG.txt [2025-10-16T23:59:51.369306] [INFO ] [sig ] [932/1803] Completed IHG in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:51.369348] [INFO ] [sig ] [933/1803] Forecasting IHS... [2025-10-16T23:59:51.369379] [INFO ] [sig ] Generating forecast for: IHS [2025-10-16T23:59:51.369410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-10-16T23:59:51.378294] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IHS'. [2025-10-16T23:59:51.378700] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-10-16T23:59:51.403759] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:51.404563] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-10-16T23:59:51.404618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:51.404681] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:51.404727] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:51.404786] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:51.422072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:51.422903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:51.422990] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:51.423024] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:51.470338] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:51.470679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:51.470741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:51.470773] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:51.474480] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-10-16T23:59:51.474795] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-10-16T23:59:51.474950] [INFO ] [sig ] IHS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:51.674283] [INFO ] [LOCAL ] Saved forecast: IHS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IHS.txt [2025-10-16T23:59:51.674498] [INFO ] [sig ] [933/1803] Completed IHS in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:51.674541] [INFO ] [sig ] [934/1803] Forecasting IIF... [2025-10-16T23:59:51.674572] [INFO ] [sig ] Generating forecast for: IIF [2025-10-16T23:59:51.674604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-10-16T23:59:51.685244] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIF'. [2025-10-16T23:59:51.685554] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-10-16T23:59:51.712220] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:51.713142] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-10-16T23:59:51.713201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:51.713237] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:51.713267] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:51.713327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:51.731033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:51.731615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:51.731723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:51.731766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:51.775328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:51.775502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:51.775545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:51.775578] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:51.779209] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=20.70%) [2025-10-16T23:59:51.779493] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-10-16T23:59:51.779668] [INFO ] [sig ] IIF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:51.933961] [INFO ] [LOCAL ] Saved forecast: IIF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IIF.txt [2025-10-16T23:59:51.934159] [INFO ] [sig ] [934/1803] Completed IIF in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:51.934211] [INFO ] [sig ] [935/1803] Forecasting IIIN... [2025-10-16T23:59:51.934243] [INFO ] [sig ] Generating forecast for: IIIN [2025-10-16T23:59:51.934274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-10-16T23:59:51.943985] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIIN'. [2025-10-16T23:59:51.944249] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-10-16T23:59:51.968544] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:51.969242] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-10-16T23:59:51.969295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:51.969328] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:51.969355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:51.969410] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:51.986204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:51.986759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:51.986839] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:51.986871] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:52.028612] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:52.028786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:52.028828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:52.028859] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:52.035770] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=70.77%) [2025-10-16T23:59:52.036022] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-10-16T23:59:52.036161] [INFO ] [sig ] IIIN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:52.177688] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IIIN.txt [2025-10-16T23:59:52.177892] [INFO ] [sig ] [935/1803] Completed IIIN in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:52.177934] [INFO ] [sig ] [936/1803] Forecasting IIM... [2025-10-16T23:59:52.177964] [INFO ] [sig ] Generating forecast for: IIM [2025-10-16T23:59:52.177995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-10-16T23:59:52.187705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIM'. [2025-10-16T23:59:52.188066] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-10-16T23:59:52.214105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:52.214861] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-10-16T23:59:52.214916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:52.214952] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:52.214981] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:52.215041] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:52.233152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:52.233716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:52.233804] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:52.233848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:52.272965] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:52.273044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:52.273081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:52.273130] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:52.276372] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=33.43%) [2025-10-16T23:59:52.276620] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-10-16T23:59:52.276798] [INFO ] [sig ] IIM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:52.420619] [INFO ] [LOCAL ] Saved forecast: IIM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IIM.txt [2025-10-16T23:59:52.420870] [INFO ] [sig ] [936/1803] Completed IIM in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:52.420918] [INFO ] [sig ] [937/1803] Forecasting IIPR... [2025-10-16T23:59:52.420950] [INFO ] [sig ] Generating forecast for: IIPR [2025-10-16T23:59:52.420981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'. [2025-10-16T23:59:52.430388] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIPR'. [2025-10-16T23:59:52.430673] [INFO ] [FORECASTER] Starting predict_future for IIPR [2025-10-16T23:59:52.455136] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:52.455839] [DEBUG] [LOCAL ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt [2025-10-16T23:59:52.455892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:52.455924] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:52.455951] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:52.456007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:52.472969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:52.473499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:52.473577] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:52.473611] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:52.515963] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:52.516125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:52.516166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:52.516196] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:52.519748] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: DOWN (p=26.18%) [2025-10-16T23:59:52.520013] [INFO ] [FORECASTER] Completed predict_future for IIPR [2025-10-16T23:59:52.520151] [INFO ] [sig ] IIPR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:52.674876] [INFO ] [LOCAL ] Saved forecast: IIPR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IIPR.txt [2025-10-16T23:59:52.675177] [INFO ] [sig ] [937/1803] Completed IIPR in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:52.675237] [INFO ] [sig ] [938/1803] Forecasting IMAX... [2025-10-16T23:59:52.675277] [INFO ] [sig ] Generating forecast for: IMAX [2025-10-16T23:59:52.675320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-10-16T23:59:52.686608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IMAX'. [2025-10-16T23:59:52.687040] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-10-16T23:59:52.723166] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:52.724014] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-10-16T23:59:52.724070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:52.724106] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:52.724137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:52.724196] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:52.742225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:52.742822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:52.742909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:52.742943] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:52.782575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:52.782691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:52.782743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:52.782776] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:52.785940] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=68.49%) [2025-10-16T23:59:52.786192] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-10-16T23:59:52.786841] [INFO ] [sig ] IMAX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:52.926879] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IMAX.txt [2025-10-16T23:59:52.927095] [INFO ] [sig ] [938/1803] Completed IMAX in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:52.927136] [INFO ] [sig ] [939/1803] Forecasting INFA... [2025-10-16T23:59:52.927167] [INFO ] [sig ] Generating forecast for: INFA [2025-10-16T23:59:52.927197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'. [2025-10-16T23:59:52.936771] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INFA'. [2025-10-16T23:59:52.937127] [INFO ] [FORECASTER] Starting predict_future for INFA [2025-10-16T23:59:52.962043] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:52.962734] [DEBUG] [LOCAL ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt [2025-10-16T23:59:52.962790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:52.962824] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:52.962852] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:52.962909] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:52.979747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:52.980321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:52.980404] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:52.980438] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:53.023818] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:53.023906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:53.023943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:53.023972] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:53.026997] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=59.31%) [2025-10-16T23:59:53.027246] [INFO ] [FORECASTER] Completed predict_future for INFA [2025-10-16T23:59:53.027378] [INFO ] [sig ] INFA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:53.172273] [INFO ] [LOCAL ] Saved forecast: INFA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/INFA.txt [2025-10-16T23:59:53.172500] [INFO ] [sig ] [939/1803] Completed INFA in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:53.172543] [INFO ] [sig ] [940/1803] Forecasting INFY... [2025-10-16T23:59:53.172572] [INFO ] [sig ] Generating forecast for: INFY [2025-10-16T23:59:53.172602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-10-16T23:59:53.183287] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INFY'. [2025-10-16T23:59:53.183583] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-10-16T23:59:53.208178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:53.208904] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-10-16T23:59:53.208957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:53.208990] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:53.209016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:53.209072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:53.226200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:53.226777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:53.226857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:53.226889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:53.269694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:53.269778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:53.269815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:53.269848] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:53.272843] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=67.19%) [2025-10-16T23:59:53.273153] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-10-16T23:59:53.273310] [INFO ] [sig ] INFY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:53.411294] [INFO ] [LOCAL ] Saved forecast: INFY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/INFY.txt [2025-10-16T23:59:53.411483] [INFO ] [sig ] [940/1803] Completed INFY in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:53.411525] [INFO ] [sig ] [941/1803] Forecasting ING... [2025-10-16T23:59:53.411554] [INFO ] [sig ] Generating forecast for: ING [2025-10-16T23:59:53.411584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-10-16T23:59:53.421578] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ING'. [2025-10-16T23:59:53.421981] [INFO ] [FORECASTER] Starting predict_future for ING [2025-10-16T23:59:53.447426] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:53.448122] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-10-16T23:59:53.448200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:53.448247] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:53.448276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:53.448333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:53.466363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:53.466948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:53.467035] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:53.467069] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:53.511064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:53.511193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:53.511232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:53.511261] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:53.514674] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=65.85%) [2025-10-16T23:59:53.514965] [INFO ] [FORECASTER] Completed predict_future for ING [2025-10-16T23:59:53.515112] [INFO ] [sig ] ING: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:53.652517] [INFO ] [LOCAL ] Saved forecast: ING 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ING.txt [2025-10-16T23:59:53.652748] [INFO ] [sig ] [941/1803] Completed ING in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:53.652818] [INFO ] [sig ] [942/1803] Forecasting INGM... [2025-10-16T23:59:53.652853] [INFO ] [sig ] Generating forecast for: INGM [2025-10-16T23:59:53.652932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'. [2025-10-16T23:59:53.662045] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INGM'. [2025-10-16T23:59:53.662329] [INFO ] [FORECASTER] Starting predict_future for INGM [2025-10-16T23:59:53.686689] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:53.687371] [DEBUG] [LOCAL ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt [2025-10-16T23:59:53.687423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:53.687455] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:53.687482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:53.687538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:53.704391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:53.705279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:53.705379] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:53.705414] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:53.749056] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:53.749232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:53.749276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:53.749306] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:53.756233] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: DOWN (p=1.39%) [2025-10-16T23:59:53.756925] [INFO ] [FORECASTER] Completed predict_future for INGM [2025-10-16T23:59:53.757187] [INFO ] [sig ] INGM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:53.909505] [INFO ] [LOCAL ] Saved forecast: INGM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/INGM.txt [2025-10-16T23:59:53.909732] [INFO ] [sig ] [942/1803] Completed INGM in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:53.909792] [INFO ] [sig ] [943/1803] Forecasting INGR... [2025-10-16T23:59:53.909827] [INFO ] [sig ] Generating forecast for: INGR [2025-10-16T23:59:53.909859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'. [2025-10-16T23:59:53.919066] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INGR'. [2025-10-16T23:59:53.919324] [INFO ] [FORECASTER] Starting predict_future for INGR [2025-10-16T23:59:53.943552] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:53.944245] [DEBUG] [LOCAL ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt [2025-10-16T23:59:53.944298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:53.944331] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:53.944358] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:53.944414] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:53.961457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:53.962014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:53.962093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:53.962126] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:54.008501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:54.008706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:54.008763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:54.008822] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:54.012393] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: DOWN (p=41.08%) [2025-10-16T23:59:54.012703] [INFO ] [FORECASTER] Completed predict_future for INGR [2025-10-16T23:59:54.012864] [INFO ] [sig ] INGR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:54.151008] [INFO ] [LOCAL ] Saved forecast: INGR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/INGR.txt [2025-10-16T23:59:54.151201] [INFO ] [sig ] [943/1803] Completed INGR in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:54.151242] [INFO ] [sig ] [944/1803] Forecasting INN... [2025-10-16T23:59:54.151272] [INFO ] [sig ] Generating forecast for: INN [2025-10-16T23:59:54.151303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-10-16T23:59:54.160476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INN'. [2025-10-16T23:59:54.160763] [INFO ] [FORECASTER] Starting predict_future for INN [2025-10-16T23:59:54.184979] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:54.185685] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-10-16T23:59:54.185741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:54.185775] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:54.185802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:54.185857] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:54.202861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:54.203403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:54.203479] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:54.203513] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:54.246558] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:54.246753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:54.246805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:54.246839] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:54.251362] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=48.71%) [2025-10-16T23:59:54.251823] [INFO ] [FORECASTER] Completed predict_future for INN [2025-10-16T23:59:54.251992] [INFO ] [sig ] INN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:54.391032] [INFO ] [LOCAL ] Saved forecast: INN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/INN.txt [2025-10-16T23:59:54.391264] [INFO ] [sig ] [944/1803] Completed INN in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:54.391305] [INFO ] [sig ] [945/1803] Forecasting INSP... [2025-10-16T23:59:54.391336] [INFO ] [sig ] Generating forecast for: INSP [2025-10-16T23:59:54.391366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-10-16T23:59:54.401349] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INSP'. [2025-10-16T23:59:54.401714] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-10-16T23:59:54.427076] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:54.427887] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-10-16T23:59:54.427983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:54.428025] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:54.428055] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:54.428114] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:54.445408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:54.446015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:54.446099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:54.446135] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:54.486815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:54.486982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:54.487024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:54.487054] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:54.490695] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=75.07%) [2025-10-16T23:59:54.491005] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-10-16T23:59:54.491161] [INFO ] [sig ] INSP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:54.633524] [INFO ] [LOCAL ] Saved forecast: INSP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/INSP.txt [2025-10-16T23:59:54.633749] [INFO ] [sig ] [945/1803] Completed INSP in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:54.633808] [INFO ] [sig ] [946/1803] Forecasting INSW... [2025-10-16T23:59:54.633842] [INFO ] [sig ] Generating forecast for: INSW [2025-10-16T23:59:54.633873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'. [2025-10-16T23:59:54.642836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INSW'. [2025-10-16T23:59:54.643091] [INFO ] [FORECASTER] Starting predict_future for INSW [2025-10-16T23:59:54.668471] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:54.669214] [DEBUG] [LOCAL ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt [2025-10-16T23:59:54.669269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:54.669304] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:54.669334] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:54.669392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:54.686569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:54.687117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:54.687196] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:54.687229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:54.729185] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:54.729265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:54.729302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:54.729332] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:54.732428] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=52.65%) [2025-10-16T23:59:54.732710] [INFO ] [FORECASTER] Completed predict_future for INSW [2025-10-16T23:59:54.732863] [INFO ] [sig ] INSW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:54.874744] [INFO ] [LOCAL ] Saved forecast: INSW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/INSW.txt [2025-10-16T23:59:54.874950] [INFO ] [sig ] [946/1803] Completed INSW in 0.2s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:54.874992] [INFO ] [sig ] [947/1803] Forecasting INVH... [2025-10-16T23:59:54.875023] [INFO ] [sig ] Generating forecast for: INVH [2025-10-16T23:59:54.875053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-10-16T23:59:54.884105] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INVH'. [2025-10-16T23:59:54.884400] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-10-16T23:59:54.909776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:54.910503] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-10-16T23:59:54.910556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:54.910591] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:54.910619] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:54.910706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:54.928047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:54.928629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:54.928750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:54.928816] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:54.976205] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:54.976369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:54.976411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:54.976444] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:54.980176] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=12.27%) [2025-10-16T23:59:54.980465] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-10-16T23:59:54.980611] [INFO ] [sig ] INVH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:55.129723] [INFO ] [LOCAL ] Saved forecast: INVH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/INVH.txt [2025-10-16T23:59:55.129991] [INFO ] [sig ] [947/1803] Completed INVH in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:55.130037] [INFO ] [sig ] [948/1803] Forecasting INVX... [2025-10-16T23:59:55.130071] [INFO ] [sig ] Generating forecast for: INVX [2025-10-16T23:59:55.130103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'. [2025-10-16T23:59:55.139902] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INVX'. [2025-10-16T23:59:55.140308] [INFO ] [FORECASTER] Starting predict_future for INVX [2025-10-16T23:59:55.166943] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:55.167817] [DEBUG] [LOCAL ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt [2025-10-16T23:59:55.167874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:55.167912] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:55.167943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:55.168001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:55.186371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:55.187174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:55.187316] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:55.187357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:55.231894] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:55.232078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:55.232123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:55.232155] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:55.235896] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: UP (p=81.35%) [2025-10-16T23:59:55.236184] [INFO ] [FORECASTER] Completed predict_future for INVX [2025-10-16T23:59:55.236365] [INFO ] [sig ] INVX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:55.385269] [INFO ] [LOCAL ] Saved forecast: INVX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/INVX.txt [2025-10-16T23:59:55.385554] [INFO ] [sig ] [948/1803] Completed INVX in 0.3s | 4.11 sym/s | Total: 3.8m | ETA: 3.5m [2025-10-16T23:59:55.385612] [INFO ] [sig ] [949/1803] Forecasting IONQ... [2025-10-16T23:59:55.385694] [INFO ] [sig ] Generating forecast for: IONQ [2025-10-16T23:59:55.385750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'. [2025-10-16T23:59:55.394954] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IONQ'. [2025-10-16T23:59:55.395366] [INFO ] [FORECASTER] Starting predict_future for IONQ [2025-10-16T23:59:55.423440] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:55.424361] [DEBUG] [LOCAL ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt [2025-10-16T23:59:55.424416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:55.424460] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:55.424526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:55.424600] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:55.444523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:55.445151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:55.445233] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:55.445266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:55.487504] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:55.487620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:55.487693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:55.487740] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:55.491526] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: UP (p=81.91%) [2025-10-16T23:59:55.491827] [INFO ] [FORECASTER] Completed predict_future for IONQ [2025-10-16T23:59:55.491965] [INFO ] [sig ] IONQ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:55.634295] [INFO ] [LOCAL ] Saved forecast: IONQ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IONQ.txt [2025-10-16T23:59:55.634505] [INFO ] [sig ] [949/1803] Completed IONQ in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.5m [2025-10-16T23:59:55.634547] [INFO ] [sig ] [950/1803] Forecasting IOT... [2025-10-16T23:59:55.634577] [INFO ] [sig ] Generating forecast for: IOT [2025-10-16T23:59:55.634608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-10-16T23:59:55.644428] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IOT'. [2025-10-16T23:59:55.644798] [INFO ] [FORECASTER] Starting predict_future for IOT [2025-10-16T23:59:55.669844] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:55.670517] [DEBUG] [LOCAL ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt [2025-10-16T23:59:55.670571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:55.670603] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:55.670630] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:55.670731] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:55.687748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:55.688428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:55.688531] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:55.688585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:55.728428] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:55.728548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:55.728587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:55.728669] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:55.731949] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: UP (p=88.34%) [2025-10-16T23:59:55.732213] [INFO ] [FORECASTER] Completed predict_future for IOT [2025-10-16T23:59:55.732357] [INFO ] [sig ] IOT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:55.891156] [INFO ] [LOCAL ] Saved forecast: IOT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IOT.txt [2025-10-16T23:59:55.891393] [INFO ] [sig ] [950/1803] Completed IOT in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.5m [2025-10-16T23:59:55.891437] [INFO ] [sig ] [951/1803] Forecasting IP... [2025-10-16T23:59:55.891468] [INFO ] [sig ] Generating forecast for: IP [2025-10-16T23:59:55.891499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'. [2025-10-16T23:59:55.900351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IP'. [2025-10-16T23:59:55.900637] [INFO ] [FORECASTER] Starting predict_future for IP [2025-10-16T23:59:55.925918] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:55.926676] [DEBUG] [LOCAL ] No optimal features file found for IP: ./output/feature-sets/IP.txt [2025-10-16T23:59:55.926734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:55.926770] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:55.926798] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:55.926856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:55.944218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:55.944844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:55.944957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:55.944992] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:55.988013] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:55.988121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:55.988188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:55.988241] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:55.994067] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=2.53%) [2025-10-16T23:59:55.994356] [INFO ] [FORECASTER] Completed predict_future for IP [2025-10-16T23:59:55.994503] [INFO ] [sig ] IP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:56.141304] [INFO ] [LOCAL ] Saved forecast: IP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IP.txt [2025-10-16T23:59:56.141546] [INFO ] [sig ] [951/1803] Completed IP in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.5m [2025-10-16T23:59:56.141604] [INFO ] [sig ] [952/1803] Forecasting IPG... [2025-10-16T23:59:56.141637] [INFO ] [sig ] Generating forecast for: IPG [2025-10-16T23:59:56.141713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-10-16T23:59:56.153504] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IPG'. [2025-10-16T23:59:56.153881] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-10-16T23:59:56.178302] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:56.179023] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-10-16T23:59:56.179076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:56.179108] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:56.179135] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:56.179191] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:56.197468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:56.198548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:56.198669] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:56.198726] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:56.242332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:56.242492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:56.242535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:56.242566] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:56.246023] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=9.23%) [2025-10-16T23:59:56.246291] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-10-16T23:59:56.246441] [INFO ] [sig ] IPG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:56.385053] [INFO ] [LOCAL ] Saved forecast: IPG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IPG.txt [2025-10-16T23:59:56.385265] [INFO ] [sig ] [952/1803] Completed IPG in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.5m [2025-10-16T23:59:56.385307] [INFO ] [sig ] [953/1803] Forecasting IPI... [2025-10-16T23:59:56.385338] [INFO ] [sig ] Generating forecast for: IPI [2025-10-16T23:59:56.385369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-10-16T23:59:56.394472] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IPI'. [2025-10-16T23:59:56.394845] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-10-16T23:59:56.420392] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:56.421169] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-10-16T23:59:56.421224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:56.421259] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:56.421287] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:56.421345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:56.439844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:56.440530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:56.440615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:56.440836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:56.485666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:56.485828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:56.485898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:56.485964] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:56.489756] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-10-16T23:59:56.490078] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-10-16T23:59:56.490249] [INFO ] [sig ] IPI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:56.633795] [INFO ] [LOCAL ] Saved forecast: IPI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IPI.txt [2025-10-16T23:59:56.634060] [INFO ] [sig ] [953/1803] Completed IPI in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:56.634115] [INFO ] [sig ] [954/1803] Forecasting IQI... [2025-10-16T23:59:56.634151] [INFO ] [sig ] Generating forecast for: IQI [2025-10-16T23:59:56.634184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-10-16T23:59:56.643274] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IQI'. [2025-10-16T23:59:56.643530] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-10-16T23:59:56.668697] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:56.669426] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-10-16T23:59:56.669480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:56.669514] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:56.669542] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:56.669602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:56.686594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:56.687384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:56.687474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:56.687508] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:56.731346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:56.731525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:56.731590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:56.731625] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:56.735213] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=89.28%) [2025-10-16T23:59:56.735490] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-10-16T23:59:56.735681] [INFO ] [sig ] IQI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:56.875454] [INFO ] [LOCAL ] Saved forecast: IQI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IQI.txt [2025-10-16T23:59:56.875675] [INFO ] [sig ] [954/1803] Completed IQI in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:56.875801] [INFO ] [sig ] [955/1803] Forecasting IQV... [2025-10-16T23:59:56.875840] [INFO ] [sig ] Generating forecast for: IQV [2025-10-16T23:59:56.875872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-10-16T23:59:56.885136] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IQV'. [2025-10-16T23:59:56.885400] [INFO ] [FORECASTER] Starting predict_future for IQV [2025-10-16T23:59:56.910250] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:56.910951] [DEBUG] [LOCAL ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt [2025-10-16T23:59:56.911005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:56.911037] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:56.911064] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:56.911137] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:56.928028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:56.928692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:56.928793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:56.928838] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:56.974720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:56.974857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:56.974898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:56.974927] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:56.978229] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: DOWN (p=45.98%) [2025-10-16T23:59:56.978492] [INFO ] [FORECASTER] Completed predict_future for IQV [2025-10-16T23:59:56.978636] [INFO ] [sig ] IQV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:57.121430] [INFO ] [LOCAL ] Saved forecast: IQV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IQV.txt [2025-10-16T23:59:57.121724] [INFO ] [sig ] [955/1803] Completed IQV in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:57.121785] [INFO ] [sig ] [956/1803] Forecasting IR... [2025-10-16T23:59:57.121829] [INFO ] [sig ] Generating forecast for: IR [2025-10-16T23:59:57.121863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-10-16T23:59:57.131629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IR'. [2025-10-16T23:59:57.132087] [INFO ] [FORECASTER] Starting predict_future for IR [2025-10-16T23:59:57.158794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:57.159562] [DEBUG] [LOCAL ] No optimal features file found for IR: ./output/feature-sets/IR.txt [2025-10-16T23:59:57.159616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:57.159678] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:57.159725] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:57.159784] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:57.176798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:57.177613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:57.177726] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:57.177770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:57.224543] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:57.224748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:57.224801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:57.224832] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:57.228408] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-10-16T23:59:57.228749] [INFO ] [FORECASTER] Completed predict_future for IR [2025-10-16T23:59:57.228914] [INFO ] [sig ] IR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:57.373310] [INFO ] [LOCAL ] Saved forecast: IR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IR.txt [2025-10-16T23:59:57.373559] [INFO ] [sig ] [956/1803] Completed IR in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:57.373605] [INFO ] [sig ] [957/1803] Forecasting IRM... [2025-10-16T23:59:57.373635] [INFO ] [sig ] Generating forecast for: IRM [2025-10-16T23:59:57.373709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-10-16T23:59:57.382815] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IRM'. [2025-10-16T23:59:57.383156] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-10-16T23:59:57.407855] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:57.411841] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-10-16T23:59:57.411910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:57.411950] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:57.411978] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:57.412036] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:57.429130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:57.429730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:57.429821] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:57.429874] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:57.472866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:57.473006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:57.473044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:57.473073] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:57.476374] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=37.42%) [2025-10-16T23:59:57.476684] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-10-16T23:59:57.476842] [INFO ] [sig ] IRM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:57.616190] [INFO ] [LOCAL ] Saved forecast: IRM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IRM.txt [2025-10-16T23:59:57.616391] [INFO ] [sig ] [957/1803] Completed IRM in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:57.616431] [INFO ] [sig ] [958/1803] Forecasting IRS... [2025-10-16T23:59:57.616462] [INFO ] [sig ] Generating forecast for: IRS [2025-10-16T23:59:57.616492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'. [2025-10-16T23:59:57.625772] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IRS'. [2025-10-16T23:59:57.626031] [INFO ] [FORECASTER] Starting predict_future for IRS [2025-10-16T23:59:57.652329] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:57.653194] [DEBUG] [LOCAL ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt [2025-10-16T23:59:57.653265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:57.653329] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:57.653370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:57.653432] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:57.670757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:57.671285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:57.671364] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:57.671397] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:57.712711] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:57.712817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:57.712855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:57.712883] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:57.715896] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: DOWN (p=34.77%) [2025-10-16T23:59:57.716142] [INFO ] [FORECASTER] Completed predict_future for IRS [2025-10-16T23:59:57.716277] [INFO ] [sig ] IRS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:57.856742] [INFO ] [LOCAL ] Saved forecast: IRS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IRS.txt [2025-10-16T23:59:57.856956] [INFO ] [sig ] [958/1803] Completed IRS in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:57.857001] [INFO ] [sig ] [959/1803] Forecasting IRT... [2025-10-16T23:59:57.857032] [INFO ] [sig ] Generating forecast for: IRT [2025-10-16T23:59:57.857064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-10-16T23:59:57.866631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IRT'. [2025-10-16T23:59:57.866932] [INFO ] [FORECASTER] Starting predict_future for IRT [2025-10-16T23:59:57.891561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:57.892276] [DEBUG] [LOCAL ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt [2025-10-16T23:59:57.892330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:57.892364] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:57.892392] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:57.892449] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:57.910139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:57.910707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:57.910823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:57.910860] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:57.955049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:57.955138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:57.955172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:57.955200] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:57.958344] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=76.18%) [2025-10-16T23:59:57.958608] [INFO ] [FORECASTER] Completed predict_future for IRT [2025-10-16T23:59:57.958788] [INFO ] [sig ] IRT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:58.102408] [INFO ] [LOCAL ] Saved forecast: IRT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IRT.txt [2025-10-16T23:59:58.102625] [INFO ] [sig ] [959/1803] Completed IRT in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:58.102702] [INFO ] [sig ] [960/1803] Forecasting ISD... [2025-10-16T23:59:58.102746] [INFO ] [sig ] Generating forecast for: ISD [2025-10-16T23:59:58.102778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-10-16T23:59:58.114013] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ISD'. [2025-10-16T23:59:58.114467] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-10-16T23:59:58.141463] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:58.142302] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-10-16T23:59:58.142359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:58.142395] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:58.142423] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:58.142483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:58.160421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:58.161144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:58.161239] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:58.161273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:58.204975] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:58.205176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:58.205220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:58.205251] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:58.209100] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-10-16T23:59:58.209394] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-10-16T23:59:58.209556] [INFO ] [sig ] ISD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:58.369818] [INFO ] [LOCAL ] Saved forecast: ISD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ISD.txt [2025-10-16T23:59:58.370215] [INFO ] [sig ] [960/1803] Completed ISD in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:58.370283] [INFO ] [sig ] [961/1803] Forecasting IT... [2025-10-16T23:59:58.370321] [INFO ] [sig ] Generating forecast for: IT [2025-10-16T23:59:58.370354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-10-16T23:59:58.380682] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IT'. [2025-10-16T23:59:58.381012] [INFO ] [FORECASTER] Starting predict_future for IT [2025-10-16T23:59:58.406844] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:58.407691] [DEBUG] [LOCAL ] No optimal features file found for IT: ./output/feature-sets/IT.txt [2025-10-16T23:59:58.407774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:58.407811] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:58.407839] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:58.407898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:58.425478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:58.426292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:58.426383] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:58.426417] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:58.477565] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:58.477835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:58.477891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:58.477922] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:58.482238] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=42.72%) [2025-10-16T23:59:58.482531] [INFO ] [FORECASTER] Completed predict_future for IT [2025-10-16T23:59:58.482716] [INFO ] [sig ] IT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:58.629598] [INFO ] [LOCAL ] Saved forecast: IT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IT.txt [2025-10-16T23:59:58.630000] [INFO ] [sig ] [961/1803] Completed IT in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:58.630066] [INFO ] [sig ] [962/1803] Forecasting ITGR... [2025-10-16T23:59:58.630101] [INFO ] [sig ] Generating forecast for: ITGR [2025-10-16T23:59:58.630135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-10-16T23:59:58.640881] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITGR'. [2025-10-16T23:59:58.641325] [INFO ] [FORECASTER] Starting predict_future for ITGR [2025-10-16T23:59:58.666280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:58.667023] [DEBUG] [LOCAL ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt [2025-10-16T23:59:58.667077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:58.667110] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:58.667137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:58.667195] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:58.684032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:58.684569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:58.684673] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:58.684728] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:58.728618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:58.728755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:58.728799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:58.728833] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:58.732129] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=38.59%) [2025-10-16T23:59:58.732393] [INFO ] [FORECASTER] Completed predict_future for ITGR [2025-10-16T23:59:58.732544] [INFO ] [sig ] ITGR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:58.870164] [INFO ] [LOCAL ] Saved forecast: ITGR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ITGR.txt [2025-10-16T23:59:58.870424] [INFO ] [sig ] [962/1803] Completed ITGR in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:58.870466] [INFO ] [sig ] [963/1803] Forecasting ITT... [2025-10-16T23:59:58.870496] [INFO ] [sig ] Generating forecast for: ITT [2025-10-16T23:59:58.870537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-10-16T23:59:58.879980] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITT'. [2025-10-16T23:59:58.880300] [INFO ] [FORECASTER] Starting predict_future for ITT [2025-10-16T23:59:58.904812] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:58.905496] [DEBUG] [LOCAL ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt [2025-10-16T23:59:58.905550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:58.905583] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:58.905609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:58.905688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:58.922507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:58.923112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:58.923199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:58.923231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:58.966274] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:58.966413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:58.966452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:58.966484] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:58.969909] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-10-16T23:59:58.970184] [INFO ] [FORECASTER] Completed predict_future for ITT [2025-10-16T23:59:58.970334] [INFO ] [sig ] ITT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:59.107638] [INFO ] [LOCAL ] Saved forecast: ITT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ITT.txt [2025-10-16T23:59:59.107896] [INFO ] [sig ] [963/1803] Completed ITT in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:59.107939] [INFO ] [sig ] [964/1803] Forecasting ITUB... [2025-10-16T23:59:59.107969] [INFO ] [sig ] Generating forecast for: ITUB [2025-10-16T23:59:59.107998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-10-16T23:59:59.117565] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITUB'. [2025-10-16T23:59:59.117866] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-10-16T23:59:59.142313] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:59.143031] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-10-16T23:59:59.143084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:59.143116] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:59.143142] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:59.143199] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:59.160198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:59.160786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:59.160868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:59.160901] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:59.202842] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:59.202946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:59.202983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:59.203422] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:59.208182] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=0.97%) [2025-10-16T23:59:59.208474] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-10-16T23:59:59.208620] [INFO ] [sig ] ITUB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:59.345924] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ITUB.txt [2025-10-16T23:59:59.346174] [INFO ] [sig ] [964/1803] Completed ITUB in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:59.346218] [INFO ] [sig ] [965/1803] Forecasting ITW... [2025-10-16T23:59:59.346247] [INFO ] [sig ] Generating forecast for: ITW [2025-10-16T23:59:59.346278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'. [2025-10-16T23:59:59.355346] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITW'. [2025-10-16T23:59:59.355620] [INFO ] [FORECASTER] Starting predict_future for ITW [2025-10-16T23:59:59.380258] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:59.380991] [DEBUG] [LOCAL ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt [2025-10-16T23:59:59.381046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:59.381080] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:59.381107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:59.381163] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:59.397976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:59.398534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:59.398615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:59.398676] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:59.443570] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:59.443742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:59.443802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:59.443856] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:59.447585] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-10-16T23:59:59.447918] [INFO ] [FORECASTER] Completed predict_future for ITW [2025-10-16T23:59:59.448095] [INFO ] [sig ] ITW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-16T23:59:59.586135] [INFO ] [LOCAL ] Saved forecast: ITW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ITW.txt [2025-10-16T23:59:59.586388] [INFO ] [sig ] [965/1803] Completed ITW in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:59.586431] [INFO ] [sig ] [966/1803] Forecasting IVR... [2025-10-16T23:59:59.586461] [INFO ] [sig ] Generating forecast for: IVR [2025-10-16T23:59:59.586492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'. [2025-10-16T23:59:59.595814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVR'. [2025-10-16T23:59:59.596165] [INFO ] [FORECASTER] Starting predict_future for IVR [2025-10-16T23:59:59.621151] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:59.621891] [DEBUG] [LOCAL ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt [2025-10-16T23:59:59.621944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:59.621979] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:59.622007] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:59.622063] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:59.638948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:59.639555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:59.639664] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:59.639761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:59.682791] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:59.682891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:59.682927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:59.682956] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:59.686094] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=87.11%) [2025-10-16T23:59:59.686343] [INFO ] [FORECASTER] Completed predict_future for IVR [2025-10-16T23:59:59.686484] [INFO ] [sig ] IVR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-16T23:59:59.823308] [INFO ] [LOCAL ] Saved forecast: IVR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IVR.txt [2025-10-16T23:59:59.823548] [INFO ] [sig ] [966/1803] Completed IVR in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-16T23:59:59.823591] [INFO ] [sig ] [967/1803] Forecasting IVT... [2025-10-16T23:59:59.823621] [INFO ] [sig ] Generating forecast for: IVT [2025-10-16T23:59:59.823681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'. [2025-10-16T23:59:59.832892] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVT'. [2025-10-16T23:59:59.833170] [INFO ] [FORECASTER] Starting predict_future for IVT [2025-10-16T23:59:59.857594] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-16T23:59:59.858334] [DEBUG] [LOCAL ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt [2025-10-16T23:59:59.858387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-16T23:59:59.858419] [DEBUG] [FORECASTER] Starting train method [2025-10-16T23:59:59.858446] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-16T23:59:59.858502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-16T23:59:59.875273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-16T23:59:59.875836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-16T23:59:59.875916] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-16T23:59:59.875948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-16T23:59:59.917827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-16T23:59:59.917947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-16T23:59:59.917986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-16T23:59:59.918015] [INFO ] [FORECASTER] Training complete [2025-10-16T23:59:59.921322] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-10-16T23:59:59.921580] [INFO ] [FORECASTER] Completed predict_future for IVT [2025-10-16T23:59:59.921753] [INFO ] [sig ] IVT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:00.059220] [INFO ] [LOCAL ] Saved forecast: IVT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IVT.txt [2025-10-17T00:00:00.059459] [INFO ] [sig ] [967/1803] Completed IVT in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:00.059549] [INFO ] [sig ] [968/1803] Forecasting IVZ... [2025-10-17T00:00:00.059588] [INFO ] [sig ] Generating forecast for: IVZ [2025-10-17T00:00:00.059620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-10-17T00:00:00.071755] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVZ'. [2025-10-17T00:00:00.102061] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:00.102890] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-10-17T00:00:00.102947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:00.179455] [INFO ] [sig ] IVZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:00.351199] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/IVZ.txt [2025-10-17T00:00:00.351458] [INFO ] [sig ] [968/1803] Completed IVZ in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:00.351502] [INFO ] [sig ] [969/1803] Forecasting IX... [2025-10-17T00:00:00.351533] [INFO ] [sig ] Generating forecast for: IX [2025-10-17T00:00:00.351565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-10-17T00:00:00.361593] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IX'. [2025-10-17T00:00:00.386455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:00.387152] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-10-17T00:00:00.387213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:00.450860] [INFO ] [sig ] IX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:00.588935] [INFO ] [LOCAL ] Saved forecast: IX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/IX.txt [2025-10-17T00:00:00.589198] [INFO ] [sig ] [969/1803] Completed IX in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:00.589257] [INFO ] [sig ] [970/1803] Forecasting J... [2025-10-17T00:00:00.589291] [INFO ] [sig ] Generating forecast for: J [2025-10-17T00:00:00.589321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-10-17T00:00:00.599195] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'J'. [2025-10-17T00:00:00.624771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:00.625502] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-10-17T00:00:00.625555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:00.686098] [INFO ] [sig ] J: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:00.824766] [INFO ] [LOCAL ] Saved forecast: J 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/J.txt [2025-10-17T00:00:00.824993] [INFO ] [sig ] [970/1803] Completed J in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:00.825039] [INFO ] [sig ] [971/1803] Forecasting JBGS... [2025-10-17T00:00:00.825071] [INFO ] [sig ] Generating forecast for: JBGS [2025-10-17T00:00:00.825109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-10-17T00:00:00.834500] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBGS'. [2025-10-17T00:00:00.859284] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:00.860072] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-10-17T00:00:00.860139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:00.921541] [INFO ] [sig ] JBGS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:01.059005] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JBGS.txt [2025-10-17T00:00:01.059252] [INFO ] [sig ] [971/1803] Completed JBGS in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:01.059294] [INFO ] [sig ] [972/1803] Forecasting JBI... [2025-10-17T00:00:01.059325] [INFO ] [sig ] Generating forecast for: JBI [2025-10-17T00:00:01.059356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-10-17T00:00:01.070388] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBI'. [2025-10-17T00:00:01.096727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:01.097510] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-10-17T00:00:01.097566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:01.170063] [INFO ] [sig ] JBI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:01.325107] [INFO ] [LOCAL ] Saved forecast: JBI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JBI.txt [2025-10-17T00:00:01.325369] [INFO ] [sig ] [972/1803] Completed JBI in 0.3s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:01.325412] [INFO ] [sig ] [973/1803] Forecasting JBL... [2025-10-17T00:00:01.325443] [INFO ] [sig ] Generating forecast for: JBL [2025-10-17T00:00:01.325473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-10-17T00:00:01.335749] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBL'. [2025-10-17T00:00:01.360985] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:01.361728] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-10-17T00:00:01.361783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:01.425609] [INFO ] [sig ] JBL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:01.570716] [INFO ] [LOCAL ] Saved forecast: JBL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JBL.txt [2025-10-17T00:00:01.570931] [INFO ] [sig ] [973/1803] Completed JBL in 0.2s | 4.11 sym/s | Total: 3.9m | ETA: 3.4m [2025-10-17T00:00:01.570974] [INFO ] [sig ] [974/1803] Forecasting JBND... [2025-10-17T00:00:01.571006] [INFO ] [sig ] Generating forecast for: JBND [2025-10-17T00:00:01.571036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-10-17T00:00:01.579689] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBND'. [2025-10-17T00:00:01.605227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:01.606024] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-10-17T00:00:01.606078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:01.663780] [INFO ] [sig ] JBND: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:01.820737] [INFO ] [LOCAL ] Saved forecast: JBND 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JBND.txt [2025-10-17T00:00:01.820962] [INFO ] [sig ] [974/1803] Completed JBND in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.4m [2025-10-17T00:00:01.821005] [INFO ] [sig ] [975/1803] Forecasting JCI... [2025-10-17T00:00:01.821038] [INFO ] [sig ] Generating forecast for: JCI [2025-10-17T00:00:01.821068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-10-17T00:00:01.831281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JCI'. [2025-10-17T00:00:01.856888] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:01.857553] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-10-17T00:00:01.857605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:01.919404] [INFO ] [sig ] JCI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:02.070864] [INFO ] [LOCAL ] Saved forecast: JCI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JCI.txt [2025-10-17T00:00:02.071140] [INFO ] [sig ] [975/1803] Completed JCI in 0.3s | 4.11 sym/s | Total: 4.0m | ETA: 3.4m [2025-10-17T00:00:02.071186] [INFO ] [sig ] [976/1803] Forecasting JEF... [2025-10-17T00:00:02.071219] [INFO ] [sig ] Generating forecast for: JEF [2025-10-17T00:00:02.071252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-10-17T00:00:02.080954] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JEF'. [2025-10-17T00:00:02.105711] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:02.106440] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-10-17T00:00:02.106494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:02.166156] [INFO ] [sig ] JEF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:02.316387] [INFO ] [LOCAL ] Saved forecast: JEF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JEF.txt [2025-10-17T00:00:02.316629] [INFO ] [sig ] [976/1803] Completed JEF in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.4m [2025-10-17T00:00:02.316715] [INFO ] [sig ] [977/1803] Forecasting JELD... [2025-10-17T00:00:02.316756] [INFO ] [sig ] Generating forecast for: JELD [2025-10-17T00:00:02.316788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-10-17T00:00:02.325752] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JELD'. [2025-10-17T00:00:02.352503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:02.353352] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-10-17T00:00:02.353406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:02.404634] [INFO ] [sig ] JELD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:02.549355] [INFO ] [LOCAL ] Saved forecast: JELD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JELD.txt [2025-10-17T00:00:02.549588] [INFO ] [sig ] [977/1803] Completed JELD in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.4m [2025-10-17T00:00:02.549630] [INFO ] [sig ] [978/1803] Forecasting JFR... [2025-10-17T00:00:02.549698] [INFO ] [sig ] Generating forecast for: JFR [2025-10-17T00:00:02.549741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'. [2025-10-17T00:00:02.558767] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JFR'. [2025-10-17T00:00:02.584130] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:02.585036] [DEBUG] [LOCAL ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt [2025-10-17T00:00:02.585089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:02.633363] [INFO ] [sig ] JFR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:02.776212] [INFO ] [LOCAL ] Saved forecast: JFR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JFR.txt [2025-10-17T00:00:02.776434] [INFO ] [sig ] [978/1803] Completed JFR in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:02.776477] [INFO ] [sig ] [979/1803] Forecasting JGH... [2025-10-17T00:00:02.776507] [INFO ] [sig ] Generating forecast for: JGH [2025-10-17T00:00:02.776548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-10-17T00:00:02.785304] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JGH'. [2025-10-17T00:00:02.811992] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:02.812770] [DEBUG] [LOCAL ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt [2025-10-17T00:00:02.812823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:02.880575] [INFO ] [sig ] JGH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:03.030738] [INFO ] [LOCAL ] Saved forecast: JGH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JGH.txt [2025-10-17T00:00:03.030978] [INFO ] [sig ] [979/1803] Completed JGH in 0.3s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:03.031047] [INFO ] [sig ] [980/1803] Forecasting JHG... [2025-10-17T00:00:03.031101] [INFO ] [sig ] Generating forecast for: JHG [2025-10-17T00:00:03.031147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-10-17T00:00:03.042703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHG'. [2025-10-17T00:00:03.068294] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:03.069053] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-10-17T00:00:03.069108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:03.124603] [INFO ] [sig ] JHG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:03.267038] [INFO ] [LOCAL ] Saved forecast: JHG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JHG.txt [2025-10-17T00:00:03.267237] [INFO ] [sig ] [980/1803] Completed JHG in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:03.267326] [INFO ] [sig ] [981/1803] Forecasting JHI... [2025-10-17T00:00:03.267365] [INFO ] [sig ] Generating forecast for: JHI [2025-10-17T00:00:03.267397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-10-17T00:00:03.275603] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHI'. [2025-10-17T00:00:03.300231] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:03.300935] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-10-17T00:00:03.300988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:03.357029] [INFO ] [sig ] JHI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:03.494579] [INFO ] [LOCAL ] Saved forecast: JHI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JHI.txt [2025-10-17T00:00:03.494856] [INFO ] [sig ] [981/1803] Completed JHI in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:03.494912] [INFO ] [sig ] [982/1803] Forecasting JHS... [2025-10-17T00:00:03.494945] [INFO ] [sig ] Generating forecast for: JHS [2025-10-17T00:00:03.494977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'. [2025-10-17T00:00:03.503426] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHS'. [2025-10-17T00:00:03.528785] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:03.529517] [DEBUG] [LOCAL ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt [2025-10-17T00:00:03.529569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:03.588498] [INFO ] [sig ] JHS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:03.730954] [INFO ] [LOCAL ] Saved forecast: JHS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JHS.txt [2025-10-17T00:00:03.731188] [INFO ] [sig ] [982/1803] Completed JHS in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:03.731232] [INFO ] [sig ] [983/1803] Forecasting JHX... [2025-10-17T00:00:03.731263] [INFO ] [sig ] Generating forecast for: JHX [2025-10-17T00:00:03.731293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-10-17T00:00:03.740700] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHX'. [2025-10-17T00:00:03.765776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:03.766479] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-10-17T00:00:03.766531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:03.826189] [INFO ] [sig ] JHX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:03.983922] [INFO ] [LOCAL ] Saved forecast: JHX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JHX.txt [2025-10-17T00:00:03.984125] [INFO ] [sig ] [983/1803] Completed JHX in 0.3s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:03.984166] [INFO ] [sig ] [984/1803] Forecasting JILL... [2025-10-17T00:00:03.984196] [INFO ] [sig ] Generating forecast for: JILL [2025-10-17T00:00:03.984227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-10-17T00:00:03.994246] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JILL'. [2025-10-17T00:00:04.019747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:04.020518] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-10-17T00:00:04.020571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:04.081841] [INFO ] [sig ] JILL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:04.224127] [INFO ] [LOCAL ] Saved forecast: JILL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JILL.txt [2025-10-17T00:00:04.224320] [INFO ] [sig ] [984/1803] Completed JILL in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:04.224360] [INFO ] [sig ] [985/1803] Forecasting JKS... [2025-10-17T00:00:04.224392] [INFO ] [sig ] Generating forecast for: JKS [2025-10-17T00:00:04.224423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-10-17T00:00:04.234368] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JKS'. [2025-10-17T00:00:04.259325] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:04.260041] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-10-17T00:00:04.260099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:04.316115] [INFO ] [sig ] JKS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:04.467053] [INFO ] [LOCAL ] Saved forecast: JKS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JKS.txt [2025-10-17T00:00:04.467318] [INFO ] [sig ] [985/1803] Completed JKS in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:04.467361] [INFO ] [sig ] [986/1803] Forecasting JLL... [2025-10-17T00:00:04.467392] [INFO ] [sig ] Generating forecast for: JLL [2025-10-17T00:00:04.467432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-10-17T00:00:04.476183] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JLL'. [2025-10-17T00:00:04.505878] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:04.506639] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-10-17T00:00:04.506717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:04.574288] [INFO ] [sig ] JLL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:04.712833] [INFO ] [LOCAL ] Saved forecast: JLL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JLL.txt [2025-10-17T00:00:04.713072] [INFO ] [sig ] [986/1803] Completed JLL in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:04.713123] [INFO ] [sig ] [987/1803] Forecasting JLS... [2025-10-17T00:00:04.713160] [INFO ] [sig ] Generating forecast for: JLS [2025-10-17T00:00:04.713198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-10-17T00:00:04.725016] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JLS'. [2025-10-17T00:00:04.753945] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:04.754848] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-10-17T00:00:04.754908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:04.826315] [INFO ] [sig ] JLS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:04.978377] [INFO ] [LOCAL ] Saved forecast: JLS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JLS.txt [2025-10-17T00:00:04.978746] [INFO ] [sig ] [987/1803] Completed JLS in 0.3s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:04.978810] [INFO ] [sig ] [988/1803] Forecasting JMIA... [2025-10-17T00:00:04.978844] [INFO ] [sig ] Generating forecast for: JMIA [2025-10-17T00:00:04.978878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-10-17T00:00:04.990745] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JMIA'. [2025-10-17T00:00:05.016052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:05.016791] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-10-17T00:00:05.016845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:05.081431] [INFO ] [sig ] JMIA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:05.219676] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JMIA.txt [2025-10-17T00:00:05.219917] [INFO ] [sig ] [988/1803] Completed JMIA in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:05.219962] [INFO ] [sig ] [989/1803] Forecasting JNJ... [2025-10-17T00:00:05.219992] [INFO ] [sig ] Generating forecast for: JNJ [2025-10-17T00:00:05.220022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-10-17T00:00:05.230977] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JNJ'. [2025-10-17T00:00:05.258359] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:05.259216] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-10-17T00:00:05.259300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:05.332895] [INFO ] [sig ] JNJ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:05.476257] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JNJ.txt [2025-10-17T00:00:05.476706] [INFO ] [sig ] [989/1803] Completed JNJ in 0.3s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:05.476771] [INFO ] [sig ] [990/1803] Forecasting JOBY... [2025-10-17T00:00:05.476807] [INFO ] [sig ] Generating forecast for: JOBY [2025-10-17T00:00:05.476844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-10-17T00:00:05.488054] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JOBY'. [2025-10-17T00:00:05.514119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:05.514880] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-10-17T00:00:05.514933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:05.583305] [INFO ] [sig ] JOBY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:05.725966] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JOBY.txt [2025-10-17T00:00:05.726237] [INFO ] [sig ] [990/1803] Completed JOBY in 0.2s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:05.726279] [INFO ] [sig ] [991/1803] Forecasting JOE... [2025-10-17T00:00:05.726309] [INFO ] [sig ] Generating forecast for: JOE [2025-10-17T00:00:05.726340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-10-17T00:00:05.739385] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JOE'. [2025-10-17T00:00:05.776010] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:05.777266] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-10-17T00:00:05.777347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:05.860409] [INFO ] [sig ] JOE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:06.022262] [INFO ] [LOCAL ] Saved forecast: JOE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JOE.txt [2025-10-17T00:00:06.022681] [INFO ] [sig ] [991/1803] Completed JOE in 0.3s | 4.11 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:06.022747] [INFO ] [sig ] [992/1803] Forecasting JOF... [2025-10-17T00:00:06.022783] [INFO ] [sig ] Generating forecast for: JOF [2025-10-17T00:00:06.022818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-10-17T00:00:06.033191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JOF'. [2025-10-17T00:00:06.062266] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:06.063153] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-10-17T00:00:06.063211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:06.133065] [INFO ] [sig ] JOF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:06.283910] [INFO ] [LOCAL ] Saved forecast: JOF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JOF.txt [2025-10-17T00:00:06.284304] [INFO ] [sig ] [992/1803] Completed JOF in 0.3s | 4.10 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:06.284352] [INFO ] [sig ] [993/1803] Forecasting JPC... [2025-10-17T00:00:06.284438] [INFO ] [sig ] Generating forecast for: JPC [2025-10-17T00:00:06.284494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-10-17T00:00:06.295092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JPC'. [2025-10-17T00:00:06.323067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:06.324198] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-10-17T00:00:06.324264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:06.394089] [INFO ] [sig ] JPC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:06.553994] [INFO ] [LOCAL ] Saved forecast: JPC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JPC.txt [2025-10-17T00:00:06.554371] [INFO ] [sig ] [993/1803] Completed JPC in 0.3s | 4.10 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:06.554443] [INFO ] [sig ] [994/1803] Forecasting JPM... [2025-10-17T00:00:06.554498] [INFO ] [sig ] Generating forecast for: JPM [2025-10-17T00:00:06.554534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-10-17T00:00:06.565301] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JPM'. [2025-10-17T00:00:06.594369] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:06.595212] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-10-17T00:00:06.595267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:06.668978] [INFO ] [sig ] JPM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:06.807325] [INFO ] [LOCAL ] Saved forecast: JPM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JPM.txt [2025-10-17T00:00:06.807539] [INFO ] [sig ] [994/1803] Completed JPM in 0.3s | 4.10 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:06.807580] [INFO ] [sig ] [995/1803] Forecasting JQC... [2025-10-17T00:00:06.807611] [INFO ] [sig ] Generating forecast for: JQC [2025-10-17T00:00:06.807664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-10-17T00:00:06.817186] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JQC'. [2025-10-17T00:00:06.842267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:06.842978] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-10-17T00:00:06.843031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:06.906719] [INFO ] [sig ] JQC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:07.050957] [INFO ] [LOCAL ] Saved forecast: JQC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JQC.txt [2025-10-17T00:00:07.051237] [INFO ] [sig ] [995/1803] Completed JQC in 0.2s | 4.10 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:07.051284] [INFO ] [sig ] [996/1803] Forecasting JRI... [2025-10-17T00:00:07.051315] [INFO ] [sig ] Generating forecast for: JRI [2025-10-17T00:00:07.051349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-10-17T00:00:07.060871] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JRI'. [2025-10-17T00:00:07.087730] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:07.088597] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-10-17T00:00:07.088702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:07.149504] [INFO ] [sig ] JRI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:07.299422] [INFO ] [LOCAL ] Saved forecast: JRI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JRI.txt [2025-10-17T00:00:07.299752] [INFO ] [sig ] [996/1803] Completed JRI in 0.2s | 4.10 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:07.299817] [INFO ] [sig ] [997/1803] Forecasting JRS... [2025-10-17T00:00:07.299851] [INFO ] [sig ] Generating forecast for: JRS [2025-10-17T00:00:07.299882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-10-17T00:00:07.309478] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JRS'. [2025-10-17T00:00:07.334541] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:07.335345] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-10-17T00:00:07.335400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:07.397292] [INFO ] [sig ] JRS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:07.536439] [INFO ] [LOCAL ] Saved forecast: JRS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/JRS.txt [2025-10-17T00:00:07.536741] [INFO ] [sig ] [997/1803] Completed JRS in 0.2s | 4.10 sym/s | Total: 4.0m | ETA: 3.3m [2025-10-17T00:00:07.536804] [INFO ] [sig ] [998/1803] Forecasting JXN... [2025-10-17T00:00:07.536837] [INFO ] [sig ] Generating forecast for: JXN [2025-10-17T00:00:07.536868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-10-17T00:00:07.546076] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JXN'. [2025-10-17T00:00:07.571242] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:07.572054] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-10-17T00:00:07.572112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:07.635931] [INFO ] [sig ] JXN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:07.777310] [INFO ] [LOCAL ] Saved forecast: JXN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/JXN.txt [2025-10-17T00:00:07.777558] [INFO ] [sig ] [998/1803] Completed JXN in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.3m [2025-10-17T00:00:07.777601] [INFO ] [sig ] [999/1803] Forecasting K... [2025-10-17T00:00:07.777632] [INFO ] [sig ] Generating forecast for: K [2025-10-17T00:00:07.777725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-10-17T00:00:07.787322] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'K'. [2025-10-17T00:00:07.814601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:07.815446] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-10-17T00:00:07.815502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:07.878223] [INFO ] [sig ] K: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:08.023313] [INFO ] [LOCAL ] Saved forecast: K 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/K.txt [2025-10-17T00:00:08.023559] [INFO ] [sig ] [999/1803] Completed K in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.3m [2025-10-17T00:00:08.023605] [INFO ] [sig ] [1000/1803] Forecasting KAI... [2025-10-17T00:00:08.023675] [INFO ] [sig ] Generating forecast for: KAI [2025-10-17T00:00:08.023729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-10-17T00:00:08.033352] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KAI'. [2025-10-17T00:00:08.059543] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:08.060433] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-10-17T00:00:08.060489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:08.121818] [INFO ] [sig ] KAI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:08.270405] [INFO ] [LOCAL ] Saved forecast: KAI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KAI.txt [2025-10-17T00:00:08.270694] [INFO ] [sig ] [1000/1803] Completed KAI in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.3m [2025-10-17T00:00:08.270754] [INFO ] [sig ] [1001/1803] Forecasting KAR... [2025-10-17T00:00:08.270789] [INFO ] [sig ] Generating forecast for: KAR [2025-10-17T00:00:08.270820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'. [2025-10-17T00:00:08.282410] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KAR'. [2025-10-17T00:00:08.311781] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:08.312593] [DEBUG] [LOCAL ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt [2025-10-17T00:00:08.312676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:08.376777] [INFO ] [sig ] KAR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:08.524821] [INFO ] [LOCAL ] Saved forecast: KAR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KAR.txt [2025-10-17T00:00:08.525107] [INFO ] [sig ] [1001/1803] Completed KAR in 0.3s | 4.10 sym/s | Total: 4.1m | ETA: 3.3m [2025-10-17T00:00:08.525183] [INFO ] [sig ] [1002/1803] Forecasting KB... [2025-10-17T00:00:08.525236] [INFO ] [sig ] Generating forecast for: KB [2025-10-17T00:00:08.525283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-10-17T00:00:08.535070] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KB'. [2025-10-17T00:00:08.560337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:08.561122] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-10-17T00:00:08.561177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:08.622482] [INFO ] [sig ] KB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:08.761276] [INFO ] [LOCAL ] Saved forecast: KB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KB.txt [2025-10-17T00:00:08.761528] [INFO ] [sig ] [1002/1803] Completed KB in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.3m [2025-10-17T00:00:08.761570] [INFO ] [sig ] [1003/1803] Forecasting KBDC... [2025-10-17T00:00:08.761601] [INFO ] [sig ] Generating forecast for: KBDC [2025-10-17T00:00:08.761632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'. [2025-10-17T00:00:08.771688] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KBDC'. [2025-10-17T00:00:08.797248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:08.798126] [DEBUG] [LOCAL ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt [2025-10-17T00:00:08.798239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:08.858398] [INFO ] [sig ] KBDC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:09.002719] [INFO ] [LOCAL ] Saved forecast: KBDC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KBDC.txt [2025-10-17T00:00:09.002970] [INFO ] [sig ] [1003/1803] Completed KBDC in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:09.003016] [INFO ] [sig ] [1004/1803] Forecasting KBH... [2025-10-17T00:00:09.003049] [INFO ] [sig ] Generating forecast for: KBH [2025-10-17T00:00:09.003081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-10-17T00:00:09.012708] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KBH'. [2025-10-17T00:00:09.039306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:09.040130] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-10-17T00:00:09.040189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:09.102495] [INFO ] [sig ] KBH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:09.250621] [INFO ] [LOCAL ] Saved forecast: KBH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KBH.txt [2025-10-17T00:00:09.250874] [INFO ] [sig ] [1004/1803] Completed KBH in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:09.250920] [INFO ] [sig ] [1005/1803] Forecasting KBR... [2025-10-17T00:00:09.250951] [INFO ] [sig ] Generating forecast for: KBR [2025-10-17T00:00:09.250982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'. [2025-10-17T00:00:09.260270] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KBR'. [2025-10-17T00:00:09.285403] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:09.286210] [DEBUG] [LOCAL ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt [2025-10-17T00:00:09.286267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:09.345839] [INFO ] [sig ] KBR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:09.487727] [INFO ] [LOCAL ] Saved forecast: KBR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KBR.txt [2025-10-17T00:00:09.487959] [INFO ] [sig ] [1005/1803] Completed KBR in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:09.488002] [INFO ] [sig ] [1006/1803] Forecasting KD... [2025-10-17T00:00:09.488032] [INFO ] [sig ] Generating forecast for: KD [2025-10-17T00:00:09.488064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-10-17T00:00:09.497033] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KD'. [2025-10-17T00:00:09.523085] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:09.524250] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-10-17T00:00:09.524325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:09.585021] [INFO ] [sig ] KD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:09.730129] [INFO ] [LOCAL ] Saved forecast: KD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KD.txt [2025-10-17T00:00:09.730342] [INFO ] [sig ] [1006/1803] Completed KD in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:09.730383] [INFO ] [sig ] [1007/1803] Forecasting KEN... [2025-10-17T00:00:09.730422] [INFO ] [sig ] Generating forecast for: KEN [2025-10-17T00:00:09.730455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-10-17T00:00:09.738926] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEN'. [2025-10-17T00:00:09.764049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:09.764823] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-10-17T00:00:09.764877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:09.819170] [INFO ] [sig ] KEN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:09.961821] [INFO ] [LOCAL ] Saved forecast: KEN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KEN.txt [2025-10-17T00:00:09.962097] [INFO ] [sig ] [1007/1803] Completed KEN in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:09.962158] [INFO ] [sig ] [1008/1803] Forecasting KEP... [2025-10-17T00:00:09.962192] [INFO ] [sig ] Generating forecast for: KEP [2025-10-17T00:00:09.962227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-10-17T00:00:09.971685] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEP'. [2025-10-17T00:00:09.998628] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:09.999451] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-10-17T00:00:09.999506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:10.062780] [INFO ] [sig ] KEP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:10.235571] [INFO ] [LOCAL ] Saved forecast: KEP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KEP.txt [2025-10-17T00:00:10.235822] [INFO ] [sig ] [1008/1803] Completed KEP in 0.3s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:10.235881] [INFO ] [sig ] [1009/1803] Forecasting KEX... [2025-10-17T00:00:10.235914] [INFO ] [sig ] Generating forecast for: KEX [2025-10-17T00:00:10.235944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-10-17T00:00:10.245335] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEX'. [2025-10-17T00:00:10.273267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:10.274219] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-10-17T00:00:10.274274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:10.342266] [INFO ] [sig ] KEX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:10.484984] [INFO ] [LOCAL ] Saved forecast: KEX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KEX.txt [2025-10-17T00:00:10.485214] [INFO ] [sig ] [1009/1803] Completed KEX in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:10.485258] [INFO ] [sig ] [1010/1803] Forecasting KEYS... [2025-10-17T00:00:10.485288] [INFO ] [sig ] Generating forecast for: KEYS [2025-10-17T00:00:10.485318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-10-17T00:00:10.494147] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEYS'. [2025-10-17T00:00:10.519512] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:10.520273] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-10-17T00:00:10.520347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:10.578373] [INFO ] [sig ] KEYS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:10.724544] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KEYS.txt [2025-10-17T00:00:10.724829] [INFO ] [sig ] [1010/1803] Completed KEYS in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:10.724907] [INFO ] [sig ] [1011/1803] Forecasting KF... [2025-10-17T00:00:10.724958] [INFO ] [sig ] Generating forecast for: KF [2025-10-17T00:00:10.725028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-10-17T00:00:10.735119] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KF'. [2025-10-17T00:00:10.765713] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:10.766512] [DEBUG] [LOCAL ] No optimal features file found for KF: ./output/feature-sets/KF.txt [2025-10-17T00:00:10.766568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:10.834376] [INFO ] [sig ] KF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:11.011070] [INFO ] [LOCAL ] Saved forecast: KF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KF.txt [2025-10-17T00:00:11.011319] [INFO ] [sig ] [1011/1803] Completed KF in 0.3s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:11.011363] [INFO ] [sig ] [1012/1803] Forecasting KFRC... [2025-10-17T00:00:11.011394] [INFO ] [sig ] Generating forecast for: KFRC [2025-10-17T00:00:11.011434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-10-17T00:00:11.021400] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KFRC'. [2025-10-17T00:00:11.052092] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:11.052949] [DEBUG] [LOCAL ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt [2025-10-17T00:00:11.053018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:11.113595] [INFO ] [sig ] KFRC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:11.290524] [INFO ] [LOCAL ] Saved forecast: KFRC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KFRC.txt [2025-10-17T00:00:11.290787] [INFO ] [sig ] [1012/1803] Completed KFRC in 0.3s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:11.290849] [INFO ] [sig ] [1013/1803] Forecasting KFS... [2025-10-17T00:00:11.290882] [INFO ] [sig ] Generating forecast for: KFS [2025-10-17T00:00:11.290914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-10-17T00:00:11.300294] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'KFS'. [2025-10-17T00:00:11.326882] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:11.327588] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-10-17T00:00:11.327665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:11.388785] [INFO ] [sig ] KFS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:11.533551] [INFO ] [LOCAL ] Saved forecast: KFS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KFS.txt [2025-10-17T00:00:11.533792] [INFO ] [sig ] [1013/1803] Completed KFS in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:11.533853] [INFO ] [sig ] [1014/1803] Forecasting KFY... [2025-10-17T00:00:11.533917] [INFO ] [sig ] Generating forecast for: KFY [2025-10-17T00:00:11.533970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-10-17T00:00:11.542493] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KFY'. [2025-10-17T00:00:11.567367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:11.568129] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-10-17T00:00:11.568208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:11.622232] [INFO ] [sig ] KFY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:11.767485] [INFO ] [LOCAL ] Saved forecast: KFY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KFY.txt [2025-10-17T00:00:11.767780] [INFO ] [sig ] [1014/1803] Completed KFY in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:11.767844] [INFO ] [sig ] [1015/1803] Forecasting KGC... [2025-10-17T00:00:11.767878] [INFO ] [sig ] Generating forecast for: KGC [2025-10-17T00:00:11.767912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'. [2025-10-17T00:00:11.776838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KGC'. [2025-10-17T00:00:11.808626] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:11.809941] [DEBUG] [LOCAL ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt [2025-10-17T00:00:11.810014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:11.876437] [INFO ] [sig ] KGC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:12.015347] [INFO ] [LOCAL ] Saved forecast: KGC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KGC.txt [2025-10-17T00:00:12.015536] [INFO ] [sig ] [1015/1803] Completed KGC in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:12.015577] [INFO ] [sig ] [1016/1803] Forecasting KGS... [2025-10-17T00:00:12.015608] [INFO ] [sig ] Generating forecast for: KGS [2025-10-17T00:00:12.015666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-10-17T00:00:12.024433] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KGS'. [2025-10-17T00:00:12.049422] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:12.050129] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-10-17T00:00:12.050182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:12.108024] [INFO ] [sig ] KGS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:12.254138] [INFO ] [LOCAL ] Saved forecast: KGS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KGS.txt [2025-10-17T00:00:12.254359] [INFO ] [sig ] [1016/1803] Completed KGS in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:12.254401] [INFO ] [sig ] [1017/1803] Forecasting KIM... [2025-10-17T00:00:12.254432] [INFO ] [sig ] Generating forecast for: KIM [2025-10-17T00:00:12.254463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-10-17T00:00:12.262973] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KIM'. [2025-10-17T00:00:12.287637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:12.288409] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-10-17T00:00:12.288503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:12.344676] [INFO ] [sig ] KIM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:12.484737] [INFO ] [LOCAL ] Saved forecast: KIM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KIM.txt [2025-10-17T00:00:12.484942] [INFO ] [sig ] [1017/1803] Completed KIM in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:12.484984] [INFO ] [sig ] [1018/1803] Forecasting KIO... [2025-10-17T00:00:12.485014] [INFO ] [sig ] Generating forecast for: KIO [2025-10-17T00:00:12.485044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-10-17T00:00:12.494487] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KIO'. [2025-10-17T00:00:12.519437] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:12.520198] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-10-17T00:00:12.520252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:12.574695] [INFO ] [sig ] KIO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:12.729251] [INFO ] [LOCAL ] Saved forecast: KIO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KIO.txt [2025-10-17T00:00:12.729495] [INFO ] [sig ] [1018/1803] Completed KIO in 0.2s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:12.729539] [INFO ] [sig ] [1019/1803] Forecasting KKR... [2025-10-17T00:00:12.729571] [INFO ] [sig ] Generating forecast for: KKR [2025-10-17T00:00:12.729603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'. [2025-10-17T00:00:12.738192] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KKR'. [2025-10-17T00:00:12.765890] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:12.766732] [DEBUG] [LOCAL ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt [2025-10-17T00:00:12.766793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:12.847273] [INFO ] [sig ] KKR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:13.045246] [INFO ] [LOCAL ] Saved forecast: KKR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KKR.txt [2025-10-17T00:00:13.045508] [INFO ] [sig ] [1019/1803] Completed KKR in 0.3s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:13.045572] [INFO ] [sig ] [1020/1803] Forecasting KKRS... [2025-10-17T00:00:13.045608] [INFO ] [sig ] Generating forecast for: KKRS [2025-10-17T00:00:13.045663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-10-17T00:00:13.057262] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KKRS'. [2025-10-17T00:00:13.088123] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:13.089186] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-10-17T00:00:13.089268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:13.180567] [INFO ] [sig ] KKRS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:13.415535] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KKRS.txt [2025-10-17T00:00:13.415933] [INFO ] [sig ] [1020/1803] Completed KKRS in 0.4s | 4.10 sym/s | Total: 4.1m | ETA: 3.2m [2025-10-17T00:00:13.416028] [INFO ] [sig ] [1021/1803] Forecasting KLC... [2025-10-17T00:00:13.416083] [INFO ] [sig ] Generating forecast for: KLC [2025-10-17T00:00:13.416140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'. [2025-10-17T00:00:13.431697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KLC'. [2025-10-17T00:00:13.471567] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:13.472766] [DEBUG] [LOCAL ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt [2025-10-17T00:00:13.472841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:13.553097] [INFO ] [sig ] KLC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:13.750556] [INFO ] [LOCAL ] Saved forecast: KLC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KLC.txt [2025-10-17T00:00:13.750854] [INFO ] [sig ] [1021/1803] Completed KLC in 0.3s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:13.750916] [INFO ] [sig ] [1022/1803] Forecasting KMI... [2025-10-17T00:00:13.750951] [INFO ] [sig ] Generating forecast for: KMI [2025-10-17T00:00:13.750984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-10-17T00:00:13.761329] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMI'. [2025-10-17T00:00:13.797765] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:13.798919] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-10-17T00:00:13.798993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:13.873484] [INFO ] [sig ] KMI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:14.038422] [INFO ] [LOCAL ] Saved forecast: KMI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KMI.txt [2025-10-17T00:00:14.038693] [INFO ] [sig ] [1022/1803] Completed KMI in 0.3s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:14.038754] [INFO ] [sig ] [1023/1803] Forecasting KMPB... [2025-10-17T00:00:14.038787] [INFO ] [sig ] Generating forecast for: KMPB [2025-10-17T00:00:14.038870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-10-17T00:00:14.047191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMPB'. [2025-10-17T00:00:14.073426] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:14.074213] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-10-17T00:00:14.074269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:14.131226] [INFO ] [sig ] KMPB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:14.275413] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KMPB.txt [2025-10-17T00:00:14.275669] [INFO ] [sig ] [1023/1803] Completed KMPB in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:14.275731] [INFO ] [sig ] [1024/1803] Forecasting KMPR... [2025-10-17T00:00:14.275764] [INFO ] [sig ] Generating forecast for: KMPR [2025-10-17T00:00:14.275795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'. [2025-10-17T00:00:14.284389] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMPR'. [2025-10-17T00:00:14.312264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:14.313141] [DEBUG] [LOCAL ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt [2025-10-17T00:00:14.313198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:14.373812] [INFO ] [sig ] KMPR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:14.531299] [INFO ] [LOCAL ] Saved forecast: KMPR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KMPR.txt [2025-10-17T00:00:14.531527] [INFO ] [sig ] [1024/1803] Completed KMPR in 0.3s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:14.531570] [INFO ] [sig ] [1025/1803] Forecasting KMT... [2025-10-17T00:00:14.531602] [INFO ] [sig ] Generating forecast for: KMT [2025-10-17T00:00:14.531633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'. [2025-10-17T00:00:14.540682] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMT'. [2025-10-17T00:00:14.567105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:14.567959] [DEBUG] [LOCAL ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt [2025-10-17T00:00:14.568016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:14.628076] [INFO ] [sig ] KMT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:14.771085] [INFO ] [LOCAL ] Saved forecast: KMT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KMT.txt [2025-10-17T00:00:14.771345] [INFO ] [sig ] [1025/1803] Completed KMT in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:14.771392] [INFO ] [sig ] [1026/1803] Forecasting KMX... [2025-10-17T00:00:14.771424] [INFO ] [sig ] Generating forecast for: KMX [2025-10-17T00:00:14.771460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-10-17T00:00:14.780153] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMX'. [2025-10-17T00:00:14.805409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:14.806205] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-10-17T00:00:14.806300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:14.861167] [INFO ] [sig ] KMX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:15.003972] [INFO ] [LOCAL ] Saved forecast: KMX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KMX.txt [2025-10-17T00:00:15.004183] [INFO ] [sig ] [1026/1803] Completed KMX in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:15.004224] [INFO ] [sig ] [1027/1803] Forecasting KN... [2025-10-17T00:00:15.004255] [INFO ] [sig ] Generating forecast for: KN [2025-10-17T00:00:15.004286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-10-17T00:00:15.014004] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KN'. [2025-10-17T00:00:15.046704] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:15.047482] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-10-17T00:00:15.047536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:15.102969] [INFO ] [sig ] KN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:15.247417] [INFO ] [LOCAL ] Saved forecast: KN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KN.txt [2025-10-17T00:00:15.247627] [INFO ] [sig ] [1027/1803] Completed KN in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:15.247714] [INFO ] [sig ] [1028/1803] Forecasting KNF... [2025-10-17T00:00:15.247757] [INFO ] [sig ] Generating forecast for: KNF [2025-10-17T00:00:15.247789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-10-17T00:00:15.256240] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNF'. [2025-10-17T00:00:15.284381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:15.285181] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-10-17T00:00:15.285235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:15.340184] [INFO ] [sig ] KNF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:15.519161] [INFO ] [LOCAL ] Saved forecast: KNF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KNF.txt [2025-10-17T00:00:15.519399] [INFO ] [sig ] [1028/1803] Completed KNF in 0.3s | 4.10 sym/s | Total: 4.2m | ETA: 3.2m [2025-10-17T00:00:15.519441] [INFO ] [sig ] [1029/1803] Forecasting KNOP... [2025-10-17T00:00:15.519472] [INFO ] [sig ] Generating forecast for: KNOP [2025-10-17T00:00:15.519503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-10-17T00:00:15.528766] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNOP'. [2025-10-17T00:00:15.559566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:15.560372] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-10-17T00:00:15.560427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:15.622799] [INFO ] [sig ] KNOP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:15.766317] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KNOP.txt [2025-10-17T00:00:15.766558] [INFO ] [sig ] [1029/1803] Completed KNOP in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:15.766601] [INFO ] [sig ] [1030/1803] Forecasting KNSL... [2025-10-17T00:00:15.766631] [INFO ] [sig ] Generating forecast for: KNSL [2025-10-17T00:00:15.766701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-10-17T00:00:15.775158] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNSL'. [2025-10-17T00:00:15.800619] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:15.801379] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-10-17T00:00:15.801434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:15.857611] [INFO ] [sig ] KNSL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:16.006110] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KNSL.txt [2025-10-17T00:00:16.006377] [INFO ] [sig ] [1030/1803] Completed KNSL in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:16.006422] [INFO ] [sig ] [1031/1803] Forecasting KNTK... [2025-10-17T00:00:16.006453] [INFO ] [sig ] Generating forecast for: KNTK [2025-10-17T00:00:16.006484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-10-17T00:00:16.015684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNTK'. [2025-10-17T00:00:16.040447] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:16.041167] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-10-17T00:00:16.041220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:16.094599] [INFO ] [sig ] KNTK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:16.235073] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KNTK.txt [2025-10-17T00:00:16.235292] [INFO ] [sig ] [1031/1803] Completed KNTK in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:16.235345] [INFO ] [sig ] [1032/1803] Forecasting KNX... [2025-10-17T00:00:16.235377] [INFO ] [sig ] Generating forecast for: KNX [2025-10-17T00:00:16.235408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-10-17T00:00:16.243903] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNX'. [2025-10-17T00:00:16.268740] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:16.269401] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-10-17T00:00:16.269458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:16.326503] [INFO ] [sig ] KNX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:16.463711] [INFO ] [LOCAL ] Saved forecast: KNX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KNX.txt [2025-10-17T00:00:16.463909] [INFO ] [sig ] [1032/1803] Completed KNX in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:16.463950] [INFO ] [sig ] [1033/1803] Forecasting KODK... [2025-10-17T00:00:16.463979] [INFO ] [sig ] Generating forecast for: KODK [2025-10-17T00:00:16.464009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-10-17T00:00:16.472800] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KODK'. [2025-10-17T00:00:16.499245] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:16.500098] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-10-17T00:00:16.500155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:16.560998] [INFO ] [sig ] KODK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:16.716196] [INFO ] [LOCAL ] Saved forecast: KODK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KODK.txt [2025-10-17T00:00:16.716492] [INFO ] [sig ] [1033/1803] Completed KODK in 0.3s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:16.716548] [INFO ] [sig ] [1034/1803] Forecasting KOF... [2025-10-17T00:00:16.716581] [INFO ] [sig ] Generating forecast for: KOF [2025-10-17T00:00:16.716613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-10-17T00:00:16.725761] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KOF'. [2025-10-17T00:00:16.751733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:16.752483] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-10-17T00:00:16.752538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:16.814789] [INFO ] [sig ] KOF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:16.957943] [INFO ] [LOCAL ] Saved forecast: KOF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KOF.txt [2025-10-17T00:00:16.958209] [INFO ] [sig ] [1034/1803] Completed KOF in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:16.958272] [INFO ] [sig ] [1035/1803] Forecasting KOP... [2025-10-17T00:00:16.958308] [INFO ] [sig ] Generating forecast for: KOP [2025-10-17T00:00:16.958341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-10-17T00:00:16.966809] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KOP'. [2025-10-17T00:00:16.993144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:16.993904] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-10-17T00:00:16.993959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:17.053869] [INFO ] [sig ] KOP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:17.197612] [INFO ] [LOCAL ] Saved forecast: KOP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KOP.txt [2025-10-17T00:00:17.197852] [INFO ] [sig ] [1035/1803] Completed KOP in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:17.197940] [INFO ] [sig ] [1036/1803] Forecasting KORE... [2025-10-17T00:00:17.197981] [INFO ] [sig ] Generating forecast for: KORE [2025-10-17T00:00:17.198014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-10-17T00:00:17.205873] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KORE'. [2025-10-17T00:00:17.231981] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:17.232763] [DEBUG] [LOCAL ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt [2025-10-17T00:00:17.232819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:17.291307] [INFO ] [sig ] KORE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:17.439417] [INFO ] [LOCAL ] Saved forecast: KORE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KORE.txt [2025-10-17T00:00:17.439752] [INFO ] [sig ] [1036/1803] Completed KORE in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:17.439815] [INFO ] [sig ] [1037/1803] Forecasting KOS... [2025-10-17T00:00:17.439851] [INFO ] [sig ] Generating forecast for: KOS [2025-10-17T00:00:17.439885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-10-17T00:00:17.449984] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KOS'. [2025-10-17T00:00:17.475701] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:17.476469] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-10-17T00:00:17.476523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:17.532976] [INFO ] [sig ] KOS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:17.678053] [INFO ] [LOCAL ] Saved forecast: KOS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KOS.txt [2025-10-17T00:00:17.678326] [INFO ] [sig ] [1037/1803] Completed KOS in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:17.678388] [INFO ] [sig ] [1038/1803] Forecasting KR... [2025-10-17T00:00:17.678421] [INFO ] [sig ] Generating forecast for: KR [2025-10-17T00:00:17.678452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-10-17T00:00:17.686615] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KR'. [2025-10-17T00:00:17.711980] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:17.712783] [DEBUG] [LOCAL ] No optimal features file found for KR: ./output/feature-sets/KR.txt [2025-10-17T00:00:17.712840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:17.769790] [INFO ] [sig ] KR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:17.909098] [INFO ] [LOCAL ] Saved forecast: KR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KR.txt [2025-10-17T00:00:17.909332] [INFO ] [sig ] [1038/1803] Completed KR in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:17.909374] [INFO ] [sig ] [1039/1803] Forecasting KRC... [2025-10-17T00:00:17.909404] [INFO ] [sig ] Generating forecast for: KRC [2025-10-17T00:00:17.909436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-10-17T00:00:17.918761] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRC'. [2025-10-17T00:00:17.944028] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:17.944835] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-10-17T00:00:17.944889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:18.004507] [INFO ] [sig ] KRC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:18.149385] [INFO ] [LOCAL ] Saved forecast: KRC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KRC.txt [2025-10-17T00:00:18.149618] [INFO ] [sig ] [1039/1803] Completed KRC in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:18.149692] [INFO ] [sig ] [1040/1803] Forecasting KREF... [2025-10-17T00:00:18.149737] [INFO ] [sig ] Generating forecast for: KREF [2025-10-17T00:00:18.149770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-10-17T00:00:18.158859] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KREF'. [2025-10-17T00:00:18.184345] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:18.185144] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-10-17T00:00:18.185199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:18.244552] [INFO ] [sig ] KREF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:18.386089] [INFO ] [LOCAL ] Saved forecast: KREF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KREF.txt [2025-10-17T00:00:18.386331] [INFO ] [sig ] [1040/1803] Completed KREF in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:18.386375] [INFO ] [sig ] [1041/1803] Forecasting KRG... [2025-10-17T00:00:18.386407] [INFO ] [sig ] Generating forecast for: KRG [2025-10-17T00:00:18.386442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-10-17T00:00:18.395616] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRG'. [2025-10-17T00:00:18.420331] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:18.421112] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-10-17T00:00:18.421166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:18.478875] [INFO ] [sig ] KRG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:18.623839] [INFO ] [LOCAL ] Saved forecast: KRG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KRG.txt [2025-10-17T00:00:18.624057] [INFO ] [sig ] [1041/1803] Completed KRG in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:18.624100] [INFO ] [sig ] [1042/1803] Forecasting KRO... [2025-10-17T00:00:18.624131] [INFO ] [sig ] Generating forecast for: KRO [2025-10-17T00:00:18.624162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-10-17T00:00:18.632896] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRO'. [2025-10-17T00:00:18.657492] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:18.658238] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-10-17T00:00:18.658293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:18.717033] [INFO ] [sig ] KRO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:18.859555] [INFO ] [LOCAL ] Saved forecast: KRO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KRO.txt [2025-10-17T00:00:18.859846] [INFO ] [sig ] [1042/1803] Completed KRO in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:18.859906] [INFO ] [sig ] [1043/1803] Forecasting KRP... [2025-10-17T00:00:18.859940] [INFO ] [sig ] Generating forecast for: KRP [2025-10-17T00:00:18.859971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-10-17T00:00:18.869259] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRP'. [2025-10-17T00:00:18.893994] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:18.894673] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-10-17T00:00:18.894729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:18.953289] [INFO ] [sig ] KRP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:19.094064] [INFO ] [LOCAL ] Saved forecast: KRP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KRP.txt [2025-10-17T00:00:19.094242] [INFO ] [sig ] [1043/1803] Completed KRP in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:19.094284] [INFO ] [sig ] [1044/1803] Forecasting KSS... [2025-10-17T00:00:19.094314] [INFO ] [sig ] Generating forecast for: KSS [2025-10-17T00:00:19.094344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-10-17T00:00:19.103171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KSS'. [2025-10-17T00:00:19.127944] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:19.128638] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-10-17T00:00:19.128716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:19.183446] [INFO ] [sig ] KSS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:19.321724] [INFO ] [LOCAL ] Saved forecast: KSS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KSS.txt [2025-10-17T00:00:19.321906] [INFO ] [sig ] [1044/1803] Completed KSS in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:19.321947] [INFO ] [sig ] [1045/1803] Forecasting KT... [2025-10-17T00:00:19.321978] [INFO ] [sig ] Generating forecast for: KT [2025-10-17T00:00:19.322008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-10-17T00:00:19.330492] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KT'. [2025-10-17T00:00:19.355144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:19.355891] [DEBUG] [LOCAL ] No optimal features file found for KT: ./output/feature-sets/KT.txt [2025-10-17T00:00:19.355946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:19.415667] [INFO ] [sig ] KT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:19.561175] [INFO ] [LOCAL ] Saved forecast: KT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KT.txt [2025-10-17T00:00:19.561410] [INFO ] [sig ] [1045/1803] Completed KT in 0.2s | 4.10 sym/s | Total: 4.2m | ETA: 3.1m [2025-10-17T00:00:19.561455] [INFO ] [sig ] [1046/1803] Forecasting KTB... [2025-10-17T00:00:19.561486] [INFO ] [sig ] Generating forecast for: KTB [2025-10-17T00:00:19.561520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-10-17T00:00:19.570302] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KTB'. [2025-10-17T00:00:19.596551] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:19.597386] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-10-17T00:00:19.597440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:19.653830] [INFO ] [sig ] KTB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:19.800663] [INFO ] [LOCAL ] Saved forecast: KTB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KTB.txt [2025-10-17T00:00:19.800908] [INFO ] [sig ] [1046/1803] Completed KTB in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:19.800954] [INFO ] [sig ] [1047/1803] Forecasting KTF... [2025-10-17T00:00:19.800985] [INFO ] [sig ] Generating forecast for: KTF [2025-10-17T00:00:19.801016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-10-17T00:00:19.809687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KTF'. [2025-10-17T00:00:19.834722] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:19.835450] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-10-17T00:00:19.835505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:19.895780] [INFO ] [sig ] KTF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:20.038698] [INFO ] [LOCAL ] Saved forecast: KTF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KTF.txt [2025-10-17T00:00:20.038898] [INFO ] [sig ] [1047/1803] Completed KTF in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:20.038940] [INFO ] [sig ] [1048/1803] Forecasting KVUE... [2025-10-17T00:00:20.038972] [INFO ] [sig ] Generating forecast for: KVUE [2025-10-17T00:00:20.039003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-10-17T00:00:20.047199] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KVUE'. [2025-10-17T00:00:20.072226] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:20.073039] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-10-17T00:00:20.073097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:20.131667] [INFO ] [sig ] KVUE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:20.269378] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KVUE.txt [2025-10-17T00:00:20.269617] [INFO ] [sig ] [1048/1803] Completed KVUE in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:20.269696] [INFO ] [sig ] [1049/1803] Forecasting KVYO... [2025-10-17T00:00:20.269739] [INFO ] [sig ] Generating forecast for: KVYO [2025-10-17T00:00:20.269771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-10-17T00:00:20.277867] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'KVYO'. [2025-10-17T00:00:20.302659] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:20.303322] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-10-17T00:00:20.303375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:20.359962] [INFO ] [sig ] KVYO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:20.497020] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KVYO.txt [2025-10-17T00:00:20.497197] [INFO ] [sig ] [1049/1803] Completed KVYO in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:20.497237] [INFO ] [sig ] [1050/1803] Forecasting KW... [2025-10-17T00:00:20.497268] [INFO ] [sig ] Generating forecast for: KW [2025-10-17T00:00:20.497299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'. [2025-10-17T00:00:20.505867] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KW'. [2025-10-17T00:00:20.530348] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:20.531047] [DEBUG] [LOCAL ] No optimal features file found for KW: ./output/feature-sets/KW.txt [2025-10-17T00:00:20.531100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:20.588346] [INFO ] [sig ] KW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:20.730731] [INFO ] [LOCAL ] Saved forecast: KW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/KW.txt [2025-10-17T00:00:20.730917] [INFO ] [sig ] [1050/1803] Completed KW in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:20.730959] [INFO ] [sig ] [1051/1803] Forecasting KWR... [2025-10-17T00:00:20.730991] [INFO ] [sig ] Generating forecast for: KWR [2025-10-17T00:00:20.731030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'. [2025-10-17T00:00:20.739019] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KWR'. [2025-10-17T00:00:20.763689] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:20.764346] [DEBUG] [LOCAL ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt [2025-10-17T00:00:20.764399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:20.818019] [INFO ] [sig ] KWR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:20.963681] [INFO ] [LOCAL ] Saved forecast: KWR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KWR.txt [2025-10-17T00:00:20.963886] [INFO ] [sig ] [1051/1803] Completed KWR in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:20.963945] [INFO ] [sig ] [1052/1803] Forecasting KYN... [2025-10-17T00:00:20.963997] [INFO ] [sig ] Generating forecast for: KYN [2025-10-17T00:00:20.964030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-10-17T00:00:20.972536] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KYN'. [2025-10-17T00:00:20.997441] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:20.998164] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-10-17T00:00:20.998222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:21.049885] [INFO ] [sig ] KYN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:21.187562] [INFO ] [LOCAL ] Saved forecast: KYN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/KYN.txt [2025-10-17T00:00:21.187770] [INFO ] [sig ] [1052/1803] Completed KYN in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.1m [2025-10-17T00:00:21.187830] [INFO ] [sig ] [1053/1803] Forecasting L... [2025-10-17T00:00:21.187863] [INFO ] [sig ] Generating forecast for: L [2025-10-17T00:00:21.187893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-10-17T00:00:21.196082] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'L'. [2025-10-17T00:00:21.220610] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:21.221345] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-10-17T00:00:21.221397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:21.273594] [INFO ] [sig ] L: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:21.411262] [INFO ] [LOCAL ] Saved forecast: L 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/L.txt [2025-10-17T00:00:21.411437] [INFO ] [sig ] [1053/1803] Completed L in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:21.411477] [INFO ] [sig ] [1054/1803] Forecasting LAC... [2025-10-17T00:00:21.411507] [INFO ] [sig ] Generating forecast for: LAC [2025-10-17T00:00:21.411538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-10-17T00:00:21.419796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAC'. [2025-10-17T00:00:21.444569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:21.445259] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-10-17T00:00:21.445311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:21.498797] [INFO ] [sig ] LAC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:21.636566] [INFO ] [LOCAL ] Saved forecast: LAC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LAC.txt [2025-10-17T00:00:21.636761] [INFO ] [sig ] [1054/1803] Completed LAC in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:21.636820] [INFO ] [sig ] [1055/1803] Forecasting LAD... [2025-10-17T00:00:21.636852] [INFO ] [sig ] Generating forecast for: LAD [2025-10-17T00:00:21.636882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-10-17T00:00:21.645372] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAD'. [2025-10-17T00:00:21.669932] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:21.670611] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-10-17T00:00:21.670689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:21.725276] [INFO ] [sig ] LAD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:21.863907] [INFO ] [LOCAL ] Saved forecast: LAD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LAD.txt [2025-10-17T00:00:21.864090] [INFO ] [sig ] [1055/1803] Completed LAD in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:21.864130] [INFO ] [sig ] [1056/1803] Forecasting LADR... [2025-10-17T00:00:21.864160] [INFO ] [sig ] Generating forecast for: LADR [2025-10-17T00:00:21.864191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'. [2025-10-17T00:00:21.872523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LADR'. [2025-10-17T00:00:21.897104] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:21.897798] [DEBUG] [LOCAL ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt [2025-10-17T00:00:21.897852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:21.951365] [INFO ] [sig ] LADR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:22.089839] [INFO ] [LOCAL ] Saved forecast: LADR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LADR.txt [2025-10-17T00:00:22.090010] [INFO ] [sig ] [1056/1803] Completed LADR in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:22.090050] [INFO ] [sig ] [1057/1803] Forecasting LANV... [2025-10-17T00:00:22.090079] [INFO ] [sig ] Generating forecast for: LANV [2025-10-17T00:00:22.090109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'. [2025-10-17T00:00:22.097525] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LANV'. [2025-10-17T00:00:22.122367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:22.123059] [DEBUG] [LOCAL ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt [2025-10-17T00:00:22.123113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:22.184918] [INFO ] [sig ] LANV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:22.323607] [INFO ] [LOCAL ] Saved forecast: LANV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LANV.txt [2025-10-17T00:00:22.323825] [INFO ] [sig ] [1057/1803] Completed LANV in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:22.323877] [INFO ] [sig ] [1058/1803] Forecasting LAW... [2025-10-17T00:00:22.323909] [INFO ] [sig ] Generating forecast for: LAW [2025-10-17T00:00:22.323940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'. [2025-10-17T00:00:22.332802] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAW'. [2025-10-17T00:00:22.357489] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:22.358208] [DEBUG] [LOCAL ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt [2025-10-17T00:00:22.358263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:22.416160] [INFO ] [sig ] LAW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:22.554248] [INFO ] [LOCAL ] Saved forecast: LAW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LAW.txt [2025-10-17T00:00:22.554434] [INFO ] [sig ] [1058/1803] Completed LAW in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:22.554479] [INFO ] [sig ] [1059/1803] Forecasting LAZ... [2025-10-17T00:00:22.554516] [INFO ] [sig ] Generating forecast for: LAZ [2025-10-17T00:00:22.554553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-10-17T00:00:22.563133] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAZ'. [2025-10-17T00:00:22.587587] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:22.588368] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-10-17T00:00:22.588422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:22.641532] [INFO ] [sig ] LAZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:22.778591] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LAZ.txt [2025-10-17T00:00:22.778794] [INFO ] [sig ] [1059/1803] Completed LAZ in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:22.778853] [INFO ] [sig ] [1060/1803] Forecasting LB... [2025-10-17T00:00:22.778886] [INFO ] [sig ] Generating forecast for: LB [2025-10-17T00:00:22.778916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'. [2025-10-17T00:00:22.787010] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LB'. [2025-10-17T00:00:22.811438] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:22.812123] [DEBUG] [LOCAL ] No optimal features file found for LB: ./output/feature-sets/LB.txt [2025-10-17T00:00:22.812175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:22.864326] [INFO ] [sig ] LB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:23.001867] [INFO ] [LOCAL ] Saved forecast: LB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LB.txt [2025-10-17T00:00:23.002040] [INFO ] [sig ] [1060/1803] Completed LB in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:23.002080] [INFO ] [sig ] [1061/1803] Forecasting LBRT... [2025-10-17T00:00:23.002109] [INFO ] [sig ] Generating forecast for: LBRT [2025-10-17T00:00:23.002139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'. [2025-10-17T00:00:23.010351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LBRT'. [2025-10-17T00:00:23.035628] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:23.036380] [DEBUG] [LOCAL ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt [2025-10-17T00:00:23.036434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:23.101178] [INFO ] [sig ] LBRT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:23.246057] [INFO ] [LOCAL ] Saved forecast: LBRT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LBRT.txt [2025-10-17T00:00:23.246248] [INFO ] [sig ] [1061/1803] Completed LBRT in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:23.246290] [INFO ] [sig ] [1062/1803] Forecasting LC... [2025-10-17T00:00:23.246321] [INFO ] [sig ] Generating forecast for: LC [2025-10-17T00:00:23.246352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-10-17T00:00:23.254439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LC'. [2025-10-17T00:00:23.280451] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:23.281191] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-10-17T00:00:23.281247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:23.336476] [INFO ] [sig ] LC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:23.477290] [INFO ] [LOCAL ] Saved forecast: LC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LC.txt [2025-10-17T00:00:23.477486] [INFO ] [sig ] [1062/1803] Completed LC in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:23.477529] [INFO ] [sig ] [1063/1803] Forecasting LCII... [2025-10-17T00:00:23.477561] [INFO ] [sig ] Generating forecast for: LCII [2025-10-17T00:00:23.477593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-10-17T00:00:23.485598] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LCII'. [2025-10-17T00:00:23.510398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:23.511233] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-10-17T00:00:23.511288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:23.564206] [INFO ] [sig ] LCII: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:23.703769] [INFO ] [LOCAL ] Saved forecast: LCII 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LCII.txt [2025-10-17T00:00:23.703956] [INFO ] [sig ] [1063/1803] Completed LCII in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:23.703997] [INFO ] [sig ] [1064/1803] Forecasting LDI... [2025-10-17T00:00:23.704027] [INFO ] [sig ] Generating forecast for: LDI [2025-10-17T00:00:23.704057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-10-17T00:00:23.712822] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LDI'. [2025-10-17T00:00:23.737364] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:23.738056] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-10-17T00:00:23.738109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:23.794561] [INFO ] [sig ] LDI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:23.931891] [INFO ] [LOCAL ] Saved forecast: LDI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LDI.txt [2025-10-17T00:00:23.932064] [INFO ] [sig ] [1064/1803] Completed LDI in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:23.932105] [INFO ] [sig ] [1065/1803] Forecasting LDOS... [2025-10-17T00:00:23.932135] [INFO ] [sig ] Generating forecast for: LDOS [2025-10-17T00:00:23.932165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-10-17T00:00:23.940315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LDOS'. [2025-10-17T00:00:23.964939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:23.965588] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-10-17T00:00:23.965660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:24.018135] [INFO ] [sig ] LDOS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:24.156139] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LDOS.txt [2025-10-17T00:00:24.156342] [INFO ] [sig ] [1065/1803] Completed LDOS in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:24.156397] [INFO ] [sig ] [1066/1803] Forecasting LDP... [2025-10-17T00:00:24.156429] [INFO ] [sig ] Generating forecast for: LDP [2025-10-17T00:00:24.156460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-10-17T00:00:24.164464] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LDP'. [2025-10-17T00:00:24.189050] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:24.189729] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-10-17T00:00:24.189783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:24.243566] [INFO ] [sig ] LDP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:24.440140] [INFO ] [LOCAL ] Saved forecast: LDP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LDP.txt [2025-10-17T00:00:24.440323] [INFO ] [sig ] [1066/1803] Completed LDP in 0.3s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:24.440365] [INFO ] [sig ] [1067/1803] Forecasting LEA... [2025-10-17T00:00:24.440396] [INFO ] [sig ] Generating forecast for: LEA [2025-10-17T00:00:24.440427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-10-17T00:00:24.448734] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEA'. [2025-10-17T00:00:24.473566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:24.474253] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-10-17T00:00:24.474306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:24.527246] [INFO ] [sig ] LEA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:24.665446] [INFO ] [LOCAL ] Saved forecast: LEA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LEA.txt [2025-10-17T00:00:24.665607] [INFO ] [sig ] [1067/1803] Completed LEA in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:24.665675] [INFO ] [sig ] [1068/1803] Forecasting LEG... [2025-10-17T00:00:24.665726] [INFO ] [sig ] Generating forecast for: LEG [2025-10-17T00:00:24.665759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-10-17T00:00:24.673453] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEG'. [2025-10-17T00:00:24.697908] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:24.698598] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-10-17T00:00:24.698675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:24.753126] [INFO ] [sig ] LEG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:24.892674] [INFO ] [LOCAL ] Saved forecast: LEG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LEG.txt [2025-10-17T00:00:24.892859] [INFO ] [sig ] [1068/1803] Completed LEG in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:24.892901] [INFO ] [sig ] [1069/1803] Forecasting LEN... [2025-10-17T00:00:24.892931] [INFO ] [sig ] Generating forecast for: LEN [2025-10-17T00:00:24.892961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-10-17T00:00:24.901420] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEN'. [2025-10-17T00:00:24.925954] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:24.926609] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-10-17T00:00:24.926685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:24.981272] [INFO ] [sig ] LEN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:25.120009] [INFO ] [LOCAL ] Saved forecast: LEN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LEN.txt [2025-10-17T00:00:25.120197] [INFO ] [sig ] [1069/1803] Completed LEN in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:25.120238] [INFO ] [sig ] [1070/1803] Forecasting LEO... [2025-10-17T00:00:25.120268] [INFO ] [sig ] Generating forecast for: LEO [2025-10-17T00:00:25.120300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-10-17T00:00:25.128447] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEO'. [2025-10-17T00:00:25.153534] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:25.154246] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-10-17T00:00:25.154300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:25.212974] [INFO ] [sig ] LEO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:25.352190] [INFO ] [LOCAL ] Saved forecast: LEO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LEO.txt [2025-10-17T00:00:25.352369] [INFO ] [sig ] [1070/1803] Completed LEO in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:25.352410] [INFO ] [sig ] [1071/1803] Forecasting LEVI... [2025-10-17T00:00:25.352440] [INFO ] [sig ] Generating forecast for: LEVI [2025-10-17T00:00:25.352471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-10-17T00:00:25.360739] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEVI'. [2025-10-17T00:00:25.385256] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:25.386016] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-10-17T00:00:25.386070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:25.446165] [INFO ] [sig ] LEVI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:25.585841] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LEVI.txt [2025-10-17T00:00:25.586026] [INFO ] [sig ] [1071/1803] Completed LEVI in 0.2s | 4.10 sym/s | Total: 4.3m | ETA: 3.0m [2025-10-17T00:00:25.586067] [INFO ] [sig ] [1072/1803] Forecasting LFT... [2025-10-17T00:00:25.586098] [INFO ] [sig ] Generating forecast for: LFT [2025-10-17T00:00:25.586129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-10-17T00:00:25.594220] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LFT'. [2025-10-17T00:00:25.619181] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:25.619883] [DEBUG] [LOCAL ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt [2025-10-17T00:00:25.619938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:25.674432] [INFO ] [sig ] LFT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:25.815183] [INFO ] [LOCAL ] Saved forecast: LFT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LFT.txt [2025-10-17T00:00:25.815380] [INFO ] [sig ] [1072/1803] Completed LFT in 0.2s | 4.10 sym/s | Total: 4.4m | ETA: 3.0m [2025-10-17T00:00:25.815430] [INFO ] [sig ] [1073/1803] Forecasting LGI... [2025-10-17T00:00:25.815461] [INFO ] [sig ] Generating forecast for: LGI [2025-10-17T00:00:25.815492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-10-17T00:00:25.824285] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LGI'. [2025-10-17T00:00:25.848862] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:25.849512] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-10-17T00:00:25.849570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:25.903115] [INFO ] [sig ] LGI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:26.044031] [INFO ] [LOCAL ] Saved forecast: LGI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LGI.txt [2025-10-17T00:00:26.044231] [INFO ] [sig ] [1073/1803] Completed LGI in 0.2s | 4.10 sym/s | Total: 4.4m | ETA: 3.0m [2025-10-17T00:00:26.044272] [INFO ] [sig ] [1074/1803] Forecasting LH... [2025-10-17T00:00:26.044301] [INFO ] [sig ] Generating forecast for: LH [2025-10-17T00:00:26.044332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-10-17T00:00:26.053166] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LH'. [2025-10-17T00:00:26.077708] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:26.078417] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-10-17T00:00:26.078472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:26.135951] [INFO ] [sig ] LH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:26.275957] [INFO ] [LOCAL ] Saved forecast: LH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LH.txt [2025-10-17T00:00:26.276153] [INFO ] [sig ] [1074/1803] Completed LH in 0.2s | 4.10 sym/s | Total: 4.4m | ETA: 3.0m [2025-10-17T00:00:26.276194] [INFO ] [sig ] [1075/1803] Forecasting LHX... [2025-10-17T00:00:26.276225] [INFO ] [sig ] Generating forecast for: LHX [2025-10-17T00:00:26.276256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-10-17T00:00:26.284213] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LHX'. [2025-10-17T00:00:26.308758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:26.309414] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-10-17T00:00:26.309467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:26.361049] [INFO ] [sig ] LHX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:26.498403] [INFO ] [LOCAL ] Saved forecast: LHX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LHX.txt [2025-10-17T00:00:26.498560] [INFO ] [sig ] [1075/1803] Completed LHX in 0.2s | 4.10 sym/s | Total: 4.4m | ETA: 3.0m [2025-10-17T00:00:26.498600] [INFO ] [sig ] [1076/1803] Forecasting LII... [2025-10-17T00:00:26.498631] [INFO ] [sig ] Generating forecast for: LII [2025-10-17T00:00:26.498701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-10-17T00:00:26.507068] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LII'. [2025-10-17T00:00:26.531564] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:26.532284] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-10-17T00:00:26.532337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:26.587196] [INFO ] [sig ] LII: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:26.725779] [INFO ] [LOCAL ] Saved forecast: LII 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LII.txt [2025-10-17T00:00:26.725977] [INFO ] [sig ] [1076/1803] Completed LII in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 3.0m [2025-10-17T00:00:26.726021] [INFO ] [sig ] [1077/1803] Forecasting LION... [2025-10-17T00:00:26.726052] [INFO ] [sig ] Generating forecast for: LION [2025-10-17T00:00:26.726083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'. [2025-10-17T00:00:26.733970] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LION'. [2025-10-17T00:00:26.758494] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:26.759184] [DEBUG] [LOCAL ] No optimal features file found for LION: ./output/feature-sets/LION.txt [2025-10-17T00:00:26.759237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:26.815510] [INFO ] [sig ] LION: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:26.952849] [INFO ] [LOCAL ] Saved forecast: LION 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LION.txt [2025-10-17T00:00:26.953020] [INFO ] [sig ] [1077/1803] Completed LION in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:26.953062] [INFO ] [sig ] [1078/1803] Forecasting LITB... [2025-10-17T00:00:26.953092] [INFO ] [sig ] Generating forecast for: LITB [2025-10-17T00:00:26.953168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'. [2025-10-17T00:00:26.961097] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LITB'. [2025-10-17T00:00:26.988196] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:26.990238] [DEBUG] [LOCAL ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt [2025-10-17T00:00:26.990388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:27.050030] [INFO ] [sig ] LITB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:27.186868] [INFO ] [LOCAL ] Saved forecast: LITB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LITB.txt [2025-10-17T00:00:27.187037] [INFO ] [sig ] [1078/1803] Completed LITB in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:27.187077] [INFO ] [sig ] [1079/1803] Forecasting LLY... [2025-10-17T00:00:27.187107] [INFO ] [sig ] Generating forecast for: LLY [2025-10-17T00:00:27.187138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-10-17T00:00:27.195401] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LLY'. [2025-10-17T00:00:27.219932] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:27.220586] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-10-17T00:00:27.220639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:27.276022] [INFO ] [sig ] LLY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:27.416369] [INFO ] [LOCAL ] Saved forecast: LLY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LLY.txt [2025-10-17T00:00:27.416549] [INFO ] [sig ] [1079/1803] Completed LLY in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:27.416591] [INFO ] [sig ] [1080/1803] Forecasting LMND... [2025-10-17T00:00:27.416621] [INFO ] [sig ] Generating forecast for: LMND [2025-10-17T00:00:27.416689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-10-17T00:00:27.425033] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LMND'. [2025-10-17T00:00:27.449612] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:27.450297] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-10-17T00:00:27.450350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:27.506452] [INFO ] [sig ] LMND: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:27.643912] [INFO ] [LOCAL ] Saved forecast: LMND 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LMND.txt [2025-10-17T00:00:27.644086] [INFO ] [sig ] [1080/1803] Completed LMND in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:27.644129] [INFO ] [sig ] [1081/1803] Forecasting LMT... [2025-10-17T00:00:27.644161] [INFO ] [sig ] Generating forecast for: LMT [2025-10-17T00:00:27.644193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'. [2025-10-17T00:00:27.652134] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LMT'. [2025-10-17T00:00:27.676761] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:27.677431] [DEBUG] [LOCAL ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt [2025-10-17T00:00:27.677516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:27.733428] [INFO ] [sig ] LMT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:27.871187] [INFO ] [LOCAL ] Saved forecast: LMT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LMT.txt [2025-10-17T00:00:27.871359] [INFO ] [sig ] [1081/1803] Completed LMT in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:27.871399] [INFO ] [sig ] [1082/1803] Forecasting LNC... [2025-10-17T00:00:27.871429] [INFO ] [sig ] Generating forecast for: LNC [2025-10-17T00:00:27.871459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-10-17T00:00:27.879777] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LNC'. [2025-10-17T00:00:27.904874] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:27.905559] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-10-17T00:00:27.905614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:27.961692] [INFO ] [sig ] LNC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:28.099181] [INFO ] [LOCAL ] Saved forecast: LNC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LNC.txt [2025-10-17T00:00:28.099360] [INFO ] [sig ] [1082/1803] Completed LNC in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:28.099401] [INFO ] [sig ] [1083/1803] Forecasting LND... [2025-10-17T00:00:28.099431] [INFO ] [sig ] Generating forecast for: LND [2025-10-17T00:00:28.099462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-10-17T00:00:28.107065] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LND'. [2025-10-17T00:00:28.131760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:28.132407] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-10-17T00:00:28.132460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:28.186207] [INFO ] [sig ] LND: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:28.323234] [INFO ] [LOCAL ] Saved forecast: LND 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LND.txt [2025-10-17T00:00:28.323396] [INFO ] [sig ] [1083/1803] Completed LND in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:28.323436] [INFO ] [sig ] [1084/1803] Forecasting LNG... [2025-10-17T00:00:28.323467] [INFO ] [sig ] Generating forecast for: LNG [2025-10-17T00:00:28.323498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-10-17T00:00:28.331476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LNG'. [2025-10-17T00:00:28.356026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:28.356705] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-10-17T00:00:28.356760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:28.412633] [INFO ] [sig ] LNG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:28.549629] [INFO ] [LOCAL ] Saved forecast: LNG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LNG.txt [2025-10-17T00:00:28.549830] [INFO ] [sig ] [1084/1803] Completed LNG in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:28.549875] [INFO ] [sig ] [1085/1803] Forecasting LNN... [2025-10-17T00:00:28.549906] [INFO ] [sig ] Generating forecast for: LNN [2025-10-17T00:00:28.549937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-10-17T00:00:28.557951] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LNN'. [2025-10-17T00:00:28.582569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:28.583252] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-10-17T00:00:28.583305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:28.636978] [INFO ] [sig ] LNN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:28.775840] [INFO ] [LOCAL ] Saved forecast: LNN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LNN.txt [2025-10-17T00:00:28.776126] [INFO ] [sig ] [1085/1803] Completed LNN in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:28.776187] [INFO ] [sig ] [1086/1803] Forecasting LOAR... [2025-10-17T00:00:28.776220] [INFO ] [sig ] Generating forecast for: LOAR [2025-10-17T00:00:28.776252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'. [2025-10-17T00:00:28.784415] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOAR'. [2025-10-17T00:00:28.809335] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:28.810141] [DEBUG] [LOCAL ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt [2025-10-17T00:00:28.810196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:28.870966] [INFO ] [sig ] LOAR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:29.011691] [INFO ] [LOCAL ] Saved forecast: LOAR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LOAR.txt [2025-10-17T00:00:29.011881] [INFO ] [sig ] [1086/1803] Completed LOAR in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:29.011924] [INFO ] [sig ] [1087/1803] Forecasting LOB... [2025-10-17T00:00:29.011954] [INFO ] [sig ] Generating forecast for: LOB [2025-10-17T00:00:29.011994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-10-17T00:00:29.020299] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOB'. [2025-10-17T00:00:29.044839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:29.045487] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-10-17T00:00:29.045540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:29.103115] [INFO ] [sig ] LOB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:29.239449] [INFO ] [LOCAL ] Saved forecast: LOB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LOB.txt [2025-10-17T00:00:29.239630] [INFO ] [sig ] [1087/1803] Completed LOB in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:29.239704] [INFO ] [sig ] [1088/1803] Forecasting LOCL... [2025-10-17T00:00:29.239744] [INFO ] [sig ] Generating forecast for: LOCL [2025-10-17T00:00:29.239776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-10-17T00:00:29.247365] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOCL'. [2025-10-17T00:00:29.271805] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:29.272455] [DEBUG] [LOCAL ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt [2025-10-17T00:00:29.272508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:29.325813] [INFO ] [sig ] LOCL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:29.462973] [INFO ] [LOCAL ] Saved forecast: LOCL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LOCL.txt [2025-10-17T00:00:29.463159] [INFO ] [sig ] [1088/1803] Completed LOCL in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:29.463199] [INFO ] [sig ] [1089/1803] Forecasting LOMA... [2025-10-17T00:00:29.463228] [INFO ] [sig ] Generating forecast for: LOMA [2025-10-17T00:00:29.463258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-10-17T00:00:29.472013] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOMA'. [2025-10-17T00:00:29.496525] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:29.497207] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-10-17T00:00:29.497260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:29.549295] [INFO ] [sig ] LOMA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:29.686270] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LOMA.txt [2025-10-17T00:00:29.686438] [INFO ] [sig ] [1089/1803] Completed LOMA in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:29.686480] [INFO ] [sig ] [1090/1803] Forecasting LOW... [2025-10-17T00:00:29.686510] [INFO ] [sig ] Generating forecast for: LOW [2025-10-17T00:00:29.686541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-10-17T00:00:29.695323] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOW'. [2025-10-17T00:00:29.719853] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:29.720503] [DEBUG] [LOCAL ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt [2025-10-17T00:00:29.720569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:29.780029] [INFO ] [sig ] LOW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:29.917969] [INFO ] [LOCAL ] Saved forecast: LOW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LOW.txt [2025-10-17T00:00:29.918137] [INFO ] [sig ] [1090/1803] Completed LOW in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:29.918235] [INFO ] [sig ] [1091/1803] Forecasting LPG... [2025-10-17T00:00:29.918274] [INFO ] [sig ] Generating forecast for: LPG [2025-10-17T00:00:29.918305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-10-17T00:00:29.926312] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LPG'. [2025-10-17T00:00:29.951069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:29.951761] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-10-17T00:00:29.951815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:30.008227] [INFO ] [sig ] LPG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:30.146523] [INFO ] [LOCAL ] Saved forecast: LPG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LPG.txt [2025-10-17T00:00:30.146714] [INFO ] [sig ] [1091/1803] Completed LPG in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:30.146773] [INFO ] [sig ] [1092/1803] Forecasting LPL... [2025-10-17T00:00:30.146806] [INFO ] [sig ] Generating forecast for: LPL [2025-10-17T00:00:30.146837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-10-17T00:00:30.154826] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LPL'. [2025-10-17T00:00:30.179515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:30.180222] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-10-17T00:00:30.180275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:30.233389] [INFO ] [sig ] LPL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:30.371024] [INFO ] [LOCAL ] Saved forecast: LPL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LPL.txt [2025-10-17T00:00:30.371229] [INFO ] [sig ] [1092/1803] Completed LPL in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:30.371271] [INFO ] [sig ] [1093/1803] Forecasting LPX... [2025-10-17T00:00:30.371301] [INFO ] [sig ] Generating forecast for: LPX [2025-10-17T00:00:30.371331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-10-17T00:00:30.379384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LPX'. [2025-10-17T00:00:30.404004] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:30.404695] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-10-17T00:00:30.404750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:30.458602] [INFO ] [sig ] LPX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:30.596086] [INFO ] [LOCAL ] Saved forecast: LPX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LPX.txt [2025-10-17T00:00:30.596265] [INFO ] [sig ] [1093/1803] Completed LPX in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:30.596306] [INFO ] [sig ] [1094/1803] Forecasting LRN... [2025-10-17T00:00:30.596346] [INFO ] [sig ] Generating forecast for: LRN [2025-10-17T00:00:30.596379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-10-17T00:00:30.604562] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LRN'. [2025-10-17T00:00:30.632033] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:30.632728] [DEBUG] [LOCAL ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt [2025-10-17T00:00:30.632782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:30.678409] [INFO ] [sig ] LRN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:30.815130] [INFO ] [LOCAL ] Saved forecast: LRN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LRN.txt [2025-10-17T00:00:30.815336] [INFO ] [sig ] [1094/1803] Completed LRN in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:30.815377] [INFO ] [sig ] [1095/1803] Forecasting LSPD... [2025-10-17T00:00:30.815408] [INFO ] [sig ] Generating forecast for: LSPD [2025-10-17T00:00:30.815438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-10-17T00:00:30.823669] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LSPD'. [2025-10-17T00:00:30.848133] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:30.848898] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-10-17T00:00:30.848952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:30.894737] [INFO ] [sig ] LSPD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:31.032482] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LSPD.txt [2025-10-17T00:00:31.032665] [INFO ] [sig ] [1095/1803] Completed LSPD in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:31.032725] [INFO ] [sig ] [1096/1803] Forecasting LTC... [2025-10-17T00:00:31.032759] [INFO ] [sig ] Generating forecast for: LTC [2025-10-17T00:00:31.032789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-10-17T00:00:31.040567] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LTC'. [2025-10-17T00:00:31.065080] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:31.065779] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-10-17T00:00:31.065833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:31.112493] [INFO ] [sig ] LTC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:31.250327] [INFO ] [LOCAL ] Saved forecast: LTC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LTC.txt [2025-10-17T00:00:31.250513] [INFO ] [sig ] [1096/1803] Completed LTC in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:31.250553] [INFO ] [sig ] [1097/1803] Forecasting LTH... [2025-10-17T00:00:31.250583] [INFO ] [sig ] Generating forecast for: LTH [2025-10-17T00:00:31.250613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-10-17T00:00:31.258428] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LTH'. [2025-10-17T00:00:31.282917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:31.283565] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-10-17T00:00:31.283633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:31.329903] [INFO ] [sig ] LTH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:31.467608] [INFO ] [LOCAL ] Saved forecast: LTH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LTH.txt [2025-10-17T00:00:31.467809] [INFO ] [sig ] [1097/1803] Completed LTH in 0.2s | 4.11 sym/s | Total: 4.4m | ETA: 2.9m [2025-10-17T00:00:31.467862] [INFO ] [sig ] [1098/1803] Forecasting LTM... [2025-10-17T00:00:31.467894] [INFO ] [sig ] Generating forecast for: LTM [2025-10-17T00:00:31.467925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'. [2025-10-17T00:00:31.475778] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LTM'. [2025-10-17T00:00:31.500273] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:31.500970] [DEBUG] [LOCAL ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt [2025-10-17T00:00:31.501023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:31.546415] [INFO ] [sig ] LTM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:31.683862] [INFO ] [LOCAL ] Saved forecast: LTM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LTM.txt [2025-10-17T00:00:31.684073] [INFO ] [sig ] [1098/1803] Completed LTM in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.9m [2025-10-17T00:00:31.684115] [INFO ] [sig ] [1099/1803] Forecasting LU... [2025-10-17T00:00:31.684145] [INFO ] [sig ] Generating forecast for: LU [2025-10-17T00:00:31.684176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-10-17T00:00:31.692195] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LU'. [2025-10-17T00:00:31.716765] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:31.717441] [DEBUG] [LOCAL ] No optimal features file found for LU: ./output/feature-sets/LU.txt [2025-10-17T00:00:31.717493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:31.763300] [INFO ] [sig ] LU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:31.901245] [INFO ] [LOCAL ] Saved forecast: LU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LU.txt [2025-10-17T00:00:31.901441] [INFO ] [sig ] [1099/1803] Completed LU in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.9m [2025-10-17T00:00:31.901483] [INFO ] [sig ] [1100/1803] Forecasting LUCK... [2025-10-17T00:00:31.901513] [INFO ] [sig ] Generating forecast for: LUCK [2025-10-17T00:00:31.901545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCK' from 'https://tdm.silogroup.org/data/derivative_storage/LUCK.csv'. [2025-10-17T00:00:31.909266] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LUCK'. [2025-10-17T00:00:31.933889] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:31.934563] [DEBUG] [LOCAL ] No optimal features file found for LUCK: ./output/feature-sets/LUCK.txt [2025-10-17T00:00:31.934616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:31.985411] [INFO ] [sig ] LUCK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:32.123433] [INFO ] [LOCAL ] Saved forecast: LUCK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LUCK.txt [2025-10-17T00:00:32.123631] [INFO ] [sig ] [1100/1803] Completed LUCK in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:32.123740] [INFO ] [sig ] [1101/1803] Forecasting LUMN... [2025-10-17T00:00:32.123792] [INFO ] [sig ] Generating forecast for: LUMN [2025-10-17T00:00:32.123826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-10-17T00:00:32.131898] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LUMN'. [2025-10-17T00:00:32.156447] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:32.157158] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-10-17T00:00:32.157211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:32.208049] [INFO ] [sig ] LUMN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:32.350362] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LUMN.txt [2025-10-17T00:00:32.350539] [INFO ] [sig ] [1101/1803] Completed LUMN in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:32.350580] [INFO ] [sig ] [1102/1803] Forecasting LUV... [2025-10-17T00:00:32.350611] [INFO ] [sig ] Generating forecast for: LUV [2025-10-17T00:00:32.350663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-10-17T00:00:32.359475] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LUV'. [2025-10-17T00:00:32.384398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:32.385130] [DEBUG] [LOCAL ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt [2025-10-17T00:00:32.385183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:32.435612] [INFO ] [sig ] LUV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:32.573022] [INFO ] [LOCAL ] Saved forecast: LUV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LUV.txt [2025-10-17T00:00:32.573220] [INFO ] [sig ] [1102/1803] Completed LUV in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:32.573262] [INFO ] [sig ] [1103/1803] Forecasting LVS... [2025-10-17T00:00:32.573292] [INFO ] [sig ] Generating forecast for: LVS [2025-10-17T00:00:32.573324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-10-17T00:00:32.581462] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LVS'. [2025-10-17T00:00:32.606185] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:32.606884] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-10-17T00:00:32.606937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:32.657628] [INFO ] [sig ] LVS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:32.795684] [INFO ] [LOCAL ] Saved forecast: LVS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LVS.txt [2025-10-17T00:00:32.795901] [INFO ] [sig ] [1103/1803] Completed LVS in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:32.795948] [INFO ] [sig ] [1104/1803] Forecasting LVWR... [2025-10-17T00:00:32.795980] [INFO ] [sig ] Generating forecast for: LVWR [2025-10-17T00:00:32.796011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-10-17T00:00:32.803983] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LVWR'. [2025-10-17T00:00:32.828569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:32.829257] [DEBUG] [LOCAL ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt [2025-10-17T00:00:32.829327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:32.879954] [INFO ] [sig ] LVWR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:33.018471] [INFO ] [LOCAL ] Saved forecast: LVWR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LVWR.txt [2025-10-17T00:00:33.018688] [INFO ] [sig ] [1104/1803] Completed LVWR in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:33.018747] [INFO ] [sig ] [1105/1803] Forecasting LW... [2025-10-17T00:00:33.018780] [INFO ] [sig ] Generating forecast for: LW [2025-10-17T00:00:33.018812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'. [2025-10-17T00:00:33.027046] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LW'. [2025-10-17T00:00:33.052559] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:33.053301] [DEBUG] [LOCAL ] No optimal features file found for LW: ./output/feature-sets/LW.txt [2025-10-17T00:00:33.053357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:33.110971] [INFO ] [sig ] LW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:33.248283] [INFO ] [LOCAL ] Saved forecast: LW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LW.txt [2025-10-17T00:00:33.248457] [INFO ] [sig ] [1105/1803] Completed LW in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:33.248497] [INFO ] [sig ] [1106/1803] Forecasting LXFR... [2025-10-17T00:00:33.248527] [INFO ] [sig ] Generating forecast for: LXFR [2025-10-17T00:00:33.248558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'. [2025-10-17T00:00:33.257135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LXFR'. [2025-10-17T00:00:33.281704] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:33.282380] [DEBUG] [LOCAL ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt [2025-10-17T00:00:33.282432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:33.335389] [INFO ] [sig ] LXFR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:33.473305] [INFO ] [LOCAL ] Saved forecast: LXFR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LXFR.txt [2025-10-17T00:00:33.473482] [INFO ] [sig ] [1106/1803] Completed LXFR in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:33.473524] [INFO ] [sig ] [1107/1803] Forecasting LXP... [2025-10-17T00:00:33.473555] [INFO ] [sig ] Generating forecast for: LXP [2025-10-17T00:00:33.473586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-10-17T00:00:33.481368] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LXP'. [2025-10-17T00:00:33.505983] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:33.506675] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-10-17T00:00:33.506731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:33.559746] [INFO ] [sig ] LXP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:33.698629] [INFO ] [LOCAL ] Saved forecast: LXP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LXP.txt [2025-10-17T00:00:33.698891] [INFO ] [sig ] [1107/1803] Completed LXP in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:33.698948] [INFO ] [sig ] [1108/1803] Forecasting LXU... [2025-10-17T00:00:33.698981] [INFO ] [sig ] Generating forecast for: LXU [2025-10-17T00:00:33.699012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'. [2025-10-17T00:00:33.707108] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LXU'. [2025-10-17T00:00:33.732248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:33.732991] [DEBUG] [LOCAL ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt [2025-10-17T00:00:33.733044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:33.785988] [INFO ] [sig ] LXU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:33.927546] [INFO ] [LOCAL ] Saved forecast: LXU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/LXU.txt [2025-10-17T00:00:33.927776] [INFO ] [sig ] [1108/1803] Completed LXU in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:33.927838] [INFO ] [sig ] [1109/1803] Forecasting LYB... [2025-10-17T00:00:33.927872] [INFO ] [sig ] Generating forecast for: LYB [2025-10-17T00:00:33.927904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-10-17T00:00:33.937142] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LYB'. [2025-10-17T00:00:33.962002] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:33.962681] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-10-17T00:00:33.962736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:34.015213] [INFO ] [sig ] LYB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:34.152952] [INFO ] [LOCAL ] Saved forecast: LYB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LYB.txt [2025-10-17T00:00:34.153155] [INFO ] [sig ] [1109/1803] Completed LYB in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:34.153196] [INFO ] [sig ] [1110/1803] Forecasting LYG... [2025-10-17T00:00:34.153226] [INFO ] [sig ] Generating forecast for: LYG [2025-10-17T00:00:34.153256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-10-17T00:00:34.161694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LYG'. [2025-10-17T00:00:34.186310] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:34.187005] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-10-17T00:00:34.187058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:34.240383] [INFO ] [sig ] LYG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:34.376856] [INFO ] [LOCAL ] Saved forecast: LYG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LYG.txt [2025-10-17T00:00:34.377048] [INFO ] [sig ] [1110/1803] Completed LYG in 0.2s | 4.11 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:34.377090] [INFO ] [sig ] [1111/1803] Forecasting LYV... [2025-10-17T00:00:34.377120] [INFO ] [sig ] Generating forecast for: LYV [2025-10-17T00:00:34.377150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'. [2025-10-17T00:00:34.385309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LYV'. [2025-10-17T00:00:34.410267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:34.410984] [DEBUG] [LOCAL ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt [2025-10-17T00:00:34.411037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:34.464760] [INFO ] [sig ] LYV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:34.602471] [INFO ] [LOCAL ] Saved forecast: LYV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LYV.txt [2025-10-17T00:00:34.602680] [INFO ] [sig ] [1111/1803] Completed LYV in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:34.602739] [INFO ] [sig ] [1112/1803] Forecasting LZB... [2025-10-17T00:00:34.602772] [INFO ] [sig ] Generating forecast for: LZB [2025-10-17T00:00:34.602803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-10-17T00:00:34.610668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LZB'. [2025-10-17T00:00:34.635429] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:34.636238] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-10-17T00:00:34.636294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:34.683275] [INFO ] [sig ] LZB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:34.821855] [INFO ] [LOCAL ] Saved forecast: LZB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LZB.txt [2025-10-17T00:00:34.822043] [INFO ] [sig ] [1112/1803] Completed LZB in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:34.822084] [INFO ] [sig ] [1113/1803] Forecasting LZM... [2025-10-17T00:00:34.822116] [INFO ] [sig ] Generating forecast for: LZM [2025-10-17T00:00:34.822147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-10-17T00:00:34.830129] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LZM'. [2025-10-17T00:00:34.854675] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:34.855365] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-10-17T00:00:34.855418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:34.905581] [INFO ] [sig ] LZM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:35.043100] [INFO ] [LOCAL ] Saved forecast: LZM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/LZM.txt [2025-10-17T00:00:35.043280] [INFO ] [sig ] [1113/1803] Completed LZM in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:35.043320] [INFO ] [sig ] [1114/1803] Forecasting M... [2025-10-17T00:00:35.043351] [INFO ] [sig ] Generating forecast for: M [2025-10-17T00:00:35.043382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-10-17T00:00:35.051690] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'M'. [2025-10-17T00:00:35.076557] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:35.077277] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-10-17T00:00:35.077332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:35.130578] [INFO ] [sig ] M: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:35.270459] [INFO ] [LOCAL ] Saved forecast: M 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/M.txt [2025-10-17T00:00:35.270663] [INFO ] [sig ] [1114/1803] Completed M in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:35.270736] [INFO ] [sig ] [1115/1803] Forecasting MA... [2025-10-17T00:00:35.270772] [INFO ] [sig ] Generating forecast for: MA [2025-10-17T00:00:35.270805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-10-17T00:00:35.278615] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MA'. [2025-10-17T00:00:35.304129] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:35.304854] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-10-17T00:00:35.304911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:35.352730] [INFO ] [sig ] MA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:35.492724] [INFO ] [LOCAL ] Saved forecast: MA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MA.txt [2025-10-17T00:00:35.492919] [INFO ] [sig ] [1115/1803] Completed MA in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:35.492963] [INFO ] [sig ] [1116/1803] Forecasting MAA... [2025-10-17T00:00:35.492994] [INFO ] [sig ] Generating forecast for: MAA [2025-10-17T00:00:35.493026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-10-17T00:00:35.500880] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAA'. [2025-10-17T00:00:35.525404] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:35.526098] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-10-17T00:00:35.526152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:35.580371] [INFO ] [sig ] MAA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:35.721081] [INFO ] [LOCAL ] Saved forecast: MAA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MAA.txt [2025-10-17T00:00:35.721315] [INFO ] [sig ] [1116/1803] Completed MAA in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:35.721389] [INFO ] [sig ] [1117/1803] Forecasting MAC... [2025-10-17T00:00:35.721450] [INFO ] [sig ] Generating forecast for: MAC [2025-10-17T00:00:35.721518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-10-17T00:00:35.729792] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAC'. [2025-10-17T00:00:35.755039] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:35.755756] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-10-17T00:00:35.755812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:35.810174] [INFO ] [sig ] MAC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:35.950119] [INFO ] [LOCAL ] Saved forecast: MAC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MAC.txt [2025-10-17T00:00:35.950294] [INFO ] [sig ] [1117/1803] Completed MAC in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:35.950335] [INFO ] [sig ] [1118/1803] Forecasting MAGN... [2025-10-17T00:00:35.950365] [INFO ] [sig ] Generating forecast for: MAGN [2025-10-17T00:00:35.950396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'. [2025-10-17T00:00:35.958873] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAGN'. [2025-10-17T00:00:35.984527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:35.985308] [DEBUG] [LOCAL ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt [2025-10-17T00:00:35.985365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:36.037501] [INFO ] [sig ] MAGN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:36.183870] [INFO ] [LOCAL ] Saved forecast: MAGN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MAGN.txt [2025-10-17T00:00:36.184097] [INFO ] [sig ] [1118/1803] Completed MAGN in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:36.184159] [INFO ] [sig ] [1119/1803] Forecasting MAIN... [2025-10-17T00:00:36.184194] [INFO ] [sig ] Generating forecast for: MAIN [2025-10-17T00:00:36.184227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'. [2025-10-17T00:00:36.194182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAIN'. [2025-10-17T00:00:36.219441] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:36.220146] [DEBUG] [LOCAL ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt [2025-10-17T00:00:36.220200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:36.274118] [INFO ] [sig ] MAIN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:36.415562] [INFO ] [LOCAL ] Saved forecast: MAIN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MAIN.txt [2025-10-17T00:00:36.415766] [INFO ] [sig ] [1119/1803] Completed MAIN in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:36.415827] [INFO ] [sig ] [1120/1803] Forecasting MAN... [2025-10-17T00:00:36.415861] [INFO ] [sig ] Generating forecast for: MAN [2025-10-17T00:00:36.415893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-10-17T00:00:36.424383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAN'. [2025-10-17T00:00:36.449074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:36.449771] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-10-17T00:00:36.449825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:36.504102] [INFO ] [sig ] MAN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:36.644095] [INFO ] [LOCAL ] Saved forecast: MAN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MAN.txt [2025-10-17T00:00:36.644277] [INFO ] [sig ] [1120/1803] Completed MAN in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:36.644319] [INFO ] [sig ] [1121/1803] Forecasting MANU... [2025-10-17T00:00:36.644351] [INFO ] [sig ] Generating forecast for: MANU [2025-10-17T00:00:36.644383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'. [2025-10-17T00:00:36.652817] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MANU'. [2025-10-17T00:00:36.677799] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:36.678558] [DEBUG] [LOCAL ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt [2025-10-17T00:00:36.678614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:36.730996] [INFO ] [sig ] MANU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:36.870086] [INFO ] [LOCAL ] Saved forecast: MANU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MANU.txt [2025-10-17T00:00:36.870264] [INFO ] [sig ] [1121/1803] Completed MANU in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:36.870314] [INFO ] [sig ] [1122/1803] Forecasting MAS... [2025-10-17T00:00:36.870346] [INFO ] [sig ] Generating forecast for: MAS [2025-10-17T00:00:36.870376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-10-17T00:00:36.878399] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAS'. [2025-10-17T00:00:36.902857] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:36.903535] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-10-17T00:00:36.903589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:36.958093] [INFO ] [sig ] MAS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:37.099773] [INFO ] [LOCAL ] Saved forecast: MAS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MAS.txt [2025-10-17T00:00:37.099978] [INFO ] [sig ] [1122/1803] Completed MAS in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:37.100019] [INFO ] [sig ] [1123/1803] Forecasting MATV... [2025-10-17T00:00:37.100049] [INFO ] [sig ] Generating forecast for: MATV [2025-10-17T00:00:37.100080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'. [2025-10-17T00:00:37.108458] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MATV'. [2025-10-17T00:00:37.133066] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:37.133789] [DEBUG] [LOCAL ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt [2025-10-17T00:00:37.133842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:37.187324] [INFO ] [sig ] MATV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:37.327773] [INFO ] [LOCAL ] Saved forecast: MATV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MATV.txt [2025-10-17T00:00:37.327978] [INFO ] [sig ] [1123/1803] Completed MATV in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.8m [2025-10-17T00:00:37.328021] [INFO ] [sig ] [1124/1803] Forecasting MATX... [2025-10-17T00:00:37.328051] [INFO ] [sig ] Generating forecast for: MATX [2025-10-17T00:00:37.328081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-10-17T00:00:37.336537] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MATX'. [2025-10-17T00:00:37.362041] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:37.362760] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-10-17T00:00:37.362815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:37.415226] [INFO ] [sig ] MATX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:37.555368] [INFO ] [LOCAL ] Saved forecast: MATX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MATX.txt [2025-10-17T00:00:37.555549] [INFO ] [sig ] [1124/1803] Completed MATX in 0.2s | 4.12 sym/s | Total: 4.5m | ETA: 2.7m [2025-10-17T00:00:37.555591] [INFO ] [sig ] [1125/1803] Forecasting MAX... [2025-10-17T00:00:37.555622] [INFO ] [sig ] Generating forecast for: MAX [2025-10-17T00:00:37.555685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-10-17T00:00:37.564164] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAX'. [2025-10-17T00:00:37.589110] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:37.589810] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-10-17T00:00:37.589875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:37.644919] [INFO ] [sig ] MAX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:37.783583] [INFO ] [LOCAL ] Saved forecast: MAX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MAX.txt [2025-10-17T00:00:37.783807] [INFO ] [sig ] [1125/1803] Completed MAX in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:37.783864] [INFO ] [sig ] [1126/1803] Forecasting MBC... [2025-10-17T00:00:37.783901] [INFO ] [sig ] Generating forecast for: MBC [2025-10-17T00:00:37.783932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-10-17T00:00:37.792814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MBC'. [2025-10-17T00:00:37.817582] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:37.818314] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-10-17T00:00:37.818367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:37.871254] [INFO ] [sig ] MBC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:38.009463] [INFO ] [LOCAL ] Saved forecast: MBC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MBC.txt [2025-10-17T00:00:38.009692] [INFO ] [sig ] [1126/1803] Completed MBC in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:38.009753] [INFO ] [sig ] [1127/1803] Forecasting MBI... [2025-10-17T00:00:38.009788] [INFO ] [sig ] Generating forecast for: MBI [2025-10-17T00:00:38.009820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-10-17T00:00:38.017759] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MBI'. [2025-10-17T00:00:38.043418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:38.044140] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-10-17T00:00:38.044195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:38.104269] [INFO ] [sig ] MBI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:38.243762] [INFO ] [LOCAL ] Saved forecast: MBI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MBI.txt [2025-10-17T00:00:38.243951] [INFO ] [sig ] [1127/1803] Completed MBI in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:38.243993] [INFO ] [sig ] [1128/1803] Forecasting MC... [2025-10-17T00:00:38.244023] [INFO ] [sig ] Generating forecast for: MC [2025-10-17T00:00:38.244054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-10-17T00:00:38.252262] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MC'. [2025-10-17T00:00:38.277495] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:38.278308] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-10-17T00:00:38.278362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:38.331164] [INFO ] [sig ] MC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:38.471976] [INFO ] [LOCAL ] Saved forecast: MC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MC.txt [2025-10-17T00:00:38.472172] [INFO ] [sig ] [1128/1803] Completed MC in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:38.472214] [INFO ] [sig ] [1129/1803] Forecasting MCB... [2025-10-17T00:00:38.472245] [INFO ] [sig ] Generating forecast for: MCB [2025-10-17T00:00:38.472275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'. [2025-10-17T00:00:38.481126] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCB'. [2025-10-17T00:00:38.505971] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:38.506620] [DEBUG] [LOCAL ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt [2025-10-17T00:00:38.506697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:38.561620] [INFO ] [sig ] MCB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:38.700068] [INFO ] [LOCAL ] Saved forecast: MCB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MCB.txt [2025-10-17T00:00:38.700266] [INFO ] [sig ] [1129/1803] Completed MCB in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:38.700307] [INFO ] [sig ] [1130/1803] Forecasting MCI... [2025-10-17T00:00:38.700339] [INFO ] [sig ] Generating forecast for: MCI [2025-10-17T00:00:38.700369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-10-17T00:00:38.708387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCI'. [2025-10-17T00:00:38.733357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:38.734093] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-10-17T00:00:38.734147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:38.789321] [INFO ] [sig ] MCI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:38.928161] [INFO ] [LOCAL ] Saved forecast: MCI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MCI.txt [2025-10-17T00:00:38.928373] [INFO ] [sig ] [1130/1803] Completed MCI in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:38.928415] [INFO ] [sig ] [1131/1803] Forecasting MCK... [2025-10-17T00:00:38.928446] [INFO ] [sig ] Generating forecast for: MCK [2025-10-17T00:00:38.928476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-10-17T00:00:38.936929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCK'. [2025-10-17T00:00:38.961677] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:38.962341] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-10-17T00:00:38.962394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:39.017201] [INFO ] [sig ] MCK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:39.156748] [INFO ] [LOCAL ] Saved forecast: MCK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MCK.txt [2025-10-17T00:00:39.156938] [INFO ] [sig ] [1131/1803] Completed MCK in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:39.156982] [INFO ] [sig ] [1132/1803] Forecasting MCN... [2025-10-17T00:00:39.157015] [INFO ] [sig ] Generating forecast for: MCN [2025-10-17T00:00:39.157046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-10-17T00:00:39.165539] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCN'. [2025-10-17T00:00:39.190229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:39.190943] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-10-17T00:00:39.190996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:39.244902] [INFO ] [sig ] MCN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:39.384168] [INFO ] [LOCAL ] Saved forecast: MCN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MCN.txt [2025-10-17T00:00:39.384367] [INFO ] [sig ] [1132/1803] Completed MCN in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:39.384409] [INFO ] [sig ] [1133/1803] Forecasting MCO... [2025-10-17T00:00:39.384439] [INFO ] [sig ] Generating forecast for: MCO [2025-10-17T00:00:39.384515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-10-17T00:00:39.392764] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCO'. [2025-10-17T00:00:39.417299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:39.418036] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-10-17T00:00:39.418090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:39.472968] [INFO ] [sig ] MCO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:39.612075] [INFO ] [LOCAL ] Saved forecast: MCO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MCO.txt [2025-10-17T00:00:39.612283] [INFO ] [sig ] [1133/1803] Completed MCO in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:39.612324] [INFO ] [sig ] [1134/1803] Forecasting MCR... [2025-10-17T00:00:39.612355] [INFO ] [sig ] Generating forecast for: MCR [2025-10-17T00:00:39.612387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'. [2025-10-17T00:00:39.620404] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCR'. [2025-10-17T00:00:39.644954] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:39.645626] [DEBUG] [LOCAL ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt [2025-10-17T00:00:39.645704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:39.702521] [INFO ] [sig ] MCR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:39.847441] [INFO ] [LOCAL ] Saved forecast: MCR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MCR.txt [2025-10-17T00:00:39.847704] [INFO ] [sig ] [1134/1803] Completed MCR in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:39.847766] [INFO ] [sig ] [1135/1803] Forecasting MCS... [2025-10-17T00:00:39.847800] [INFO ] [sig ] Generating forecast for: MCS [2025-10-17T00:00:39.847833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-10-17T00:00:39.856929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCS'. [2025-10-17T00:00:39.882948] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:39.883636] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-10-17T00:00:39.883718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:39.941933] [INFO ] [sig ] MCS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:40.089469] [INFO ] [LOCAL ] Saved forecast: MCS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MCS.txt [2025-10-17T00:00:40.089691] [INFO ] [sig ] [1135/1803] Completed MCS in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:40.089751] [INFO ] [sig ] [1136/1803] Forecasting MCY... [2025-10-17T00:00:40.089784] [INFO ] [sig ] Generating forecast for: MCY [2025-10-17T00:00:40.089814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-10-17T00:00:40.098138] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCY'. [2025-10-17T00:00:40.123045] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:40.123743] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-10-17T00:00:40.123829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:40.178705] [INFO ] [sig ] MCY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:40.317527] [INFO ] [LOCAL ] Saved forecast: MCY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MCY.txt [2025-10-17T00:00:40.317746] [INFO ] [sig ] [1136/1803] Completed MCY in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:40.317806] [INFO ] [sig ] [1137/1803] Forecasting MD... [2025-10-17T00:00:40.317840] [INFO ] [sig ] Generating forecast for: MD [2025-10-17T00:00:40.317871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-10-17T00:00:40.326092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MD'. [2025-10-17T00:00:40.360793] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:40.361850] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-10-17T00:00:40.361914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:40.429177] [INFO ] [sig ] MD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:40.575920] [INFO ] [LOCAL ] Saved forecast: MD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MD.txt [2025-10-17T00:00:40.576209] [INFO ] [sig ] [1137/1803] Completed MD in 0.3s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:40.576255] [INFO ] [sig ] [1138/1803] Forecasting MDST... [2025-10-17T00:00:40.576288] [INFO ] [sig ] Generating forecast for: MDST [2025-10-17T00:00:40.576331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'. [2025-10-17T00:00:40.585147] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDST'. [2025-10-17T00:00:40.610813] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:40.611516] [DEBUG] [LOCAL ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt [2025-10-17T00:00:40.611570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:40.669371] [INFO ] [sig ] MDST: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:40.812124] [INFO ] [LOCAL ] Saved forecast: MDST 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MDST.txt [2025-10-17T00:00:40.812342] [INFO ] [sig ] [1138/1803] Completed MDST in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:40.812383] [INFO ] [sig ] [1139/1803] Forecasting MDT... [2025-10-17T00:00:40.812414] [INFO ] [sig ] Generating forecast for: MDT [2025-10-17T00:00:40.812446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'. [2025-10-17T00:00:40.820796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDT'. [2025-10-17T00:00:40.848516] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:40.849518] [DEBUG] [LOCAL ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt [2025-10-17T00:00:40.849574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:40.916492] [INFO ] [sig ] MDT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:41.069474] [INFO ] [LOCAL ] Saved forecast: MDT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MDT.txt [2025-10-17T00:00:41.069752] [INFO ] [sig ] [1139/1803] Completed MDT in 0.3s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:41.069815] [INFO ] [sig ] [1140/1803] Forecasting MDU... [2025-10-17T00:00:41.069851] [INFO ] [sig ] Generating forecast for: MDU [2025-10-17T00:00:41.069890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'. [2025-10-17T00:00:41.078358] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDU'. [2025-10-17T00:00:41.103549] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:41.104301] [DEBUG] [LOCAL ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt [2025-10-17T00:00:41.104355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:41.165975] [INFO ] [sig ] MDU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:41.351385] [INFO ] [LOCAL ] Saved forecast: MDU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MDU.txt [2025-10-17T00:00:41.351599] [INFO ] [sig ] [1140/1803] Completed MDU in 0.3s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:41.351661] [INFO ] [sig ] [1141/1803] Forecasting MDV... [2025-10-17T00:00:41.351717] [INFO ] [sig ] Generating forecast for: MDV [2025-10-17T00:00:41.351752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'. [2025-10-17T00:00:41.360096] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDV'. [2025-10-17T00:00:41.385837] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:41.386550] [DEBUG] [LOCAL ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt [2025-10-17T00:00:41.386604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:41.438846] [INFO ] [sig ] MDV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:41.591296] [INFO ] [LOCAL ] Saved forecast: MDV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MDV.txt [2025-10-17T00:00:41.591552] [INFO ] [sig ] [1141/1803] Completed MDV in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:41.591612] [INFO ] [sig ] [1142/1803] Forecasting MEC... [2025-10-17T00:00:41.591671] [INFO ] [sig ] Generating forecast for: MEC [2025-10-17T00:00:41.591724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-10-17T00:00:41.600444] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEC'. [2025-10-17T00:00:41.625594] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:41.626353] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-10-17T00:00:41.626406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:41.684727] [INFO ] [sig ] MEC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:41.829314] [INFO ] [LOCAL ] Saved forecast: MEC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MEC.txt [2025-10-17T00:00:41.829538] [INFO ] [sig ] [1142/1803] Completed MEC in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:41.829581] [INFO ] [sig ] [1143/1803] Forecasting MED... [2025-10-17T00:00:41.829612] [INFO ] [sig ] Generating forecast for: MED [2025-10-17T00:00:41.829663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-10-17T00:00:41.838218] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MED'. [2025-10-17T00:00:41.863161] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:41.863900] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-10-17T00:00:41.863954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:41.920152] [INFO ] [sig ] MED: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:42.063519] [INFO ] [LOCAL ] Saved forecast: MED 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MED.txt [2025-10-17T00:00:42.063788] [INFO ] [sig ] [1143/1803] Completed MED in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:42.063849] [INFO ] [sig ] [1144/1803] Forecasting MEG... [2025-10-17T00:00:42.063882] [INFO ] [sig ] Generating forecast for: MEG [2025-10-17T00:00:42.063914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-10-17T00:00:42.072487] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEG'. [2025-10-17T00:00:42.097709] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:42.098456] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-10-17T00:00:42.098510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:42.155922] [INFO ] [sig ] MEG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:42.300281] [INFO ] [LOCAL ] Saved forecast: MEG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MEG.txt [2025-10-17T00:00:42.300484] [INFO ] [sig ] [1144/1803] Completed MEG in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:42.300525] [INFO ] [sig ] [1145/1803] Forecasting MEGI... [2025-10-17T00:00:42.300557] [INFO ] [sig ] Generating forecast for: MEGI [2025-10-17T00:00:42.300587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-10-17T00:00:42.309363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEGI'. [2025-10-17T00:00:42.334360] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:42.335148] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-10-17T00:00:42.335202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:42.393069] [INFO ] [sig ] MEGI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:42.532274] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MEGI.txt [2025-10-17T00:00:42.532490] [INFO ] [sig ] [1145/1803] Completed MEGI in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:42.532577] [INFO ] [sig ] [1146/1803] Forecasting MEI... [2025-10-17T00:00:42.532616] [INFO ] [sig ] Generating forecast for: MEI [2025-10-17T00:00:42.532678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-10-17T00:00:42.540874] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEI'. [2025-10-17T00:00:42.565772] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:42.566483] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-10-17T00:00:42.566537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:42.622067] [INFO ] [sig ] MEI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:42.760924] [INFO ] [LOCAL ] Saved forecast: MEI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MEI.txt [2025-10-17T00:00:42.761164] [INFO ] [sig ] [1146/1803] Completed MEI in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:42.761208] [INFO ] [sig ] [1147/1803] Forecasting MET... [2025-10-17T00:00:42.761238] [INFO ] [sig ] Generating forecast for: MET [2025-10-17T00:00:42.761270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'. [2025-10-17T00:00:42.769931] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MET'. [2025-10-17T00:00:42.796365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:42.797185] [DEBUG] [LOCAL ] No optimal features file found for MET: ./output/feature-sets/MET.txt [2025-10-17T00:00:42.797243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:42.860952] [INFO ] [sig ] MET: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:43.004049] [INFO ] [LOCAL ] Saved forecast: MET 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MET.txt [2025-10-17T00:00:43.004292] [INFO ] [sig ] [1147/1803] Completed MET in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.7m [2025-10-17T00:00:43.004334] [INFO ] [sig ] [1148/1803] Forecasting MFA... [2025-10-17T00:00:43.004365] [INFO ] [sig ] Generating forecast for: MFA [2025-10-17T00:00:43.004396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-10-17T00:00:43.012729] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFA'. [2025-10-17T00:00:43.038036] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:43.038836] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-10-17T00:00:43.038890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:43.098227] [INFO ] [sig ] MFA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:43.244544] [INFO ] [LOCAL ] Saved forecast: MFA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MFA.txt [2025-10-17T00:00:43.244772] [INFO ] [sig ] [1148/1803] Completed MFA in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-17T00:00:43.244831] [INFO ] [sig ] [1149/1803] Forecasting MFAN... [2025-10-17T00:00:43.244865] [INFO ] [sig ] Generating forecast for: MFAN [2025-10-17T00:00:43.244897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'. [2025-10-17T00:00:43.254276] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MFAN'. [2025-10-17T00:00:43.279426] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:43.280294] [DEBUG] [LOCAL ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt [2025-10-17T00:00:43.280349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:43.334598] [INFO ] [sig ] MFAN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:43.475033] [INFO ] [LOCAL ] Saved forecast: MFAN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MFAN.txt [2025-10-17T00:00:43.475233] [INFO ] [sig ] [1149/1803] Completed MFAN in 0.2s | 4.12 sym/s | Total: 4.6m | ETA: 2.6m [2025-10-17T00:00:43.475275] [INFO ] [sig ] [1150/1803] Forecasting MFAO... [2025-10-17T00:00:43.475305] [INFO ] [sig ] Generating forecast for: MFAO [2025-10-17T00:00:43.475336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'. [2025-10-17T00:00:43.483275] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MFAO'. [2025-10-17T00:00:43.508625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:43.509354] [DEBUG] [LOCAL ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt [2025-10-17T00:00:43.509407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:43.563395] [INFO ] [sig ] MFAO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:43.702739] [INFO ] [LOCAL ] Saved forecast: MFAO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MFAO.txt [2025-10-17T00:00:43.702928] [INFO ] [sig ] [1150/1803] Completed MFAO in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:43.702970] [INFO ] [sig ] [1151/1803] Forecasting MFC... [2025-10-17T00:00:43.703007] [INFO ] [sig ] Generating forecast for: MFC [2025-10-17T00:00:43.703044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-10-17T00:00:43.711412] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFC'. [2025-10-17T00:00:43.736306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:43.737022] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-10-17T00:00:43.737076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:43.792629] [INFO ] [sig ] MFC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:43.932265] [INFO ] [LOCAL ] Saved forecast: MFC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MFC.txt [2025-10-17T00:00:43.932466] [INFO ] [sig ] [1151/1803] Completed MFC in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:43.932507] [INFO ] [sig ] [1152/1803] Forecasting MFG... [2025-10-17T00:00:43.932537] [INFO ] [sig ] Generating forecast for: MFG [2025-10-17T00:00:43.932567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-10-17T00:00:43.941031] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFG'. [2025-10-17T00:00:43.965696] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:43.966374] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-10-17T00:00:43.966426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:44.021243] [INFO ] [sig ] MFG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:44.165575] [INFO ] [LOCAL ] Saved forecast: MFG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MFG.txt [2025-10-17T00:00:44.165865] [INFO ] [sig ] [1152/1803] Completed MFG in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:44.165922] [INFO ] [sig ] [1153/1803] Forecasting MFM... [2025-10-17T00:00:44.165955] [INFO ] [sig ] Generating forecast for: MFM [2025-10-17T00:00:44.165986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-10-17T00:00:44.174719] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFM'. [2025-10-17T00:00:44.201901] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:44.202695] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-10-17T00:00:44.202753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:44.263089] [INFO ] [sig ] MFM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:44.431689] [INFO ] [LOCAL ] Saved forecast: MFM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MFM.txt [2025-10-17T00:00:44.431962] [INFO ] [sig ] [1153/1803] Completed MFM in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:44.432009] [INFO ] [sig ] [1154/1803] Forecasting MFSG... [2025-10-17T00:00:44.432041] [INFO ] [sig ] Generating forecast for: MFSG [2025-10-17T00:00:44.432077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'. [2025-10-17T00:00:44.440680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFSG'. [2025-10-17T00:00:44.472103] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:44.473032] [DEBUG] [LOCAL ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt [2025-10-17T00:00:44.473093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:44.540861] [INFO ] [sig ] MFSG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:44.720056] [INFO ] [LOCAL ] Saved forecast: MFSG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MFSG.txt [2025-10-17T00:00:44.720305] [INFO ] [sig ] [1154/1803] Completed MFSG in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:44.720359] [INFO ] [sig ] [1155/1803] Forecasting MFSI... [2025-10-17T00:00:44.720393] [INFO ] [sig ] Generating forecast for: MFSI [2025-10-17T00:00:44.720425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'. [2025-10-17T00:00:44.729993] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MFSI'. [2025-10-17T00:00:44.760960] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:44.761731] [DEBUG] [LOCAL ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt [2025-10-17T00:00:44.761787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:44.830247] [INFO ] [sig ] MFSI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:45.014679] [INFO ] [LOCAL ] Saved forecast: MFSI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MFSI.txt [2025-10-17T00:00:45.014993] [INFO ] [sig ] [1155/1803] Completed MFSI in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:45.015080] [INFO ] [sig ] [1156/1803] Forecasting MFSV... [2025-10-17T00:00:45.015130] [INFO ] [sig ] Generating forecast for: MFSV [2025-10-17T00:00:45.015188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'. [2025-10-17T00:00:45.024789] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'MFSV'. [2025-10-17T00:00:45.055333] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:45.056229] [DEBUG] [LOCAL ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt [2025-10-17T00:00:45.056286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:45.123515] [INFO ] [sig ] MFSV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:45.302987] [INFO ] [LOCAL ] Saved forecast: MFSV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MFSV.txt [2025-10-17T00:00:45.303218] [INFO ] [sig ] [1156/1803] Completed MFSV in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:45.303280] [INFO ] [sig ] [1157/1803] Forecasting MG... [2025-10-17T00:00:45.303316] [INFO ] [sig ] Generating forecast for: MG [2025-10-17T00:00:45.303349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-10-17T00:00:45.313050] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MG'. [2025-10-17T00:00:45.344946] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:45.345947] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-10-17T00:00:45.346005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:45.413105] [INFO ] [sig ] MG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:45.602661] [INFO ] [LOCAL ] Saved forecast: MG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MG.txt [2025-10-17T00:00:45.602922] [INFO ] [sig ] [1157/1803] Completed MG in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:45.603000] [INFO ] [sig ] [1158/1803] Forecasting MGA... [2025-10-17T00:00:45.603065] [INFO ] [sig ] Generating forecast for: MGA [2025-10-17T00:00:45.603142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-10-17T00:00:45.612565] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGA'. [2025-10-17T00:00:45.642576] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:45.643742] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-10-17T00:00:45.643800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:45.714129] [INFO ] [sig ] MGA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:45.867952] [INFO ] [LOCAL ] Saved forecast: MGA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MGA.txt [2025-10-17T00:00:45.868231] [INFO ] [sig ] [1158/1803] Completed MGA in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:45.868293] [INFO ] [sig ] [1159/1803] Forecasting MGF... [2025-10-17T00:00:45.868327] [INFO ] [sig ] Generating forecast for: MGF [2025-10-17T00:00:45.868359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'. [2025-10-17T00:00:45.876357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGF'. [2025-10-17T00:00:45.901820] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:45.902550] [DEBUG] [LOCAL ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt [2025-10-17T00:00:45.902605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:45.959266] [INFO ] [sig ] MGF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:46.102346] [INFO ] [LOCAL ] Saved forecast: MGF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MGF.txt [2025-10-17T00:00:46.102581] [INFO ] [sig ] [1159/1803] Completed MGF in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:46.102626] [INFO ] [sig ] [1160/1803] Forecasting MGM... [2025-10-17T00:00:46.102698] [INFO ] [sig ] Generating forecast for: MGM [2025-10-17T00:00:46.102745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-10-17T00:00:46.111732] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGM'. [2025-10-17T00:00:46.137452] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:46.138339] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-10-17T00:00:46.138397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:46.198334] [INFO ] [sig ] MGM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:46.341374] [INFO ] [LOCAL ] Saved forecast: MGM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MGM.txt [2025-10-17T00:00:46.341584] [INFO ] [sig ] [1160/1803] Completed MGM in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:46.341625] [INFO ] [sig ] [1161/1803] Forecasting MGR... [2025-10-17T00:00:46.341692] [INFO ] [sig ] Generating forecast for: MGR [2025-10-17T00:00:46.341738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'. [2025-10-17T00:00:46.350191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGR'. [2025-10-17T00:00:46.375331] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:46.376059] [DEBUG] [LOCAL ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt [2025-10-17T00:00:46.376115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:46.440709] [INFO ] [sig ] MGR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:46.580122] [INFO ] [LOCAL ] Saved forecast: MGR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MGR.txt [2025-10-17T00:00:46.580376] [INFO ] [sig ] [1161/1803] Completed MGR in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:46.580418] [INFO ] [sig ] [1162/1803] Forecasting MGRB... [2025-10-17T00:00:46.580450] [INFO ] [sig ] Generating forecast for: MGRB [2025-10-17T00:00:46.580480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'. [2025-10-17T00:00:46.589182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGRB'. [2025-10-17T00:00:46.614127] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:46.614842] [DEBUG] [LOCAL ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt [2025-10-17T00:00:46.614897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:46.675379] [INFO ] [sig ] MGRB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:46.815734] [INFO ] [LOCAL ] Saved forecast: MGRB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MGRB.txt [2025-10-17T00:00:46.815989] [INFO ] [sig ] [1162/1803] Completed MGRB in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:46.816034] [INFO ] [sig ] [1163/1803] Forecasting MGRD... [2025-10-17T00:00:46.816067] [INFO ] [sig ] Generating forecast for: MGRD [2025-10-17T00:00:46.816100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'. [2025-10-17T00:00:46.825720] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGRD'. [2025-10-17T00:00:46.850399] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:46.851124] [DEBUG] [LOCAL ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt [2025-10-17T00:00:46.851178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:46.913370] [INFO ] [sig ] MGRD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:47.052051] [INFO ] [LOCAL ] Saved forecast: MGRD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MGRD.txt [2025-10-17T00:00:47.052263] [INFO ] [sig ] [1163/1803] Completed MGRD in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:47.052306] [INFO ] [sig ] [1164/1803] Forecasting MGRE... [2025-10-17T00:00:47.052336] [INFO ] [sig ] Generating forecast for: MGRE [2025-10-17T00:00:47.052369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'. [2025-10-17T00:00:47.061211] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGRE'. [2025-10-17T00:00:47.085733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:47.086401] [DEBUG] [LOCAL ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt [2025-10-17T00:00:47.086455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:47.147393] [INFO ] [sig ] MGRE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:47.285342] [INFO ] [LOCAL ] Saved forecast: MGRE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MGRE.txt [2025-10-17T00:00:47.285548] [INFO ] [sig ] [1164/1803] Completed MGRE in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:47.285588] [INFO ] [sig ] [1165/1803] Forecasting MGY... [2025-10-17T00:00:47.285619] [INFO ] [sig ] Generating forecast for: MGY [2025-10-17T00:00:47.285678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-10-17T00:00:47.294203] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGY'. [2025-10-17T00:00:47.319057] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:47.319781] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-10-17T00:00:47.319834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:47.375622] [INFO ] [sig ] MGY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:47.517279] [INFO ] [LOCAL ] Saved forecast: MGY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MGY.txt [2025-10-17T00:00:47.517521] [INFO ] [sig ] [1165/1803] Completed MGY in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:47.517564] [INFO ] [sig ] [1166/1803] Forecasting MHD... [2025-10-17T00:00:47.517595] [INFO ] [sig ] Generating forecast for: MHD [2025-10-17T00:00:47.517627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-10-17T00:00:47.526845] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHD'. [2025-10-17T00:00:47.552140] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:47.552897] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-10-17T00:00:47.552950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:47.609270] [INFO ] [sig ] MHD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:47.751916] [INFO ] [LOCAL ] Saved forecast: MHD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MHD.txt [2025-10-17T00:00:47.752112] [INFO ] [sig ] [1166/1803] Completed MHD in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:47.752153] [INFO ] [sig ] [1167/1803] Forecasting MHF... [2025-10-17T00:00:47.752183] [INFO ] [sig ] Generating forecast for: MHF [2025-10-17T00:00:47.752225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-10-17T00:00:47.760855] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHF'. [2025-10-17T00:00:47.785845] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:47.786500] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-10-17T00:00:47.786553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:47.846369] [INFO ] [sig ] MHF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:47.985546] [INFO ] [LOCAL ] Saved forecast: MHF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MHF.txt [2025-10-17T00:00:47.985786] [INFO ] [sig ] [1167/1803] Completed MHF in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:47.985847] [INFO ] [sig ] [1168/1803] Forecasting MHK... [2025-10-17T00:00:47.985881] [INFO ] [sig ] Generating forecast for: MHK [2025-10-17T00:00:47.985913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-10-17T00:00:47.994663] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHK'. [2025-10-17T00:00:48.023169] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:48.023996] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-10-17T00:00:48.024053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:48.082286] [INFO ] [sig ] MHK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:48.232459] [INFO ] [LOCAL ] Saved forecast: MHK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MHK.txt [2025-10-17T00:00:48.232865] [INFO ] [sig ] [1168/1803] Completed MHK in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:48.232928] [INFO ] [sig ] [1169/1803] Forecasting MHN... [2025-10-17T00:00:48.232962] [INFO ] [sig ] Generating forecast for: MHN [2025-10-17T00:00:48.232993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-10-17T00:00:48.242300] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHN'. [2025-10-17T00:00:48.267964] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:48.268840] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-10-17T00:00:48.268895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:48.327535] [INFO ] [sig ] MHN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:48.469041] [INFO ] [LOCAL ] Saved forecast: MHN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MHN.txt [2025-10-17T00:00:48.469305] [INFO ] [sig ] [1169/1803] Completed MHN in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:48.469373] [INFO ] [sig ] [1170/1803] Forecasting MHO... [2025-10-17T00:00:48.469407] [INFO ] [sig ] Generating forecast for: MHO [2025-10-17T00:00:48.469439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-10-17T00:00:48.478960] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHO'. [2025-10-17T00:00:48.505786] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:48.506609] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-10-17T00:00:48.506691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:48.568487] [INFO ] [sig ] MHO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:48.711839] [INFO ] [LOCAL ] Saved forecast: MHO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MHO.txt [2025-10-17T00:00:48.712046] [INFO ] [sig ] [1170/1803] Completed MHO in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:48.712087] [INFO ] [sig ] [1171/1803] Forecasting MIN... [2025-10-17T00:00:48.712118] [INFO ] [sig ] Generating forecast for: MIN [2025-10-17T00:00:48.712149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'. [2025-10-17T00:00:48.720921] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MIN'. [2025-10-17T00:00:48.747268] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:48.748045] [DEBUG] [LOCAL ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt [2025-10-17T00:00:48.748100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:48.807413] [INFO ] [sig ] MIN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:48.959205] [INFO ] [LOCAL ] Saved forecast: MIN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MIN.txt [2025-10-17T00:00:48.959433] [INFO ] [sig ] [1171/1803] Completed MIN in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:48.959475] [INFO ] [sig ] [1172/1803] Forecasting MIR... [2025-10-17T00:00:48.959506] [INFO ] [sig ] Generating forecast for: MIR [2025-10-17T00:00:48.959537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'. [2025-10-17T00:00:48.968361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MIR'. [2025-10-17T00:00:48.994513] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:48.995361] [DEBUG] [LOCAL ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt [2025-10-17T00:00:48.995436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:49.058712] [INFO ] [sig ] MIR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:49.219389] [INFO ] [LOCAL ] Saved forecast: MIR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MIR.txt [2025-10-17T00:00:49.219632] [INFO ] [sig ] [1172/1803] Completed MIR in 0.3s | 4.12 sym/s | Total: 4.7m | ETA: 2.6m [2025-10-17T00:00:49.219713] [INFO ] [sig ] [1173/1803] Forecasting MITP... [2025-10-17T00:00:49.219752] [INFO ] [sig ] Generating forecast for: MITP [2025-10-17T00:00:49.219784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'. [2025-10-17T00:00:49.228119] [DEBUG] [REMOTE ] Successfully parsed 1804 rows of historical data for symbol 'MITP'. [2025-10-17T00:00:49.253361] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:49.254161] [DEBUG] [LOCAL ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt [2025-10-17T00:00:49.254216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:49.311964] [INFO ] [sig ] MITP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:49.452485] [INFO ] [LOCAL ] Saved forecast: MITP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MITP.txt [2025-10-17T00:00:49.452712] [INFO ] [sig ] [1173/1803] Completed MITP in 0.2s | 4.12 sym/s | Total: 4.7m | ETA: 2.5m [2025-10-17T00:00:49.452772] [INFO ] [sig ] [1174/1803] Forecasting MITT... [2025-10-17T00:00:49.452805] [INFO ] [sig ] Generating forecast for: MITT [2025-10-17T00:00:49.452846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'. [2025-10-17T00:00:49.461521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MITT'. [2025-10-17T00:00:49.486383] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:49.487165] [DEBUG] [LOCAL ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt [2025-10-17T00:00:49.487220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:49.550242] [INFO ] [sig ] MITT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:49.701121] [INFO ] [LOCAL ] Saved forecast: MITT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MITT.txt [2025-10-17T00:00:49.701356] [INFO ] [sig ] [1174/1803] Completed MITT in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:49.701416] [INFO ] [sig ] [1175/1803] Forecasting MIY... [2025-10-17T00:00:49.701450] [INFO ] [sig ] Generating forecast for: MIY [2025-10-17T00:00:49.701481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-10-17T00:00:49.710765] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MIY'. [2025-10-17T00:00:49.736115] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:49.736837] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-10-17T00:00:49.736894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:49.793543] [INFO ] [sig ] MIY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:49.932467] [INFO ] [LOCAL ] Saved forecast: MIY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MIY.txt [2025-10-17T00:00:49.932692] [INFO ] [sig ] [1175/1803] Completed MIY in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:49.932751] [INFO ] [sig ] [1176/1803] Forecasting MKC... [2025-10-17T00:00:49.932785] [INFO ] [sig ] Generating forecast for: MKC [2025-10-17T00:00:49.932815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-10-17T00:00:49.941443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MKC'. [2025-10-17T00:00:49.966138] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:49.966840] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-10-17T00:00:49.966894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:50.022911] [INFO ] [sig ] MKC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:50.161897] [INFO ] [LOCAL ] Saved forecast: MKC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MKC.txt [2025-10-17T00:00:50.162135] [INFO ] [sig ] [1176/1803] Completed MKC in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:50.162177] [INFO ] [sig ] [1177/1803] Forecasting MKL... [2025-10-17T00:00:50.162208] [INFO ] [sig ] Generating forecast for: MKL [2025-10-17T00:00:50.162239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-10-17T00:00:50.171236] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MKL'. [2025-10-17T00:00:50.196220] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:50.197010] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-10-17T00:00:50.197091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:50.254970] [INFO ] [sig ] MKL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:50.394969] [INFO ] [LOCAL ] Saved forecast: MKL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MKL.txt [2025-10-17T00:00:50.395200] [INFO ] [sig ] [1177/1803] Completed MKL in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:50.395242] [INFO ] [sig ] [1178/1803] Forecasting MLI... [2025-10-17T00:00:50.395277] [INFO ] [sig ] Generating forecast for: MLI [2025-10-17T00:00:50.395308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-10-17T00:00:50.403972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLI'. [2025-10-17T00:00:50.429036] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:50.429825] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-10-17T00:00:50.429879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:50.488501] [INFO ] [sig ] MLI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:50.627232] [INFO ] [LOCAL ] Saved forecast: MLI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MLI.txt [2025-10-17T00:00:50.627440] [INFO ] [sig ] [1178/1803] Completed MLI in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:50.627481] [INFO ] [sig ] [1179/1803] Forecasting MLM... [2025-10-17T00:00:50.627512] [INFO ] [sig ] Generating forecast for: MLM [2025-10-17T00:00:50.627543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-10-17T00:00:50.636465] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLM'. [2025-10-17T00:00:50.662271] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:50.663089] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-10-17T00:00:50.663144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:50.722043] [INFO ] [sig ] MLM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:50.862037] [INFO ] [LOCAL ] Saved forecast: MLM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MLM.txt [2025-10-17T00:00:50.862232] [INFO ] [sig ] [1179/1803] Completed MLM in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:50.862282] [INFO ] [sig ] [1180/1803] Forecasting MLNK... [2025-10-17T00:00:50.862313] [INFO ] [sig ] Generating forecast for: MLNK [2025-10-17T00:00:50.862343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'. [2025-10-17T00:00:50.871060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLNK'. [2025-10-17T00:00:50.895909] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:50.896637] [DEBUG] [LOCAL ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt [2025-10-17T00:00:50.896717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:50.953567] [INFO ] [sig ] MLNK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:51.093999] [INFO ] [LOCAL ] Saved forecast: MLNK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MLNK.txt [2025-10-17T00:00:51.094201] [INFO ] [sig ] [1180/1803] Completed MLNK in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:51.094243] [INFO ] [sig ] [1181/1803] Forecasting MLP... [2025-10-17T00:00:51.094283] [INFO ] [sig ] Generating forecast for: MLP [2025-10-17T00:00:51.094316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-10-17T00:00:51.102617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLP'. [2025-10-17T00:00:51.128131] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:51.128916] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-10-17T00:00:51.128970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:51.188003] [INFO ] [sig ] MLP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:51.339949] [INFO ] [LOCAL ] Saved forecast: MLP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MLP.txt [2025-10-17T00:00:51.340194] [INFO ] [sig ] [1181/1803] Completed MLP in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:51.340239] [INFO ] [sig ] [1182/1803] Forecasting MLR... [2025-10-17T00:00:51.340270] [INFO ] [sig ] Generating forecast for: MLR [2025-10-17T00:00:51.340302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-10-17T00:00:51.349837] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLR'. [2025-10-17T00:00:51.375723] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:51.376592] [DEBUG] [LOCAL ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt [2025-10-17T00:00:51.376703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:51.434137] [INFO ] [sig ] MLR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:51.575329] [INFO ] [LOCAL ] Saved forecast: MLR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MLR.txt [2025-10-17T00:00:51.575576] [INFO ] [sig ] [1182/1803] Completed MLR in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:51.575620] [INFO ] [sig ] [1183/1803] Forecasting MMD... [2025-10-17T00:00:51.575680] [INFO ] [sig ] Generating forecast for: MMD [2025-10-17T00:00:51.575731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-10-17T00:00:51.584560] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMD'. [2025-10-17T00:00:51.609596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:51.610313] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-10-17T00:00:51.610367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:51.667671] [INFO ] [sig ] MMD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:51.807302] [INFO ] [LOCAL ] Saved forecast: MMD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MMD.txt [2025-10-17T00:00:51.807532] [INFO ] [sig ] [1183/1803] Completed MMD in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:51.807574] [INFO ] [sig ] [1184/1803] Forecasting MMI... [2025-10-17T00:00:51.807606] [INFO ] [sig ] Generating forecast for: MMI [2025-10-17T00:00:51.807638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'. [2025-10-17T00:00:51.816293] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMI'. [2025-10-17T00:00:51.842837] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:51.843563] [DEBUG] [LOCAL ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt [2025-10-17T00:00:51.843635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:51.898734] [INFO ] [sig ] MMI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:52.037328] [INFO ] [LOCAL ] Saved forecast: MMI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MMI.txt [2025-10-17T00:00:52.037545] [INFO ] [sig ] [1184/1803] Completed MMI in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:52.037587] [INFO ] [sig ] [1185/1803] Forecasting MMM... [2025-10-17T00:00:52.037618] [INFO ] [sig ] Generating forecast for: MMM [2025-10-17T00:00:52.037677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'. [2025-10-17T00:00:52.046187] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMM'. [2025-10-17T00:00:52.070851] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:52.071514] [DEBUG] [LOCAL ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt [2025-10-17T00:00:52.071567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:52.128447] [INFO ] [sig ] MMM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:52.268352] [INFO ] [LOCAL ] Saved forecast: MMM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MMM.txt [2025-10-17T00:00:52.268585] [INFO ] [sig ] [1185/1803] Completed MMM in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:52.268628] [INFO ] [sig ] [1186/1803] Forecasting MMS... [2025-10-17T00:00:52.268696] [INFO ] [sig ] Generating forecast for: MMS [2025-10-17T00:00:52.268741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-10-17T00:00:52.277216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMS'. [2025-10-17T00:00:52.302437] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:52.303181] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-10-17T00:00:52.303246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:52.359965] [INFO ] [sig ] MMS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:52.499240] [INFO ] [LOCAL ] Saved forecast: MMS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MMS.txt [2025-10-17T00:00:52.499452] [INFO ] [sig ] [1186/1803] Completed MMS in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:52.499494] [INFO ] [sig ] [1187/1803] Forecasting MMT... [2025-10-17T00:00:52.499525] [INFO ] [sig ] Generating forecast for: MMT [2025-10-17T00:00:52.499556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'. [2025-10-17T00:00:52.507737] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMT'. [2025-10-17T00:00:52.532449] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:52.533182] [DEBUG] [LOCAL ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt [2025-10-17T00:00:52.533237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:52.588992] [INFO ] [sig ] MMT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:52.728352] [INFO ] [LOCAL ] Saved forecast: MMT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MMT.txt [2025-10-17T00:00:52.728569] [INFO ] [sig ] [1187/1803] Completed MMT in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:52.728612] [INFO ] [sig ] [1188/1803] Forecasting MMU... [2025-10-17T00:00:52.728689] [INFO ] [sig ] Generating forecast for: MMU [2025-10-17T00:00:52.728790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'. [2025-10-17T00:00:52.737034] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMU'. [2025-10-17T00:00:52.761614] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:52.762293] [DEBUG] [LOCAL ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt [2025-10-17T00:00:52.762347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:52.819467] [INFO ] [sig ] MMU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:52.968315] [INFO ] [LOCAL ] Saved forecast: MMU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MMU.txt [2025-10-17T00:00:52.968608] [INFO ] [sig ] [1188/1803] Completed MMU in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:52.968700] [INFO ] [sig ] [1189/1803] Forecasting MNR... [2025-10-17T00:00:52.968754] [INFO ] [sig ] Generating forecast for: MNR [2025-10-17T00:00:52.968799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'. [2025-10-17T00:00:52.981093] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MNR'. [2025-10-17T00:00:53.006569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:53.007341] [DEBUG] [LOCAL ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt [2025-10-17T00:00:53.007394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:53.064501] [INFO ] [sig ] MNR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:53.203912] [INFO ] [LOCAL ] Saved forecast: MNR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MNR.txt [2025-10-17T00:00:53.204126] [INFO ] [sig ] [1189/1803] Completed MNR in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:53.204170] [INFO ] [sig ] [1190/1803] Forecasting MNSO... [2025-10-17T00:00:53.204200] [INFO ] [sig ] Generating forecast for: MNSO [2025-10-17T00:00:53.204230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-10-17T00:00:53.212838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MNSO'. [2025-10-17T00:00:53.237623] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:53.238956] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-10-17T00:00:53.239113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:53.296314] [INFO ] [sig ] MNSO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:53.433287] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MNSO.txt [2025-10-17T00:00:53.433512] [INFO ] [sig ] [1190/1803] Completed MNSO in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:53.433554] [INFO ] [sig ] [1191/1803] Forecasting MOD... [2025-10-17T00:00:53.433584] [INFO ] [sig ] Generating forecast for: MOD [2025-10-17T00:00:53.433616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-10-17T00:00:53.442622] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOD'. [2025-10-17T00:00:53.467596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:53.468356] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-10-17T00:00:53.468461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:53.526694] [INFO ] [sig ] MOD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:53.664315] [INFO ] [LOCAL ] Saved forecast: MOD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MOD.txt [2025-10-17T00:00:53.664574] [INFO ] [sig ] [1191/1803] Completed MOD in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:53.664617] [INFO ] [sig ] [1192/1803] Forecasting MODG... [2025-10-17T00:00:53.664690] [INFO ] [sig ] Generating forecast for: MODG [2025-10-17T00:00:53.664768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-10-17T00:00:53.673301] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MODG'. [2025-10-17T00:00:53.698356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:53.699111] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-10-17T00:00:53.699165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:53.756826] [INFO ] [sig ] MODG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:53.900765] [INFO ] [LOCAL ] Saved forecast: MODG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MODG.txt [2025-10-17T00:00:53.900993] [INFO ] [sig ] [1192/1803] Completed MODG in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:53.901036] [INFO ] [sig ] [1193/1803] Forecasting MOH... [2025-10-17T00:00:53.901067] [INFO ] [sig ] Generating forecast for: MOH [2025-10-17T00:00:53.901097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-10-17T00:00:53.909473] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOH'. [2025-10-17T00:00:53.934236] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:53.934962] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-10-17T00:00:53.935016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:53.991241] [INFO ] [sig ] MOH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:54.128389] [INFO ] [LOCAL ] Saved forecast: MOH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MOH.txt [2025-10-17T00:00:54.128609] [INFO ] [sig ] [1193/1803] Completed MOH in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:54.128678] [INFO ] [sig ] [1194/1803] Forecasting MOS... [2025-10-17T00:00:54.128728] [INFO ] [sig ] Generating forecast for: MOS [2025-10-17T00:00:54.128762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-10-17T00:00:54.137156] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOS'. [2025-10-17T00:00:54.161784] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:54.162448] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-10-17T00:00:54.162500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:54.220078] [INFO ] [sig ] MOS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:54.376625] [INFO ] [LOCAL ] Saved forecast: MOS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MOS.txt [2025-10-17T00:00:54.376928] [INFO ] [sig ] [1194/1803] Completed MOS in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:54.376984] [INFO ] [sig ] [1195/1803] Forecasting MOV... [2025-10-17T00:00:54.377016] [INFO ] [sig ] Generating forecast for: MOV [2025-10-17T00:00:54.377046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'. [2025-10-17T00:00:54.386961] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOV'. [2025-10-17T00:00:54.414341] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:54.415162] [DEBUG] [LOCAL ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt [2025-10-17T00:00:54.415218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:54.478396] [INFO ] [sig ] MOV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:54.624826] [INFO ] [LOCAL ] Saved forecast: MOV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MOV.txt [2025-10-17T00:00:54.625124] [INFO ] [sig ] [1195/1803] Completed MOV in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:54.625172] [INFO ] [sig ] [1196/1803] Forecasting MPA... [2025-10-17T00:00:54.625204] [INFO ] [sig ] Generating forecast for: MPA [2025-10-17T00:00:54.625239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-10-17T00:00:54.634740] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPA'. [2025-10-17T00:00:54.661347] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:54.662166] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-10-17T00:00:54.662222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:54.719139] [INFO ] [sig ] MPA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:54.861914] [INFO ] [LOCAL ] Saved forecast: MPA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MPA.txt [2025-10-17T00:00:54.862148] [INFO ] [sig ] [1196/1803] Completed MPA in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:54.862191] [INFO ] [sig ] [1197/1803] Forecasting MPV... [2025-10-17T00:00:54.862223] [INFO ] [sig ] Generating forecast for: MPV [2025-10-17T00:00:54.862254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'. [2025-10-17T00:00:54.871006] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPV'. [2025-10-17T00:00:54.897124] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:54.897909] [DEBUG] [LOCAL ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt [2025-10-17T00:00:54.897965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:54.960693] [INFO ] [sig ] MPV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:55.098036] [INFO ] [LOCAL ] Saved forecast: MPV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MPV.txt [2025-10-17T00:00:55.098257] [INFO ] [sig ] [1197/1803] Completed MPV in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.5m [2025-10-17T00:00:55.098316] [INFO ] [sig ] [1198/1803] Forecasting MPW... [2025-10-17T00:00:55.098350] [INFO ] [sig ] Generating forecast for: MPW [2025-10-17T00:00:55.098382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'. [2025-10-17T00:00:55.106478] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPW'. [2025-10-17T00:00:55.131310] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:55.132073] [DEBUG] [LOCAL ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt [2025-10-17T00:00:55.132127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:55.186987] [INFO ] [sig ] MPW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:55.325976] [INFO ] [LOCAL ] Saved forecast: MPW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MPW.txt [2025-10-17T00:00:55.326218] [INFO ] [sig ] [1198/1803] Completed MPW in 0.2s | 4.12 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-17T00:00:55.326261] [INFO ] [sig ] [1199/1803] Forecasting MPX... [2025-10-17T00:00:55.326292] [INFO ] [sig ] Generating forecast for: MPX [2025-10-17T00:00:55.326323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-10-17T00:00:55.334542] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPX'. [2025-10-17T00:00:55.359430] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:55.360215] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-10-17T00:00:55.360269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:55.415069] [INFO ] [sig ] MPX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:55.607955] [INFO ] [LOCAL ] Saved forecast: MPX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MPX.txt [2025-10-17T00:00:55.608163] [INFO ] [sig ] [1199/1803] Completed MPX in 0.3s | 4.12 sym/s | Total: 4.8m | ETA: 2.4m [2025-10-17T00:00:55.608224] [INFO ] [sig ] [1200/1803] Forecasting MQT... [2025-10-17T00:00:55.608259] [INFO ] [sig ] Generating forecast for: MQT [2025-10-17T00:00:55.608291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'. [2025-10-17T00:00:55.616544] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MQT'. [2025-10-17T00:00:55.641583] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:55.642312] [DEBUG] [LOCAL ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt [2025-10-17T00:00:55.642367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:55.695823] [INFO ] [sig ] MQT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:55.835113] [INFO ] [LOCAL ] Saved forecast: MQT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MQT.txt [2025-10-17T00:00:55.835310] [INFO ] [sig ] [1200/1803] Completed MQT in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:55.835396] [INFO ] [sig ] [1201/1803] Forecasting MSB... [2025-10-17T00:00:55.835435] [INFO ] [sig ] Generating forecast for: MSB [2025-10-17T00:00:55.835468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-10-17T00:00:55.843528] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSB'. [2025-10-17T00:00:55.868165] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:55.868914] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-10-17T00:00:55.868968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:55.923080] [INFO ] [sig ] MSB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:56.062128] [INFO ] [LOCAL ] Saved forecast: MSB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MSB.txt [2025-10-17T00:00:56.062362] [INFO ] [sig ] [1201/1803] Completed MSB in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:56.062424] [INFO ] [sig ] [1202/1803] Forecasting MSD... [2025-10-17T00:00:56.062463] [INFO ] [sig ] Generating forecast for: MSD [2025-10-17T00:00:56.062497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-10-17T00:00:56.071298] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSD'. [2025-10-17T00:00:56.104306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:56.105169] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-10-17T00:00:56.105227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:56.165713] [INFO ] [sig ] MSD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:56.318377] [INFO ] [LOCAL ] Saved forecast: MSD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MSD.txt [2025-10-17T00:00:56.318603] [INFO ] [sig ] [1202/1803] Completed MSD in 0.3s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:56.318686] [INFO ] [sig ] [1203/1803] Forecasting MTD... [2025-10-17T00:00:56.318736] [INFO ] [sig ] Generating forecast for: MTD [2025-10-17T00:00:56.318770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-10-17T00:00:56.327973] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTD'. [2025-10-17T00:00:56.352875] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:56.353628] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-10-17T00:00:56.353710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:56.411752] [INFO ] [sig ] MTD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:56.550163] [INFO ] [LOCAL ] Saved forecast: MTD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MTD.txt [2025-10-17T00:00:56.550375] [INFO ] [sig ] [1203/1803] Completed MTD in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:56.550417] [INFO ] [sig ] [1204/1803] Forecasting MUA... [2025-10-17T00:00:56.550447] [INFO ] [sig ] Generating forecast for: MUA [2025-10-17T00:00:56.550479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-10-17T00:00:56.559064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUA'. [2025-10-17T00:00:56.583728] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:56.584424] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-10-17T00:00:56.584477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:56.642331] [INFO ] [sig ] MUA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:56.786818] [INFO ] [LOCAL ] Saved forecast: MUA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MUA.txt [2025-10-17T00:00:56.787055] [INFO ] [sig ] [1204/1803] Completed MUA in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:56.787099] [INFO ] [sig ] [1205/1803] Forecasting MUE... [2025-10-17T00:00:56.787130] [INFO ] [sig ] Generating forecast for: MUE [2025-10-17T00:00:56.787161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-10-17T00:00:56.797189] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUE'. [2025-10-17T00:00:56.832637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:56.833792] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-10-17T00:00:56.833862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:56.903860] [INFO ] [sig ] MUE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:57.061789] [INFO ] [LOCAL ] Saved forecast: MUE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MUE.txt [2025-10-17T00:00:57.062022] [INFO ] [sig ] [1205/1803] Completed MUE in 0.3s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:57.062066] [INFO ] [sig ] [1206/1803] Forecasting MVF... [2025-10-17T00:00:57.062096] [INFO ] [sig ] Generating forecast for: MVF [2025-10-17T00:00:57.062127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-10-17T00:00:57.070910] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MVF'. [2025-10-17T00:00:57.096100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:57.096851] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-10-17T00:00:57.096906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:57.150965] [INFO ] [sig ] MVF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:57.289851] [INFO ] [LOCAL ] Saved forecast: MVF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MVF.txt [2025-10-17T00:00:57.290098] [INFO ] [sig ] [1206/1803] Completed MVF in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:57.290142] [INFO ] [sig ] [1207/1803] Forecasting MVT... [2025-10-17T00:00:57.290173] [INFO ] [sig ] Generating forecast for: MVT [2025-10-17T00:00:57.290204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'. [2025-10-17T00:00:57.298963] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MVT'. [2025-10-17T00:00:57.324887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:57.325670] [DEBUG] [LOCAL ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt [2025-10-17T00:00:57.325733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:57.383401] [INFO ] [sig ] MVT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:57.522540] [INFO ] [LOCAL ] Saved forecast: MVT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MVT.txt [2025-10-17T00:00:57.522779] [INFO ] [sig ] [1207/1803] Completed MVT in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:57.522840] [INFO ] [sig ] [1208/1803] Forecasting MX... [2025-10-17T00:00:57.522873] [INFO ] [sig ] Generating forecast for: MX [2025-10-17T00:00:57.522905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-10-17T00:00:57.531587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MX'. [2025-10-17T00:00:57.556581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:57.557342] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-10-17T00:00:57.557396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:57.617847] [INFO ] [sig ] MX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:57.760451] [INFO ] [LOCAL ] Saved forecast: MX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MX.txt [2025-10-17T00:00:57.760743] [INFO ] [sig ] [1208/1803] Completed MX in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:57.760853] [INFO ] [sig ] [1209/1803] Forecasting MXF... [2025-10-17T00:00:57.760905] [INFO ] [sig ] Generating forecast for: MXF [2025-10-17T00:00:57.760939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-10-17T00:00:57.769614] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MXF'. [2025-10-17T00:00:57.795221] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:57.795973] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-10-17T00:00:57.796028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:57.851284] [INFO ] [sig ] MXF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:57.989781] [INFO ] [LOCAL ] Saved forecast: MXF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/MXF.txt [2025-10-17T00:00:57.990015] [INFO ] [sig ] [1209/1803] Completed MXF in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:57.990060] [INFO ] [sig ] [1210/1803] Forecasting MYN... [2025-10-17T00:00:57.990092] [INFO ] [sig ] Generating forecast for: MYN [2025-10-17T00:00:57.990125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-10-17T00:00:57.998581] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MYN'. [2025-10-17T00:00:58.024365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:58.025213] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-10-17T00:00:58.025269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:58.084042] [INFO ] [sig ] MYN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:58.231617] [INFO ] [LOCAL ] Saved forecast: MYN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/MYN.txt [2025-10-17T00:00:58.231886] [INFO ] [sig ] [1210/1803] Completed MYN in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:58.231935] [INFO ] [sig ] [1211/1803] Forecasting NAT... [2025-10-17T00:00:58.231967] [INFO ] [sig ] Generating forecast for: NAT [2025-10-17T00:00:58.231999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-10-17T00:00:58.241062] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAT'. [2025-10-17T00:00:58.267733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:58.268574] [DEBUG] [LOCAL ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt [2025-10-17T00:00:58.268685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:58.329158] [INFO ] [sig ] NAT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:58.471863] [INFO ] [LOCAL ] Saved forecast: NAT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NAT.txt [2025-10-17T00:00:58.472063] [INFO ] [sig ] [1211/1803] Completed NAT in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:58.472104] [INFO ] [sig ] [1212/1803] Forecasting NAZ... [2025-10-17T00:00:58.472135] [INFO ] [sig ] Generating forecast for: NAZ [2025-10-17T00:00:58.472166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-10-17T00:00:58.480587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAZ'. [2025-10-17T00:00:58.507128] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:58.507939] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-10-17T00:00:58.507994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:58.565797] [INFO ] [sig ] NAZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:58.708719] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NAZ.txt [2025-10-17T00:00:58.708919] [INFO ] [sig ] [1212/1803] Completed NAZ in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:58.708961] [INFO ] [sig ] [1213/1803] Forecasting NBB... [2025-10-17T00:00:58.708992] [INFO ] [sig ] Generating forecast for: NBB [2025-10-17T00:00:58.709023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-10-17T00:00:58.717574] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NBB'. [2025-10-17T00:00:58.742992] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:58.743706] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-10-17T00:00:58.743763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:58.804612] [INFO ] [sig ] NBB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:58.944697] [INFO ] [LOCAL ] Saved forecast: NBB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NBB.txt [2025-10-17T00:00:58.944955] [INFO ] [sig ] [1213/1803] Completed NBB in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:58.945015] [INFO ] [sig ] [1214/1803] Forecasting NC... [2025-10-17T00:00:58.945049] [INFO ] [sig ] Generating forecast for: NC [2025-10-17T00:00:58.945080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-10-17T00:00:58.953201] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'NC'. [2025-10-17T00:00:58.979011] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:58.979780] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-10-17T00:00:58.979835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:59.039056] [INFO ] [sig ] NC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:59.186120] [INFO ] [LOCAL ] Saved forecast: NC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NC.txt [2025-10-17T00:00:59.186338] [INFO ] [sig ] [1214/1803] Completed NC in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:59.186385] [INFO ] [sig ] [1215/1803] Forecasting NCA... [2025-10-17T00:00:59.186416] [INFO ] [sig ] Generating forecast for: NCA [2025-10-17T00:00:59.186448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-10-17T00:00:59.195063] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCA'. [2025-10-17T00:00:59.221454] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:59.222222] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-10-17T00:00:59.222277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:59.282542] [INFO ] [sig ] NCA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:00:59.428188] [INFO ] [LOCAL ] Saved forecast: NCA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NCA.txt [2025-10-17T00:00:59.428428] [INFO ] [sig ] [1215/1803] Completed NCA in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:59.428516] [INFO ] [sig ] [1216/1803] Forecasting NCV... [2025-10-17T00:00:59.428588] [INFO ] [sig ] Generating forecast for: NCV [2025-10-17T00:00:59.428661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'. [2025-10-17T00:00:59.437814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCV'. [2025-10-17T00:00:59.463828] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:59.464530] [DEBUG] [LOCAL ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt [2025-10-17T00:00:59.464585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:59.520809] [INFO ] [sig ] NCV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:59.662691] [INFO ] [LOCAL ] Saved forecast: NCV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NCV.txt [2025-10-17T00:00:59.662904] [INFO ] [sig ] [1216/1803] Completed NCV in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:59.662947] [INFO ] [sig ] [1217/1803] Forecasting NCZ... [2025-10-17T00:00:59.662977] [INFO ] [sig ] Generating forecast for: NCZ [2025-10-17T00:00:59.663008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-10-17T00:00:59.671919] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCZ'. [2025-10-17T00:00:59.697489] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:59.698274] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-10-17T00:00:59.698330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:59.753296] [INFO ] [sig ] NCZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:00:59.896128] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NCZ.txt [2025-10-17T00:00:59.896364] [INFO ] [sig ] [1217/1803] Completed NCZ in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:00:59.896407] [INFO ] [sig ] [1218/1803] Forecasting NEXA... [2025-10-17T00:00:59.896438] [INFO ] [sig ] Generating forecast for: NEXA [2025-10-17T00:00:59.896469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-10-17T00:00:59.904992] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NEXA'. [2025-10-17T00:00:59.930337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:00:59.931133] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-10-17T00:00:59.931188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:00:59.986936] [INFO ] [sig ] NEXA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:00.131795] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NEXA.txt [2025-10-17T00:01:00.132056] [INFO ] [sig ] [1218/1803] Completed NEXA in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:01:00.132108] [INFO ] [sig ] [1219/1803] Forecasting NGL... [2025-10-17T00:01:00.132140] [INFO ] [sig ] Generating forecast for: NGL [2025-10-17T00:01:00.132172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-10-17T00:01:00.140663] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGL'. [2025-10-17T00:01:00.167436] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:00.168327] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-10-17T00:01:00.168384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:00.227671] [INFO ] [sig ] NGL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:00.367819] [INFO ] [LOCAL ] Saved forecast: NGL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NGL.txt [2025-10-17T00:01:00.368023] [INFO ] [sig ] [1219/1803] Completed NGL in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:01:00.368064] [INFO ] [sig ] [1220/1803] Forecasting NGS... [2025-10-17T00:01:00.368094] [INFO ] [sig ] Generating forecast for: NGS [2025-10-17T00:01:00.368124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-10-17T00:01:00.376973] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGS'. [2025-10-17T00:01:00.402464] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:00.403181] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-10-17T00:01:00.403235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:00.462370] [INFO ] [sig ] NGS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:00.604097] [INFO ] [LOCAL ] Saved forecast: NGS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NGS.txt [2025-10-17T00:01:00.604327] [INFO ] [sig ] [1220/1803] Completed NGS in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:01:00.604372] [INFO ] [sig ] [1221/1803] Forecasting NIE... [2025-10-17T00:01:00.604412] [INFO ] [sig ] Generating forecast for: NIE [2025-10-17T00:01:00.604452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-10-17T00:01:00.614246] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIE'. [2025-10-17T00:01:00.639838] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:00.640559] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-10-17T00:01:00.640613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:00.734254] [INFO ] [sig ] NIE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:00.875480] [INFO ] [LOCAL ] Saved forecast: NIE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NIE.txt [2025-10-17T00:01:00.875704] [INFO ] [sig ] [1221/1803] Completed NIE in 0.3s | 4.12 sym/s | Total: 4.9m | ETA: 2.4m [2025-10-17T00:01:00.875764] [INFO ] [sig ] [1222/1803] Forecasting NIM... [2025-10-17T00:01:00.875798] [INFO ] [sig ] Generating forecast for: NIM [2025-10-17T00:01:00.875829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-10-17T00:01:00.885180] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIM'. [2025-10-17T00:01:00.910601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:00.911353] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-10-17T00:01:00.911411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:00.978984] [INFO ] [sig ] NIM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:01.117485] [INFO ] [LOCAL ] Saved forecast: NIM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NIM.txt [2025-10-17T00:01:01.117730] [INFO ] [sig ] [1222/1803] Completed NIM in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-17T00:01:01.117792] [INFO ] [sig ] [1223/1803] Forecasting NINE... [2025-10-17T00:01:01.117826] [INFO ] [sig ] Generating forecast for: NINE [2025-10-17T00:01:01.117858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'. [2025-10-17T00:01:01.128332] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NINE'. [2025-10-17T00:01:01.153344] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:01.154104] [DEBUG] [LOCAL ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt [2025-10-17T00:01:01.154156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:01.222285] [INFO ] [sig ] NINE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:01.360229] [INFO ] [LOCAL ] Saved forecast: NINE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NINE.txt [2025-10-17T00:01:01.360433] [INFO ] [sig ] [1223/1803] Completed NINE in 0.2s | 4.12 sym/s | Total: 4.9m | ETA: 2.3m [2025-10-17T00:01:01.360475] [INFO ] [sig ] [1224/1803] Forecasting NIO... [2025-10-17T00:01:01.360506] [INFO ] [sig ] Generating forecast for: NIO [2025-10-17T00:01:01.360537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-10-17T00:01:01.371687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIO'. [2025-10-17T00:01:01.404156] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:01.405502] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-10-17T00:01:01.405584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:01.478695] [INFO ] [sig ] NIO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:01.621522] [INFO ] [LOCAL ] Saved forecast: NIO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NIO.txt [2025-10-17T00:01:01.621835] [INFO ] [sig ] [1224/1803] Completed NIO in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:01.621899] [INFO ] [sig ] [1225/1803] Forecasting NKX... [2025-10-17T00:01:01.621932] [INFO ] [sig ] Generating forecast for: NKX [2025-10-17T00:01:01.621964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-10-17T00:01:01.631197] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NKX'. [2025-10-17T00:01:01.655993] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:01.656669] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-10-17T00:01:01.656727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:01.723298] [INFO ] [sig ] NKX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:01.868621] [INFO ] [LOCAL ] Saved forecast: NKX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NKX.txt [2025-10-17T00:01:01.868921] [INFO ] [sig ] [1225/1803] Completed NKX in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:01.868967] [INFO ] [sig ] [1226/1803] Forecasting NMAI... [2025-10-17T00:01:01.868997] [INFO ] [sig ] Generating forecast for: NMAI [2025-10-17T00:01:01.869027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-10-17T00:01:01.878548] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMAI'. [2025-10-17T00:01:01.903105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:01.903815] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-10-17T00:01:01.903868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:01.965271] [INFO ] [sig ] NMAI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:02.106847] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NMAI.txt [2025-10-17T00:01:02.107098] [INFO ] [sig ] [1226/1803] Completed NMAI in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:02.107143] [INFO ] [sig ] [1227/1803] Forecasting NMG... [2025-10-17T00:01:02.107173] [INFO ] [sig ] Generating forecast for: NMG [2025-10-17T00:01:02.107203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-10-17T00:01:02.116846] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMG'. [2025-10-17T00:01:02.144937] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:02.145788] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-10-17T00:01:02.145844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:02.212294] [INFO ] [sig ] NMG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:02.377071] [INFO ] [LOCAL ] Saved forecast: NMG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NMG.txt [2025-10-17T00:01:02.377334] [INFO ] [sig ] [1227/1803] Completed NMG in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:02.377378] [INFO ] [sig ] [1228/1803] Forecasting NMI... [2025-10-17T00:01:02.377409] [INFO ] [sig ] Generating forecast for: NMI [2025-10-17T00:01:02.377441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-10-17T00:01:02.387939] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMI'. [2025-10-17T00:01:02.415122] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:02.415913] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-10-17T00:01:02.415969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:02.475879] [INFO ] [sig ] NMI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:02.633144] [INFO ] [LOCAL ] Saved forecast: NMI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NMI.txt [2025-10-17T00:01:02.633357] [INFO ] [sig ] [1228/1803] Completed NMI in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:02.633398] [INFO ] [sig ] [1229/1803] Forecasting NMR... [2025-10-17T00:01:02.633428] [INFO ] [sig ] Generating forecast for: NMR [2025-10-17T00:01:02.633459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'. [2025-10-17T00:01:02.643098] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMR'. [2025-10-17T00:01:02.668074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:02.668825] [DEBUG] [LOCAL ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt [2025-10-17T00:01:02.668878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:02.722761] [INFO ] [sig ] NMR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:02.876387] [INFO ] [LOCAL ] Saved forecast: NMR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NMR.txt [2025-10-17T00:01:02.876668] [INFO ] [sig ] [1229/1803] Completed NMR in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:02.876748] [INFO ] [sig ] [1230/1803] Forecasting NMS... [2025-10-17T00:01:02.876810] [INFO ] [sig ] Generating forecast for: NMS [2025-10-17T00:01:02.876852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'. [2025-10-17T00:01:02.885972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMS'. [2025-10-17T00:01:02.915633] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:02.916422] [DEBUG] [LOCAL ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt [2025-10-17T00:01:02.916478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:02.988800] [INFO ] [sig ] NMS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:03.154927] [INFO ] [LOCAL ] Saved forecast: NMS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NMS.txt [2025-10-17T00:01:03.155177] [INFO ] [sig ] [1230/1803] Completed NMS in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:03.155252] [INFO ] [sig ] [1231/1803] Forecasting NMT... [2025-10-17T00:01:03.155295] [INFO ] [sig ] Generating forecast for: NMT [2025-10-17T00:01:03.155330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'. [2025-10-17T00:01:03.165433] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMT'. [2025-10-17T00:01:03.193755] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:03.194677] [DEBUG] [LOCAL ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt [2025-10-17T00:01:03.194747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:03.262753] [INFO ] [sig ] NMT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:03.412507] [INFO ] [LOCAL ] Saved forecast: NMT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NMT.txt [2025-10-17T00:01:03.412748] [INFO ] [sig ] [1231/1803] Completed NMT in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:03.412810] [INFO ] [sig ] [1232/1803] Forecasting NNI... [2025-10-17T00:01:03.412844] [INFO ] [sig ] Generating forecast for: NNI [2025-10-17T00:01:03.412876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-10-17T00:01:03.422006] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NNI'. [2025-10-17T00:01:03.447238] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:03.448033] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-10-17T00:01:03.448089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:03.509079] [INFO ] [sig ] NNI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:03.663458] [INFO ] [LOCAL ] Saved forecast: NNI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NNI.txt [2025-10-17T00:01:03.663718] [INFO ] [sig ] [1232/1803] Completed NNI in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:03.663779] [INFO ] [sig ] [1233/1803] Forecasting NNY... [2025-10-17T00:01:03.663813] [INFO ] [sig ] Generating forecast for: NNY [2025-10-17T00:01:03.663876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-10-17T00:01:03.673750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NNY'. [2025-10-17T00:01:03.699205] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:03.699967] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-10-17T00:01:03.700025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:03.763327] [INFO ] [sig ] NNY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:03.903320] [INFO ] [LOCAL ] Saved forecast: NNY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NNY.txt [2025-10-17T00:01:03.903536] [INFO ] [sig ] [1233/1803] Completed NNY in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:03.903578] [INFO ] [sig ] [1234/1803] Forecasting NOK... [2025-10-17T00:01:03.903608] [INFO ] [sig ] Generating forecast for: NOK [2025-10-17T00:01:03.903640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'. [2025-10-17T00:01:03.912865] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOK'. [2025-10-17T00:01:03.937557] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:03.938299] [DEBUG] [LOCAL ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt [2025-10-17T00:01:03.938351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:04.000822] [INFO ] [sig ] NOK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:04.139442] [INFO ] [LOCAL ] Saved forecast: NOK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NOK.txt [2025-10-17T00:01:04.139677] [INFO ] [sig ] [1234/1803] Completed NOK in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:04.139737] [INFO ] [sig ] [1235/1803] Forecasting NOTE... [2025-10-17T00:01:04.139771] [INFO ] [sig ] Generating forecast for: NOTE [2025-10-17T00:01:04.139801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-10-17T00:01:04.148586] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOTE'. [2025-10-17T00:01:04.173505] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:04.174239] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-10-17T00:01:04.174292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:04.244408] [INFO ] [sig ] NOTE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:04.386838] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NOTE.txt [2025-10-17T00:01:04.387083] [INFO ] [sig ] [1235/1803] Completed NOTE in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:04.387128] [INFO ] [sig ] [1236/1803] Forecasting NPFD... [2025-10-17T00:01:04.387159] [INFO ] [sig ] Generating forecast for: NPFD [2025-10-17T00:01:04.387189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-10-17T00:01:04.396950] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPFD'. [2025-10-17T00:01:04.423566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:04.424314] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-10-17T00:01:04.424369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:04.496673] [INFO ] [sig ] NPFD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:04.637157] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NPFD.txt [2025-10-17T00:01:04.637369] [INFO ] [sig ] [1236/1803] Completed NPFD in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:04.637411] [INFO ] [sig ] [1237/1803] Forecasting NPK... [2025-10-17T00:01:04.637441] [INFO ] [sig ] Generating forecast for: NPK [2025-10-17T00:01:04.637474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-10-17T00:01:04.648199] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPK'. [2025-10-17T00:01:04.675486] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:04.676279] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-10-17T00:01:04.676337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:04.746680] [INFO ] [sig ] NPK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:04.905907] [INFO ] [LOCAL ] Saved forecast: NPK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NPK.txt [2025-10-17T00:01:04.906304] [INFO ] [sig ] [1237/1803] Completed NPK in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:04.906352] [INFO ] [sig ] [1238/1803] Forecasting NPV... [2025-10-17T00:01:04.906386] [INFO ] [sig ] Generating forecast for: NPV [2025-10-17T00:01:04.906418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'. [2025-10-17T00:01:04.919275] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPV'. [2025-10-17T00:01:04.958198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:04.959755] [DEBUG] [LOCAL ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt [2025-10-17T00:01:04.959855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:05.057305] [INFO ] [sig ] NPV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:05.282408] [INFO ] [LOCAL ] Saved forecast: NPV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NPV.txt [2025-10-17T00:01:05.282780] [INFO ] [sig ] [1238/1803] Completed NPV in 0.4s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:05.282859] [INFO ] [sig ] [1239/1803] Forecasting NQP... [2025-10-17T00:01:05.282911] [INFO ] [sig ] Generating forecast for: NQP [2025-10-17T00:01:05.282959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-10-17T00:01:05.295913] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NQP'. [2025-10-17T00:01:05.333385] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:05.334370] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-10-17T00:01:05.334431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:05.406470] [INFO ] [sig ] NQP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:05.611267] [INFO ] [LOCAL ] Saved forecast: NQP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NQP.txt [2025-10-17T00:01:05.611675] [INFO ] [sig ] [1239/1803] Completed NQP in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:05.611755] [INFO ] [sig ] [1240/1803] Forecasting NRDY... [2025-10-17T00:01:05.611808] [INFO ] [sig ] Generating forecast for: NRDY [2025-10-17T00:01:05.611859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'. [2025-10-17T00:01:05.624311] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRDY'. [2025-10-17T00:01:05.664786] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:05.665876] [DEBUG] [LOCAL ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt [2025-10-17T00:01:05.665944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:05.750097] [INFO ] [sig ] NRDY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:05.942397] [INFO ] [LOCAL ] Saved forecast: NRDY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NRDY.txt [2025-10-17T00:01:05.942710] [INFO ] [sig ] [1240/1803] Completed NRDY in 0.3s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:05.942774] [INFO ] [sig ] [1241/1803] Forecasting NREF... [2025-10-17T00:01:05.942810] [INFO ] [sig ] Generating forecast for: NREF [2025-10-17T00:01:05.942843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-10-17T00:01:05.953738] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NREF'. [2025-10-17T00:01:05.983527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:05.984387] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-10-17T00:01:05.984446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:06.056319] [INFO ] [sig ] NREF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:06.228818] [INFO ] [LOCAL ] Saved forecast: NREF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NREF.txt [2025-10-17T00:01:06.229036] [INFO ] [sig ] [1241/1803] Completed NREF in 0.3s | 4.11 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:06.229080] [INFO ] [sig ] [1242/1803] Forecasting NRGV... [2025-10-17T00:01:06.229111] [INFO ] [sig ] Generating forecast for: NRGV [2025-10-17T00:01:06.229142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'. [2025-10-17T00:01:06.238373] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRGV'. [2025-10-17T00:01:06.263391] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:06.264108] [DEBUG] [LOCAL ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt [2025-10-17T00:01:06.264162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:06.321126] [INFO ] [sig ] NRGV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:06.458770] [INFO ] [LOCAL ] Saved forecast: NRGV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NRGV.txt [2025-10-17T00:01:06.458969] [INFO ] [sig ] [1242/1803] Completed NRGV in 0.2s | 4.11 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:06.459011] [INFO ] [sig ] [1243/1803] Forecasting NRP... [2025-10-17T00:01:06.459042] [INFO ] [sig ] Generating forecast for: NRP [2025-10-17T00:01:06.459120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-10-17T00:01:06.467289] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRP'. [2025-10-17T00:01:06.492021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:06.492705] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-10-17T00:01:06.492759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:06.547744] [INFO ] [sig ] NRP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:06.684755] [INFO ] [LOCAL ] Saved forecast: NRP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NRP.txt [2025-10-17T00:01:06.684962] [INFO ] [sig ] [1243/1803] Completed NRP in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:06.685003] [INFO ] [sig ] [1244/1803] Forecasting NRT... [2025-10-17T00:01:06.685033] [INFO ] [sig ] Generating forecast for: NRT [2025-10-17T00:01:06.685063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'. [2025-10-17T00:01:06.693688] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRT'. [2025-10-17T00:01:06.718260] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:06.718962] [DEBUG] [LOCAL ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt [2025-10-17T00:01:06.719015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:06.774189] [INFO ] [sig ] NRT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:06.912696] [INFO ] [LOCAL ] Saved forecast: NRT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NRT.txt [2025-10-17T00:01:06.912939] [INFO ] [sig ] [1244/1803] Completed NRT in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:06.912985] [INFO ] [sig ] [1245/1803] Forecasting NUV... [2025-10-17T00:01:06.913016] [INFO ] [sig ] Generating forecast for: NUV [2025-10-17T00:01:06.913047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'. [2025-10-17T00:01:06.921398] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUV'. [2025-10-17T00:01:06.947366] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:06.948267] [DEBUG] [LOCAL ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt [2025-10-17T00:01:06.948323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:07.009698] [INFO ] [sig ] NUV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:07.172146] [INFO ] [LOCAL ] Saved forecast: NUV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NUV.txt [2025-10-17T00:01:07.172364] [INFO ] [sig ] [1245/1803] Completed NUV in 0.3s | 4.11 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:07.172406] [INFO ] [sig ] [1246/1803] Forecasting NUVB... [2025-10-17T00:01:07.172437] [INFO ] [sig ] Generating forecast for: NUVB [2025-10-17T00:01:07.172468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-10-17T00:01:07.180713] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUVB'. [2025-10-17T00:01:07.205320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:07.206033] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-10-17T00:01:07.206119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:07.261315] [INFO ] [sig ] NUVB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:07.399724] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NUVB.txt [2025-10-17T00:01:07.399921] [INFO ] [sig ] [1246/1803] Completed NUVB in 0.2s | 4.12 sym/s | Total: 5.0m | ETA: 2.3m [2025-10-17T00:01:07.399962] [INFO ] [sig ] [1247/1803] Forecasting NUW... [2025-10-17T00:01:07.399993] [INFO ] [sig ] Generating forecast for: NUW [2025-10-17T00:01:07.400024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'. [2025-10-17T00:01:07.408216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUW'. [2025-10-17T00:01:07.432697] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:07.433384] [DEBUG] [LOCAL ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt [2025-10-17T00:01:07.433436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:07.486323] [INFO ] [sig ] NUW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:07.625093] [INFO ] [LOCAL ] Saved forecast: NUW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NUW.txt [2025-10-17T00:01:07.625286] [INFO ] [sig ] [1247/1803] Completed NUW in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.3m [2025-10-17T00:01:07.625327] [INFO ] [sig ] [1248/1803] Forecasting NVR... [2025-10-17T00:01:07.625358] [INFO ] [sig ] Generating forecast for: NVR [2025-10-17T00:01:07.625388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'. [2025-10-17T00:01:07.633569] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'NVR'. [2025-10-17T00:01:07.658383] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:07.659080] [DEBUG] [LOCAL ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt [2025-10-17T00:01:07.659134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:07.715745] [INFO ] [sig ] NVR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:07.854041] [INFO ] [LOCAL ] Saved forecast: NVR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NVR.txt [2025-10-17T00:01:07.854257] [INFO ] [sig ] [1248/1803] Completed NVR in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:07.854297] [INFO ] [sig ] [1249/1803] Forecasting NXC... [2025-10-17T00:01:07.854327] [INFO ] [sig ] Generating forecast for: NXC [2025-10-17T00:01:07.854358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-10-17T00:01:07.862402] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXC'. [2025-10-17T00:01:07.886965] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:07.887711] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-10-17T00:01:07.887766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:07.943293] [INFO ] [sig ] NXC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:08.082030] [INFO ] [LOCAL ] Saved forecast: NXC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NXC.txt [2025-10-17T00:01:08.082241] [INFO ] [sig ] [1249/1803] Completed NXC in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:08.082282] [INFO ] [sig ] [1250/1803] Forecasting NXDT... [2025-10-17T00:01:08.082313] [INFO ] [sig ] Generating forecast for: NXDT [2025-10-17T00:01:08.082345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'. [2025-10-17T00:01:08.090782] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXDT'. [2025-10-17T00:01:08.115864] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:08.116562] [DEBUG] [LOCAL ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt [2025-10-17T00:01:08.116616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:08.171562] [INFO ] [sig ] NXDT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:08.310633] [INFO ] [LOCAL ] Saved forecast: NXDT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NXDT.txt [2025-10-17T00:01:08.310876] [INFO ] [sig ] [1250/1803] Completed NXDT in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:08.310919] [INFO ] [sig ] [1251/1803] Forecasting NXE... [2025-10-17T00:01:08.310950] [INFO ] [sig ] Generating forecast for: NXE [2025-10-17T00:01:08.310981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-10-17T00:01:08.320045] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXE'. [2025-10-17T00:01:08.345041] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:08.345828] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-10-17T00:01:08.345882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:08.408267] [INFO ] [sig ] NXE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:08.559562] [INFO ] [LOCAL ] Saved forecast: NXE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NXE.txt [2025-10-17T00:01:08.559828] [INFO ] [sig ] [1251/1803] Completed NXE in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:08.559890] [INFO ] [sig ] [1252/1803] Forecasting NXG... [2025-10-17T00:01:08.559922] [INFO ] [sig ] Generating forecast for: NXG [2025-10-17T00:01:08.559954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-10-17T00:01:08.568403] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXG'. [2025-10-17T00:01:08.593359] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:08.594098] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-10-17T00:01:08.594151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:08.655344] [INFO ] [sig ] NXG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:08.802256] [INFO ] [LOCAL ] Saved forecast: NXG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/NXG.txt [2025-10-17T00:01:08.802526] [INFO ] [sig ] [1252/1803] Completed NXG in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:08.802572] [INFO ] [sig ] [1253/1803] Forecasting NXN... [2025-10-17T00:01:08.802608] [INFO ] [sig ] Generating forecast for: NXN [2025-10-17T00:01:08.802640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'. [2025-10-17T00:01:08.811706] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXN'. [2025-10-17T00:01:08.841097] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:08.842014] [DEBUG] [LOCAL ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt [2025-10-17T00:01:08.842077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:08.909303] [INFO ] [sig ] NXN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:09.074561] [INFO ] [LOCAL ] Saved forecast: NXN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NXN.txt [2025-10-17T00:01:09.074821] [INFO ] [sig ] [1253/1803] Completed NXN in 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:09.074882] [INFO ] [sig ] [1254/1803] Forecasting NXP... [2025-10-17T00:01:09.074918] [INFO ] [sig ] Generating forecast for: NXP [2025-10-17T00:01:09.074952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-10-17T00:01:09.083939] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXP'. [2025-10-17T00:01:09.113416] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:09.114217] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-10-17T00:01:09.114273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:09.182081] [INFO ] [sig ] NXP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:09.348324] [INFO ] [LOCAL ] Saved forecast: NXP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/NXP.txt [2025-10-17T00:01:09.348592] [INFO ] [sig ] [1254/1803] Completed NXP in 0.3s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:09.348681] [INFO ] [sig ] [1255/1803] Forecasting OCFT... [2025-10-17T00:01:09.348734] [INFO ] [sig ] Generating forecast for: OCFT [2025-10-17T00:01:09.348771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'. [2025-10-17T00:01:09.358018] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OCFT'. [2025-10-17T00:01:09.389828] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:09.390663] [DEBUG] [LOCAL ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt [2025-10-17T00:01:09.390741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:09.458024] [INFO ] [sig ] OCFT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:09.610906] [INFO ] [LOCAL ] Saved forecast: OCFT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/OCFT.txt [2025-10-17T00:01:09.611134] [INFO ] [sig ] [1255/1803] Completed OCFT in 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:09.611221] [INFO ] [sig ] [1256/1803] Forecasting ODC... [2025-10-17T00:01:09.611260] [INFO ] [sig ] Generating forecast for: ODC [2025-10-17T00:01:09.611307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-10-17T00:01:09.620236] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ODC'. [2025-10-17T00:01:09.644975] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:09.645709] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-10-17T00:01:09.645764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:09.703339] [INFO ] [sig ] ODC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:09.840689] [INFO ] [LOCAL ] Saved forecast: ODC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ODC.txt [2025-10-17T00:01:09.840938] [INFO ] [sig ] [1256/1803] Completed ODC in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:09.840982] [INFO ] [sig ] [1257/1803] Forecasting ODV... [2025-10-17T00:01:09.841013] [INFO ] [sig ] Generating forecast for: ODV [2025-10-17T00:01:09.841045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'. [2025-10-17T00:01:09.849322] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ODV'. [2025-10-17T00:01:09.874069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:09.874799] [DEBUG] [LOCAL ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt [2025-10-17T00:01:09.874853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:09.932701] [INFO ] [sig ] ODV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:10.079107] [INFO ] [LOCAL ] Saved forecast: ODV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ODV.txt [2025-10-17T00:01:10.079373] [INFO ] [sig ] [1257/1803] Completed ODV in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:10.079417] [INFO ] [sig ] [1258/1803] Forecasting OIS... [2025-10-17T00:01:10.079450] [INFO ] [sig ] Generating forecast for: OIS [2025-10-17T00:01:10.079481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-10-17T00:01:10.088370] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OIS'. [2025-10-17T00:01:10.118296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:10.119246] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-10-17T00:01:10.119317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:10.190927] [INFO ] [sig ] OIS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:10.335407] [INFO ] [LOCAL ] Saved forecast: OIS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/OIS.txt [2025-10-17T00:01:10.335664] [INFO ] [sig ] [1258/1803] Completed OIS in 0.3s | 4.11 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:10.335725] [INFO ] [sig ] [1259/1803] Forecasting OLP... [2025-10-17T00:01:10.335760] [INFO ] [sig ] Generating forecast for: OLP [2025-10-17T00:01:10.335795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-10-17T00:01:10.345314] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OLP'. [2025-10-17T00:01:10.370555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:10.371267] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-10-17T00:01:10.371320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:10.427947] [INFO ] [sig ] OLP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:10.580350] [INFO ] [LOCAL ] Saved forecast: OLP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/OLP.txt [2025-10-17T00:01:10.580558] [INFO ] [sig ] [1259/1803] Completed OLP in 0.2s | 4.11 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:10.580605] [INFO ] [sig ] [1260/1803] Forecasting ONIT... [2025-10-17T00:01:10.580668] [INFO ] [sig ] Generating forecast for: ONIT [2025-10-17T00:01:10.580738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'. [2025-10-17T00:01:10.589161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONIT'. [2025-10-17T00:01:10.614099] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:10.614825] [DEBUG] [LOCAL ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt [2025-10-17T00:01:10.614878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:10.670631] [INFO ] [sig ] ONIT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:10.808541] [INFO ] [LOCAL ] Saved forecast: ONIT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ONIT.txt [2025-10-17T00:01:10.808770] [INFO ] [sig ] [1260/1803] Completed ONIT in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:10.808829] [INFO ] [sig ] [1261/1803] Forecasting ONL... [2025-10-17T00:01:10.808863] [INFO ] [sig ] Generating forecast for: ONL [2025-10-17T00:01:10.808904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-10-17T00:01:10.817772] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONL'. [2025-10-17T00:01:10.842428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:10.843174] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-10-17T00:01:10.843230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:10.899583] [INFO ] [sig ] ONL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:11.039881] [INFO ] [LOCAL ] Saved forecast: ONL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ONL.txt [2025-10-17T00:01:11.040091] [INFO ] [sig ] [1261/1803] Completed ONL in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:11.040150] [INFO ] [sig ] [1262/1803] Forecasting ONTF... [2025-10-17T00:01:11.040184] [INFO ] [sig ] Generating forecast for: ONTF [2025-10-17T00:01:11.040215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-10-17T00:01:11.049268] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONTF'. [2025-10-17T00:01:11.074267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:11.074973] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-10-17T00:01:11.075027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:11.130232] [INFO ] [sig ] ONTF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:11.267913] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ONTF.txt [2025-10-17T00:01:11.268130] [INFO ] [sig ] [1262/1803] Completed ONTF in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:11.268199] [INFO ] [sig ] [1263/1803] Forecasting OPAD... [2025-10-17T00:01:11.268242] [INFO ] [sig ] Generating forecast for: OPAD [2025-10-17T00:01:11.268275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-10-17T00:01:11.277086] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OPAD'. [2025-10-17T00:01:11.301770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:11.302436] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-10-17T00:01:11.302489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:11.360794] [INFO ] [sig ] OPAD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:11.500549] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/OPAD.txt [2025-10-17T00:01:11.500838] [INFO ] [sig ] [1263/1803] Completed OPAD in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:11.500901] [INFO ] [sig ] [1264/1803] Forecasting OPP... [2025-10-17T00:01:11.500935] [INFO ] [sig ] Generating forecast for: OPP [2025-10-17T00:01:11.500966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-10-17T00:01:11.509340] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OPP'. [2025-10-17T00:01:11.534453] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:11.535169] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-10-17T00:01:11.535222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:11.593416] [INFO ] [sig ] OPP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:11.745014] [INFO ] [LOCAL ] Saved forecast: OPP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/OPP.txt [2025-10-17T00:01:11.745226] [INFO ] [sig ] [1264/1803] Completed OPP in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:11.745267] [INFO ] [sig ] [1265/1803] Forecasting ORC... [2025-10-17T00:01:11.745298] [INFO ] [sig ] Generating forecast for: ORC [2025-10-17T00:01:11.745330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-10-17T00:01:11.753686] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ORC'. [2025-10-17T00:01:11.778955] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:11.779670] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-10-17T00:01:11.779733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:11.844166] [INFO ] [sig ] ORC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:11.983308] [INFO ] [LOCAL ] Saved forecast: ORC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ORC.txt [2025-10-17T00:01:11.983539] [INFO ] [sig ] [1265/1803] Completed ORC in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:11.983598] [INFO ] [sig ] [1266/1803] Forecasting ORN... [2025-10-17T00:01:11.983632] [INFO ] [sig ] Generating forecast for: ORN [2025-10-17T00:01:11.983700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-10-17T00:01:11.992366] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ORN'. [2025-10-17T00:01:12.017815] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:12.018547] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-10-17T00:01:12.018604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:12.075026] [INFO ] [sig ] ORN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:12.217132] [INFO ] [LOCAL ] Saved forecast: ORN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ORN.txt [2025-10-17T00:01:12.217345] [INFO ] [sig ] [1266/1803] Completed ORN in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:12.217388] [INFO ] [sig ] [1267/1803] Forecasting OWLT... [2025-10-17T00:01:12.217418] [INFO ] [sig ] Generating forecast for: OWLT [2025-10-17T00:01:12.217449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'. [2025-10-17T00:01:12.225154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OWLT'. [2025-10-17T00:01:12.251119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:12.251882] [DEBUG] [LOCAL ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt [2025-10-17T00:01:12.251956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:12.307152] [INFO ] [sig ] OWLT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:12.447488] [INFO ] [LOCAL ] Saved forecast: OWLT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/OWLT.txt [2025-10-17T00:01:12.447695] [INFO ] [sig ] [1267/1803] Completed OWLT in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:12.447754] [INFO ] [sig ] [1268/1803] Forecasting PACK... [2025-10-17T00:01:12.447798] [INFO ] [sig ] Generating forecast for: PACK [2025-10-17T00:01:12.447830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-10-17T00:01:12.455713] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PACK'. [2025-10-17T00:01:12.481050] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:12.481769] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-10-17T00:01:12.481824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:12.537199] [INFO ] [sig ] PACK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:12.682799] [INFO ] [LOCAL ] Saved forecast: PACK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PACK.txt [2025-10-17T00:01:12.683031] [INFO ] [sig ] [1268/1803] Completed PACK in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:12.683091] [INFO ] [sig ] [1269/1803] Forecasting PAI... [2025-10-17T00:01:12.683126] [INFO ] [sig ] Generating forecast for: PAI [2025-10-17T00:01:12.683157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'. [2025-10-17T00:01:12.691670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAI'. [2025-10-17T00:01:12.716692] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:12.717347] [DEBUG] [LOCAL ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt [2025-10-17T00:01:12.717400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:12.769272] [INFO ] [sig ] PAI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:12.914085] [INFO ] [LOCAL ] Saved forecast: PAI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PAI.txt [2025-10-17T00:01:12.914313] [INFO ] [sig ] [1269/1803] Completed PAI in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:12.914357] [INFO ] [sig ] [1270/1803] Forecasting PCF... [2025-10-17T00:01:12.914388] [INFO ] [sig ] Generating forecast for: PCF [2025-10-17T00:01:12.914419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-10-17T00:01:12.922598] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCF'. [2025-10-17T00:01:12.948285] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:12.949078] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-10-17T00:01:12.949134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:13.006849] [INFO ] [sig ] PCF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:13.150817] [INFO ] [LOCAL ] Saved forecast: PCF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PCF.txt [2025-10-17T00:01:13.151029] [INFO ] [sig ] [1270/1803] Completed PCF in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:13.151072] [INFO ] [sig ] [1271/1803] Forecasting PCM... [2025-10-17T00:01:13.151102] [INFO ] [sig ] Generating forecast for: PCM [2025-10-17T00:01:13.151134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-10-17T00:01:13.159132] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCM'. [2025-10-17T00:01:13.184191] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:13.184946] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-10-17T00:01:13.185017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:13.239344] [INFO ] [sig ] PCM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:13.384114] [INFO ] [LOCAL ] Saved forecast: PCM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PCM.txt [2025-10-17T00:01:13.384466] [INFO ] [sig ] [1271/1803] Completed PCM in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.2m [2025-10-17T00:01:13.384529] [INFO ] [sig ] [1272/1803] Forecasting PCQ... [2025-10-17T00:01:13.384564] [INFO ] [sig ] Generating forecast for: PCQ [2025-10-17T00:01:13.384596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-10-17T00:01:13.393375] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCQ'. [2025-10-17T00:01:13.419296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:13.420105] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-10-17T00:01:13.420291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:13.467577] [INFO ] [sig ] PCQ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:13.608215] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PCQ.txt [2025-10-17T00:01:13.608484] [INFO ] [sig ] [1272/1803] Completed PCQ in 0.2s | 4.12 sym/s | Total: 5.1m | ETA: 2.1m [2025-10-17T00:01:13.608527] [INFO ] [sig ] [1273/1803] Forecasting PDS... [2025-10-17T00:01:13.608558] [INFO ] [sig ] Generating forecast for: PDS [2025-10-17T00:01:13.608588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-10-17T00:01:13.617117] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDS'. [2025-10-17T00:01:13.642906] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:13.643711] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-10-17T00:01:13.643772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:13.693992] [INFO ] [sig ] PDS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:13.838984] [INFO ] [LOCAL ] Saved forecast: PDS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PDS.txt [2025-10-17T00:01:13.839227] [INFO ] [sig ] [1273/1803] Completed PDS in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:13.839271] [INFO ] [sig ] [1274/1803] Forecasting PDT... [2025-10-17T00:01:13.839303] [INFO ] [sig ] Generating forecast for: PDT [2025-10-17T00:01:13.839336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-10-17T00:01:13.848383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDT'. [2025-10-17T00:01:13.873977] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:13.874768] [DEBUG] [LOCAL ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt [2025-10-17T00:01:13.874824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:13.924540] [INFO ] [sig ] PDT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:14.066170] [INFO ] [LOCAL ] Saved forecast: PDT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PDT.txt [2025-10-17T00:01:14.066397] [INFO ] [sig ] [1274/1803] Completed PDT in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:14.066439] [INFO ] [sig ] [1275/1803] Forecasting PEO... [2025-10-17T00:01:14.066479] [INFO ] [sig ] Generating forecast for: PEO [2025-10-17T00:01:14.066511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-10-17T00:01:14.074541] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PEO'. [2025-10-17T00:01:14.100365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:14.101178] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-10-17T00:01:14.101254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:14.164793] [INFO ] [sig ] PEO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:14.308720] [INFO ] [LOCAL ] Saved forecast: PEO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PEO.txt [2025-10-17T00:01:14.308977] [INFO ] [sig ] [1275/1803] Completed PEO in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:14.309024] [INFO ] [sig ] [1276/1803] Forecasting PERF... [2025-10-17T00:01:14.309057] [INFO ] [sig ] Generating forecast for: PERF [2025-10-17T00:01:14.309089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-10-17T00:01:14.318797] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PERF'. [2025-10-17T00:01:14.346945] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:14.348141] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-10-17T00:01:14.348240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:14.421283] [INFO ] [sig ] PERF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:14.561813] [INFO ] [LOCAL ] Saved forecast: PERF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PERF.txt [2025-10-17T00:01:14.562036] [INFO ] [sig ] [1276/1803] Completed PERF in 0.3s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:14.562079] [INFO ] [sig ] [1277/1803] Forecasting PFD... [2025-10-17T00:01:14.562110] [INFO ] [sig ] Generating forecast for: PFD [2025-10-17T00:01:14.562141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-10-17T00:01:14.570938] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFD'. [2025-10-17T00:01:14.596160] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:14.596965] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-10-17T00:01:14.597021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:14.652520] [INFO ] [sig ] PFD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:14.791240] [INFO ] [LOCAL ] Saved forecast: PFD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PFD.txt [2025-10-17T00:01:14.791437] [INFO ] [sig ] [1277/1803] Completed PFD in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:14.791478] [INFO ] [sig ] [1278/1803] Forecasting PFL... [2025-10-17T00:01:14.791508] [INFO ] [sig ] Generating forecast for: PFL [2025-10-17T00:01:14.791538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-10-17T00:01:14.799968] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFL'. [2025-10-17T00:01:14.825379] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:14.826131] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-10-17T00:01:14.826204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:14.885242] [INFO ] [sig ] PFL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:15.024069] [INFO ] [LOCAL ] Saved forecast: PFL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PFL.txt [2025-10-17T00:01:15.024269] [INFO ] [sig ] [1278/1803] Completed PFL in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:15.024311] [INFO ] [sig ] [1279/1803] Forecasting PFN... [2025-10-17T00:01:15.024341] [INFO ] [sig ] Generating forecast for: PFN [2025-10-17T00:01:15.024372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-10-17T00:01:15.032666] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFN'. [2025-10-17T00:01:15.057988] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:15.058759] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-10-17T00:01:15.058815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:15.114298] [INFO ] [sig ] PFN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:15.253158] [INFO ] [LOCAL ] Saved forecast: PFN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PFN.txt [2025-10-17T00:01:15.253359] [INFO ] [sig ] [1279/1803] Completed PFN in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:15.253401] [INFO ] [sig ] [1280/1803] Forecasting PFO... [2025-10-17T00:01:15.253430] [INFO ] [sig ] Generating forecast for: PFO [2025-10-17T00:01:15.253461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-10-17T00:01:15.261410] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFO'. [2025-10-17T00:01:15.286326] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:15.287031] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-10-17T00:01:15.287084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:15.342818] [INFO ] [sig ] PFO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:15.481835] [INFO ] [LOCAL ] Saved forecast: PFO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PFO.txt [2025-10-17T00:01:15.482040] [INFO ] [sig ] [1280/1803] Completed PFO in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:15.482083] [INFO ] [sig ] [1281/1803] Forecasting PGP... [2025-10-17T00:01:15.482113] [INFO ] [sig ] Generating forecast for: PGP [2025-10-17T00:01:15.482143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-10-17T00:01:15.490035] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PGP'. [2025-10-17T00:01:15.515004] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:15.515770] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-10-17T00:01:15.515825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:15.569144] [INFO ] [sig ] PGP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:15.710610] [INFO ] [LOCAL ] Saved forecast: PGP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PGP.txt [2025-10-17T00:01:15.710848] [INFO ] [sig ] [1281/1803] Completed PGP in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:15.710907] [INFO ] [sig ] [1282/1803] Forecasting PGRE... [2025-10-17T00:01:15.710940] [INFO ] [sig ] Generating forecast for: PGRE [2025-10-17T00:01:15.710971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-10-17T00:01:15.719101] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PGRE'. [2025-10-17T00:01:15.743952] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:15.744635] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-10-17T00:01:15.744715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:15.798580] [INFO ] [sig ] PGRE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:15.944878] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PGRE.txt [2025-10-17T00:01:15.945086] [INFO ] [sig ] [1282/1803] Completed PGRE in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:15.945127] [INFO ] [sig ] [1283/1803] Forecasting PGZ... [2025-10-17T00:01:15.945158] [INFO ] [sig ] Generating forecast for: PGZ [2025-10-17T00:01:15.945188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-10-17T00:01:15.953366] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PGZ'. [2025-10-17T00:01:15.977957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:15.978684] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-10-17T00:01:15.978739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:16.032501] [INFO ] [sig ] PGZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:16.170512] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PGZ.txt [2025-10-17T00:01:16.170738] [INFO ] [sig ] [1283/1803] Completed PGZ in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:16.170798] [INFO ] [sig ] [1284/1803] Forecasting PHI... [2025-10-17T00:01:16.170832] [INFO ] [sig ] Generating forecast for: PHI [2025-10-17T00:01:16.170863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-10-17T00:01:16.179103] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHI'. [2025-10-17T00:01:16.203681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:16.204354] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-10-17T00:01:16.204408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:16.258314] [INFO ] [sig ] PHI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:16.396821] [INFO ] [LOCAL ] Saved forecast: PHI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PHI.txt [2025-10-17T00:01:16.397027] [INFO ] [sig ] [1284/1803] Completed PHI in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:16.397069] [INFO ] [sig ] [1285/1803] Forecasting PHK... [2025-10-17T00:01:16.397100] [INFO ] [sig ] Generating forecast for: PHK [2025-10-17T00:01:16.397178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-10-17T00:01:16.405246] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHK'. [2025-10-17T00:01:16.430096] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:16.430813] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-10-17T00:01:16.430953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:16.483367] [INFO ] [sig ] PHK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:16.622484] [INFO ] [LOCAL ] Saved forecast: PHK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PHK.txt [2025-10-17T00:01:16.622731] [INFO ] [sig ] [1285/1803] Completed PHK in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:16.622798] [INFO ] [sig ] [1286/1803] Forecasting PIM... [2025-10-17T00:01:16.622832] [INFO ] [sig ] Generating forecast for: PIM [2025-10-17T00:01:16.622863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-10-17T00:01:16.630735] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PIM'. [2025-10-17T00:01:16.655685] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:16.656429] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-10-17T00:01:16.656483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:16.709451] [INFO ] [sig ] PIM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:16.852892] [INFO ] [LOCAL ] Saved forecast: PIM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PIM.txt [2025-10-17T00:01:16.853113] [INFO ] [sig ] [1286/1803] Completed PIM in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:16.853157] [INFO ] [sig ] [1287/1803] Forecasting PINE... [2025-10-17T00:01:16.853188] [INFO ] [sig ] Generating forecast for: PINE [2025-10-17T00:01:16.853218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-10-17T00:01:16.862211] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PINE'. [2025-10-17T00:01:16.889149] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:16.889927] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-10-17T00:01:16.889981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:16.944289] [INFO ] [sig ] PINE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:17.081809] [INFO ] [LOCAL ] Saved forecast: PINE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PINE.txt [2025-10-17T00:01:17.081995] [INFO ] [sig ] [1287/1803] Completed PINE in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:17.082037] [INFO ] [sig ] [1288/1803] Forecasting PKE... [2025-10-17T00:01:17.082067] [INFO ] [sig ] Generating forecast for: PKE [2025-10-17T00:01:17.082098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-10-17T00:01:17.090985] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PKE'. [2025-10-17T00:01:17.115540] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:17.116223] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-10-17T00:01:17.116306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:17.174219] [INFO ] [sig ] PKE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:17.311394] [INFO ] [LOCAL ] Saved forecast: PKE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PKE.txt [2025-10-17T00:01:17.311579] [INFO ] [sig ] [1288/1803] Completed PKE in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:17.311629] [INFO ] [sig ] [1289/1803] Forecasting PML... [2025-10-17T00:01:17.311697] [INFO ] [sig ] Generating forecast for: PML [2025-10-17T00:01:17.311740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-10-17T00:01:17.320472] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PML'. [2025-10-17T00:01:17.345008] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:17.345681] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-10-17T00:01:17.345737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:17.405323] [INFO ] [sig ] PML: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:17.542608] [INFO ] [LOCAL ] Saved forecast: PML 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PML.txt [2025-10-17T00:01:17.542822] [INFO ] [sig ] [1289/1803] Completed PML in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:17.542874] [INFO ] [sig ] [1290/1803] Forecasting PMM... [2025-10-17T00:01:17.542906] [INFO ] [sig ] Generating forecast for: PMM [2025-10-17T00:01:17.542936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-10-17T00:01:17.551131] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PMM'. [2025-10-17T00:01:17.575921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:17.576587] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-10-17T00:01:17.576659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:17.632208] [INFO ] [sig ] PMM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:17.769747] [INFO ] [LOCAL ] Saved forecast: PMM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PMM.txt [2025-10-17T00:01:17.769930] [INFO ] [sig ] [1290/1803] Completed PMM in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:17.769974] [INFO ] [sig ] [1291/1803] Forecasting PMO... [2025-10-17T00:01:17.770008] [INFO ] [sig ] Generating forecast for: PMO [2025-10-17T00:01:17.770039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-10-17T00:01:17.778559] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PMO'. [2025-10-17T00:01:17.803199] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:17.803963] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-10-17T00:01:17.804017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:17.865379] [INFO ] [sig ] PMO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:18.003130] [INFO ] [LOCAL ] Saved forecast: PMO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PMO.txt [2025-10-17T00:01:18.003322] [INFO ] [sig ] [1291/1803] Completed PMO in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:18.003362] [INFO ] [sig ] [1292/1803] Forecasting PNI... [2025-10-17T00:01:18.003392] [INFO ] [sig ] Generating forecast for: PNI [2025-10-17T00:01:18.003423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-10-17T00:01:18.011798] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PNI'. [2025-10-17T00:01:18.036381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:18.037089] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-10-17T00:01:18.037142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:18.097167] [INFO ] [sig ] PNI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:18.234001] [INFO ] [LOCAL ] Saved forecast: PNI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PNI.txt [2025-10-17T00:01:18.234200] [INFO ] [sig ] [1292/1803] Completed PNI in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:18.234241] [INFO ] [sig ] [1293/1803] Forecasting PNNT... [2025-10-17T00:01:18.234271] [INFO ] [sig ] Generating forecast for: PNNT [2025-10-17T00:01:18.234301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'. [2025-10-17T00:01:18.244234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PNNT'. [2025-10-17T00:01:18.268887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:18.269542] [DEBUG] [LOCAL ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt [2025-10-17T00:01:18.269594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:18.332828] [INFO ] [sig ] PNNT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:18.471723] [INFO ] [LOCAL ] Saved forecast: PNNT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PNNT.txt [2025-10-17T00:01:18.471940] [INFO ] [sig ] [1293/1803] Completed PNNT in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:18.471982] [INFO ] [sig ] [1294/1803] Forecasting PPT... [2025-10-17T00:01:18.472012] [INFO ] [sig ] Generating forecast for: PPT [2025-10-17T00:01:18.472042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'. [2025-10-17T00:01:18.481517] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PPT'. [2025-10-17T00:01:18.507723] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:18.508547] [DEBUG] [LOCAL ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt [2025-10-17T00:01:18.508605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:18.571345] [INFO ] [sig ] PPT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:18.711376] [INFO ] [LOCAL ] Saved forecast: PPT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PPT.txt [2025-10-17T00:01:18.711632] [INFO ] [sig ] [1294/1803] Completed PPT in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:18.711710] [INFO ] [sig ] [1295/1803] Forecasting PRCS... [2025-10-17T00:01:18.711749] [INFO ] [sig ] Generating forecast for: PRCS [2025-10-17T00:01:18.711781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCS' from 'https://tdm.silogroup.org/data/derivative_storage/PRCS.csv'. [2025-10-17T00:01:18.720408] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'PRCS'. [2025-10-17T00:01:18.745747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:18.746519] [DEBUG] [LOCAL ] No optimal features file found for PRCS: ./output/feature-sets/PRCS.txt [2025-10-17T00:01:18.746575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:18.807241] [INFO ] [sig ] PRCS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:18.947363] [INFO ] [LOCAL ] Saved forecast: PRCS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PRCS.txt [2025-10-17T00:01:18.947611] [INFO ] [sig ] [1295/1803] Completed PRCS in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:18.947689] [INFO ] [sig ] [1296/1803] Forecasting PRH... [2025-10-17T00:01:18.947738] [INFO ] [sig ] Generating forecast for: PRH [2025-10-17T00:01:18.947771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-10-17T00:01:18.956850] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRH'. [2025-10-17T00:01:18.982307] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:18.983029] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-10-17T00:01:18.983083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:19.043765] [INFO ] [sig ] PRH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:19.184384] [INFO ] [LOCAL ] Saved forecast: PRH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PRH.txt [2025-10-17T00:01:19.184614] [INFO ] [sig ] [1296/1803] Completed PRH in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.1m [2025-10-17T00:01:19.184683] [INFO ] [sig ] [1297/1803] Forecasting PRT... [2025-10-17T00:01:19.184731] [INFO ] [sig ] Generating forecast for: PRT [2025-10-17T00:01:19.184763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'. [2025-10-17T00:01:19.193309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRT'. [2025-10-17T00:01:19.217892] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:19.218584] [DEBUG] [LOCAL ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt [2025-10-17T00:01:19.218638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:19.278321] [INFO ] [sig ] PRT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:19.420428] [INFO ] [LOCAL ] Saved forecast: PRT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PRT.txt [2025-10-17T00:01:19.420666] [INFO ] [sig ] [1297/1803] Completed PRT in 0.2s | 4.12 sym/s | Total: 5.2m | ETA: 2.0m [2025-10-17T00:01:19.420757] [INFO ] [sig ] [1298/1803] Forecasting PSBD... [2025-10-17T00:01:19.420797] [INFO ] [sig ] Generating forecast for: PSBD [2025-10-17T00:01:19.420829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'. [2025-10-17T00:01:19.429866] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSBD'. [2025-10-17T00:01:19.454587] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:19.455277] [DEBUG] [LOCAL ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt [2025-10-17T00:01:19.455330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:19.515302] [INFO ] [sig ] PSBD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:19.669677] [INFO ] [LOCAL ] Saved forecast: PSBD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PSBD.txt [2025-10-17T00:01:19.669946] [INFO ] [sig ] [1298/1803] Completed PSBD in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:19.669990] [INFO ] [sig ] [1299/1803] Forecasting PSF... [2025-10-17T00:01:19.670022] [INFO ] [sig ] Generating forecast for: PSF [2025-10-17T00:01:19.670053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-10-17T00:01:19.679330] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSF'. [2025-10-17T00:01:19.705462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:19.706229] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-10-17T00:01:19.706283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:19.763256] [INFO ] [sig ] PSF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:19.904130] [INFO ] [LOCAL ] Saved forecast: PSF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/PSF.txt [2025-10-17T00:01:19.904381] [INFO ] [sig ] [1299/1803] Completed PSF in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:19.904423] [INFO ] [sig ] [1300/1803] Forecasting PSQH... [2025-10-17T00:01:19.904453] [INFO ] [sig ] Generating forecast for: PSQH [2025-10-17T00:01:19.904484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-10-17T00:01:19.913500] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSQH'. [2025-10-17T00:01:19.938859] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:19.939532] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-10-17T00:01:19.939586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:19.996977] [INFO ] [sig ] PSQH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:20.137782] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PSQH.txt [2025-10-17T00:01:20.138013] [INFO ] [sig ] [1300/1803] Completed PSQH in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:20.138055] [INFO ] [sig ] [1301/1803] Forecasting PVL... [2025-10-17T00:01:20.138085] [INFO ] [sig ] Generating forecast for: PVL [2025-10-17T00:01:20.138116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-10-17T00:01:20.146400] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PVL'. [2025-10-17T00:01:20.171537] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:20.172273] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-10-17T00:01:20.172327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:20.231720] [INFO ] [sig ] PVL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:20.370418] [INFO ] [LOCAL ] Saved forecast: PVL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/PVL.txt [2025-10-17T00:01:20.370624] [INFO ] [sig ] [1301/1803] Completed PVL in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:20.370697] [INFO ] [sig ] [1302/1803] Forecasting QD... [2025-10-17T00:01:20.370742] [INFO ] [sig ] Generating forecast for: QD [2025-10-17T00:01:20.370773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-10-17T00:01:20.379280] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QD'. [2025-10-17T00:01:20.403909] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:20.404669] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-10-17T00:01:20.404728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:20.468502] [INFO ] [sig ] QD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:20.608507] [INFO ] [LOCAL ] Saved forecast: QD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/QD.txt [2025-10-17T00:01:20.608761] [INFO ] [sig ] [1302/1803] Completed QD in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:20.608821] [INFO ] [sig ] [1303/1803] Forecasting QUAD... [2025-10-17T00:01:20.608856] [INFO ] [sig ] Generating forecast for: QUAD [2025-10-17T00:01:20.608887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-10-17T00:01:20.617481] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QUAD'. [2025-10-17T00:01:20.642057] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:20.642742] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-10-17T00:01:20.642798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:20.705922] [INFO ] [sig ] QUAD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:20.843878] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/QUAD.txt [2025-10-17T00:01:20.844070] [INFO ] [sig ] [1303/1803] Completed QUAD in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:20.844111] [INFO ] [sig ] [1304/1803] Forecasting QVCD... [2025-10-17T00:01:20.844142] [INFO ] [sig ] Generating forecast for: QVCD [2025-10-17T00:01:20.844173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'. [2025-10-17T00:01:20.852504] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QVCD'. [2025-10-17T00:01:20.876974] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:20.877622] [DEBUG] [LOCAL ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt [2025-10-17T00:01:20.877701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:20.938574] [INFO ] [sig ] QVCD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:21.076372] [INFO ] [LOCAL ] Saved forecast: QVCD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/QVCD.txt [2025-10-17T00:01:21.076590] [INFO ] [sig ] [1304/1803] Completed QVCD in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:21.076632] [INFO ] [sig ] [1305/1803] Forecasting RBOT... [2025-10-17T00:01:21.076700] [INFO ] [sig ] Generating forecast for: RBOT [2025-10-17T00:01:21.076742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'. [2025-10-17T00:01:21.085069] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RBOT'. [2025-10-17T00:01:21.109708] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:21.110371] [DEBUG] [LOCAL ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt [2025-10-17T00:01:21.110424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:21.173126] [INFO ] [sig ] RBOT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:21.313138] [INFO ] [LOCAL ] Saved forecast: RBOT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/RBOT.txt [2025-10-17T00:01:21.313347] [INFO ] [sig ] [1305/1803] Completed RBOT in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:21.313389] [INFO ] [sig ] [1306/1803] Forecasting RC... [2025-10-17T00:01:21.313419] [INFO ] [sig ] Generating forecast for: RC [2025-10-17T00:01:21.313450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-10-17T00:01:21.321984] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RC'. [2025-10-17T00:01:21.346508] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:21.347186] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-10-17T00:01:21.347239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:21.411094] [INFO ] [sig ] RC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:21.550020] [INFO ] [LOCAL ] Saved forecast: RC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/RC.txt [2025-10-17T00:01:21.550227] [INFO ] [sig ] [1306/1803] Completed RC in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:21.550269] [INFO ] [sig ] [1307/1803] Forecasting RCS... [2025-10-17T00:01:21.550300] [INFO ] [sig ] Generating forecast for: RCS [2025-10-17T00:01:21.550332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-10-17T00:01:21.560315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RCS'. [2025-10-17T00:01:21.584861] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:21.585507] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-10-17T00:01:21.585560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:21.648260] [INFO ] [sig ] RCS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:21.786425] [INFO ] [LOCAL ] Saved forecast: RCS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RCS.txt [2025-10-17T00:01:21.786608] [INFO ] [sig ] [1307/1803] Completed RCS in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:21.786673] [INFO ] [sig ] [1308/1803] Forecasting RERE... [2025-10-17T00:01:21.786724] [INFO ] [sig ] Generating forecast for: RERE [2025-10-17T00:01:21.786758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-10-17T00:01:21.795366] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RERE'. [2025-10-17T00:01:21.820416] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:21.821123] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-10-17T00:01:21.821179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:21.887925] [INFO ] [sig ] RERE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:22.025556] [INFO ] [LOCAL ] Saved forecast: RERE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RERE.txt [2025-10-17T00:01:22.025777] [INFO ] [sig ] [1308/1803] Completed RERE in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:22.025838] [INFO ] [sig ] [1309/1803] Forecasting RES... [2025-10-17T00:01:22.025872] [INFO ] [sig ] Generating forecast for: RES [2025-10-17T00:01:22.025904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-10-17T00:01:22.035297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RES'. [2025-10-17T00:01:22.059773] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:22.060464] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-10-17T00:01:22.060519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:22.121853] [INFO ] [sig ] RES: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:22.259951] [INFO ] [LOCAL ] Saved forecast: RES 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/RES.txt [2025-10-17T00:01:22.260216] [INFO ] [sig ] [1309/1803] Completed RES in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:22.260259] [INFO ] [sig ] [1310/1803] Forecasting RFI... [2025-10-17T00:01:22.260289] [INFO ] [sig ] Generating forecast for: RFI [2025-10-17T00:01:22.260321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-10-17T00:01:22.270008] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFI'. [2025-10-17T00:01:22.295498] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:22.296278] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-10-17T00:01:22.296331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:22.360548] [INFO ] [sig ] RFI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:22.498028] [INFO ] [LOCAL ] Saved forecast: RFI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RFI.txt [2025-10-17T00:01:22.498293] [INFO ] [sig ] [1310/1803] Completed RFI in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:22.498354] [INFO ] [sig ] [1311/1803] Forecasting RFL... [2025-10-17T00:01:22.498387] [INFO ] [sig ] Generating forecast for: RFL [2025-10-17T00:01:22.498417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-10-17T00:01:22.508190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFL'. [2025-10-17T00:01:22.536561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:22.537336] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-10-17T00:01:22.537393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:22.614755] [INFO ] [sig ] RFL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:22.783925] [INFO ] [LOCAL ] Saved forecast: RFL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RFL.txt [2025-10-17T00:01:22.784249] [INFO ] [sig ] [1311/1803] Completed RFL in 0.3s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:22.784307] [INFO ] [sig ] [1312/1803] Forecasting RFM... [2025-10-17T00:01:22.784342] [INFO ] [sig ] Generating forecast for: RFM [2025-10-17T00:01:22.784379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-10-17T00:01:22.794170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFM'. [2025-10-17T00:01:22.823942] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:22.824750] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-10-17T00:01:22.824806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:22.896606] [INFO ] [sig ] RFM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:23.034245] [INFO ] [LOCAL ] Saved forecast: RFM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RFM.txt [2025-10-17T00:01:23.034502] [INFO ] [sig ] [1312/1803] Completed RFM in 0.3s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:23.034544] [INFO ] [sig ] [1313/1803] Forecasting RFMZ... [2025-10-17T00:01:23.034574] [INFO ] [sig ] Generating forecast for: RFMZ [2025-10-17T00:01:23.034604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-10-17T00:01:23.044427] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFMZ'. [2025-10-17T00:01:23.069238] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:23.069976] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-10-17T00:01:23.070030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:23.134476] [INFO ] [sig ] RFMZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:23.271901] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RFMZ.txt [2025-10-17T00:01:23.272123] [INFO ] [sig ] [1313/1803] Completed RFMZ in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:23.272166] [INFO ] [sig ] [1314/1803] Forecasting RGT... [2025-10-17T00:01:23.272198] [INFO ] [sig ] Generating forecast for: RGT [2025-10-17T00:01:23.272228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'. [2025-10-17T00:01:23.280295] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'RGT'. [2025-10-17T00:01:23.305355] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:23.306110] [DEBUG] [LOCAL ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt [2025-10-17T00:01:23.306164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:23.367953] [INFO ] [sig ] RGT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:23.504886] [INFO ] [LOCAL ] Saved forecast: RGT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RGT.txt [2025-10-17T00:01:23.505122] [INFO ] [sig ] [1314/1803] Completed RGT in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:23.505165] [INFO ] [sig ] [1315/1803] Forecasting RIG... [2025-10-17T00:01:23.505195] [INFO ] [sig ] Generating forecast for: RIG [2025-10-17T00:01:23.505226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-10-17T00:01:23.514700] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RIG'. [2025-10-17T00:01:23.539556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:23.540289] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-10-17T00:01:23.540344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:23.604908] [INFO ] [sig ] RIG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:23.743209] [INFO ] [LOCAL ] Saved forecast: RIG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RIG.txt [2025-10-17T00:01:23.743497] [INFO ] [sig ] [1315/1803] Completed RIG in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:23.743541] [INFO ] [sig ] [1316/1803] Forecasting RLTY... [2025-10-17T00:01:23.743572] [INFO ] [sig ] Generating forecast for: RLTY [2025-10-17T00:01:23.743603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-10-17T00:01:23.752606] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RLTY'. [2025-10-17T00:01:23.778014] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:23.778790] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-10-17T00:01:23.778845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:23.843074] [INFO ] [sig ] RLTY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:23.980478] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RLTY.txt [2025-10-17T00:01:23.980723] [INFO ] [sig ] [1316/1803] Completed RLTY in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:23.980784] [INFO ] [sig ] [1317/1803] Forecasting RLX... [2025-10-17T00:01:23.980817] [INFO ] [sig ] Generating forecast for: RLX [2025-10-17T00:01:23.980848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-10-17T00:01:23.990245] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RLX'. [2025-10-17T00:01:24.015158] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:24.015874] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-10-17T00:01:24.015929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:24.072515] [INFO ] [sig ] RLX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:24.214996] [INFO ] [LOCAL ] Saved forecast: RLX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RLX.txt [2025-10-17T00:01:24.215278] [INFO ] [sig ] [1317/1803] Completed RLX in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:24.215328] [INFO ] [sig ] [1318/1803] Forecasting RM... [2025-10-17T00:01:24.215360] [INFO ] [sig ] Generating forecast for: RM [2025-10-17T00:01:24.215392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-10-17T00:01:24.224631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RM'. [2025-10-17T00:01:24.249566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:24.250361] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-10-17T00:01:24.250415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:24.309670] [INFO ] [sig ] RM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:24.462949] [INFO ] [LOCAL ] Saved forecast: RM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RM.txt [2025-10-17T00:01:24.463250] [INFO ] [sig ] [1318/1803] Completed RM in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:24.463314] [INFO ] [sig ] [1319/1803] Forecasting RMMZ... [2025-10-17T00:01:24.463371] [INFO ] [sig ] Generating forecast for: RMMZ [2025-10-17T00:01:24.463439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-10-17T00:01:24.473897] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMMZ'. [2025-10-17T00:01:24.499398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:24.500265] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-10-17T00:01:24.500322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:24.558094] [INFO ] [sig ] RMMZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:24.698332] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RMMZ.txt [2025-10-17T00:01:24.698564] [INFO ] [sig ] [1319/1803] Completed RMMZ in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:24.698607] [INFO ] [sig ] [1320/1803] Forecasting RMT... [2025-10-17T00:01:24.698639] [INFO ] [sig ] Generating forecast for: RMT [2025-10-17T00:01:24.698712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'. [2025-10-17T00:01:24.707160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMT'. [2025-10-17T00:01:24.731939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:24.732660] [DEBUG] [LOCAL ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt [2025-10-17T00:01:24.732720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:24.793228] [INFO ] [sig ] RMT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:24.947479] [INFO ] [LOCAL ] Saved forecast: RMT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/RMT.txt [2025-10-17T00:01:24.947739] [INFO ] [sig ] [1320/1803] Completed RMT in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 2.0m [2025-10-17T00:01:24.947802] [INFO ] [sig ] [1321/1803] Forecasting RNP... [2025-10-17T00:01:24.947836] [INFO ] [sig ] Generating forecast for: RNP [2025-10-17T00:01:24.947869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-10-17T00:01:24.956705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RNP'. [2025-10-17T00:01:24.982087] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:24.982903] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-10-17T00:01:24.982958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:25.041195] [INFO ] [sig ] RNP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:25.181011] [INFO ] [LOCAL ] Saved forecast: RNP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RNP.txt [2025-10-17T00:01:25.181218] [INFO ] [sig ] [1321/1803] Completed RNP in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-17T00:01:25.181259] [INFO ] [sig ] [1322/1803] Forecasting RPT... [2025-10-17T00:01:25.181289] [INFO ] [sig ] Generating forecast for: RPT [2025-10-17T00:01:25.181320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'. [2025-10-17T00:01:25.189906] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RPT'. [2025-10-17T00:01:25.214700] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:25.215373] [DEBUG] [LOCAL ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt [2025-10-17T00:01:25.215427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:25.271018] [INFO ] [sig ] RPT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:25.427524] [INFO ] [LOCAL ] Saved forecast: RPT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RPT.txt [2025-10-17T00:01:25.427772] [INFO ] [sig ] [1322/1803] Completed RPT in 0.2s | 4.12 sym/s | Total: 5.3m | ETA: 1.9m [2025-10-17T00:01:25.427833] [INFO ] [sig ] [1323/1803] Forecasting RSF... [2025-10-17T00:01:25.427866] [INFO ] [sig ] Generating forecast for: RSF [2025-10-17T00:01:25.427898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'. [2025-10-17T00:01:25.436354] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RSF'. [2025-10-17T00:01:25.461316] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:25.462040] [DEBUG] [LOCAL ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt [2025-10-17T00:01:25.462094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:25.521440] [INFO ] [sig ] RSF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:25.662221] [INFO ] [LOCAL ] Saved forecast: RSF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/RSF.txt [2025-10-17T00:01:25.662429] [INFO ] [sig ] [1323/1803] Completed RSF in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:25.662469] [INFO ] [sig ] [1324/1803] Forecasting RSKD... [2025-10-17T00:01:25.662499] [INFO ] [sig ] Generating forecast for: RSKD [2025-10-17T00:01:25.662531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-10-17T00:01:25.671296] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RSKD'. [2025-10-17T00:01:25.696178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:25.696928] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-10-17T00:01:25.696982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:25.753539] [INFO ] [sig ] RSKD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:25.892991] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/RSKD.txt [2025-10-17T00:01:25.893251] [INFO ] [sig ] [1324/1803] Completed RSKD in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:25.893313] [INFO ] [sig ] [1325/1803] Forecasting RWT... [2025-10-17T00:01:25.893347] [INFO ] [sig ] Generating forecast for: RWT [2025-10-17T00:01:25.893380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'. [2025-10-17T00:01:25.902301] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RWT'. [2025-10-17T00:01:25.927896] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:25.928753] [DEBUG] [LOCAL ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt [2025-10-17T00:01:25.928820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:25.998368] [INFO ] [sig ] RWT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:26.138103] [INFO ] [LOCAL ] Saved forecast: RWT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RWT.txt [2025-10-17T00:01:26.138357] [INFO ] [sig ] [1325/1803] Completed RWT in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:26.138410] [INFO ] [sig ] [1326/1803] Forecasting RZC... [2025-10-17T00:01:26.138442] [INFO ] [sig ] Generating forecast for: RZC [2025-10-17T00:01:26.138473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-10-17T00:01:26.146971] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RZC'. [2025-10-17T00:01:26.172121] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:26.172844] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-10-17T00:01:26.172898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:26.234826] [INFO ] [sig ] RZC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:26.375893] [INFO ] [LOCAL ] Saved forecast: RZC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/RZC.txt [2025-10-17T00:01:26.376123] [INFO ] [sig ] [1326/1803] Completed RZC in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:26.376166] [INFO ] [sig ] [1327/1803] Forecasting S... [2025-10-17T00:01:26.376196] [INFO ] [sig ] Generating forecast for: S [2025-10-17T00:01:26.376226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-10-17T00:01:26.384990] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'S'. [2025-10-17T00:01:26.410085] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:26.410794] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-10-17T00:01:26.410848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:26.472572] [INFO ] [sig ] S: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:26.610678] [INFO ] [LOCAL ] Saved forecast: S 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/S.txt [2025-10-17T00:01:26.610899] [INFO ] [sig ] [1327/1803] Completed S in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:26.610941] [INFO ] [sig ] [1328/1803] Forecasting SA... [2025-10-17T00:01:26.610972] [INFO ] [sig ] Generating forecast for: SA [2025-10-17T00:01:26.611003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-10-17T00:01:26.620322] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SA'. [2025-10-17T00:01:26.644938] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:26.645628] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-10-17T00:01:26.645706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:26.704223] [INFO ] [sig ] SA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:26.843259] [INFO ] [LOCAL ] Saved forecast: SA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SA.txt [2025-10-17T00:01:26.843465] [INFO ] [sig ] [1328/1803] Completed SA in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:26.843506] [INFO ] [sig ] [1329/1803] Forecasting SABA... [2025-10-17T00:01:26.843538] [INFO ] [sig ] Generating forecast for: SABA [2025-10-17T00:01:26.843569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'. [2025-10-17T00:01:26.851948] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SABA'. [2025-10-17T00:01:26.876939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:26.877609] [DEBUG] [LOCAL ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt [2025-10-17T00:01:26.877685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:26.935895] [INFO ] [sig ] SABA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:27.096502] [INFO ] [LOCAL ] Saved forecast: SABA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SABA.txt [2025-10-17T00:01:27.096776] [INFO ] [sig ] [1329/1803] Completed SABA in 0.3s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:27.096839] [INFO ] [sig ] [1330/1803] Forecasting SAFE... [2025-10-17T00:01:27.096873] [INFO ] [sig ] Generating forecast for: SAFE [2025-10-17T00:01:27.096905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-10-17T00:01:27.105919] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAFE'. [2025-10-17T00:01:27.131307] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:27.132041] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-10-17T00:01:27.132095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:27.194379] [INFO ] [sig ] SAFE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:27.332464] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SAFE.txt [2025-10-17T00:01:27.332739] [INFO ] [sig ] [1330/1803] Completed SAFE in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:27.332801] [INFO ] [sig ] [1331/1803] Forecasting SAH... [2025-10-17T00:01:27.332834] [INFO ] [sig ] Generating forecast for: SAH [2025-10-17T00:01:27.332866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-10-17T00:01:27.341553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAH'. [2025-10-17T00:01:27.367732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:27.368575] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-10-17T00:01:27.368631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:27.425998] [INFO ] [sig ] SAH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:27.566564] [INFO ] [LOCAL ] Saved forecast: SAH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SAH.txt [2025-10-17T00:01:27.566876] [INFO ] [sig ] [1331/1803] Completed SAH in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:27.566933] [INFO ] [sig ] [1332/1803] Forecasting SAM... [2025-10-17T00:01:27.566966] [INFO ] [sig ] Generating forecast for: SAM [2025-10-17T00:01:27.566998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-10-17T00:01:27.575824] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAM'. [2025-10-17T00:01:27.601847] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:27.602687] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-10-17T00:01:27.602751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:27.660410] [INFO ] [sig ] SAM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:27.862716] [INFO ] [LOCAL ] Saved forecast: SAM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SAM.txt [2025-10-17T00:01:27.862965] [INFO ] [sig ] [1332/1803] Completed SAM in 0.3s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:27.863011] [INFO ] [sig ] [1333/1803] Forecasting SAN... [2025-10-17T00:01:27.863042] [INFO ] [sig ] Generating forecast for: SAN [2025-10-17T00:01:27.863072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-10-17T00:01:27.873421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAN'. [2025-10-17T00:01:27.901573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:27.902412] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-10-17T00:01:27.902468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:27.972579] [INFO ] [sig ] SAN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:28.123780] [INFO ] [LOCAL ] Saved forecast: SAN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SAN.txt [2025-10-17T00:01:28.124063] [INFO ] [sig ] [1333/1803] Completed SAN in 0.3s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:28.124140] [INFO ] [sig ] [1334/1803] Forecasting SAND... [2025-10-17T00:01:28.124191] [INFO ] [sig ] Generating forecast for: SAND [2025-10-17T00:01:28.124238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'. [2025-10-17T00:01:28.133164] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAND'. [2025-10-17T00:01:28.159365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:28.160233] [DEBUG] [LOCAL ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt [2025-10-17T00:01:28.160298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:28.220757] [INFO ] [sig ] SAND: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:28.382782] [INFO ] [LOCAL ] Saved forecast: SAND 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SAND.txt [2025-10-17T00:01:28.383028] [INFO ] [sig ] [1334/1803] Completed SAND in 0.3s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:28.383090] [INFO ] [sig ] [1335/1803] Forecasting SAP... [2025-10-17T00:01:28.383125] [INFO ] [sig ] Generating forecast for: SAP [2025-10-17T00:01:28.383157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-10-17T00:01:28.392176] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAP'. [2025-10-17T00:01:28.421374] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:28.422192] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-10-17T00:01:28.422247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:28.477087] [INFO ] [sig ] SAP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:28.625945] [INFO ] [LOCAL ] Saved forecast: SAP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SAP.txt [2025-10-17T00:01:28.626185] [INFO ] [sig ] [1335/1803] Completed SAP in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:28.626248] [INFO ] [sig ] [1336/1803] Forecasting SAR... [2025-10-17T00:01:28.626282] [INFO ] [sig ] Generating forecast for: SAR [2025-10-17T00:01:28.626314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'. [2025-10-17T00:01:28.634733] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAR'. [2025-10-17T00:01:28.664598] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:28.665361] [DEBUG] [LOCAL ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt [2025-10-17T00:01:28.665418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:28.723352] [INFO ] [sig ] SAR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:28.875864] [INFO ] [LOCAL ] Saved forecast: SAR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SAR.txt [2025-10-17T00:01:28.876111] [INFO ] [sig ] [1336/1803] Completed SAR in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:28.876156] [INFO ] [sig ] [1337/1803] Forecasting SARO... [2025-10-17T00:01:28.876185] [INFO ] [sig ] Generating forecast for: SARO [2025-10-17T00:01:28.876217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'. [2025-10-17T00:01:28.885395] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SARO'. [2025-10-17T00:01:28.910384] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:28.911106] [DEBUG] [LOCAL ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt [2025-10-17T00:01:28.911160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:28.966975] [INFO ] [sig ] SARO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:29.106434] [INFO ] [LOCAL ] Saved forecast: SARO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SARO.txt [2025-10-17T00:01:29.106639] [INFO ] [sig ] [1337/1803] Completed SARO in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:29.106721] [INFO ] [sig ] [1338/1803] Forecasting SB... [2025-10-17T00:01:29.106754] [INFO ] [sig ] Generating forecast for: SB [2025-10-17T00:01:29.106785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-10-17T00:01:29.115486] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SB'. [2025-10-17T00:01:29.140834] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:29.141689] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-10-17T00:01:29.141746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:29.197116] [INFO ] [sig ] SB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:29.342226] [INFO ] [LOCAL ] Saved forecast: SB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SB.txt [2025-10-17T00:01:29.342437] [INFO ] [sig ] [1338/1803] Completed SB in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:29.342479] [INFO ] [sig ] [1339/1803] Forecasting SBH... [2025-10-17T00:01:29.342509] [INFO ] [sig ] Generating forecast for: SBH [2025-10-17T00:01:29.342541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-10-17T00:01:29.350978] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBH'. [2025-10-17T00:01:29.375952] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:29.376721] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-10-17T00:01:29.376776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:29.433838] [INFO ] [sig ] SBH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:29.580608] [INFO ] [LOCAL ] Saved forecast: SBH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SBH.txt [2025-10-17T00:01:29.580851] [INFO ] [sig ] [1339/1803] Completed SBH in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:29.580906] [INFO ] [sig ] [1340/1803] Forecasting SBI... [2025-10-17T00:01:29.580939] [INFO ] [sig ] Generating forecast for: SBI [2025-10-17T00:01:29.581042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-10-17T00:01:29.591183] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBI'. [2025-10-17T00:01:29.615925] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:29.616578] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-10-17T00:01:29.616631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:29.673753] [INFO ] [sig ] SBI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:29.814433] [INFO ] [LOCAL ] Saved forecast: SBI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SBI.txt [2025-10-17T00:01:29.814695] [INFO ] [sig ] [1340/1803] Completed SBI in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:29.814757] [INFO ] [sig ] [1341/1803] Forecasting SBR... [2025-10-17T00:01:29.814790] [INFO ] [sig ] Generating forecast for: SBR [2025-10-17T00:01:29.814821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'. [2025-10-17T00:01:29.823586] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBR'. [2025-10-17T00:01:29.848697] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:29.849430] [DEBUG] [LOCAL ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt [2025-10-17T00:01:29.849484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:29.907025] [INFO ] [sig ] SBR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:30.046415] [INFO ] [LOCAL ] Saved forecast: SBR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SBR.txt [2025-10-17T00:01:30.046671] [INFO ] [sig ] [1341/1803] Completed SBR in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:30.046733] [INFO ] [sig ] [1342/1803] Forecasting SBS... [2025-10-17T00:01:30.046767] [INFO ] [sig ] Generating forecast for: SBS [2025-10-17T00:01:30.046797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-10-17T00:01:30.055633] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBS'. [2025-10-17T00:01:30.080667] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:30.081419] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-10-17T00:01:30.081473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:30.139401] [INFO ] [sig ] SBS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:30.280268] [INFO ] [LOCAL ] Saved forecast: SBS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SBS.txt [2025-10-17T00:01:30.280459] [INFO ] [sig ] [1342/1803] Completed SBS in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:30.280500] [INFO ] [sig ] [1343/1803] Forecasting SBSI... [2025-10-17T00:01:30.280530] [INFO ] [sig ] Generating forecast for: SBSI [2025-10-17T00:01:30.280561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-10-17T00:01:30.289130] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBSI'. [2025-10-17T00:01:30.313511] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:30.314198] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-10-17T00:01:30.314285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:30.372023] [INFO ] [sig ] SBSI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:30.510321] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SBSI.txt [2025-10-17T00:01:30.510512] [INFO ] [sig ] [1343/1803] Completed SBSI in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:30.510553] [INFO ] [sig ] [1344/1803] Forecasting SBSW... [2025-10-17T00:01:30.510583] [INFO ] [sig ] Generating forecast for: SBSW [2025-10-17T00:01:30.510613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'. [2025-10-17T00:01:30.519312] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBSW'. [2025-10-17T00:01:30.543935] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:30.544607] [DEBUG] [LOCAL ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt [2025-10-17T00:01:30.544683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:30.609591] [INFO ] [sig ] SBSW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:30.748858] [INFO ] [LOCAL ] Saved forecast: SBSW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SBSW.txt [2025-10-17T00:01:30.749081] [INFO ] [sig ] [1344/1803] Completed SBSW in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:30.749125] [INFO ] [sig ] [1345/1803] Forecasting SCCO... [2025-10-17T00:01:30.749156] [INFO ] [sig ] Generating forecast for: SCCO [2025-10-17T00:01:30.749186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'. [2025-10-17T00:01:30.757486] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCCO'. [2025-10-17T00:01:30.782057] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:30.782770] [DEBUG] [LOCAL ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt [2025-10-17T00:01:30.782823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:30.847142] [INFO ] [sig ] SCCO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:30.987946] [INFO ] [LOCAL ] Saved forecast: SCCO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SCCO.txt [2025-10-17T00:01:30.988177] [INFO ] [sig ] [1345/1803] Completed SCCO in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.9m [2025-10-17T00:01:30.988240] [INFO ] [sig ] [1346/1803] Forecasting SCD... [2025-10-17T00:01:30.988273] [INFO ] [sig ] Generating forecast for: SCD [2025-10-17T00:01:30.988304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-10-17T00:01:30.997002] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCD'. [2025-10-17T00:01:31.021568] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:31.022277] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-10-17T00:01:31.022330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:31.088141] [INFO ] [sig ] SCD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:31.226209] [INFO ] [LOCAL ] Saved forecast: SCD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SCD.txt [2025-10-17T00:01:31.226419] [INFO ] [sig ] [1346/1803] Completed SCD in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-17T00:01:31.226461] [INFO ] [sig ] [1347/1803] Forecasting SCHW... [2025-10-17T00:01:31.226492] [INFO ] [sig ] Generating forecast for: SCHW [2025-10-17T00:01:31.226522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'. [2025-10-17T00:01:31.235100] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCHW'. [2025-10-17T00:01:31.260041] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:31.260808] [DEBUG] [LOCAL ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt [2025-10-17T00:01:31.260863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:31.323095] [INFO ] [sig ] SCHW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:31.461579] [INFO ] [LOCAL ] Saved forecast: SCHW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SCHW.txt [2025-10-17T00:01:31.461811] [INFO ] [sig ] [1347/1803] Completed SCHW in 0.2s | 4.12 sym/s | Total: 5.4m | ETA: 1.8m [2025-10-17T00:01:31.461868] [INFO ] [sig ] [1348/1803] Forecasting SCI... [2025-10-17T00:01:31.461900] [INFO ] [sig ] Generating forecast for: SCI [2025-10-17T00:01:31.461941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-10-17T00:01:31.470387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCI'. [2025-10-17T00:01:31.495018] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:31.495740] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-10-17T00:01:31.495793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:31.560166] [INFO ] [sig ] SCI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:31.699191] [INFO ] [LOCAL ] Saved forecast: SCI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SCI.txt [2025-10-17T00:01:31.699398] [INFO ] [sig ] [1348/1803] Completed SCI in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:31.699439] [INFO ] [sig ] [1349/1803] Forecasting SCL... [2025-10-17T00:01:31.699470] [INFO ] [sig ] Generating forecast for: SCL [2025-10-17T00:01:31.699500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-10-17T00:01:31.711295] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCL'. [2025-10-17T00:01:31.742672] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:31.743903] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-10-17T00:01:31.743980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:31.823109] [INFO ] [sig ] SCL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:31.976558] [INFO ] [LOCAL ] Saved forecast: SCL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SCL.txt [2025-10-17T00:01:31.977049] [INFO ] [sig ] [1349/1803] Completed SCL in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:31.977115] [INFO ] [sig ] [1350/1803] Forecasting SCM... [2025-10-17T00:01:31.977149] [INFO ] [sig ] Generating forecast for: SCM [2025-10-17T00:01:31.977181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-10-17T00:01:31.988444] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCM'. [2025-10-17T00:01:32.013433] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:32.014132] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-10-17T00:01:32.014185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:32.070907] [INFO ] [sig ] SCM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:32.215076] [INFO ] [LOCAL ] Saved forecast: SCM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SCM.txt [2025-10-17T00:01:32.215486] [INFO ] [sig ] [1350/1803] Completed SCM in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:32.215536] [INFO ] [sig ] [1351/1803] Forecasting SCS... [2025-10-17T00:01:32.215569] [INFO ] [sig ] Generating forecast for: SCS [2025-10-17T00:01:32.215611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-10-17T00:01:32.226083] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCS'. [2025-10-17T00:01:32.252794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:32.253632] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-10-17T00:01:32.253715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:32.323165] [INFO ] [sig ] SCS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:32.475521] [INFO ] [LOCAL ] Saved forecast: SCS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SCS.txt [2025-10-17T00:01:32.476133] [INFO ] [sig ] [1351/1803] Completed SCS in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:32.476200] [INFO ] [sig ] [1352/1803] Forecasting SD... [2025-10-17T00:01:32.476238] [INFO ] [sig ] Generating forecast for: SD [2025-10-17T00:01:32.476273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-10-17T00:01:32.486934] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SD'. [2025-10-17T00:01:32.516974] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:32.518006] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-10-17T00:01:32.518068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:32.590675] [INFO ] [sig ] SD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:32.744492] [INFO ] [LOCAL ] Saved forecast: SD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SD.txt [2025-10-17T00:01:32.745054] [INFO ] [sig ] [1352/1803] Completed SD in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:32.745159] [INFO ] [sig ] [1353/1803] Forecasting SDHC... [2025-10-17T00:01:32.745200] [INFO ] [sig ] Generating forecast for: SDHC [2025-10-17T00:01:32.745234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'. [2025-10-17T00:01:32.755151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SDHC'. [2025-10-17T00:01:32.782389] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:32.783268] [DEBUG] [LOCAL ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt [2025-10-17T00:01:32.783326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:32.854238] [INFO ] [sig ] SDHC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:33.013441] [INFO ] [LOCAL ] Saved forecast: SDHC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SDHC.txt [2025-10-17T00:01:33.013846] [INFO ] [sig ] [1353/1803] Completed SDHC in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:33.013925] [INFO ] [sig ] [1354/1803] Forecasting SDHY... [2025-10-17T00:01:33.013967] [INFO ] [sig ] Generating forecast for: SDHY [2025-10-17T00:01:33.014002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-10-17T00:01:33.023974] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SDHY'. [2025-10-17T00:01:33.056501] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:33.057457] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-10-17T00:01:33.057513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:33.114019] [INFO ] [sig ] SDHY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:33.251432] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SDHY.txt [2025-10-17T00:01:33.251715] [INFO ] [sig ] [1354/1803] Completed SDHY in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:33.251776] [INFO ] [sig ] [1355/1803] Forecasting SDRL... [2025-10-17T00:01:33.251819] [INFO ] [sig ] Generating forecast for: SDRL [2025-10-17T00:01:33.251852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-10-17T00:01:33.260611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SDRL'. [2025-10-17T00:01:33.285284] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:33.286004] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-10-17T00:01:33.286057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:33.343736] [INFO ] [sig ] SDRL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:33.511559] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SDRL.txt [2025-10-17T00:01:33.511882] [INFO ] [sig ] [1355/1803] Completed SDRL in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:33.511945] [INFO ] [sig ] [1356/1803] Forecasting SE... [2025-10-17T00:01:33.511978] [INFO ] [sig ] Generating forecast for: SE [2025-10-17T00:01:33.512012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-10-17T00:01:33.522402] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SE'. [2025-10-17T00:01:33.552719] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:33.553547] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-10-17T00:01:33.553615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:33.629146] [INFO ] [sig ] SE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:33.807795] [INFO ] [LOCAL ] Saved forecast: SE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SE.txt [2025-10-17T00:01:33.808115] [INFO ] [sig ] [1356/1803] Completed SE in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:33.808194] [INFO ] [sig ] [1357/1803] Forecasting SEE... [2025-10-17T00:01:33.808242] [INFO ] [sig ] Generating forecast for: SEE [2025-10-17T00:01:33.808276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-10-17T00:01:33.820583] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEE'. [2025-10-17T00:01:33.851133] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:33.852248] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-10-17T00:01:33.852331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:33.920034] [INFO ] [sig ] SEE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:34.062892] [INFO ] [LOCAL ] Saved forecast: SEE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SEE.txt [2025-10-17T00:01:34.063127] [INFO ] [sig ] [1357/1803] Completed SEE in 0.3s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:34.063171] [INFO ] [sig ] [1358/1803] Forecasting SEG... [2025-10-17T00:01:34.063202] [INFO ] [sig ] Generating forecast for: SEG [2025-10-17T00:01:34.063233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'. [2025-10-17T00:01:34.071866] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEG'. [2025-10-17T00:01:34.097131] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:34.098064] [DEBUG] [LOCAL ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt [2025-10-17T00:01:34.098144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:34.155723] [INFO ] [sig ] SEG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:34.299397] [INFO ] [LOCAL ] Saved forecast: SEG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SEG.txt [2025-10-17T00:01:34.299635] [INFO ] [sig ] [1358/1803] Completed SEG in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:34.299718] [INFO ] [sig ] [1359/1803] Forecasting SEI... [2025-10-17T00:01:34.299755] [INFO ] [sig ] Generating forecast for: SEI [2025-10-17T00:01:34.299787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'. [2025-10-17T00:01:34.308966] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEI'. [2025-10-17T00:01:34.335267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:34.336060] [DEBUG] [LOCAL ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt [2025-10-17T00:01:34.336116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:34.395039] [INFO ] [sig ] SEI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:34.538919] [INFO ] [LOCAL ] Saved forecast: SEI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SEI.txt [2025-10-17T00:01:34.539158] [INFO ] [sig ] [1359/1803] Completed SEI in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:34.539222] [INFO ] [sig ] [1360/1803] Forecasting SEM... [2025-10-17T00:01:34.539256] [INFO ] [sig ] Generating forecast for: SEM [2025-10-17T00:01:34.539288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-10-17T00:01:34.548089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEM'. [2025-10-17T00:01:34.573143] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:34.573933] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-10-17T00:01:34.573987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:34.629254] [INFO ] [sig ] SEM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:34.767587] [INFO ] [LOCAL ] Saved forecast: SEM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SEM.txt [2025-10-17T00:01:34.767858] [INFO ] [sig ] [1360/1803] Completed SEM in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:34.767912] [INFO ] [sig ] [1361/1803] Forecasting SEMR... [2025-10-17T00:01:34.767944] [INFO ] [sig ] Generating forecast for: SEMR [2025-10-17T00:01:34.767976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-10-17T00:01:34.776583] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEMR'. [2025-10-17T00:01:34.802449] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:34.803272] [DEBUG] [LOCAL ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt [2025-10-17T00:01:34.803327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:34.862628] [INFO ] [sig ] SEMR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:35.007171] [INFO ] [LOCAL ] Saved forecast: SEMR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SEMR.txt [2025-10-17T00:01:35.007422] [INFO ] [sig ] [1361/1803] Completed SEMR in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:35.007484] [INFO ] [sig ] [1362/1803] Forecasting SES... [2025-10-17T00:01:35.007530] [INFO ] [sig ] Generating forecast for: SES [2025-10-17T00:01:35.007565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-10-17T00:01:35.017053] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SES'. [2025-10-17T00:01:35.043275] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:35.044084] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-10-17T00:01:35.044139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:35.107435] [INFO ] [sig ] SES: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:35.254826] [INFO ] [LOCAL ] Saved forecast: SES 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SES.txt [2025-10-17T00:01:35.255063] [INFO ] [sig ] [1362/1803] Completed SES in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:35.255123] [INFO ] [sig ] [1363/1803] Forecasting SF... [2025-10-17T00:01:35.255157] [INFO ] [sig ] Generating forecast for: SF [2025-10-17T00:01:35.255189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-10-17T00:01:35.264059] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SF'. [2025-10-17T00:01:35.291967] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:35.292914] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-10-17T00:01:35.292973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:35.352137] [INFO ] [sig ] SF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:35.495111] [INFO ] [LOCAL ] Saved forecast: SF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SF.txt [2025-10-17T00:01:35.495327] [INFO ] [sig ] [1363/1803] Completed SF in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:35.495370] [INFO ] [sig ] [1364/1803] Forecasting SFB... [2025-10-17T00:01:35.495403] [INFO ] [sig ] Generating forecast for: SFB [2025-10-17T00:01:35.495437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-10-17T00:01:35.504086] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SFB'. [2025-10-17T00:01:35.530262] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:35.531034] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-10-17T00:01:35.531092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:35.588557] [INFO ] [sig ] SFB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:35.728573] [INFO ] [LOCAL ] Saved forecast: SFB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SFB.txt [2025-10-17T00:01:35.728807] [INFO ] [sig ] [1364/1803] Completed SFB in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:35.728866] [INFO ] [sig ] [1365/1803] Forecasting SFBS... [2025-10-17T00:01:35.728899] [INFO ] [sig ] Generating forecast for: SFBS [2025-10-17T00:01:35.728931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-10-17T00:01:35.737940] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SFBS'. [2025-10-17T00:01:35.763066] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:35.763810] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-10-17T00:01:35.763883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:35.820601] [INFO ] [sig ] SFBS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:35.959192] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SFBS.txt [2025-10-17T00:01:35.959474] [INFO ] [sig ] [1365/1803] Completed SFBS in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:35.959521] [INFO ] [sig ] [1366/1803] Forecasting SFL... [2025-10-17T00:01:35.959552] [INFO ] [sig ] Generating forecast for: SFL [2025-10-17T00:01:35.959582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-10-17T00:01:35.968198] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SFL'. [2025-10-17T00:01:35.993107] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:35.993881] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-10-17T00:01:35.993934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:36.056523] [INFO ] [sig ] SFL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:36.201256] [INFO ] [LOCAL ] Saved forecast: SFL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SFL.txt [2025-10-17T00:01:36.201508] [INFO ] [sig ] [1366/1803] Completed SFL in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:36.201569] [INFO ] [sig ] [1367/1803] Forecasting SG... [2025-10-17T00:01:36.201604] [INFO ] [sig ] Generating forecast for: SG [2025-10-17T00:01:36.201636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-10-17T00:01:36.211388] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SG'. [2025-10-17T00:01:36.238002] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:36.238830] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-10-17T00:01:36.238887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:36.299130] [INFO ] [sig ] SG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:36.438814] [INFO ] [LOCAL ] Saved forecast: SG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SG.txt [2025-10-17T00:01:36.439074] [INFO ] [sig ] [1367/1803] Completed SG in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:36.439117] [INFO ] [sig ] [1368/1803] Forecasting SGHC... [2025-10-17T00:01:36.439149] [INFO ] [sig ] Generating forecast for: SGHC [2025-10-17T00:01:36.439180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-10-17T00:01:36.448999] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SGHC'. [2025-10-17T00:01:36.473806] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:36.474474] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-10-17T00:01:36.474527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:36.533453] [INFO ] [sig ] SGHC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:36.677775] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SGHC.txt [2025-10-17T00:01:36.678034] [INFO ] [sig ] [1368/1803] Completed SGHC in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:36.678090] [INFO ] [sig ] [1369/1803] Forecasting SGU... [2025-10-17T00:01:36.678123] [INFO ] [sig ] Generating forecast for: SGU [2025-10-17T00:01:36.678179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'. [2025-10-17T00:01:36.687357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SGU'. [2025-10-17T00:01:36.713364] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:36.714092] [DEBUG] [LOCAL ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt [2025-10-17T00:01:36.714146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:36.770120] [INFO ] [sig ] SGU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:36.912742] [INFO ] [LOCAL ] Saved forecast: SGU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SGU.txt [2025-10-17T00:01:36.912978] [INFO ] [sig ] [1369/1803] Completed SGU in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:36.913038] [INFO ] [sig ] [1370/1803] Forecasting SHAK... [2025-10-17T00:01:36.913072] [INFO ] [sig ] Generating forecast for: SHAK [2025-10-17T00:01:36.913103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-10-17T00:01:36.922963] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHAK'. [2025-10-17T00:01:36.948591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:36.949321] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-10-17T00:01:36.949374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:37.006115] [INFO ] [sig ] SHAK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:37.144199] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SHAK.txt [2025-10-17T00:01:37.144404] [INFO ] [sig ] [1370/1803] Completed SHAK in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.8m [2025-10-17T00:01:37.144446] [INFO ] [sig ] [1371/1803] Forecasting SHCO... [2025-10-17T00:01:37.144477] [INFO ] [sig ] Generating forecast for: SHCO [2025-10-17T00:01:37.144509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-10-17T00:01:37.153360] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHCO'. [2025-10-17T00:01:37.178038] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:37.178777] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-10-17T00:01:37.178830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:37.237135] [INFO ] [sig ] SHCO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:37.374272] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SHCO.txt [2025-10-17T00:01:37.374501] [INFO ] [sig ] [1371/1803] Completed SHCO in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-17T00:01:37.374543] [INFO ] [sig ] [1372/1803] Forecasting SHEL... [2025-10-17T00:01:37.374573] [INFO ] [sig ] Generating forecast for: SHEL [2025-10-17T00:01:37.374603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-10-17T00:01:37.383035] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHEL'. [2025-10-17T00:01:37.407715] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:37.408460] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-10-17T00:01:37.408514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:37.465072] [INFO ] [sig ] SHEL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:37.606785] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SHEL.txt [2025-10-17T00:01:37.606995] [INFO ] [sig ] [1372/1803] Completed SHEL in 0.2s | 4.12 sym/s | Total: 5.5m | ETA: 1.7m [2025-10-17T00:01:37.607037] [INFO ] [sig ] [1373/1803] Forecasting SHG... [2025-10-17T00:01:37.607067] [INFO ] [sig ] Generating forecast for: SHG [2025-10-17T00:01:37.607097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-10-17T00:01:37.616478] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHG'. [2025-10-17T00:01:37.641568] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:37.642300] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-10-17T00:01:37.642353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:37.698705] [INFO ] [sig ] SHG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:37.838896] [INFO ] [LOCAL ] Saved forecast: SHG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SHG.txt [2025-10-17T00:01:37.839117] [INFO ] [sig ] [1373/1803] Completed SHG in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:37.839159] [INFO ] [sig ] [1374/1803] Forecasting SHO... [2025-10-17T00:01:37.839190] [INFO ] [sig ] Generating forecast for: SHO [2025-10-17T00:01:37.839221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-10-17T00:01:37.848229] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHO'. [2025-10-17T00:01:37.873280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:37.873996] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-10-17T00:01:37.874051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:37.929193] [INFO ] [sig ] SHO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:38.068883] [INFO ] [LOCAL ] Saved forecast: SHO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SHO.txt [2025-10-17T00:01:38.069123] [INFO ] [sig ] [1374/1803] Completed SHO in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:38.069165] [INFO ] [sig ] [1375/1803] Forecasting SHOC... [2025-10-17T00:01:38.069196] [INFO ] [sig ] Generating forecast for: SHOC [2025-10-17T00:01:38.069228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-10-17T00:01:38.077983] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'SHOC'. [2025-10-17T00:01:38.104179] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:38.104978] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-10-17T00:01:38.105033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:38.159439] [INFO ] [sig ] SHOC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:38.305524] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SHOC.txt [2025-10-17T00:01:38.305770] [INFO ] [sig ] [1375/1803] Completed SHOC in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:38.305843] [INFO ] [sig ] [1376/1803] Forecasting SHW... [2025-10-17T00:01:38.305879] [INFO ] [sig ] Generating forecast for: SHW [2025-10-17T00:01:38.305912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'. [2025-10-17T00:01:38.314845] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHW'. [2025-10-17T00:01:38.340412] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:38.341175] [DEBUG] [LOCAL ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt [2025-10-17T00:01:38.341228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:38.394668] [INFO ] [sig ] SHW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:38.534369] [INFO ] [LOCAL ] Saved forecast: SHW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SHW.txt [2025-10-17T00:01:38.534639] [INFO ] [sig ] [1376/1803] Completed SHW in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:38.534728] [INFO ] [sig ] [1377/1803] Forecasting SID... [2025-10-17T00:01:38.534762] [INFO ] [sig ] Generating forecast for: SID [2025-10-17T00:01:38.534795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-10-17T00:01:38.543752] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SID'. [2025-10-17T00:01:38.569719] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:38.570483] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-10-17T00:01:38.570539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:38.623409] [INFO ] [sig ] SID: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:38.769221] [INFO ] [LOCAL ] Saved forecast: SID 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SID.txt [2025-10-17T00:01:38.769634] [INFO ] [sig ] [1377/1803] Completed SID in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:38.769747] [INFO ] [sig ] [1378/1803] Forecasting SIG... [2025-10-17T00:01:38.769803] [INFO ] [sig ] Generating forecast for: SIG [2025-10-17T00:01:38.769849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-10-17T00:01:38.782803] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SIG'. [2025-10-17T00:01:38.808724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:38.809514] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-10-17T00:01:38.809570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:38.867508] [INFO ] [sig ] SIG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:39.009108] [INFO ] [LOCAL ] Saved forecast: SIG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SIG.txt [2025-10-17T00:01:39.009345] [INFO ] [sig ] [1378/1803] Completed SIG in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:39.009389] [INFO ] [sig ] [1379/1803] Forecasting SII... [2025-10-17T00:01:39.009420] [INFO ] [sig ] Generating forecast for: SII [2025-10-17T00:01:39.009451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-10-17T00:01:39.018526] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SII'. [2025-10-17T00:01:39.044549] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:39.045383] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-10-17T00:01:39.045440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:39.100243] [INFO ] [sig ] SII: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:39.239315] [INFO ] [LOCAL ] Saved forecast: SII 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SII.txt [2025-10-17T00:01:39.239596] [INFO ] [sig ] [1379/1803] Completed SII in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:39.239663] [INFO ] [sig ] [1380/1803] Forecasting SILA... [2025-10-17T00:01:39.239721] [INFO ] [sig ] Generating forecast for: SILA [2025-10-17T00:01:39.239757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'. [2025-10-17T00:01:39.249138] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SILA'. [2025-10-17T00:01:39.274199] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:39.274984] [DEBUG] [LOCAL ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt [2025-10-17T00:01:39.275039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:39.330249] [INFO ] [sig ] SILA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:39.468778] [INFO ] [LOCAL ] Saved forecast: SILA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SILA.txt [2025-10-17T00:01:39.469020] [INFO ] [sig ] [1380/1803] Completed SILA in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:39.469064] [INFO ] [sig ] [1381/1803] Forecasting SITC... [2025-10-17T00:01:39.469095] [INFO ] [sig ] Generating forecast for: SITC [2025-10-17T00:01:39.469127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-10-17T00:01:39.478352] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SITC'. [2025-10-17T00:01:39.504050] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:39.504841] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-10-17T00:01:39.504896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:39.562618] [INFO ] [sig ] SITC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:39.706938] [INFO ] [LOCAL ] Saved forecast: SITC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SITC.txt [2025-10-17T00:01:39.707205] [INFO ] [sig ] [1381/1803] Completed SITC in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:39.707267] [INFO ] [sig ] [1382/1803] Forecasting SITE... [2025-10-17T00:01:39.707301] [INFO ] [sig ] Generating forecast for: SITE [2025-10-17T00:01:39.707332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-10-17T00:01:39.717073] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SITE'. [2025-10-17T00:01:39.742247] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:39.743033] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-10-17T00:01:39.743088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:39.802893] [INFO ] [sig ] SITE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:39.941932] [INFO ] [LOCAL ] Saved forecast: SITE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SITE.txt [2025-10-17T00:01:39.942187] [INFO ] [sig ] [1382/1803] Completed SITE in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:39.942232] [INFO ] [sig ] [1383/1803] Forecasting SJM... [2025-10-17T00:01:39.942263] [INFO ] [sig ] Generating forecast for: SJM [2025-10-17T00:01:39.942301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-10-17T00:01:39.952319] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SJM'. [2025-10-17T00:01:39.978345] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:39.979094] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-10-17T00:01:39.979149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:40.037810] [INFO ] [sig ] SJM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:40.176774] [INFO ] [LOCAL ] Saved forecast: SJM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SJM.txt [2025-10-17T00:01:40.177026] [INFO ] [sig ] [1383/1803] Completed SJM in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:40.177068] [INFO ] [sig ] [1384/1803] Forecasting SJT... [2025-10-17T00:01:40.177100] [INFO ] [sig ] Generating forecast for: SJT [2025-10-17T00:01:40.177130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'. [2025-10-17T00:01:40.186102] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SJT'. [2025-10-17T00:01:40.210942] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:40.211676] [DEBUG] [LOCAL ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt [2025-10-17T00:01:40.211733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:40.262957] [INFO ] [sig ] SJT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:40.404389] [INFO ] [LOCAL ] Saved forecast: SJT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SJT.txt [2025-10-17T00:01:40.404639] [INFO ] [sig ] [1384/1803] Completed SJT in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:40.404729] [INFO ] [sig ] [1385/1803] Forecasting SKE... [2025-10-17T00:01:40.404763] [INFO ] [sig ] Generating forecast for: SKE [2025-10-17T00:01:40.404795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-10-17T00:01:40.414854] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKE'. [2025-10-17T00:01:40.440408] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:40.441268] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-10-17T00:01:40.441322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:40.498825] [INFO ] [sig ] SKE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:40.638376] [INFO ] [LOCAL ] Saved forecast: SKE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SKE.txt [2025-10-17T00:01:40.638610] [INFO ] [sig ] [1385/1803] Completed SKE in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:40.638682] [INFO ] [sig ] [1386/1803] Forecasting SKIL... [2025-10-17T00:01:40.638730] [INFO ] [sig ] Generating forecast for: SKIL [2025-10-17T00:01:40.638765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-10-17T00:01:40.647475] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKIL'. [2025-10-17T00:01:40.672782] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:40.673535] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-10-17T00:01:40.673589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:40.738018] [INFO ] [sig ] SKIL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:40.879389] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SKIL.txt [2025-10-17T00:01:40.879606] [INFO ] [sig ] [1386/1803] Completed SKIL in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:40.879672] [INFO ] [sig ] [1387/1803] Forecasting SKLZ... [2025-10-17T00:01:40.879724] [INFO ] [sig ] Generating forecast for: SKLZ [2025-10-17T00:01:40.879757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-10-17T00:01:40.889097] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKLZ'. [2025-10-17T00:01:40.914097] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:40.914834] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-10-17T00:01:40.914888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:40.972239] [INFO ] [sig ] SKLZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:41.110601] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SKLZ.txt [2025-10-17T00:01:41.110866] [INFO ] [sig ] [1387/1803] Completed SKLZ in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:41.110917] [INFO ] [sig ] [1388/1803] Forecasting SKM... [2025-10-17T00:01:41.110949] [INFO ] [sig ] Generating forecast for: SKM [2025-10-17T00:01:41.110979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-10-17T00:01:41.119481] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKM'. [2025-10-17T00:01:41.144243] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:41.144953] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-10-17T00:01:41.145008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:41.204436] [INFO ] [sig ] SKM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:41.342587] [INFO ] [LOCAL ] Saved forecast: SKM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SKM.txt [2025-10-17T00:01:41.342821] [INFO ] [sig ] [1388/1803] Completed SKM in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:41.342881] [INFO ] [sig ] [1389/1803] Forecasting SKT... [2025-10-17T00:01:41.342915] [INFO ] [sig ] Generating forecast for: SKT [2025-10-17T00:01:41.342946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'. [2025-10-17T00:01:41.351668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKT'. [2025-10-17T00:01:41.376566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:41.377259] [DEBUG] [LOCAL ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt [2025-10-17T00:01:41.377312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:41.434368] [INFO ] [sig ] SKT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:41.573166] [INFO ] [LOCAL ] Saved forecast: SKT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SKT.txt [2025-10-17T00:01:41.573432] [INFO ] [sig ] [1389/1803] Completed SKT in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:41.573489] [INFO ] [sig ] [1390/1803] Forecasting SKY... [2025-10-17T00:01:41.573522] [INFO ] [sig ] Generating forecast for: SKY [2025-10-17T00:01:41.573553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-10-17T00:01:41.582463] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKY'. [2025-10-17T00:01:41.607438] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:41.608219] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-10-17T00:01:41.608282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:41.666444] [INFO ] [sig ] SKY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:41.804676] [INFO ] [LOCAL ] Saved forecast: SKY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SKY.txt [2025-10-17T00:01:41.804890] [INFO ] [sig ] [1390/1803] Completed SKY in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:41.804932] [INFO ] [sig ] [1391/1803] Forecasting SKYH... [2025-10-17T00:01:41.804963] [INFO ] [sig ] Generating forecast for: SKYH [2025-10-17T00:01:41.804993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-10-17T00:01:41.814192] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKYH'. [2025-10-17T00:01:41.840438] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:41.841243] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-10-17T00:01:41.841297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:41.900539] [INFO ] [sig ] SKYH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:42.044428] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SKYH.txt [2025-10-17T00:01:42.044675] [INFO ] [sig ] [1391/1803] Completed SKYH in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:42.044747] [INFO ] [sig ] [1392/1803] Forecasting SLB... [2025-10-17T00:01:42.044802] [INFO ] [sig ] Generating forecast for: SLB [2025-10-17T00:01:42.044837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-10-17T00:01:42.055339] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLB'. [2025-10-17T00:01:42.082198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:42.082948] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-10-17T00:01:42.083002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:42.142601] [INFO ] [sig ] SLB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:42.281442] [INFO ] [LOCAL ] Saved forecast: SLB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SLB.txt [2025-10-17T00:01:42.281629] [INFO ] [sig ] [1392/1803] Completed SLB in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:42.281704] [INFO ] [sig ] [1393/1803] Forecasting SLF... [2025-10-17T00:01:42.281745] [INFO ] [sig ] Generating forecast for: SLF [2025-10-17T00:01:42.281777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-10-17T00:01:42.290624] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLF'. [2025-10-17T00:01:42.315561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:42.316243] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-10-17T00:01:42.316296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:42.376462] [INFO ] [sig ] SLF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:42.515977] [INFO ] [LOCAL ] Saved forecast: SLF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SLF.txt [2025-10-17T00:01:42.516165] [INFO ] [sig ] [1393/1803] Completed SLF in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:42.516206] [INFO ] [sig ] [1394/1803] Forecasting SLG... [2025-10-17T00:01:42.516237] [INFO ] [sig ] Generating forecast for: SLG [2025-10-17T00:01:42.516267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-10-17T00:01:42.525291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLG'. [2025-10-17T00:01:42.550135] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:42.550859] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-10-17T00:01:42.550912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:42.609744] [INFO ] [sig ] SLG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:42.753390] [INFO ] [LOCAL ] Saved forecast: SLG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SLG.txt [2025-10-17T00:01:42.753627] [INFO ] [sig ] [1394/1803] Completed SLG in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.7m [2025-10-17T00:01:42.753706] [INFO ] [sig ] [1395/1803] Forecasting SLGN... [2025-10-17T00:01:42.753747] [INFO ] [sig ] Generating forecast for: SLGN [2025-10-17T00:01:42.753826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-10-17T00:01:42.762814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLGN'. [2025-10-17T00:01:42.787984] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:42.788804] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-10-17T00:01:42.788858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:42.844259] [INFO ] [sig ] SLGN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:42.981042] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SLGN.txt [2025-10-17T00:01:42.981246] [INFO ] [sig ] [1395/1803] Completed SLGN in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-17T00:01:42.981287] [INFO ] [sig ] [1396/1803] Forecasting SLQT... [2025-10-17T00:01:42.981317] [INFO ] [sig ] Generating forecast for: SLQT [2025-10-17T00:01:42.981347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'. [2025-10-17T00:01:42.990155] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLQT'. [2025-10-17T00:01:43.014921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:43.015621] [DEBUG] [LOCAL ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt [2025-10-17T00:01:43.015699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:43.072116] [INFO ] [sig ] SLQT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:43.212562] [INFO ] [LOCAL ] Saved forecast: SLQT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SLQT.txt [2025-10-17T00:01:43.212828] [INFO ] [sig ] [1396/1803] Completed SLQT in 0.2s | 4.12 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-17T00:01:43.212890] [INFO ] [sig ] [1397/1803] Forecasting SLVM... [2025-10-17T00:01:43.212924] [INFO ] [sig ] Generating forecast for: SLVM [2025-10-17T00:01:43.212956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-10-17T00:01:43.222963] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLVM'. [2025-10-17T00:01:43.248748] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:43.249551] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-10-17T00:01:43.249608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:43.318461] [INFO ] [sig ] SLVM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:43.463306] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SLVM.txt [2025-10-17T00:01:43.463561] [INFO ] [sig ] [1397/1803] Completed SLVM in 0.3s | 4.12 sym/s | Total: 5.6m | ETA: 1.6m [2025-10-17T00:01:43.463605] [INFO ] [sig ] [1398/1803] Forecasting SM... [2025-10-17T00:01:43.463636] [INFO ] [sig ] Generating forecast for: SM [2025-10-17T00:01:43.463710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-10-17T00:01:43.473753] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SM'. [2025-10-17T00:01:43.499306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:43.500042] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-10-17T00:01:43.500142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:43.565424] [INFO ] [sig ] SM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:43.707100] [INFO ] [LOCAL ] Saved forecast: SM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SM.txt [2025-10-17T00:01:43.707325] [INFO ] [sig ] [1398/1803] Completed SM in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:43.707369] [INFO ] [sig ] [1399/1803] Forecasting SMBK... [2025-10-17T00:01:43.707399] [INFO ] [sig ] Generating forecast for: SMBK [2025-10-17T00:01:43.707433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-10-17T00:01:43.716908] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMBK'. [2025-10-17T00:01:43.741734] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:43.742418] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-10-17T00:01:43.742477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:43.804675] [INFO ] [sig ] SMBK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:43.944946] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SMBK.txt [2025-10-17T00:01:43.945133] [INFO ] [sig ] [1399/1803] Completed SMBK in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:43.945173] [INFO ] [sig ] [1400/1803] Forecasting SMC... [2025-10-17T00:01:43.945203] [INFO ] [sig ] Generating forecast for: SMC [2025-10-17T00:01:43.945233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'. [2025-10-17T00:01:43.954226] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMC'. [2025-10-17T00:01:43.979390] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:43.980082] [DEBUG] [LOCAL ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt [2025-10-17T00:01:43.980135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:44.048710] [INFO ] [sig ] SMC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:44.187522] [INFO ] [LOCAL ] Saved forecast: SMC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SMC.txt [2025-10-17T00:01:44.187735] [INFO ] [sig ] [1400/1803] Completed SMC in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:44.187796] [INFO ] [sig ] [1401/1803] Forecasting SMFG... [2025-10-17T00:01:44.187829] [INFO ] [sig ] Generating forecast for: SMFG [2025-10-17T00:01:44.187860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-10-17T00:01:44.197112] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMFG'. [2025-10-17T00:01:44.221966] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:44.222669] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-10-17T00:01:44.222726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:44.292458] [INFO ] [sig ] SMFG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:44.448225] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SMFG.txt [2025-10-17T00:01:44.448474] [INFO ] [sig ] [1401/1803] Completed SMFG in 0.3s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:44.448518] [INFO ] [sig ] [1402/1803] Forecasting SMG... [2025-10-17T00:01:44.448548] [INFO ] [sig ] Generating forecast for: SMG [2025-10-17T00:01:44.448578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'. [2025-10-17T00:01:44.457812] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMG'. [2025-10-17T00:01:44.483088] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:44.483786] [DEBUG] [LOCAL ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt [2025-10-17T00:01:44.483840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:44.548057] [INFO ] [sig ] SMG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:44.687349] [INFO ] [LOCAL ] Saved forecast: SMG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SMG.txt [2025-10-17T00:01:44.687543] [INFO ] [sig ] [1402/1803] Completed SMG in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:44.687584] [INFO ] [sig ] [1403/1803] Forecasting SMHI... [2025-10-17T00:01:44.687614] [INFO ] [sig ] Generating forecast for: SMHI [2025-10-17T00:01:44.687667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-10-17T00:01:44.696118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMHI'. [2025-10-17T00:01:44.720882] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:44.721540] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-10-17T00:01:44.721592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:44.783247] [INFO ] [sig ] SMHI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:44.920880] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SMHI.txt [2025-10-17T00:01:44.921062] [INFO ] [sig ] [1403/1803] Completed SMHI in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:44.921103] [INFO ] [sig ] [1404/1803] Forecasting SMP... [2025-10-17T00:01:44.921133] [INFO ] [sig ] Generating forecast for: SMP [2025-10-17T00:01:44.921164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'. [2025-10-17T00:01:44.929697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMP'. [2025-10-17T00:01:44.954240] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:44.954956] [DEBUG] [LOCAL ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt [2025-10-17T00:01:44.955008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:45.026162] [INFO ] [sig ] SMP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:45.164522] [INFO ] [LOCAL ] Saved forecast: SMP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SMP.txt [2025-10-17T00:01:45.164779] [INFO ] [sig ] [1404/1803] Completed SMP in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:45.164840] [INFO ] [sig ] [1405/1803] Forecasting SMR... [2025-10-17T00:01:45.164874] [INFO ] [sig ] Generating forecast for: SMR [2025-10-17T00:01:45.164905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'. [2025-10-17T00:01:45.174029] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMR'. [2025-10-17T00:01:45.198723] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:45.199381] [DEBUG] [LOCAL ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt [2025-10-17T00:01:45.199434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:45.262097] [INFO ] [sig ] SMR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:45.400183] [INFO ] [LOCAL ] Saved forecast: SMR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SMR.txt [2025-10-17T00:01:45.400415] [INFO ] [sig ] [1405/1803] Completed SMR in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:45.400462] [INFO ] [sig ] [1406/1803] Forecasting SMRT... [2025-10-17T00:01:45.400493] [INFO ] [sig ] Generating forecast for: SMRT [2025-10-17T00:01:45.400525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'. [2025-10-17T00:01:45.409534] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMRT'. [2025-10-17T00:01:45.434544] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:45.435260] [DEBUG] [LOCAL ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt [2025-10-17T00:01:45.435313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:45.497991] [INFO ] [sig ] SMRT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:45.635260] [INFO ] [LOCAL ] Saved forecast: SMRT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SMRT.txt [2025-10-17T00:01:45.635452] [INFO ] [sig ] [1406/1803] Completed SMRT in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:45.635497] [INFO ] [sig ] [1407/1803] Forecasting SMWB... [2025-10-17T00:01:45.635528] [INFO ] [sig ] Generating forecast for: SMWB [2025-10-17T00:01:45.635558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-10-17T00:01:45.644027] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMWB'. [2025-10-17T00:01:45.668610] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:45.669291] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-10-17T00:01:45.669344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:45.732151] [INFO ] [sig ] SMWB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:45.873712] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SMWB.txt [2025-10-17T00:01:45.873929] [INFO ] [sig ] [1407/1803] Completed SMWB in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:45.874014] [INFO ] [sig ] [1408/1803] Forecasting SN... [2025-10-17T00:01:45.874053] [INFO ] [sig ] Generating forecast for: SN [2025-10-17T00:01:45.874095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-10-17T00:01:45.883171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SN'. [2025-10-17T00:01:45.907856] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:45.908559] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-10-17T00:01:45.908613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:45.960287] [INFO ] [sig ] SN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:46.097674] [INFO ] [LOCAL ] Saved forecast: SN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SN.txt [2025-10-17T00:01:46.097882] [INFO ] [sig ] [1408/1803] Completed SN in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:46.097925] [INFO ] [sig ] [1409/1803] Forecasting SNA... [2025-10-17T00:01:46.097956] [INFO ] [sig ] Generating forecast for: SNA [2025-10-17T00:01:46.097987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-10-17T00:01:46.106303] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNA'. [2025-10-17T00:01:46.130946] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:46.131608] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-10-17T00:01:46.131685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:46.185301] [INFO ] [sig ] SNA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:46.323117] [INFO ] [LOCAL ] Saved forecast: SNA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SNA.txt [2025-10-17T00:01:46.323301] [INFO ] [sig ] [1409/1803] Completed SNA in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:46.323342] [INFO ] [sig ] [1410/1803] Forecasting SNAP... [2025-10-17T00:01:46.323372] [INFO ] [sig ] Generating forecast for: SNAP [2025-10-17T00:01:46.323403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-10-17T00:01:46.331956] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNAP'. [2025-10-17T00:01:46.356578] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:46.357260] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-10-17T00:01:46.357313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:46.412595] [INFO ] [sig ] SNAP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:46.554216] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SNAP.txt [2025-10-17T00:01:46.554438] [INFO ] [sig ] [1410/1803] Completed SNAP in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:46.554499] [INFO ] [sig ] [1411/1803] Forecasting SNDA... [2025-10-17T00:01:46.554531] [INFO ] [sig ] Generating forecast for: SNDA [2025-10-17T00:01:46.554564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'. [2025-10-17T00:01:46.563227] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNDA'. [2025-10-17T00:01:46.588359] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:46.589079] [DEBUG] [LOCAL ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt [2025-10-17T00:01:46.589133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:46.642979] [INFO ] [sig ] SNDA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:46.780788] [INFO ] [LOCAL ] Saved forecast: SNDA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SNDA.txt [2025-10-17T00:01:46.780980] [INFO ] [sig ] [1411/1803] Completed SNDA in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:46.781022] [INFO ] [sig ] [1412/1803] Forecasting SNDR... [2025-10-17T00:01:46.781053] [INFO ] [sig ] Generating forecast for: SNDR [2025-10-17T00:01:46.781083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'. [2025-10-17T00:01:46.790103] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNDR'. [2025-10-17T00:01:46.814855] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:46.815537] [DEBUG] [LOCAL ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt [2025-10-17T00:01:46.815590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:46.872129] [INFO ] [sig ] SNDR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:47.010691] [INFO ] [LOCAL ] Saved forecast: SNDR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SNDR.txt [2025-10-17T00:01:47.010885] [INFO ] [sig ] [1412/1803] Completed SNDR in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:47.010927] [INFO ] [sig ] [1413/1803] Forecasting SNN... [2025-10-17T00:01:47.010957] [INFO ] [sig ] Generating forecast for: SNN [2025-10-17T00:01:47.010988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-10-17T00:01:47.019668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNN'. [2025-10-17T00:01:47.044239] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:47.044946] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-10-17T00:01:47.044999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:47.101681] [INFO ] [sig ] SNN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:47.239246] [INFO ] [LOCAL ] Saved forecast: SNN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SNN.txt [2025-10-17T00:01:47.239453] [INFO ] [sig ] [1413/1803] Completed SNN in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:47.239494] [INFO ] [sig ] [1414/1803] Forecasting SNV... [2025-10-17T00:01:47.239524] [INFO ] [sig ] Generating forecast for: SNV [2025-10-17T00:01:47.239564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'. [2025-10-17T00:01:47.248698] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNV'. [2025-10-17T00:01:47.273504] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:47.274193] [DEBUG] [LOCAL ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt [2025-10-17T00:01:47.274246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:47.336279] [INFO ] [sig ] SNV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:47.475049] [INFO ] [LOCAL ] Saved forecast: SNV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SNV.txt [2025-10-17T00:01:47.475252] [INFO ] [sig ] [1414/1803] Completed SNV in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:47.475294] [INFO ] [sig ] [1415/1803] Forecasting SNX... [2025-10-17T00:01:47.475325] [INFO ] [sig ] Generating forecast for: SNX [2025-10-17T00:01:47.475355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-10-17T00:01:47.484606] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNX'. [2025-10-17T00:01:47.509495] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:47.510189] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-10-17T00:01:47.510242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:47.568409] [INFO ] [sig ] SNX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:47.706427] [INFO ] [LOCAL ] Saved forecast: SNX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SNX.txt [2025-10-17T00:01:47.706619] [INFO ] [sig ] [1415/1803] Completed SNX in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:47.706692] [INFO ] [sig ] [1416/1803] Forecasting SO... [2025-10-17T00:01:47.706736] [INFO ] [sig ] Generating forecast for: SO [2025-10-17T00:01:47.706769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-10-17T00:01:47.715719] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SO'. [2025-10-17T00:01:47.740381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:47.741078] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-10-17T00:01:47.741131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:47.804851] [INFO ] [sig ] SO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:47.942800] [INFO ] [LOCAL ] Saved forecast: SO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SO.txt [2025-10-17T00:01:47.943045] [INFO ] [sig ] [1416/1803] Completed SO in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:47.943089] [INFO ] [sig ] [1417/1803] Forecasting SOBO... [2025-10-17T00:01:47.943120] [INFO ] [sig ] Generating forecast for: SOBO [2025-10-17T00:01:47.943153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'. [2025-10-17T00:01:47.952174] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOBO'. [2025-10-17T00:01:47.976896] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:47.977556] [DEBUG] [LOCAL ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt [2025-10-17T00:01:47.977609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:48.042148] [INFO ] [sig ] SOBO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:48.186086] [INFO ] [LOCAL ] Saved forecast: SOBO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SOBO.txt [2025-10-17T00:01:48.186333] [INFO ] [sig ] [1417/1803] Completed SOBO in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:48.186394] [INFO ] [sig ] [1418/1803] Forecasting SOC... [2025-10-17T00:01:48.186428] [INFO ] [sig ] Generating forecast for: SOC [2025-10-17T00:01:48.186459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'. [2025-10-17T00:01:48.194994] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOC'. [2025-10-17T00:01:48.219791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:48.220448] [DEBUG] [LOCAL ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt [2025-10-17T00:01:48.220501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:48.274240] [INFO ] [sig ] SOC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:48.412619] [INFO ] [LOCAL ] Saved forecast: SOC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SOC.txt [2025-10-17T00:01:48.412835] [INFO ] [sig ] [1418/1803] Completed SOC in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:48.412883] [INFO ] [sig ] [1419/1803] Forecasting SOJC... [2025-10-17T00:01:48.412915] [INFO ] [sig ] Generating forecast for: SOJC [2025-10-17T00:01:48.412945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-10-17T00:01:48.421527] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOJC'. [2025-10-17T00:01:48.446239] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:48.446941] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-10-17T00:01:48.446995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:48.498805] [INFO ] [sig ] SOJC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:48.637941] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SOJC.txt [2025-10-17T00:01:48.638145] [INFO ] [sig ] [1419/1803] Completed SOJC in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.6m [2025-10-17T00:01:48.638219] [INFO ] [sig ] [1420/1803] Forecasting SOJD... [2025-10-17T00:01:48.638253] [INFO ] [sig ] Generating forecast for: SOJD [2025-10-17T00:01:48.638284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-10-17T00:01:48.646852] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOJD'. [2025-10-17T00:01:48.671557] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:48.672262] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-10-17T00:01:48.672315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:48.726170] [INFO ] [sig ] SOJD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:48.869284] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SOJD.txt [2025-10-17T00:01:48.869548] [INFO ] [sig ] [1420/1803] Completed SOJD in 0.2s | 4.12 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-17T00:01:48.869611] [INFO ] [sig ] [1421/1803] Forecasting SOJE... [2025-10-17T00:01:48.869673] [INFO ] [sig ] Generating forecast for: SOJE [2025-10-17T00:01:48.869737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-10-17T00:01:48.878754] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOJE'. [2025-10-17T00:01:48.904016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:48.904731] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-10-17T00:01:48.904785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:48.959376] [INFO ] [sig ] SOJE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:49.098271] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SOJE.txt [2025-10-17T00:01:49.098472] [INFO ] [sig ] [1421/1803] Completed SOJE in 0.2s | 4.13 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-17T00:01:49.098516] [INFO ] [sig ] [1422/1803] Forecasting SOL... [2025-10-17T00:01:49.098548] [INFO ] [sig ] Generating forecast for: SOL [2025-10-17T00:01:49.098578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-10-17T00:01:49.107616] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOL'. [2025-10-17T00:01:49.132394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:49.133079] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-10-17T00:01:49.133132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:49.185736] [INFO ] [sig ] SOL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:49.324830] [INFO ] [LOCAL ] Saved forecast: SOL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SOL.txt [2025-10-17T00:01:49.325021] [INFO ] [sig ] [1422/1803] Completed SOL in 0.2s | 4.13 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-17T00:01:49.325064] [INFO ] [sig ] [1423/1803] Forecasting SOLV... [2025-10-17T00:01:49.325096] [INFO ] [sig ] Generating forecast for: SOLV [2025-10-17T00:01:49.325128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'. [2025-10-17T00:01:49.333344] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOLV'. [2025-10-17T00:01:49.357996] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:49.358740] [DEBUG] [LOCAL ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt [2025-10-17T00:01:49.358794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:49.412522] [INFO ] [sig ] SOLV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:49.551285] [INFO ] [LOCAL ] Saved forecast: SOLV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SOLV.txt [2025-10-17T00:01:49.551497] [INFO ] [sig ] [1423/1803] Completed SOLV in 0.2s | 4.13 sym/s | Total: 5.7m | ETA: 1.5m [2025-10-17T00:01:49.551540] [INFO ] [sig ] [1424/1803] Forecasting SON... [2025-10-17T00:01:49.551570] [INFO ] [sig ] Generating forecast for: SON [2025-10-17T00:01:49.551600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-10-17T00:01:49.560406] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SON'. [2025-10-17T00:01:49.585407] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:49.586154] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-10-17T00:01:49.586227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:49.643605] [INFO ] [sig ] SON: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:49.788257] [INFO ] [LOCAL ] Saved forecast: SON 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SON.txt [2025-10-17T00:01:49.788541] [INFO ] [sig ] [1424/1803] Completed SON in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:49.788599] [INFO ] [sig ] [1425/1803] Forecasting SONY... [2025-10-17T00:01:49.788633] [INFO ] [sig ] Generating forecast for: SONY [2025-10-17T00:01:49.788713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'. [2025-10-17T00:01:49.798050] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SONY'. [2025-10-17T00:01:49.823671] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:49.824354] [DEBUG] [LOCAL ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt [2025-10-17T00:01:49.824410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:49.882627] [INFO ] [sig ] SONY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:50.024010] [INFO ] [LOCAL ] Saved forecast: SONY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SONY.txt [2025-10-17T00:01:50.024208] [INFO ] [sig ] [1425/1803] Completed SONY in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:50.024250] [INFO ] [sig ] [1426/1803] Forecasting SOR... [2025-10-17T00:01:50.024281] [INFO ] [sig ] Generating forecast for: SOR [2025-10-17T00:01:50.024312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'. [2025-10-17T00:01:50.033010] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOR'. [2025-10-17T00:01:50.059439] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:50.060203] [DEBUG] [LOCAL ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt [2025-10-17T00:01:50.060259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:50.114531] [INFO ] [sig ] SOR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:50.255889] [INFO ] [LOCAL ] Saved forecast: SOR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SOR.txt [2025-10-17T00:01:50.256102] [INFO ] [sig ] [1426/1803] Completed SOR in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:50.256164] [INFO ] [sig ] [1427/1803] Forecasting SOS... [2025-10-17T00:01:50.256199] [INFO ] [sig ] Generating forecast for: SOS [2025-10-17T00:01:50.256231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'. [2025-10-17T00:01:50.264559] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOS'. [2025-10-17T00:01:50.289480] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:50.290175] [DEBUG] [LOCAL ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt [2025-10-17T00:01:50.290228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:50.345572] [INFO ] [sig ] SOS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:50.486502] [INFO ] [LOCAL ] Saved forecast: SOS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SOS.txt [2025-10-17T00:01:50.486729] [INFO ] [sig ] [1427/1803] Completed SOS in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:50.486789] [INFO ] [sig ] [1428/1803] Forecasting SPB... [2025-10-17T00:01:50.486833] [INFO ] [sig ] Generating forecast for: SPB [2025-10-17T00:01:50.486866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-10-17T00:01:50.496035] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPB'. [2025-10-17T00:01:50.520662] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:50.521326] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-10-17T00:01:50.521379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:50.577022] [INFO ] [sig ] SPB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:50.716723] [INFO ] [LOCAL ] Saved forecast: SPB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPB.txt [2025-10-17T00:01:50.716925] [INFO ] [sig ] [1428/1803] Completed SPB in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:50.716968] [INFO ] [sig ] [1429/1803] Forecasting SPCE... [2025-10-17T00:01:50.716998] [INFO ] [sig ] Generating forecast for: SPCE [2025-10-17T00:01:50.717029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-10-17T00:01:50.725684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPCE'. [2025-10-17T00:01:50.750168] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:50.750864] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-10-17T00:01:50.750917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:50.807418] [INFO ] [sig ] SPCE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:50.951957] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPCE.txt [2025-10-17T00:01:50.952181] [INFO ] [sig ] [1429/1803] Completed SPCE in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:50.952224] [INFO ] [sig ] [1430/1803] Forecasting SPE... [2025-10-17T00:01:50.952255] [INFO ] [sig ] Generating forecast for: SPE [2025-10-17T00:01:50.952286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-10-17T00:01:50.961169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPE'. [2025-10-17T00:01:50.985692] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:50.986425] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-10-17T00:01:50.986478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:51.040349] [INFO ] [sig ] SPE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:51.180960] [INFO ] [LOCAL ] Saved forecast: SPE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPE.txt [2025-10-17T00:01:51.181162] [INFO ] [sig ] [1430/1803] Completed SPE in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:51.181203] [INFO ] [sig ] [1431/1803] Forecasting SPG... [2025-10-17T00:01:51.181234] [INFO ] [sig ] Generating forecast for: SPG [2025-10-17T00:01:51.181264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-10-17T00:01:51.189973] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPG'. [2025-10-17T00:01:51.215104] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:51.215828] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-10-17T00:01:51.215898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:51.274435] [INFO ] [sig ] SPG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:51.414547] [INFO ] [LOCAL ] Saved forecast: SPG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPG.txt [2025-10-17T00:01:51.414764] [INFO ] [sig ] [1431/1803] Completed SPG in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:51.414824] [INFO ] [sig ] [1432/1803] Forecasting SPGI... [2025-10-17T00:01:51.414858] [INFO ] [sig ] Generating forecast for: SPGI [2025-10-17T00:01:51.414889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-10-17T00:01:51.423419] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPGI'. [2025-10-17T00:01:51.448575] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:51.449320] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-10-17T00:01:51.449375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:51.507818] [INFO ] [sig ] SPGI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:51.648020] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPGI.txt [2025-10-17T00:01:51.648247] [INFO ] [sig ] [1432/1803] Completed SPGI in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:51.648307] [INFO ] [sig ] [1433/1803] Forecasting SPH... [2025-10-17T00:01:51.648341] [INFO ] [sig ] Generating forecast for: SPH [2025-10-17T00:01:51.648373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-10-17T00:01:51.657333] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPH'. [2025-10-17T00:01:51.682722] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:51.683432] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-10-17T00:01:51.683487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:51.739613] [INFO ] [sig ] SPH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:51.880995] [INFO ] [LOCAL ] Saved forecast: SPH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPH.txt [2025-10-17T00:01:51.881198] [INFO ] [sig ] [1433/1803] Completed SPH in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:51.881240] [INFO ] [sig ] [1434/1803] Forecasting SPHR... [2025-10-17T00:01:51.881271] [INFO ] [sig ] Generating forecast for: SPHR [2025-10-17T00:01:51.881303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'. [2025-10-17T00:01:51.890025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPHR'. [2025-10-17T00:01:51.915095] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:51.915889] [DEBUG] [LOCAL ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt [2025-10-17T00:01:51.915944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:51.972490] [INFO ] [sig ] SPHR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:52.110738] [INFO ] [LOCAL ] Saved forecast: SPHR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPHR.txt [2025-10-17T00:01:52.110938] [INFO ] [sig ] [1434/1803] Completed SPHR in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:52.111008] [INFO ] [sig ] [1435/1803] Forecasting SPIR... [2025-10-17T00:01:52.111041] [INFO ] [sig ] Generating forecast for: SPIR [2025-10-17T00:01:52.111072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'. [2025-10-17T00:01:52.120755] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPIR'. [2025-10-17T00:01:52.145320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:52.146030] [DEBUG] [LOCAL ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt [2025-10-17T00:01:52.146085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:52.204515] [INFO ] [sig ] SPIR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:52.342530] [INFO ] [LOCAL ] Saved forecast: SPIR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPIR.txt [2025-10-17T00:01:52.342736] [INFO ] [sig ] [1435/1803] Completed SPIR in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:52.342795] [INFO ] [sig ] [1436/1803] Forecasting SPMC... [2025-10-17T00:01:52.342828] [INFO ] [sig ] Generating forecast for: SPMC [2025-10-17T00:01:52.342858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'. [2025-10-17T00:01:52.351281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPMC'. [2025-10-17T00:01:52.375658] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:52.376329] [DEBUG] [LOCAL ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt [2025-10-17T00:01:52.376381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:52.432809] [INFO ] [sig ] SPMC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:52.572328] [INFO ] [LOCAL ] Saved forecast: SPMC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPMC.txt [2025-10-17T00:01:52.572518] [INFO ] [sig ] [1436/1803] Completed SPMC in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:52.572560] [INFO ] [sig ] [1437/1803] Forecasting SPNT... [2025-10-17T00:01:52.572590] [INFO ] [sig ] Generating forecast for: SPNT [2025-10-17T00:01:52.572691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'. [2025-10-17T00:01:52.581151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPNT'. [2025-10-17T00:01:52.606506] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:52.607204] [DEBUG] [LOCAL ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt [2025-10-17T00:01:52.607257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:52.664850] [INFO ] [sig ] SPNT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:52.804097] [INFO ] [LOCAL ] Saved forecast: SPNT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPNT.txt [2025-10-17T00:01:52.804297] [INFO ] [sig ] [1437/1803] Completed SPNT in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:52.804340] [INFO ] [sig ] [1438/1803] Forecasting SPOT... [2025-10-17T00:01:52.804371] [INFO ] [sig ] Generating forecast for: SPOT [2025-10-17T00:01:52.804403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'. [2025-10-17T00:01:52.813962] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPOT'. [2025-10-17T00:01:52.838601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:52.839326] [DEBUG] [LOCAL ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt [2025-10-17T00:01:52.839379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:52.896174] [INFO ] [sig ] SPOT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:53.035309] [INFO ] [LOCAL ] Saved forecast: SPOT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPOT.txt [2025-10-17T00:01:53.035497] [INFO ] [sig ] [1438/1803] Completed SPOT in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:53.035538] [INFO ] [sig ] [1439/1803] Forecasting SPR... [2025-10-17T00:01:53.035569] [INFO ] [sig ] Generating forecast for: SPR [2025-10-17T00:01:53.035599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'. [2025-10-17T00:01:53.044058] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPR'. [2025-10-17T00:01:53.068754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:53.069480] [DEBUG] [LOCAL ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt [2025-10-17T00:01:53.069533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:53.127192] [INFO ] [sig ] SPR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:53.268475] [INFO ] [LOCAL ] Saved forecast: SPR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPR.txt [2025-10-17T00:01:53.268695] [INFO ] [sig ] [1439/1803] Completed SPR in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:53.268754] [INFO ] [sig ] [1440/1803] Forecasting SPRU... [2025-10-17T00:01:53.268787] [INFO ] [sig ] Generating forecast for: SPRU [2025-10-17T00:01:53.268818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'. [2025-10-17T00:01:53.277341] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPRU'. [2025-10-17T00:01:53.302455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:53.303163] [DEBUG] [LOCAL ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt [2025-10-17T00:01:53.303250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:53.361632] [INFO ] [sig ] SPRU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:53.500209] [INFO ] [LOCAL ] Saved forecast: SPRU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SPRU.txt [2025-10-17T00:01:53.500398] [INFO ] [sig ] [1440/1803] Completed SPRU in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:53.500439] [INFO ] [sig ] [1441/1803] Forecasting SPXC... [2025-10-17T00:01:53.500470] [INFO ] [sig ] Generating forecast for: SPXC [2025-10-17T00:01:53.500501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-10-17T00:01:53.508956] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPXC'. [2025-10-17T00:01:53.533590] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:53.534283] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-10-17T00:01:53.534336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:53.595280] [INFO ] [sig ] SPXC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:53.734499] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPXC.txt [2025-10-17T00:01:53.734726] [INFO ] [sig ] [1441/1803] Completed SPXC in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:53.734786] [INFO ] [sig ] [1442/1803] Forecasting SPXX... [2025-10-17T00:01:53.734819] [INFO ] [sig ] Generating forecast for: SPXX [2025-10-17T00:01:53.734850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-10-17T00:01:53.743567] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPXX'. [2025-10-17T00:01:53.769180] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:53.769969] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-10-17T00:01:53.770025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:53.829994] [INFO ] [sig ] SPXX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:53.969214] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SPXX.txt [2025-10-17T00:01:53.969446] [INFO ] [sig ] [1442/1803] Completed SPXX in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:53.969489] [INFO ] [sig ] [1443/1803] Forecasting SQM... [2025-10-17T00:01:53.969520] [INFO ] [sig ] Generating forecast for: SQM [2025-10-17T00:01:53.969551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-10-17T00:01:53.978923] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SQM'. [2025-10-17T00:01:54.004079] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:54.004850] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-10-17T00:01:54.004904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:54.069359] [INFO ] [sig ] SQM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:54.208226] [INFO ] [LOCAL ] Saved forecast: SQM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SQM.txt [2025-10-17T00:01:54.208448] [INFO ] [sig ] [1443/1803] Completed SQM in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.5m [2025-10-17T00:01:54.208490] [INFO ] [sig ] [1444/1803] Forecasting SQNS... [2025-10-17T00:01:54.208521] [INFO ] [sig ] Generating forecast for: SQNS [2025-10-17T00:01:54.208552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-10-17T00:01:54.217246] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SQNS'. [2025-10-17T00:01:54.242474] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:54.243370] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-10-17T00:01:54.243422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:54.299136] [INFO ] [sig ] SQNS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:54.437872] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SQNS.txt [2025-10-17T00:01:54.438071] [INFO ] [sig ] [1444/1803] Completed SQNS in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-17T00:01:54.438112] [INFO ] [sig ] [1445/1803] Forecasting SR... [2025-10-17T00:01:54.438143] [INFO ] [sig ] Generating forecast for: SR [2025-10-17T00:01:54.438228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'. [2025-10-17T00:01:54.446384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SR'. [2025-10-17T00:01:54.471022] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:54.471736] [DEBUG] [LOCAL ] No optimal features file found for SR: ./output/feature-sets/SR.txt [2025-10-17T00:01:54.471790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:54.529174] [INFO ] [sig ] SR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:54.668924] [INFO ] [LOCAL ] Saved forecast: SR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SR.txt [2025-10-17T00:01:54.669141] [INFO ] [sig ] [1445/1803] Completed SR in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-17T00:01:54.669184] [INFO ] [sig ] [1446/1803] Forecasting SRE... [2025-10-17T00:01:54.669213] [INFO ] [sig ] Generating forecast for: SRE [2025-10-17T00:01:54.669244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-10-17T00:01:54.677797] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRE'. [2025-10-17T00:01:54.702615] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:54.703339] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-10-17T00:01:54.703394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:54.761348] [INFO ] [sig ] SRE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:54.903503] [INFO ] [LOCAL ] Saved forecast: SRE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SRE.txt [2025-10-17T00:01:54.903729] [INFO ] [sig ] [1446/1803] Completed SRE in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-17T00:01:54.903790] [INFO ] [sig ] [1447/1803] Forecasting SREA... [2025-10-17T00:01:54.903824] [INFO ] [sig ] Generating forecast for: SREA [2025-10-17T00:01:54.903857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-10-17T00:01:54.912512] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SREA'. [2025-10-17T00:01:54.937850] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:54.938581] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-10-17T00:01:54.938636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:54.993415] [INFO ] [sig ] SREA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:55.134962] [INFO ] [LOCAL ] Saved forecast: SREA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SREA.txt [2025-10-17T00:01:55.135163] [INFO ] [sig ] [1447/1803] Completed SREA in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-17T00:01:55.135205] [INFO ] [sig ] [1448/1803] Forecasting SRFM... [2025-10-17T00:01:55.135235] [INFO ] [sig ] Generating forecast for: SRFM [2025-10-17T00:01:55.135266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-10-17T00:01:55.144009] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'SRFM'. [2025-10-17T00:01:55.168952] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:55.169636] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-10-17T00:01:55.169716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:55.226832] [INFO ] [sig ] SRFM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:55.367261] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SRFM.txt [2025-10-17T00:01:55.367463] [INFO ] [sig ] [1448/1803] Completed SRFM in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-17T00:01:55.367505] [INFO ] [sig ] [1449/1803] Forecasting SRG... [2025-10-17T00:01:55.367537] [INFO ] [sig ] Generating forecast for: SRG [2025-10-17T00:01:55.367567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-10-17T00:01:55.376172] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRG'. [2025-10-17T00:01:55.401185] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:55.401919] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-10-17T00:01:55.401973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:55.458767] [INFO ] [sig ] SRG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:55.598859] [INFO ] [LOCAL ] Saved forecast: SRG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SRG.txt [2025-10-17T00:01:55.599067] [INFO ] [sig ] [1449/1803] Completed SRG in 0.2s | 4.13 sym/s | Total: 5.8m | ETA: 1.4m [2025-10-17T00:01:55.599150] [INFO ] [sig ] [1450/1803] Forecasting SRI... [2025-10-17T00:01:55.599188] [INFO ] [sig ] Generating forecast for: SRI [2025-10-17T00:01:55.599220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-10-17T00:01:55.607738] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRI'. [2025-10-17T00:01:55.633181] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:55.633926] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-10-17T00:01:55.633980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:55.687114] [INFO ] [sig ] SRI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:55.825520] [INFO ] [LOCAL ] Saved forecast: SRI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SRI.txt [2025-10-17T00:01:55.825742] [INFO ] [sig ] [1450/1803] Completed SRI in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:55.825801] [INFO ] [sig ] [1451/1803] Forecasting SRV... [2025-10-17T00:01:55.825834] [INFO ] [sig ] Generating forecast for: SRV [2025-10-17T00:01:55.825865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'. [2025-10-17T00:01:55.834319] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRV'. [2025-10-17T00:01:55.859006] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:55.859786] [DEBUG] [LOCAL ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt [2025-10-17T00:01:55.859841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:55.911897] [INFO ] [sig ] SRV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:56.049742] [INFO ] [LOCAL ] Saved forecast: SRV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SRV.txt [2025-10-17T00:01:56.050005] [INFO ] [sig ] [1451/1803] Completed SRV in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:56.050048] [INFO ] [sig ] [1452/1803] Forecasting SSB... [2025-10-17T00:01:56.050078] [INFO ] [sig ] Generating forecast for: SSB [2025-10-17T00:01:56.050109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-10-17T00:01:56.058703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSB'. [2025-10-17T00:01:56.084266] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:56.085069] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-10-17T00:01:56.085125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:56.148122] [INFO ] [sig ] SSB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:56.288223] [INFO ] [LOCAL ] Saved forecast: SSB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SSB.txt [2025-10-17T00:01:56.288431] [INFO ] [sig ] [1452/1803] Completed SSB in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:56.288473] [INFO ] [sig ] [1453/1803] Forecasting SSD... [2025-10-17T00:01:56.288503] [INFO ] [sig ] Generating forecast for: SSD [2025-10-17T00:01:56.288535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-10-17T00:01:56.297261] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSD'. [2025-10-17T00:01:56.322682] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:56.323376] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-10-17T00:01:56.323431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:56.378830] [INFO ] [sig ] SSD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:56.520003] [INFO ] [LOCAL ] Saved forecast: SSD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SSD.txt [2025-10-17T00:01:56.520200] [INFO ] [sig ] [1453/1803] Completed SSD in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:56.520242] [INFO ] [sig ] [1454/1803] Forecasting SSL... [2025-10-17T00:01:56.520272] [INFO ] [sig ] Generating forecast for: SSL [2025-10-17T00:01:56.520302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-10-17T00:01:56.528609] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSL'. [2025-10-17T00:01:56.553351] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:56.554060] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-10-17T00:01:56.554114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:56.608680] [INFO ] [sig ] SSL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:56.747991] [INFO ] [LOCAL ] Saved forecast: SSL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SSL.txt [2025-10-17T00:01:56.748211] [INFO ] [sig ] [1454/1803] Completed SSL in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:56.748271] [INFO ] [sig ] [1455/1803] Forecasting SST... [2025-10-17T00:01:56.748305] [INFO ] [sig ] Generating forecast for: SST [2025-10-17T00:01:56.748335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'. [2025-10-17T00:01:56.758087] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SST'. [2025-10-17T00:01:56.787617] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:56.788501] [DEBUG] [LOCAL ] No optimal features file found for SST: ./output/feature-sets/SST.txt [2025-10-17T00:01:56.788562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:56.851915] [INFO ] [sig ] SST: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:57.005150] [INFO ] [LOCAL ] Saved forecast: SST 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SST.txt [2025-10-17T00:01:57.005414] [INFO ] [sig ] [1455/1803] Completed SST in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:57.005459] [INFO ] [sig ] [1456/1803] Forecasting SSTK... [2025-10-17T00:01:57.005489] [INFO ] [sig ] Generating forecast for: SSTK [2025-10-17T00:01:57.005520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-10-17T00:01:57.014835] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSTK'. [2025-10-17T00:01:57.047762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:57.049038] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-10-17T00:01:57.049115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:57.118265] [INFO ] [sig ] SSTK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:57.285926] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SSTK.txt [2025-10-17T00:01:57.286228] [INFO ] [sig ] [1456/1803] Completed SSTK in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:57.286295] [INFO ] [sig ] [1457/1803] Forecasting ST... [2025-10-17T00:01:57.286357] [INFO ] [sig ] Generating forecast for: ST [2025-10-17T00:01:57.286425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'. [2025-10-17T00:01:57.297506] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ST'. [2025-10-17T00:01:57.330920] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:57.332004] [DEBUG] [LOCAL ] No optimal features file found for ST: ./output/feature-sets/ST.txt [2025-10-17T00:01:57.332065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:57.405465] [INFO ] [sig ] ST: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:57.578012] [INFO ] [LOCAL ] Saved forecast: ST 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ST.txt [2025-10-17T00:01:57.578331] [INFO ] [sig ] [1457/1803] Completed ST in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:57.578393] [INFO ] [sig ] [1458/1803] Forecasting STAG... [2025-10-17T00:01:57.578427] [INFO ] [sig ] Generating forecast for: STAG [2025-10-17T00:01:57.578459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-10-17T00:01:57.590073] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STAG'. [2025-10-17T00:01:57.626744] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:57.627996] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-10-17T00:01:57.628071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:57.701909] [INFO ] [sig ] STAG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:57.899598] [INFO ] [LOCAL ] Saved forecast: STAG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STAG.txt [2025-10-17T00:01:57.899983] [INFO ] [sig ] [1458/1803] Completed STAG in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:57.900051] [INFO ] [sig ] [1459/1803] Forecasting STC... [2025-10-17T00:01:57.900095] [INFO ] [sig ] Generating forecast for: STC [2025-10-17T00:01:57.900141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-10-17T00:01:57.913986] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STC'. [2025-10-17T00:01:57.950514] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:57.951766] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-10-17T00:01:57.951842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:58.036367] [INFO ] [sig ] STC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:58.212184] [INFO ] [LOCAL ] Saved forecast: STC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STC.txt [2025-10-17T00:01:58.212475] [INFO ] [sig ] [1459/1803] Completed STC in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:58.212520] [INFO ] [sig ] [1460/1803] Forecasting STE... [2025-10-17T00:01:58.212551] [INFO ] [sig ] Generating forecast for: STE [2025-10-17T00:01:58.212583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-10-17T00:01:58.223106] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STE'. [2025-10-17T00:01:58.251791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:58.252615] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-10-17T00:01:58.252697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:58.316109] [INFO ] [sig ] STE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:58.473138] [INFO ] [LOCAL ] Saved forecast: STE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STE.txt [2025-10-17T00:01:58.473366] [INFO ] [sig ] [1460/1803] Completed STE in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:58.473410] [INFO ] [sig ] [1461/1803] Forecasting STEL... [2025-10-17T00:01:58.473441] [INFO ] [sig ] Generating forecast for: STEL [2025-10-17T00:01:58.473473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-10-17T00:01:58.482029] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STEL'. [2025-10-17T00:01:58.507901] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:58.508791] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-10-17T00:01:58.508847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:58.575059] [INFO ] [sig ] STEL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:58.721073] [INFO ] [LOCAL ] Saved forecast: STEL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STEL.txt [2025-10-17T00:01:58.721348] [INFO ] [sig ] [1461/1803] Completed STEL in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:58.721393] [INFO ] [sig ] [1462/1803] Forecasting STEM... [2025-10-17T00:01:58.721423] [INFO ] [sig ] Generating forecast for: STEM [2025-10-17T00:01:58.721454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-10-17T00:01:58.730017] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STEM'. [2025-10-17T00:01:58.755524] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:58.756295] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-10-17T00:01:58.756354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:58.814496] [INFO ] [sig ] STEM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:58.952843] [INFO ] [LOCAL ] Saved forecast: STEM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STEM.txt [2025-10-17T00:01:58.953132] [INFO ] [sig ] [1462/1803] Completed STEM in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:58.953180] [INFO ] [sig ] [1463/1803] Forecasting STEW... [2025-10-17T00:01:58.953211] [INFO ] [sig ] Generating forecast for: STEW [2025-10-17T00:01:58.953242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'. [2025-10-17T00:01:58.961533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STEW'. [2025-10-17T00:01:58.986433] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:58.987156] [DEBUG] [LOCAL ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt [2025-10-17T00:01:58.987210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:59.044911] [INFO ] [sig ] STEW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:01:59.182435] [INFO ] [LOCAL ] Saved forecast: STEW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STEW.txt [2025-10-17T00:01:59.182683] [INFO ] [sig ] [1463/1803] Completed STEW in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:59.182744] [INFO ] [sig ] [1464/1803] Forecasting STK... [2025-10-17T00:01:59.182778] [INFO ] [sig ] Generating forecast for: STK [2025-10-17T00:01:59.182809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-10-17T00:01:59.191818] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STK'. [2025-10-17T00:01:59.217607] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:59.218448] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-10-17T00:01:59.218504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:59.274280] [INFO ] [sig ] STK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:59.411936] [INFO ] [LOCAL ] Saved forecast: STK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STK.txt [2025-10-17T00:01:59.412137] [INFO ] [sig ] [1464/1803] Completed STK in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:59.412178] [INFO ] [sig ] [1465/1803] Forecasting STLA... [2025-10-17T00:01:59.412208] [INFO ] [sig ] Generating forecast for: STLA [2025-10-17T00:01:59.412240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-10-17T00:01:59.420745] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STLA'. [2025-10-17T00:01:59.445300] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:59.446003] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-10-17T00:01:59.446056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:59.502613] [INFO ] [sig ] STLA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:59.701495] [INFO ] [LOCAL ] Saved forecast: STLA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STLA.txt [2025-10-17T00:01:59.701745] [INFO ] [sig ] [1465/1803] Completed STLA in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:59.701806] [INFO ] [sig ] [1466/1803] Forecasting STM... [2025-10-17T00:01:59.701842] [INFO ] [sig ] Generating forecast for: STM [2025-10-17T00:01:59.701874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-10-17T00:01:59.711302] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STM'. [2025-10-17T00:01:59.739328] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:59.740258] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-10-17T00:01:59.740316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:01:59.803978] [INFO ] [sig ] STM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:01:59.959668] [INFO ] [LOCAL ] Saved forecast: STM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STM.txt [2025-10-17T00:01:59.959914] [INFO ] [sig ] [1466/1803] Completed STM in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:01:59.959978] [INFO ] [sig ] [1467/1803] Forecasting STN... [2025-10-17T00:01:59.960015] [INFO ] [sig ] Generating forecast for: STN [2025-10-17T00:01:59.960048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-10-17T00:01:59.968929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STN'. [2025-10-17T00:01:59.994764] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:01:59.995552] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-10-17T00:01:59.995608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:00.058486] [INFO ] [sig ] STN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:00.214079] [INFO ] [LOCAL ] Saved forecast: STN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STN.txt [2025-10-17T00:02:00.214306] [INFO ] [sig ] [1467/1803] Completed STN in 0.3s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:02:00.214349] [INFO ] [sig ] [1468/1803] Forecasting STNG... [2025-10-17T00:02:00.214381] [INFO ] [sig ] Generating forecast for: STNG [2025-10-17T00:02:00.214412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'. [2025-10-17T00:02:00.223725] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STNG'. [2025-10-17T00:02:00.252071] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:00.252911] [DEBUG] [LOCAL ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt [2025-10-17T00:02:00.252965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:00.314701] [INFO ] [sig ] STNG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:00.452831] [INFO ] [LOCAL ] Saved forecast: STNG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STNG.txt [2025-10-17T00:02:00.453082] [INFO ] [sig ] [1468/1803] Completed STNG in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.4m [2025-10-17T00:02:00.453126] [INFO ] [sig ] [1469/1803] Forecasting STRV... [2025-10-17T00:02:00.453157] [INFO ] [sig ] Generating forecast for: STRV [2025-10-17T00:02:00.453188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'. [2025-10-17T00:02:00.462092] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STRV'. [2025-10-17T00:02:00.488951] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:00.489755] [DEBUG] [LOCAL ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt [2025-10-17T00:02:00.489818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:00.546845] [INFO ] [sig ] STRV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:00.686437] [INFO ] [LOCAL ] Saved forecast: STRV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STRV.txt [2025-10-17T00:02:00.686687] [INFO ] [sig ] [1469/1803] Completed STRV in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-17T00:02:00.686750] [INFO ] [sig ] [1470/1803] Forecasting STT... [2025-10-17T00:02:00.686785] [INFO ] [sig ] Generating forecast for: STT [2025-10-17T00:02:00.686817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'. [2025-10-17T00:02:00.695996] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STT'. [2025-10-17T00:02:00.720790] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:00.721485] [DEBUG] [LOCAL ] No optimal features file found for STT: ./output/feature-sets/STT.txt [2025-10-17T00:02:00.721540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:00.779326] [INFO ] [sig ] STT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:00.918869] [INFO ] [LOCAL ] Saved forecast: STT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STT.txt [2025-10-17T00:02:00.919103] [INFO ] [sig ] [1470/1803] Completed STT in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-17T00:02:00.919147] [INFO ] [sig ] [1471/1803] Forecasting STVN... [2025-10-17T00:02:00.919177] [INFO ] [sig ] Generating forecast for: STVN [2025-10-17T00:02:00.919208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-10-17T00:02:00.928306] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STVN'. [2025-10-17T00:02:00.955053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:00.955936] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-10-17T00:02:00.956002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:01.016948] [INFO ] [sig ] STVN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:01.157744] [INFO ] [LOCAL ] Saved forecast: STVN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STVN.txt [2025-10-17T00:02:01.157965] [INFO ] [sig ] [1471/1803] Completed STVN in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-17T00:02:01.158009] [INFO ] [sig ] [1472/1803] Forecasting STWD... [2025-10-17T00:02:01.158041] [INFO ] [sig ] Generating forecast for: STWD [2025-10-17T00:02:01.158073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-10-17T00:02:01.167628] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STWD'. [2025-10-17T00:02:01.192560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:01.193336] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-10-17T00:02:01.193390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:01.256102] [INFO ] [sig ] STWD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:01.400151] [INFO ] [LOCAL ] Saved forecast: STWD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STWD.txt [2025-10-17T00:02:01.400350] [INFO ] [sig ] [1472/1803] Completed STWD in 0.2s | 4.13 sym/s | Total: 5.9m | ETA: 1.3m [2025-10-17T00:02:01.400396] [INFO ] [sig ] [1473/1803] Forecasting STXD... [2025-10-17T00:02:01.400427] [INFO ] [sig ] Generating forecast for: STXD [2025-10-17T00:02:01.400457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'. [2025-10-17T00:02:01.409446] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXD'. [2025-10-17T00:02:01.435036] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:01.435732] [DEBUG] [LOCAL ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt [2025-10-17T00:02:01.435787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:01.495850] [INFO ] [sig ] STXD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:01.643893] [INFO ] [LOCAL ] Saved forecast: STXD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STXD.txt [2025-10-17T00:02:01.644096] [INFO ] [sig ] [1473/1803] Completed STXD in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:01.644141] [INFO ] [sig ] [1474/1803] Forecasting STXE... [2025-10-17T00:02:01.644204] [INFO ] [sig ] Generating forecast for: STXE [2025-10-17T00:02:01.644263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-10-17T00:02:01.653063] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXE'. [2025-10-17T00:02:01.679628] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:01.680399] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-10-17T00:02:01.680455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:01.743499] [INFO ] [sig ] STXE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:01.892780] [INFO ] [LOCAL ] Saved forecast: STXE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STXE.txt [2025-10-17T00:02:01.893011] [INFO ] [sig ] [1474/1803] Completed STXE in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:01.893053] [INFO ] [sig ] [1475/1803] Forecasting STXG... [2025-10-17T00:02:01.893084] [INFO ] [sig ] Generating forecast for: STXG [2025-10-17T00:02:01.893114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-10-17T00:02:01.901349] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXG'. [2025-10-17T00:02:01.926111] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:01.926855] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-10-17T00:02:01.926910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:01.983395] [INFO ] [sig ] STXG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:02.128092] [INFO ] [LOCAL ] Saved forecast: STXG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STXG.txt [2025-10-17T00:02:02.128348] [INFO ] [sig ] [1475/1803] Completed STXG in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:02.128409] [INFO ] [sig ] [1476/1803] Forecasting STXK... [2025-10-17T00:02:02.128444] [INFO ] [sig ] Generating forecast for: STXK [2025-10-17T00:02:02.128476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'. [2025-10-17T00:02:02.136593] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXK'. [2025-10-17T00:02:02.162675] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:02.163452] [DEBUG] [LOCAL ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt [2025-10-17T00:02:02.163507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:02.222340] [INFO ] [sig ] STXK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:02.366927] [INFO ] [LOCAL ] Saved forecast: STXK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STXK.txt [2025-10-17T00:02:02.367155] [INFO ] [sig ] [1476/1803] Completed STXK in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:02.367199] [INFO ] [sig ] [1477/1803] Forecasting STXT... [2025-10-17T00:02:02.367230] [INFO ] [sig ] Generating forecast for: STXT [2025-10-17T00:02:02.367262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'. [2025-10-17T00:02:02.376154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STXT'. [2025-10-17T00:02:02.402725] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:02.403480] [DEBUG] [LOCAL ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt [2025-10-17T00:02:02.403536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:02.460772] [INFO ] [sig ] STXT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:02.607774] [INFO ] [LOCAL ] Saved forecast: STXT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STXT.txt [2025-10-17T00:02:02.607985] [INFO ] [sig ] [1477/1803] Completed STXT in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:02.608028] [INFO ] [sig ] [1478/1803] Forecasting STXV... [2025-10-17T00:02:02.608060] [INFO ] [sig ] Generating forecast for: STXV [2025-10-17T00:02:02.608092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'. [2025-10-17T00:02:02.615954] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXV'. [2025-10-17T00:02:02.642435] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:02.643194] [DEBUG] [LOCAL ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt [2025-10-17T00:02:02.643248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:02.703260] [INFO ] [sig ] STXV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:02.851055] [INFO ] [LOCAL ] Saved forecast: STXV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/STXV.txt [2025-10-17T00:02:02.851270] [INFO ] [sig ] [1478/1803] Completed STXV in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:02.851314] [INFO ] [sig ] [1479/1803] Forecasting STZ... [2025-10-17T00:02:02.851346] [INFO ] [sig ] Generating forecast for: STZ [2025-10-17T00:02:02.851426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-10-17T00:02:02.861016] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STZ'. [2025-10-17T00:02:02.887452] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:02.888303] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-10-17T00:02:02.888358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:02.948119] [INFO ] [sig ] STZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:03.087131] [INFO ] [LOCAL ] Saved forecast: STZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/STZ.txt [2025-10-17T00:02:03.087381] [INFO ] [sig ] [1479/1803] Completed STZ in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:03.087425] [INFO ] [sig ] [1480/1803] Forecasting SU... [2025-10-17T00:02:03.087457] [INFO ] [sig ] Generating forecast for: SU [2025-10-17T00:02:03.087497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'. [2025-10-17T00:02:03.096340] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SU'. [2025-10-17T00:02:03.121962] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:03.122752] [DEBUG] [LOCAL ] No optimal features file found for SU: ./output/feature-sets/SU.txt [2025-10-17T00:02:03.122807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:03.181957] [INFO ] [sig ] SU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:03.321138] [INFO ] [LOCAL ] Saved forecast: SU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SU.txt [2025-10-17T00:02:03.321342] [INFO ] [sig ] [1480/1803] Completed SU in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:03.321383] [INFO ] [sig ] [1481/1803] Forecasting SUI... [2025-10-17T00:02:03.321414] [INFO ] [sig ] Generating forecast for: SUI [2025-10-17T00:02:03.321444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-10-17T00:02:03.330423] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUI'. [2025-10-17T00:02:03.355094] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:03.355864] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-10-17T00:02:03.355918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:03.414938] [INFO ] [sig ] SUI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:03.553336] [INFO ] [LOCAL ] Saved forecast: SUI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SUI.txt [2025-10-17T00:02:03.553535] [INFO ] [sig ] [1481/1803] Completed SUI in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:03.553576] [INFO ] [sig ] [1482/1803] Forecasting SUN... [2025-10-17T00:02:03.553607] [INFO ] [sig ] Generating forecast for: SUN [2025-10-17T00:02:03.553637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-10-17T00:02:03.562315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUN'. [2025-10-17T00:02:03.586957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:03.587628] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-10-17T00:02:03.587732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:03.646097] [INFO ] [sig ] SUN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:03.783752] [INFO ] [LOCAL ] Saved forecast: SUN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SUN.txt [2025-10-17T00:02:03.783945] [INFO ] [sig ] [1482/1803] Completed SUN in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:03.783988] [INFO ] [sig ] [1483/1803] Forecasting SUPV... [2025-10-17T00:02:03.784018] [INFO ] [sig ] Generating forecast for: SUPV [2025-10-17T00:02:03.784049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'. [2025-10-17T00:02:03.792699] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUPV'. [2025-10-17T00:02:03.817319] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:03.818030] [DEBUG] [LOCAL ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt [2025-10-17T00:02:03.818100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:03.874801] [INFO ] [sig ] SUPV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:04.012374] [INFO ] [LOCAL ] Saved forecast: SUPV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SUPV.txt [2025-10-17T00:02:04.012586] [INFO ] [sig ] [1483/1803] Completed SUPV in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:04.012629] [INFO ] [sig ] [1484/1803] Forecasting SUZ... [2025-10-17T00:02:04.012699] [INFO ] [sig ] Generating forecast for: SUZ [2025-10-17T00:02:04.012743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-10-17T00:02:04.020615] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUZ'. [2025-10-17T00:02:04.045960] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:04.046682] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-10-17T00:02:04.046738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:04.104881] [INFO ] [sig ] SUZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:04.242705] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SUZ.txt [2025-10-17T00:02:04.242926] [INFO ] [sig ] [1484/1803] Completed SUZ in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:04.242968] [INFO ] [sig ] [1485/1803] Forecasting SVV... [2025-10-17T00:02:04.242999] [INFO ] [sig ] Generating forecast for: SVV [2025-10-17T00:02:04.243029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'. [2025-10-17T00:02:04.251511] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SVV'. [2025-10-17T00:02:04.276299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:04.277074] [DEBUG] [LOCAL ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt [2025-10-17T00:02:04.277129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:04.335789] [INFO ] [sig ] SVV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:04.475008] [INFO ] [LOCAL ] Saved forecast: SVV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SVV.txt [2025-10-17T00:02:04.476044] [INFO ] [sig ] [1485/1803] Completed SVV in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:04.476102] [INFO ] [sig ] [1486/1803] Forecasting SW... [2025-10-17T00:02:04.476136] [INFO ] [sig ] Generating forecast for: SW [2025-10-17T00:02:04.476168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'. [2025-10-17T00:02:04.484779] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SW'. [2025-10-17T00:02:04.509955] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:04.510766] [DEBUG] [LOCAL ] No optimal features file found for SW: ./output/feature-sets/SW.txt [2025-10-17T00:02:04.510821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:04.569202] [INFO ] [sig ] SW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:04.706537] [INFO ] [LOCAL ] Saved forecast: SW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SW.txt [2025-10-17T00:02:04.706822] [INFO ] [sig ] [1486/1803] Completed SW in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:04.706882] [INFO ] [sig ] [1487/1803] Forecasting SWK... [2025-10-17T00:02:04.706926] [INFO ] [sig ] Generating forecast for: SWK [2025-10-17T00:02:04.706959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-10-17T00:02:04.715442] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SWK'. [2025-10-17T00:02:04.740242] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:04.741023] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-10-17T00:02:04.741077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:04.799993] [INFO ] [sig ] SWK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:04.937526] [INFO ] [LOCAL ] Saved forecast: SWK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SWK.txt [2025-10-17T00:02:04.937793] [INFO ] [sig ] [1487/1803] Completed SWK in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:04.937853] [INFO ] [sig ] [1488/1803] Forecasting SWX... [2025-10-17T00:02:04.937887] [INFO ] [sig ] Generating forecast for: SWX [2025-10-17T00:02:04.937919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-10-17T00:02:04.946972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SWX'. [2025-10-17T00:02:04.974893] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:04.975857] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-10-17T00:02:04.975918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:05.044330] [INFO ] [sig ] SWX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:05.185510] [INFO ] [LOCAL ] Saved forecast: SWX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SWX.txt [2025-10-17T00:02:05.185792] [INFO ] [sig ] [1488/1803] Completed SWX in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:05.185855] [INFO ] [sig ] [1489/1803] Forecasting SWZ... [2025-10-17T00:02:05.185889] [INFO ] [sig ] Generating forecast for: SWZ [2025-10-17T00:02:05.185921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-10-17T00:02:05.194910] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SWZ'. [2025-10-17T00:02:05.221399] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:05.222234] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-10-17T00:02:05.222290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:05.280129] [INFO ] [sig ] SWZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:05.426855] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SWZ.txt [2025-10-17T00:02:05.427104] [INFO ] [sig ] [1489/1803] Completed SWZ in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:05.427148] [INFO ] [sig ] [1490/1803] Forecasting SXC... [2025-10-17T00:02:05.427180] [INFO ] [sig ] Generating forecast for: SXC [2025-10-17T00:02:05.427211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-10-17T00:02:05.435932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SXC'. [2025-10-17T00:02:05.461287] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:05.462091] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-10-17T00:02:05.462167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:05.523020] [INFO ] [sig ] SXC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:05.668335] [INFO ] [LOCAL ] Saved forecast: SXC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SXC.txt [2025-10-17T00:02:05.668574] [INFO ] [sig ] [1490/1803] Completed SXC in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:05.668620] [INFO ] [sig ] [1491/1803] Forecasting SXI... [2025-10-17T00:02:05.668684] [INFO ] [sig ] Generating forecast for: SXI [2025-10-17T00:02:05.668733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-10-17T00:02:05.677735] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SXI'. [2025-10-17T00:02:05.703448] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:05.704252] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-10-17T00:02:05.704306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:05.767005] [INFO ] [sig ] SXI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:05.914520] [INFO ] [LOCAL ] Saved forecast: SXI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/SXI.txt [2025-10-17T00:02:05.914799] [INFO ] [sig ] [1491/1803] Completed SXI in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:05.914896] [INFO ] [sig ] [1492/1803] Forecasting SXT... [2025-10-17T00:02:05.914935] [INFO ] [sig ] Generating forecast for: SXT [2025-10-17T00:02:05.914968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'. [2025-10-17T00:02:05.924288] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SXT'. [2025-10-17T00:02:05.949723] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:05.950495] [DEBUG] [LOCAL ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt [2025-10-17T00:02:05.950548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:06.011541] [INFO ] [sig ] SXT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:06.161070] [INFO ] [LOCAL ] Saved forecast: SXT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SXT.txt [2025-10-17T00:02:06.161282] [INFO ] [sig ] [1492/1803] Completed SXT in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:06.161324] [INFO ] [sig ] [1493/1803] Forecasting SYK... [2025-10-17T00:02:06.161356] [INFO ] [sig ] Generating forecast for: SYK [2025-10-17T00:02:06.161387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-10-17T00:02:06.170668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SYK'. [2025-10-17T00:02:06.195433] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:06.196191] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-10-17T00:02:06.196245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:06.256708] [INFO ] [sig ] SYK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:06.395941] [INFO ] [LOCAL ] Saved forecast: SYK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SYK.txt [2025-10-17T00:02:06.396160] [INFO ] [sig ] [1493/1803] Completed SYK in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.3m [2025-10-17T00:02:06.396204] [INFO ] [sig ] [1494/1803] Forecasting SYY... [2025-10-17T00:02:06.396245] [INFO ] [sig ] Generating forecast for: SYY [2025-10-17T00:02:06.396277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-10-17T00:02:06.405173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SYY'. [2025-10-17T00:02:06.430463] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:06.431244] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-10-17T00:02:06.431298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:06.490214] [INFO ] [sig ] SYY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:06.630271] [INFO ] [LOCAL ] Saved forecast: SYY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/SYY.txt [2025-10-17T00:02:06.630518] [INFO ] [sig ] [1494/1803] Completed SYY in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-17T00:02:06.630562] [INFO ] [sig ] [1495/1803] Forecasting T... [2025-10-17T00:02:06.630594] [INFO ] [sig ] Generating forecast for: T [2025-10-17T00:02:06.630626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'. [2025-10-17T00:02:06.640498] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'T'. [2025-10-17T00:02:06.666189] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:06.667003] [DEBUG] [LOCAL ] No optimal features file found for T: ./output/feature-sets/T.txt [2025-10-17T00:02:06.667059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:06.728327] [INFO ] [sig ] T: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:06.883114] [INFO ] [LOCAL ] Saved forecast: T 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/T.txt [2025-10-17T00:02:06.883359] [INFO ] [sig ] [1495/1803] Completed T in 0.3s | 4.13 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-17T00:02:06.883403] [INFO ] [sig ] [1496/1803] Forecasting TAC... [2025-10-17T00:02:06.883434] [INFO ] [sig ] Generating forecast for: TAC [2025-10-17T00:02:06.883466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-10-17T00:02:06.892583] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAC'. [2025-10-17T00:02:06.918323] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:06.919174] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-10-17T00:02:06.919230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:06.981095] [INFO ] [sig ] TAC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:07.130849] [INFO ] [LOCAL ] Saved forecast: TAC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TAC.txt [2025-10-17T00:02:07.131084] [INFO ] [sig ] [1496/1803] Completed TAC in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-17T00:02:07.131128] [INFO ] [sig ] [1497/1803] Forecasting TAK... [2025-10-17T00:02:07.131160] [INFO ] [sig ] Generating forecast for: TAK [2025-10-17T00:02:07.131192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-10-17T00:02:07.139914] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAK'. [2025-10-17T00:02:07.165998] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:07.166801] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-10-17T00:02:07.166878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:07.231290] [INFO ] [sig ] TAK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:07.376910] [INFO ] [LOCAL ] Saved forecast: TAK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TAK.txt [2025-10-17T00:02:07.377153] [INFO ] [sig ] [1497/1803] Completed TAK in 0.2s | 4.13 sym/s | Total: 6.0m | ETA: 1.2m [2025-10-17T00:02:07.377197] [INFO ] [sig ] [1498/1803] Forecasting TAL... [2025-10-17T00:02:07.377228] [INFO ] [sig ] Generating forecast for: TAL [2025-10-17T00:02:07.377258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-10-17T00:02:07.386515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAL'. [2025-10-17T00:02:07.412669] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:07.413500] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-10-17T00:02:07.413556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:07.478540] [INFO ] [sig ] TAL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:07.627081] [INFO ] [LOCAL ] Saved forecast: TAL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TAL.txt [2025-10-17T00:02:07.627325] [INFO ] [sig ] [1498/1803] Completed TAL in 0.3s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:07.627370] [INFO ] [sig ] [1499/1803] Forecasting TALO... [2025-10-17T00:02:07.627402] [INFO ] [sig ] Generating forecast for: TALO [2025-10-17T00:02:07.627435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-10-17T00:02:07.636328] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TALO'. [2025-10-17T00:02:07.662811] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:07.663789] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-10-17T00:02:07.663851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:07.727030] [INFO ] [sig ] TALO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:07.873159] [INFO ] [LOCAL ] Saved forecast: TALO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TALO.txt [2025-10-17T00:02:07.873363] [INFO ] [sig ] [1499/1803] Completed TALO in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:07.873405] [INFO ] [sig ] [1500/1803] Forecasting TAP... [2025-10-17T00:02:07.873436] [INFO ] [sig ] Generating forecast for: TAP [2025-10-17T00:02:07.873467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-10-17T00:02:07.881796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAP'. [2025-10-17T00:02:07.907692] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:07.908528] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-10-17T00:02:07.908587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:07.968847] [INFO ] [sig ] TAP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:08.115416] [INFO ] [LOCAL ] Saved forecast: TAP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TAP.txt [2025-10-17T00:02:08.115624] [INFO ] [sig ] [1500/1803] Completed TAP in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:08.115702] [INFO ] [sig ] [1501/1803] Forecasting TBB... [2025-10-17T00:02:08.115755] [INFO ] [sig ] Generating forecast for: TBB [2025-10-17T00:02:08.115789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-10-17T00:02:08.124437] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBB'. [2025-10-17T00:02:08.150040] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:08.150934] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-10-17T00:02:08.150988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:08.219529] [INFO ] [sig ] TBB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:08.361494] [INFO ] [LOCAL ] Saved forecast: TBB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TBB.txt [2025-10-17T00:02:08.361760] [INFO ] [sig ] [1501/1803] Completed TBB in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:08.361821] [INFO ] [sig ] [1502/1803] Forecasting TBBB... [2025-10-17T00:02:08.361854] [INFO ] [sig ] Generating forecast for: TBBB [2025-10-17T00:02:08.361886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'. [2025-10-17T00:02:08.370610] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBBB'. [2025-10-17T00:02:08.395502] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:08.396273] [DEBUG] [LOCAL ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt [2025-10-17T00:02:08.396327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:08.454439] [INFO ] [sig ] TBBB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:08.601832] [INFO ] [LOCAL ] Saved forecast: TBBB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TBBB.txt [2025-10-17T00:02:08.602057] [INFO ] [sig ] [1502/1803] Completed TBBB in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:08.602099] [INFO ] [sig ] [1503/1803] Forecasting TBI... [2025-10-17T00:02:08.602130] [INFO ] [sig ] Generating forecast for: TBI [2025-10-17T00:02:08.602161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-10-17T00:02:08.611692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBI'. [2025-10-17T00:02:08.636590] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:08.637311] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-10-17T00:02:08.637366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:08.696925] [INFO ] [sig ] TBI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:08.835392] [INFO ] [LOCAL ] Saved forecast: TBI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TBI.txt [2025-10-17T00:02:08.835603] [INFO ] [sig ] [1503/1803] Completed TBI in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:08.835673] [INFO ] [sig ] [1504/1803] Forecasting TBN... [2025-10-17T00:02:08.835725] [INFO ] [sig ] Generating forecast for: TBN [2025-10-17T00:02:08.835759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'. [2025-10-17T00:02:08.844038] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBN'. [2025-10-17T00:02:08.868756] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:08.869489] [DEBUG] [LOCAL ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt [2025-10-17T00:02:08.869557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:08.933522] [INFO ] [sig ] TBN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:09.077673] [INFO ] [LOCAL ] Saved forecast: TBN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TBN.txt [2025-10-17T00:02:09.077896] [INFO ] [sig ] [1504/1803] Completed TBN in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:09.077980] [INFO ] [sig ] [1505/1803] Forecasting TCBX... [2025-10-17T00:02:09.078019] [INFO ] [sig ] Generating forecast for: TCBX [2025-10-17T00:02:09.078051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-10-17T00:02:09.086238] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TCBX'. [2025-10-17T00:02:09.111028] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:09.111756] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-10-17T00:02:09.111810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:09.166030] [INFO ] [sig ] TCBX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:09.306776] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TCBX.txt [2025-10-17T00:02:09.307025] [INFO ] [sig ] [1505/1803] Completed TCBX in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:09.307068] [INFO ] [sig ] [1506/1803] Forecasting TD... [2025-10-17T00:02:09.307100] [INFO ] [sig ] Generating forecast for: TD [2025-10-17T00:02:09.307130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-10-17T00:02:09.315837] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TD'. [2025-10-17T00:02:09.342227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:09.343056] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-10-17T00:02:09.343121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:09.400273] [INFO ] [sig ] TD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:09.541744] [INFO ] [LOCAL ] Saved forecast: TD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TD.txt [2025-10-17T00:02:09.541975] [INFO ] [sig ] [1506/1803] Completed TD in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:09.542017] [INFO ] [sig ] [1507/1803] Forecasting TDC... [2025-10-17T00:02:09.542048] [INFO ] [sig ] Generating forecast for: TDC [2025-10-17T00:02:09.542081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-10-17T00:02:09.551218] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDC'. [2025-10-17T00:02:09.578061] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:09.578894] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-10-17T00:02:09.578950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:09.637964] [INFO ] [sig ] TDC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:09.786103] [INFO ] [LOCAL ] Saved forecast: TDC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDC.txt [2025-10-17T00:02:09.786307] [INFO ] [sig ] [1507/1803] Completed TDC in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:09.786358] [INFO ] [sig ] [1508/1803] Forecasting TDF... [2025-10-17T00:02:09.786391] [INFO ] [sig ] Generating forecast for: TDF [2025-10-17T00:02:09.786424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-10-17T00:02:09.795045] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDF'. [2025-10-17T00:02:09.822091] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:09.822903] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-10-17T00:02:09.822958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:09.881037] [INFO ] [sig ] TDF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:10.022174] [INFO ] [LOCAL ] Saved forecast: TDF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDF.txt [2025-10-17T00:02:10.022351] [INFO ] [sig ] [1508/1803] Completed TDF in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:10.022391] [INFO ] [sig ] [1509/1803] Forecasting TDG... [2025-10-17T00:02:10.022421] [INFO ] [sig ] Generating forecast for: TDG [2025-10-17T00:02:10.022452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-10-17T00:02:10.031087] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDG'. [2025-10-17T00:02:10.056630] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:10.057358] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-10-17T00:02:10.057413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:10.114688] [INFO ] [sig ] TDG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:10.256856] [INFO ] [LOCAL ] Saved forecast: TDG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDG.txt [2025-10-17T00:02:10.257077] [INFO ] [sig ] [1509/1803] Completed TDG in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:10.257119] [INFO ] [sig ] [1510/1803] Forecasting TDOC... [2025-10-17T00:02:10.257149] [INFO ] [sig ] Generating forecast for: TDOC [2025-10-17T00:02:10.257179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-10-17T00:02:10.266160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDOC'. [2025-10-17T00:02:10.291157] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:10.291854] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-10-17T00:02:10.291908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:10.349665] [INFO ] [sig ] TDOC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:10.492393] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDOC.txt [2025-10-17T00:02:10.492692] [INFO ] [sig ] [1510/1803] Completed TDOC in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:10.492755] [INFO ] [sig ] [1511/1803] Forecasting TDS... [2025-10-17T00:02:10.492790] [INFO ] [sig ] Generating forecast for: TDS [2025-10-17T00:02:10.492822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-10-17T00:02:10.502609] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDS'. [2025-10-17T00:02:10.530380] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:10.531272] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-10-17T00:02:10.531329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:10.599572] [INFO ] [sig ] TDS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:10.764621] [INFO ] [LOCAL ] Saved forecast: TDS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDS.txt [2025-10-17T00:02:10.764916] [INFO ] [sig ] [1511/1803] Completed TDS in 0.3s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:10.764986] [INFO ] [sig ] [1512/1803] Forecasting TDW... [2025-10-17T00:02:10.765025] [INFO ] [sig ] Generating forecast for: TDW [2025-10-17T00:02:10.765057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'. [2025-10-17T00:02:10.775152] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDW'. [2025-10-17T00:02:10.805008] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:10.806053] [DEBUG] [LOCAL ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt [2025-10-17T00:02:10.806114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:10.874629] [INFO ] [sig ] TDW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:11.031668] [INFO ] [LOCAL ] Saved forecast: TDW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDW.txt [2025-10-17T00:02:11.031903] [INFO ] [sig ] [1512/1803] Completed TDW in 0.3s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:11.031947] [INFO ] [sig ] [1513/1803] Forecasting TDY... [2025-10-17T00:02:11.031977] [INFO ] [sig ] Generating forecast for: TDY [2025-10-17T00:02:11.032008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-10-17T00:02:11.040668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDY'. [2025-10-17T00:02:11.065476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:11.066264] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-10-17T00:02:11.066322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:11.125985] [INFO ] [sig ] TDY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:11.265939] [INFO ] [LOCAL ] Saved forecast: TDY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TDY.txt [2025-10-17T00:02:11.266168] [INFO ] [sig ] [1513/1803] Completed TDY in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:11.266211] [INFO ] [sig ] [1514/1803] Forecasting TEAF... [2025-10-17T00:02:11.266241] [INFO ] [sig ] Generating forecast for: TEAF [2025-10-17T00:02:11.266273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'. [2025-10-17T00:02:11.275180] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEAF'. [2025-10-17T00:02:11.301342] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:11.302153] [DEBUG] [LOCAL ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt [2025-10-17T00:02:11.302208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:11.359497] [INFO ] [sig ] TEAF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:11.499310] [INFO ] [LOCAL ] Saved forecast: TEAF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TEAF.txt [2025-10-17T00:02:11.499517] [INFO ] [sig ] [1514/1803] Completed TEAF in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:11.499569] [INFO ] [sig ] [1515/1803] Forecasting TECK... [2025-10-17T00:02:11.499602] [INFO ] [sig ] Generating forecast for: TECK [2025-10-17T00:02:11.499633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-10-17T00:02:11.508593] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TECK'. [2025-10-17T00:02:11.534026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:11.534717] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-10-17T00:02:11.534772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:11.592344] [INFO ] [sig ] TECK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:11.735813] [INFO ] [LOCAL ] Saved forecast: TECK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TECK.txt [2025-10-17T00:02:11.736014] [INFO ] [sig ] [1515/1803] Completed TECK in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:11.736056] [INFO ] [sig ] [1516/1803] Forecasting TEF... [2025-10-17T00:02:11.736087] [INFO ] [sig ] Generating forecast for: TEF [2025-10-17T00:02:11.736117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-10-17T00:02:11.744780] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEF'. [2025-10-17T00:02:11.770000] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:11.770800] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-10-17T00:02:11.770855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:11.823906] [INFO ] [sig ] TEF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:11.965941] [INFO ] [LOCAL ] Saved forecast: TEF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TEF.txt [2025-10-17T00:02:11.966145] [INFO ] [sig ] [1516/1803] Completed TEF in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:11.966187] [INFO ] [sig ] [1517/1803] Forecasting TEI... [2025-10-17T00:02:11.966217] [INFO ] [sig ] Generating forecast for: TEI [2025-10-17T00:02:11.966248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-10-17T00:02:11.974358] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEI'. [2025-10-17T00:02:11.999095] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:11.999807] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-10-17T00:02:11.999860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:12.051095] [INFO ] [sig ] TEI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:12.192171] [INFO ] [LOCAL ] Saved forecast: TEI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TEI.txt [2025-10-17T00:02:12.192415] [INFO ] [sig ] [1517/1803] Completed TEI in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:12.192463] [INFO ] [sig ] [1518/1803] Forecasting TEL... [2025-10-17T00:02:12.192495] [INFO ] [sig ] Generating forecast for: TEL [2025-10-17T00:02:12.192525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-10-17T00:02:12.200589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEL'. [2025-10-17T00:02:12.225398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:12.226122] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-10-17T00:02:12.226176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:12.277817] [INFO ] [sig ] TEL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:12.418693] [INFO ] [LOCAL ] Saved forecast: TEL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TEL.txt [2025-10-17T00:02:12.418908] [INFO ] [sig ] [1518/1803] Completed TEL in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.2m [2025-10-17T00:02:12.418951] [INFO ] [sig ] [1519/1803] Forecasting TEN... [2025-10-17T00:02:12.418982] [INFO ] [sig ] Generating forecast for: TEN [2025-10-17T00:02:12.419013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'. [2025-10-17T00:02:12.428377] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEN'. [2025-10-17T00:02:12.453178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:12.453995] [DEBUG] [LOCAL ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt [2025-10-17T00:02:12.454052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:12.508113] [INFO ] [sig ] TEN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:12.648258] [INFO ] [LOCAL ] Saved forecast: TEN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TEN.txt [2025-10-17T00:02:12.648454] [INFO ] [sig ] [1519/1803] Completed TEN in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-17T00:02:12.648496] [INFO ] [sig ] [1520/1803] Forecasting TEO... [2025-10-17T00:02:12.648526] [INFO ] [sig ] Generating forecast for: TEO [2025-10-17T00:02:12.648556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-10-17T00:02:12.656596] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEO'. [2025-10-17T00:02:12.682078] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:12.682972] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-10-17T00:02:12.683030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:12.735964] [INFO ] [sig ] TEO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:12.874302] [INFO ] [LOCAL ] Saved forecast: TEO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TEO.txt [2025-10-17T00:02:12.874490] [INFO ] [sig ] [1520/1803] Completed TEO in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-17T00:02:12.874532] [INFO ] [sig ] [1521/1803] Forecasting TEVA... [2025-10-17T00:02:12.874562] [INFO ] [sig ] Generating forecast for: TEVA [2025-10-17T00:02:12.874592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-10-17T00:02:12.883291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEVA'. [2025-10-17T00:02:12.909153] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:12.909951] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-10-17T00:02:12.910005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:12.960154] [INFO ] [sig ] TEVA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:13.097420] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TEVA.txt [2025-10-17T00:02:13.097663] [INFO ] [sig ] [1521/1803] Completed TEVA in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-17T00:02:13.097724] [INFO ] [sig ] [1522/1803] Forecasting TEX... [2025-10-17T00:02:13.097758] [INFO ] [sig ] Generating forecast for: TEX [2025-10-17T00:02:13.097788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-10-17T00:02:13.105632] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEX'. [2025-10-17T00:02:13.130277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:13.131010] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-10-17T00:02:13.131065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:13.181964] [INFO ] [sig ] TEX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:13.338197] [INFO ] [LOCAL ] Saved forecast: TEX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TEX.txt [2025-10-17T00:02:13.338551] [INFO ] [sig ] [1522/1803] Completed TEX in 0.2s | 4.13 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-17T00:02:13.338625] [INFO ] [sig ] [1523/1803] Forecasting TFC... [2025-10-17T00:02:13.338703] [INFO ] [sig ] Generating forecast for: TFC [2025-10-17T00:02:13.338749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-10-17T00:02:13.350697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFC'. [2025-10-17T00:02:13.380210] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:13.381109] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-10-17T00:02:13.381167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:13.449518] [INFO ] [sig ] TFC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:13.616405] [INFO ] [LOCAL ] Saved forecast: TFC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TFC.txt [2025-10-17T00:02:13.616668] [INFO ] [sig ] [1523/1803] Completed TFC in 0.3s | 4.13 sym/s | Total: 6.1m | ETA: 1.1m [2025-10-17T00:02:13.616730] [INFO ] [sig ] [1524/1803] Forecasting TFII... [2025-10-17T00:02:13.616764] [INFO ] [sig ] Generating forecast for: TFII [2025-10-17T00:02:13.616795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-10-17T00:02:13.626079] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFII'. [2025-10-17T00:02:13.656881] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:13.657895] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-10-17T00:02:13.657974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:13.722763] [INFO ] [sig ] TFII: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:13.890347] [INFO ] [LOCAL ] Saved forecast: TFII 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TFII.txt [2025-10-17T00:02:13.890608] [INFO ] [sig ] [1524/1803] Completed TFII in 0.3s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:13.890699] [INFO ] [sig ] [1525/1803] Forecasting TFIN... [2025-10-17T00:02:13.890770] [INFO ] [sig ] Generating forecast for: TFIN [2025-10-17T00:02:13.890840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-10-17T00:02:13.899765] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFIN'. [2025-10-17T00:02:13.928019] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:13.929064] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-10-17T00:02:13.929122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:13.994474] [INFO ] [sig ] TFIN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:14.158783] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TFIN.txt [2025-10-17T00:02:14.159006] [INFO ] [sig ] [1525/1803] Completed TFIN in 0.3s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:14.159050] [INFO ] [sig ] [1526/1803] Forecasting TFPM... [2025-10-17T00:02:14.159080] [INFO ] [sig ] Generating forecast for: TFPM [2025-10-17T00:02:14.159111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-10-17T00:02:14.168475] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFPM'. [2025-10-17T00:02:14.197022] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:14.197885] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-10-17T00:02:14.197960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:14.264096] [INFO ] [sig ] TFPM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:14.424065] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TFPM.txt [2025-10-17T00:02:14.424283] [INFO ] [sig ] [1526/1803] Completed TFPM in 0.3s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:14.424326] [INFO ] [sig ] [1527/1803] Forecasting TFX... [2025-10-17T00:02:14.424357] [INFO ] [sig ] Generating forecast for: TFX [2025-10-17T00:02:14.424387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'. [2025-10-17T00:02:14.433272] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFX'. [2025-10-17T00:02:14.458023] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:14.458806] [DEBUG] [LOCAL ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt [2025-10-17T00:02:14.458861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:14.519353] [INFO ] [sig ] TFX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:14.658116] [INFO ] [LOCAL ] Saved forecast: TFX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TFX.txt [2025-10-17T00:02:14.658380] [INFO ] [sig ] [1527/1803] Completed TFX in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:14.658428] [INFO ] [sig ] [1528/1803] Forecasting TG... [2025-10-17T00:02:14.658460] [INFO ] [sig ] Generating forecast for: TG [2025-10-17T00:02:14.658492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-10-17T00:02:14.667496] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TG'. [2025-10-17T00:02:14.692418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:14.693193] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-10-17T00:02:14.693247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:14.748346] [INFO ] [sig ] TG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:14.889194] [INFO ] [LOCAL ] Saved forecast: TG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TG.txt [2025-10-17T00:02:14.889421] [INFO ] [sig ] [1528/1803] Completed TG in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:14.889464] [INFO ] [sig ] [1529/1803] Forecasting TGLS... [2025-10-17T00:02:14.889495] [INFO ] [sig ] Generating forecast for: TGLS [2025-10-17T00:02:14.889526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-10-17T00:02:14.898113] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGLS'. [2025-10-17T00:02:14.923739] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:14.924523] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-10-17T00:02:14.924583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:14.986006] [INFO ] [sig ] TGLS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:15.137734] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TGLS.txt [2025-10-17T00:02:15.137949] [INFO ] [sig ] [1529/1803] Completed TGLS in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:15.137991] [INFO ] [sig ] [1530/1803] Forecasting TGNA... [2025-10-17T00:02:15.138022] [INFO ] [sig ] Generating forecast for: TGNA [2025-10-17T00:02:15.138053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-10-17T00:02:15.146309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGNA'. [2025-10-17T00:02:15.171130] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:15.171872] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-10-17T00:02:15.171926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:15.229208] [INFO ] [sig ] TGNA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:15.372808] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TGNA.txt [2025-10-17T00:02:15.373043] [INFO ] [sig ] [1530/1803] Completed TGNA in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:15.373087] [INFO ] [sig ] [1531/1803] Forecasting TGS... [2025-10-17T00:02:15.373119] [INFO ] [sig ] Generating forecast for: TGS [2025-10-17T00:02:15.373152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-10-17T00:02:15.382880] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGS'. [2025-10-17T00:02:15.407961] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:15.408735] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-10-17T00:02:15.408791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:15.463002] [INFO ] [sig ] TGS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:15.603390] [INFO ] [LOCAL ] Saved forecast: TGS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TGS.txt [2025-10-17T00:02:15.603599] [INFO ] [sig ] [1531/1803] Completed TGS in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:15.603661] [INFO ] [sig ] [1532/1803] Forecasting TGT... [2025-10-17T00:02:15.603716] [INFO ] [sig ] Generating forecast for: TGT [2025-10-17T00:02:15.603750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'. [2025-10-17T00:02:15.611999] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGT'. [2025-10-17T00:02:15.636586] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:15.637288] [DEBUG] [LOCAL ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt [2025-10-17T00:02:15.637342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:15.691564] [INFO ] [sig ] TGT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:15.831465] [INFO ] [LOCAL ] Saved forecast: TGT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TGT.txt [2025-10-17T00:02:15.831687] [INFO ] [sig ] [1532/1803] Completed TGT in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:15.831747] [INFO ] [sig ] [1533/1803] Forecasting THC... [2025-10-17T00:02:15.831781] [INFO ] [sig ] Generating forecast for: THC [2025-10-17T00:02:15.831812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-10-17T00:02:15.840637] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THC'. [2025-10-17T00:02:15.865207] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:15.865899] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-10-17T00:02:15.865952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:15.923050] [INFO ] [sig ] THC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:16.061912] [INFO ] [LOCAL ] Saved forecast: THC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/THC.txt [2025-10-17T00:02:16.062150] [INFO ] [sig ] [1533/1803] Completed THC in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:16.062199] [INFO ] [sig ] [1534/1803] Forecasting THG... [2025-10-17T00:02:16.062230] [INFO ] [sig ] Generating forecast for: THG [2025-10-17T00:02:16.062261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-10-17T00:02:16.071496] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THG'. [2025-10-17T00:02:16.096969] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:16.097777] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-10-17T00:02:16.097833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:16.153103] [INFO ] [sig ] THG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:16.291883] [INFO ] [LOCAL ] Saved forecast: THG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/THG.txt [2025-10-17T00:02:16.292079] [INFO ] [sig ] [1534/1803] Completed THG in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:16.292120] [INFO ] [sig ] [1535/1803] Forecasting THIR... [2025-10-17T00:02:16.292150] [INFO ] [sig ] Generating forecast for: THIR [2025-10-17T00:02:16.292181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'. [2025-10-17T00:02:16.299898] [DEBUG] [REMOTE ] Successfully parsed 1802 rows of historical data for symbol 'THIR'. [2025-10-17T00:02:16.324724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:16.325400] [DEBUG] [LOCAL ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt [2025-10-17T00:02:16.325453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:16.378022] [INFO ] [sig ] THIR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:16.517112] [INFO ] [LOCAL ] Saved forecast: THIR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/THIR.txt [2025-10-17T00:02:16.517304] [INFO ] [sig ] [1535/1803] Completed THIR in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:16.517344] [INFO ] [sig ] [1536/1803] Forecasting THLV... [2025-10-17T00:02:16.517376] [INFO ] [sig ] Generating forecast for: THLV [2025-10-17T00:02:16.517407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'. [2025-10-17T00:02:16.525345] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'THLV'. [2025-10-17T00:02:16.550105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:16.550805] [DEBUG] [LOCAL ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt [2025-10-17T00:02:16.550858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:16.606959] [INFO ] [sig ] THLV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:16.750424] [INFO ] [LOCAL ] Saved forecast: THLV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/THLV.txt [2025-10-17T00:02:16.750663] [INFO ] [sig ] [1536/1803] Completed THLV in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:16.750723] [INFO ] [sig ] [1537/1803] Forecasting THO... [2025-10-17T00:02:16.750757] [INFO ] [sig ] Generating forecast for: THO [2025-10-17T00:02:16.750787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-10-17T00:02:16.758881] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THO'. [2025-10-17T00:02:16.783783] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:16.784454] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-10-17T00:02:16.784508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:16.841034] [INFO ] [sig ] THO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:16.979996] [INFO ] [LOCAL ] Saved forecast: THO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/THO.txt [2025-10-17T00:02:16.980195] [INFO ] [sig ] [1537/1803] Completed THO in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:16.980236] [INFO ] [sig ] [1538/1803] Forecasting THQ... [2025-10-17T00:02:16.980267] [INFO ] [sig ] Generating forecast for: THQ [2025-10-17T00:02:16.980298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-10-17T00:02:16.988811] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THQ'. [2025-10-17T00:02:17.013448] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:17.014165] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-10-17T00:02:17.014218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:17.061090] [INFO ] [sig ] THQ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:17.202835] [INFO ] [LOCAL ] Saved forecast: THQ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/THQ.txt [2025-10-17T00:02:17.203036] [INFO ] [sig ] [1538/1803] Completed THQ in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:17.203078] [INFO ] [sig ] [1539/1803] Forecasting THR... [2025-10-17T00:02:17.203109] [INFO ] [sig ] Generating forecast for: THR [2025-10-17T00:02:17.203139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'. [2025-10-17T00:02:17.210786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THR'. [2025-10-17T00:02:17.235565] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:17.236316] [DEBUG] [LOCAL ] No optimal features file found for THR: ./output/feature-sets/THR.txt [2025-10-17T00:02:17.236371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:17.283376] [INFO ] [sig ] THR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:17.420822] [INFO ] [LOCAL ] Saved forecast: THR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/THR.txt [2025-10-17T00:02:17.421035] [INFO ] [sig ] [1539/1803] Completed THR in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:17.421078] [INFO ] [sig ] [1540/1803] Forecasting THS... [2025-10-17T00:02:17.421108] [INFO ] [sig ] Generating forecast for: THS [2025-10-17T00:02:17.421140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-10-17T00:02:17.429791] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THS'. [2025-10-17T00:02:17.454485] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:17.455198] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-10-17T00:02:17.455251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:17.503102] [INFO ] [sig ] THS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:17.641177] [INFO ] [LOCAL ] Saved forecast: THS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/THS.txt [2025-10-17T00:02:17.641370] [INFO ] [sig ] [1540/1803] Completed THS in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:17.641412] [INFO ] [sig ] [1541/1803] Forecasting THW... [2025-10-17T00:02:17.641444] [INFO ] [sig ] Generating forecast for: THW [2025-10-17T00:02:17.641475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'. [2025-10-17T00:02:17.649421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THW'. [2025-10-17T00:02:17.674119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:17.674827] [DEBUG] [LOCAL ] No optimal features file found for THW: ./output/feature-sets/THW.txt [2025-10-17T00:02:17.674880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:17.721738] [INFO ] [sig ] THW: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:17.861637] [INFO ] [LOCAL ] Saved forecast: THW 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/THW.txt [2025-10-17T00:02:17.861881] [INFO ] [sig ] [1541/1803] Completed THW in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:17.861926] [INFO ] [sig ] [1542/1803] Forecasting TIMB... [2025-10-17T00:02:17.861957] [INFO ] [sig ] Generating forecast for: TIMB [2025-10-17T00:02:17.861990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-10-17T00:02:17.870162] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TIMB'. [2025-10-17T00:02:17.896051] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:17.896862] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-10-17T00:02:17.896918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:17.945721] [INFO ] [sig ] TIMB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:18.083772] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TIMB.txt [2025-10-17T00:02:18.083972] [INFO ] [sig ] [1542/1803] Completed TIMB in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.1m [2025-10-17T00:02:18.084013] [INFO ] [sig ] [1543/1803] Forecasting TISI... [2025-10-17T00:02:18.084044] [INFO ] [sig ] Generating forecast for: TISI [2025-10-17T00:02:18.084075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'. [2025-10-17T00:02:18.091836] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'TISI'. [2025-10-17T00:02:18.116694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:18.117446] [DEBUG] [LOCAL ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt [2025-10-17T00:02:18.117501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:18.168696] [INFO ] [sig ] TISI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:18.311276] [INFO ] [LOCAL ] Saved forecast: TISI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TISI.txt [2025-10-17T00:02:18.311512] [INFO ] [sig ] [1543/1803] Completed TISI in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-17T00:02:18.311557] [INFO ] [sig ] [1544/1803] Forecasting TIXT... [2025-10-17T00:02:18.311590] [INFO ] [sig ] Generating forecast for: TIXT [2025-10-17T00:02:18.311623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'. [2025-10-17T00:02:18.320280] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TIXT'. [2025-10-17T00:02:18.346189] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:18.346998] [DEBUG] [LOCAL ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt [2025-10-17T00:02:18.347052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:18.395546] [INFO ] [sig ] TIXT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:18.535486] [INFO ] [LOCAL ] Saved forecast: TIXT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TIXT.txt [2025-10-17T00:02:18.535719] [INFO ] [sig ] [1544/1803] Completed TIXT in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-17T00:02:18.535779] [INFO ] [sig ] [1545/1803] Forecasting TJX... [2025-10-17T00:02:18.535812] [INFO ] [sig ] Generating forecast for: TJX [2025-10-17T00:02:18.535844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-10-17T00:02:18.544354] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TJX'. [2025-10-17T00:02:18.569139] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:18.569885] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-10-17T00:02:18.569938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:18.618574] [INFO ] [sig ] TJX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:18.759094] [INFO ] [LOCAL ] Saved forecast: TJX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TJX.txt [2025-10-17T00:02:18.759325] [INFO ] [sig ] [1545/1803] Completed TJX in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-17T00:02:18.759368] [INFO ] [sig ] [1546/1803] Forecasting TK... [2025-10-17T00:02:18.759399] [INFO ] [sig ] Generating forecast for: TK [2025-10-17T00:02:18.759432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-10-17T00:02:18.767624] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TK'. [2025-10-17T00:02:18.793154] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:18.793916] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-10-17T00:02:18.793972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:18.841197] [INFO ] [sig ] TK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:18.981828] [INFO ] [LOCAL ] Saved forecast: TK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TK.txt [2025-10-17T00:02:18.982062] [INFO ] [sig ] [1546/1803] Completed TK in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-17T00:02:18.982106] [INFO ] [sig ] [1547/1803] Forecasting TKC... [2025-10-17T00:02:18.982137] [INFO ] [sig ] Generating forecast for: TKC [2025-10-17T00:02:18.982220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-10-17T00:02:18.990743] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TKC'. [2025-10-17T00:02:19.017573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:19.018394] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-10-17T00:02:19.018450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:19.217813] [INFO ] [sig ] TKC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:19.357817] [INFO ] [LOCAL ] Saved forecast: TKC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TKC.txt [2025-10-17T00:02:19.358030] [INFO ] [sig ] [1547/1803] Completed TKC in 0.4s | 4.13 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-17T00:02:19.358071] [INFO ] [sig ] [1548/1803] Forecasting TKO... [2025-10-17T00:02:19.358102] [INFO ] [sig ] Generating forecast for: TKO [2025-10-17T00:02:19.358133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-10-17T00:02:19.367696] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TKO'. [2025-10-17T00:02:19.392464] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:19.393227] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-10-17T00:02:19.393283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:19.450042] [INFO ] [sig ] TKO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:19.588729] [INFO ] [LOCAL ] Saved forecast: TKO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TKO.txt [2025-10-17T00:02:19.588945] [INFO ] [sig ] [1548/1803] Completed TKO in 0.2s | 4.13 sym/s | Total: 6.2m | ETA: 1.0m [2025-10-17T00:02:19.588990] [INFO ] [sig ] [1549/1803] Forecasting TKR... [2025-10-17T00:02:19.589021] [INFO ] [sig ] Generating forecast for: TKR [2025-10-17T00:02:19.589054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'. [2025-10-17T00:02:19.597607] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TKR'. [2025-10-17T00:02:19.622620] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:19.623404] [DEBUG] [LOCAL ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt [2025-10-17T00:02:19.623459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:19.684364] [INFO ] [sig ] TKR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:19.826677] [INFO ] [LOCAL ] Saved forecast: TKR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TKR.txt [2025-10-17T00:02:19.826918] [INFO ] [sig ] [1549/1803] Completed TKR in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:19.826961] [INFO ] [sig ] [1550/1803] Forecasting TLK... [2025-10-17T00:02:19.826991] [INFO ] [sig ] Generating forecast for: TLK [2025-10-17T00:02:19.827023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-10-17T00:02:19.837085] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TLK'. [2025-10-17T00:02:19.862451] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:19.863189] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-10-17T00:02:19.863276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:19.921585] [INFO ] [sig ] TLK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:20.060301] [INFO ] [LOCAL ] Saved forecast: TLK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TLK.txt [2025-10-17T00:02:20.060531] [INFO ] [sig ] [1550/1803] Completed TLK in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:20.060574] [INFO ] [sig ] [1551/1803] Forecasting TLYS... [2025-10-17T00:02:20.060606] [INFO ] [sig ] Generating forecast for: TLYS [2025-10-17T00:02:20.060637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-10-17T00:02:20.069705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TLYS'. [2025-10-17T00:02:20.095003] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:20.095844] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-10-17T00:02:20.095900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:20.157318] [INFO ] [sig ] TLYS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:20.323543] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TLYS.txt [2025-10-17T00:02:20.323856] [INFO ] [sig ] [1551/1803] Completed TLYS in 0.3s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:20.323921] [INFO ] [sig ] [1552/1803] Forecasting TM... [2025-10-17T00:02:20.323957] [INFO ] [sig ] Generating forecast for: TM [2025-10-17T00:02:20.323990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-10-17T00:02:20.334157] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TM'. [2025-10-17T00:02:20.363021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:20.363981] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-10-17T00:02:20.364059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:20.427530] [INFO ] [sig ] TM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:20.579472] [INFO ] [LOCAL ] Saved forecast: TM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TM.txt [2025-10-17T00:02:20.579715] [INFO ] [sig ] [1552/1803] Completed TM in 0.3s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:20.579775] [INFO ] [sig ] [1553/1803] Forecasting TME... [2025-10-17T00:02:20.579808] [INFO ] [sig ] Generating forecast for: TME [2025-10-17T00:02:20.579839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-10-17T00:02:20.588742] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TME'. [2025-10-17T00:02:20.614341] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:20.615164] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-10-17T00:02:20.615218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:20.672415] [INFO ] [sig ] TME: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:20.810709] [INFO ] [LOCAL ] Saved forecast: TME 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TME.txt [2025-10-17T00:02:20.810916] [INFO ] [sig ] [1553/1803] Completed TME in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:20.810957] [INFO ] [sig ] [1554/1803] Forecasting TMHC... [2025-10-17T00:02:20.810987] [INFO ] [sig ] Generating forecast for: TMHC [2025-10-17T00:02:20.811018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-10-17T00:02:20.819509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TMHC'. [2025-10-17T00:02:20.844105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:20.844791] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-10-17T00:02:20.844844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:20.901178] [INFO ] [sig ] TMHC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:21.038964] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TMHC.txt [2025-10-17T00:02:21.039139] [INFO ] [sig ] [1554/1803] Completed TMHC in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:21.039179] [INFO ] [sig ] [1555/1803] Forecasting TMO... [2025-10-17T00:02:21.039208] [INFO ] [sig ] Generating forecast for: TMO [2025-10-17T00:02:21.039238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'. [2025-10-17T00:02:21.048049] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TMO'. [2025-10-17T00:02:21.072485] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:21.073163] [DEBUG] [LOCAL ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt [2025-10-17T00:02:21.073216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:21.129466] [INFO ] [sig ] TMO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:21.272104] [INFO ] [LOCAL ] Saved forecast: TMO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TMO.txt [2025-10-17T00:02:21.272340] [INFO ] [sig ] [1555/1803] Completed TMO in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 1.0m [2025-10-17T00:02:21.272412] [INFO ] [sig ] [1556/1803] Forecasting TNC... [2025-10-17T00:02:21.272449] [INFO ] [sig ] Generating forecast for: TNC [2025-10-17T00:02:21.272480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-10-17T00:02:21.280917] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNC'. [2025-10-17T00:02:21.305921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:21.306569] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-10-17T00:02:21.306621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:21.362014] [INFO ] [sig ] TNC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:21.498953] [INFO ] [LOCAL ] Saved forecast: TNC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TNC.txt [2025-10-17T00:02:21.499155] [INFO ] [sig ] [1556/1803] Completed TNC in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 59.8s [2025-10-17T00:02:21.499195] [INFO ] [sig ] [1557/1803] Forecasting TNET... [2025-10-17T00:02:21.499224] [INFO ] [sig ] Generating forecast for: TNET [2025-10-17T00:02:21.499253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'. [2025-10-17T00:02:21.507693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNET'. [2025-10-17T00:02:21.532188] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:21.532871] [DEBUG] [LOCAL ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt [2025-10-17T00:02:21.532924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:21.591019] [INFO ] [sig ] TNET: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:21.729978] [INFO ] [LOCAL ] Saved forecast: TNET 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TNET.txt [2025-10-17T00:02:21.730264] [INFO ] [sig ] [1557/1803] Completed TNET in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 59.6s [2025-10-17T00:02:21.730307] [INFO ] [sig ] [1558/1803] Forecasting TNK... [2025-10-17T00:02:21.730338] [INFO ] [sig ] Generating forecast for: TNK [2025-10-17T00:02:21.730372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-10-17T00:02:21.739685] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNK'. [2025-10-17T00:02:21.765135] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:21.765944] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-10-17T00:02:21.766000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:21.826699] [INFO ] [sig ] TNK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:21.968140] [INFO ] [LOCAL ] Saved forecast: TNK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TNK.txt [2025-10-17T00:02:21.968456] [INFO ] [sig ] [1558/1803] Completed TNK in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 59.3s [2025-10-17T00:02:21.968502] [INFO ] [sig ] [1559/1803] Forecasting TNL... [2025-10-17T00:02:21.968533] [INFO ] [sig ] Generating forecast for: TNL [2025-10-17T00:02:21.968564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-10-17T00:02:21.978824] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNL'. [2025-10-17T00:02:22.005519] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:22.006323] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-10-17T00:02:22.006378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:22.072412] [INFO ] [sig ] TNL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:22.221910] [INFO ] [LOCAL ] Saved forecast: TNL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TNL.txt [2025-10-17T00:02:22.222149] [INFO ] [sig ] [1559/1803] Completed TNL in 0.3s | 4.13 sym/s | Total: 6.3m | ETA: 59.1s [2025-10-17T00:02:22.222235] [INFO ] [sig ] [1560/1803] Forecasting TOL... [2025-10-17T00:02:22.222275] [INFO ] [sig ] Generating forecast for: TOL [2025-10-17T00:02:22.222321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-10-17T00:02:22.231286] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TOL'. [2025-10-17T00:02:22.256524] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:22.257523] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-10-17T00:02:22.257590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:22.326371] [INFO ] [sig ] TOL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:22.472370] [INFO ] [LOCAL ] Saved forecast: TOL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TOL.txt [2025-10-17T00:02:22.472579] [INFO ] [sig ] [1560/1803] Completed TOL in 0.3s | 4.13 sym/s | Total: 6.3m | ETA: 58.9s [2025-10-17T00:02:22.472667] [INFO ] [sig ] [1561/1803] Forecasting TOST... [2025-10-17T00:02:22.472730] [INFO ] [sig ] Generating forecast for: TOST [2025-10-17T00:02:22.472766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'. [2025-10-17T00:02:22.481550] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TOST'. [2025-10-17T00:02:22.507172] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:22.507994] [DEBUG] [LOCAL ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt [2025-10-17T00:02:22.508049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:22.573629] [INFO ] [sig ] TOST: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:22.727509] [INFO ] [LOCAL ] Saved forecast: TOST 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TOST.txt [2025-10-17T00:02:22.727754] [INFO ] [sig ] [1561/1803] Completed TOST in 0.3s | 4.13 sym/s | Total: 6.3m | ETA: 58.6s [2025-10-17T00:02:22.727815] [INFO ] [sig ] [1562/1803] Forecasting TPB... [2025-10-17T00:02:22.727849] [INFO ] [sig ] Generating forecast for: TPB [2025-10-17T00:02:22.727879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-10-17T00:02:22.737063] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPB'. [2025-10-17T00:02:22.762410] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:22.763187] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-10-17T00:02:22.763242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:22.824020] [INFO ] [sig ] TPB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:22.970476] [INFO ] [LOCAL ] Saved forecast: TPB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TPB.txt [2025-10-17T00:02:22.970721] [INFO ] [sig ] [1562/1803] Completed TPB in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 58.4s [2025-10-17T00:02:22.970782] [INFO ] [sig ] [1563/1803] Forecasting TPC... [2025-10-17T00:02:22.970815] [INFO ] [sig ] Generating forecast for: TPC [2025-10-17T00:02:22.970847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-10-17T00:02:22.980059] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPC'. [2025-10-17T00:02:23.005953] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:23.006835] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-10-17T00:02:23.006889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:23.065810] [INFO ] [sig ] TPC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:23.211915] [INFO ] [LOCAL ] Saved forecast: TPC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TPC.txt [2025-10-17T00:02:23.212147] [INFO ] [sig ] [1563/1803] Completed TPC in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 58.1s [2025-10-17T00:02:23.212190] [INFO ] [sig ] [1564/1803] Forecasting TPH... [2025-10-17T00:02:23.212221] [INFO ] [sig ] Generating forecast for: TPH [2025-10-17T00:02:23.212252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-10-17T00:02:23.220911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPH'. [2025-10-17T00:02:23.246161] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:23.247014] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-10-17T00:02:23.247070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:23.305425] [INFO ] [sig ] TPH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:23.451338] [INFO ] [LOCAL ] Saved forecast: TPH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TPH.txt [2025-10-17T00:02:23.451531] [INFO ] [sig ] [1564/1803] Completed TPH in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 57.9s [2025-10-17T00:02:23.451573] [INFO ] [sig ] [1565/1803] Forecasting TPL... [2025-10-17T00:02:23.451605] [INFO ] [sig ] Generating forecast for: TPL [2025-10-17T00:02:23.451637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-10-17T00:02:23.459889] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPL'. [2025-10-17T00:02:23.485289] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:23.486028] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-10-17T00:02:23.486085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:23.544358] [INFO ] [sig ] TPL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:23.690742] [INFO ] [LOCAL ] Saved forecast: TPL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TPL.txt [2025-10-17T00:02:23.690943] [INFO ] [sig ] [1565/1803] Completed TPL in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 57.6s [2025-10-17T00:02:23.690986] [INFO ] [sig ] [1566/1803] Forecasting TPR... [2025-10-17T00:02:23.691018] [INFO ] [sig ] Generating forecast for: TPR [2025-10-17T00:02:23.691050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'. [2025-10-17T00:02:23.699626] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPR'. [2025-10-17T00:02:23.725010] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:23.725733] [DEBUG] [LOCAL ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt [2025-10-17T00:02:23.725789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:23.786752] [INFO ] [sig ] TPR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:23.933547] [INFO ] [LOCAL ] Saved forecast: TPR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TPR.txt [2025-10-17T00:02:23.933763] [INFO ] [sig ] [1566/1803] Completed TPR in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 57.4s [2025-10-17T00:02:23.933824] [INFO ] [sig ] [1567/1803] Forecasting TPVG... [2025-10-17T00:02:23.933859] [INFO ] [sig ] Generating forecast for: TPVG [2025-10-17T00:02:23.933902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-10-17T00:02:23.942604] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPVG'. [2025-10-17T00:02:23.967365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:23.968074] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-10-17T00:02:23.968127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:24.028019] [INFO ] [sig ] TPVG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:24.171919] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TPVG.txt [2025-10-17T00:02:24.172130] [INFO ] [sig ] [1567/1803] Completed TPVG in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 57.2s [2025-10-17T00:02:24.172172] [INFO ] [sig ] [1568/1803] Forecasting TPYP... [2025-10-17T00:02:24.172202] [INFO ] [sig ] Generating forecast for: TPYP [2025-10-17T00:02:24.172232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-10-17T00:02:24.180512] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPYP'. [2025-10-17T00:02:24.210264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:24.211057] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-10-17T00:02:24.211115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:24.268907] [INFO ] [sig ] TPYP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:24.417691] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TPYP.txt [2025-10-17T00:02:24.418006] [INFO ] [sig ] [1568/1803] Completed TPYP in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 56.9s [2025-10-17T00:02:24.418068] [INFO ] [sig ] [1569/1803] Forecasting TPZ... [2025-10-17T00:02:24.418101] [INFO ] [sig ] Generating forecast for: TPZ [2025-10-17T00:02:24.418134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-10-17T00:02:24.427449] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'TPZ'. [2025-10-17T00:02:24.453833] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:24.454613] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-10-17T00:02:24.454702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:24.515694] [INFO ] [sig ] TPZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:24.664360] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TPZ.txt [2025-10-17T00:02:24.664558] [INFO ] [sig ] [1569/1803] Completed TPZ in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 56.7s [2025-10-17T00:02:24.664598] [INFO ] [sig ] [1570/1803] Forecasting TR... [2025-10-17T00:02:24.664629] [INFO ] [sig ] Generating forecast for: TR [2025-10-17T00:02:24.664824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'. [2025-10-17T00:02:24.673396] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TR'. [2025-10-17T00:02:24.698760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:24.699445] [DEBUG] [LOCAL ] No optimal features file found for TR: ./output/feature-sets/TR.txt [2025-10-17T00:02:24.699513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:24.757901] [INFO ] [sig ] TR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:24.902026] [INFO ] [LOCAL ] Saved forecast: TR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TR.txt [2025-10-17T00:02:24.902235] [INFO ] [sig ] [1570/1803] Completed TR in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 56.4s [2025-10-17T00:02:24.902277] [INFO ] [sig ] [1571/1803] Forecasting TRAK... [2025-10-17T00:02:24.902308] [INFO ] [sig ] Generating forecast for: TRAK [2025-10-17T00:02:24.902339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'. [2025-10-17T00:02:24.911557] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRAK'. [2025-10-17T00:02:24.936838] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:24.937618] [DEBUG] [LOCAL ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt [2025-10-17T00:02:24.937702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:25.000100] [INFO ] [sig ] TRAK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:25.141481] [INFO ] [LOCAL ] Saved forecast: TRAK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TRAK.txt [2025-10-17T00:02:25.141733] [INFO ] [sig ] [1571/1803] Completed TRAK in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 56.2s [2025-10-17T00:02:25.141793] [INFO ] [sig ] [1572/1803] Forecasting TRC... [2025-10-17T00:02:25.141827] [INFO ] [sig ] Generating forecast for: TRC [2025-10-17T00:02:25.141859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-10-17T00:02:25.151256] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRC'. [2025-10-17T00:02:25.177286] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:25.178066] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-10-17T00:02:25.178120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:25.240152] [INFO ] [sig ] TRC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:25.380502] [INFO ] [LOCAL ] Saved forecast: TRC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRC.txt [2025-10-17T00:02:25.380773] [INFO ] [sig ] [1572/1803] Completed TRC in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 56.0s [2025-10-17T00:02:25.380833] [INFO ] [sig ] [1573/1803] Forecasting TREX... [2025-10-17T00:02:25.380867] [INFO ] [sig ] Generating forecast for: TREX [2025-10-17T00:02:25.380898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-10-17T00:02:25.389221] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TREX'. [2025-10-17T00:02:25.414496] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:25.415237] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-10-17T00:02:25.415289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:25.474268] [INFO ] [sig ] TREX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:25.615865] [INFO ] [LOCAL ] Saved forecast: TREX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TREX.txt [2025-10-17T00:02:25.616094] [INFO ] [sig ] [1573/1803] Completed TREX in 0.2s | 4.13 sym/s | Total: 6.3m | ETA: 55.7s [2025-10-17T00:02:25.616138] [INFO ] [sig ] [1574/1803] Forecasting TRGP... [2025-10-17T00:02:25.616178] [INFO ] [sig ] Generating forecast for: TRGP [2025-10-17T00:02:25.616210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-10-17T00:02:25.625590] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRGP'. [2025-10-17T00:02:25.650292] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:25.651014] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-10-17T00:02:25.651068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:25.715061] [INFO ] [sig ] TRGP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:25.871149] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRGP.txt [2025-10-17T00:02:25.871415] [INFO ] [sig ] [1574/1803] Completed TRGP in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 55.5s [2025-10-17T00:02:25.871476] [INFO ] [sig ] [1575/1803] Forecasting TRN... [2025-10-17T00:02:25.871510] [INFO ] [sig ] Generating forecast for: TRN [2025-10-17T00:02:25.871542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-10-17T00:02:25.881869] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRN'. [2025-10-17T00:02:25.907994] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:25.908825] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-10-17T00:02:25.908880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:25.968070] [INFO ] [sig ] TRN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:26.114822] [INFO ] [LOCAL ] Saved forecast: TRN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRN.txt [2025-10-17T00:02:26.115068] [INFO ] [sig ] [1575/1803] Completed TRN in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 55.2s [2025-10-17T00:02:26.115110] [INFO ] [sig ] [1576/1803] Forecasting TRNO... [2025-10-17T00:02:26.115141] [INFO ] [sig ] Generating forecast for: TRNO [2025-10-17T00:02:26.115172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-10-17T00:02:26.124684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRNO'. [2025-10-17T00:02:26.149824] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:26.150527] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-10-17T00:02:26.150580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:26.208056] [INFO ] [sig ] TRNO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:26.354444] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRNO.txt [2025-10-17T00:02:26.354705] [INFO ] [sig ] [1576/1803] Completed TRNO in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 55.0s [2025-10-17T00:02:26.354767] [INFO ] [sig ] [1577/1803] Forecasting TROX... [2025-10-17T00:02:26.354801] [INFO ] [sig ] Generating forecast for: TROX [2025-10-17T00:02:26.354832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-10-17T00:02:26.363857] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TROX'. [2025-10-17T00:02:26.389519] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:26.390344] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-10-17T00:02:26.390423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:26.452203] [INFO ] [sig ] TROX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:26.604668] [INFO ] [LOCAL ] Saved forecast: TROX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TROX.txt [2025-10-17T00:02:26.604888] [INFO ] [sig ] [1577/1803] Completed TROX in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 54.7s [2025-10-17T00:02:26.604930] [INFO ] [sig ] [1578/1803] Forecasting TRP... [2025-10-17T00:02:26.604962] [INFO ] [sig ] Generating forecast for: TRP [2025-10-17T00:02:26.604994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-10-17T00:02:26.613927] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRP'. [2025-10-17T00:02:26.639125] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:26.639930] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-10-17T00:02:26.639985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:26.709998] [INFO ] [sig ] TRP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:26.847978] [INFO ] [LOCAL ] Saved forecast: TRP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRP.txt [2025-10-17T00:02:26.848168] [INFO ] [sig ] [1578/1803] Completed TRP in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 54.5s [2025-10-17T00:02:26.848227] [INFO ] [sig ] [1579/1803] Forecasting TRTX... [2025-10-17T00:02:26.848259] [INFO ] [sig ] Generating forecast for: TRTX [2025-10-17T00:02:26.848290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-10-17T00:02:26.856781] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRTX'. [2025-10-17T00:02:26.881537] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:26.882220] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-10-17T00:02:26.882273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:26.927760] [INFO ] [sig ] TRTX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:27.065856] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRTX.txt [2025-10-17T00:02:27.066094] [INFO ] [sig ] [1579/1803] Completed TRTX in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 54.3s [2025-10-17T00:02:27.066137] [INFO ] [sig ] [1580/1803] Forecasting TRU... [2025-10-17T00:02:27.066168] [INFO ] [sig ] Generating forecast for: TRU [2025-10-17T00:02:27.066198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'. [2025-10-17T00:02:27.074900] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRU'. [2025-10-17T00:02:27.100220] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:27.101010] [DEBUG] [LOCAL ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt [2025-10-17T00:02:27.101064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:27.165519] [INFO ] [sig ] TRU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:27.342720] [INFO ] [LOCAL ] Saved forecast: TRU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TRU.txt [2025-10-17T00:02:27.342962] [INFO ] [sig ] [1580/1803] Completed TRU in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 54.0s [2025-10-17T00:02:27.343015] [INFO ] [sig ] [1581/1803] Forecasting TRV... [2025-10-17T00:02:27.343050] [INFO ] [sig ] Generating forecast for: TRV [2025-10-17T00:02:27.343106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'. [2025-10-17T00:02:27.352671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRV'. [2025-10-17T00:02:27.381407] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:27.382461] [DEBUG] [LOCAL ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt [2025-10-17T00:02:27.382546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:27.452970] [INFO ] [sig ] TRV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:27.624783] [INFO ] [LOCAL ] Saved forecast: TRV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TRV.txt [2025-10-17T00:02:27.625030] [INFO ] [sig ] [1581/1803] Completed TRV in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 53.8s [2025-10-17T00:02:27.625076] [INFO ] [sig ] [1582/1803] Forecasting TS... [2025-10-17T00:02:27.625109] [INFO ] [sig ] Generating forecast for: TS [2025-10-17T00:02:27.625144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-10-17T00:02:27.635270] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TS'. [2025-10-17T00:02:27.666160] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:27.667031] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-10-17T00:02:27.667089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:27.737321] [INFO ] [sig ] TS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:27.886296] [INFO ] [LOCAL ] Saved forecast: TS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TS.txt [2025-10-17T00:02:27.886564] [INFO ] [sig ] [1582/1803] Completed TS in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 53.5s [2025-10-17T00:02:27.886609] [INFO ] [sig ] [1583/1803] Forecasting TSE... [2025-10-17T00:02:27.886661] [INFO ] [sig ] Generating forecast for: TSE [2025-10-17T00:02:27.886725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'. [2025-10-17T00:02:27.896225] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSE'. [2025-10-17T00:02:27.924332] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:27.925182] [DEBUG] [LOCAL ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt [2025-10-17T00:02:27.925239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:27.993859] [INFO ] [sig ] TSE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:28.174381] [INFO ] [LOCAL ] Saved forecast: TSE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TSE.txt [2025-10-17T00:02:28.174619] [INFO ] [sig ] [1583/1803] Completed TSE in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 53.3s [2025-10-17T00:02:28.174697] [INFO ] [sig ] [1584/1803] Forecasting TSI... [2025-10-17T00:02:28.174743] [INFO ] [sig ] Generating forecast for: TSI [2025-10-17T00:02:28.174777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-10-17T00:02:28.183780] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSI'. [2025-10-17T00:02:28.210486] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:28.211332] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-10-17T00:02:28.211388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:28.276590] [INFO ] [sig ] TSI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:28.418305] [INFO ] [LOCAL ] Saved forecast: TSI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TSI.txt [2025-10-17T00:02:28.418525] [INFO ] [sig ] [1584/1803] Completed TSI in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 53.1s [2025-10-17T00:02:28.418570] [INFO ] [sig ] [1585/1803] Forecasting TSLX... [2025-10-17T00:02:28.418626] [INFO ] [sig ] Generating forecast for: TSLX [2025-10-17T00:02:28.418716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-10-17T00:02:28.427976] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSLX'. [2025-10-17T00:02:28.454560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:28.455288] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-10-17T00:02:28.455343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:28.521285] [INFO ] [sig ] TSLX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:28.664008] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TSLX.txt [2025-10-17T00:02:28.664251] [INFO ] [sig ] [1585/1803] Completed TSLX in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 52.8s [2025-10-17T00:02:28.664293] [INFO ] [sig ] [1586/1803] Forecasting TSM... [2025-10-17T00:02:28.664325] [INFO ] [sig ] Generating forecast for: TSM [2025-10-17T00:02:28.664356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-10-17T00:02:28.673566] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSM'. [2025-10-17T00:02:28.699491] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:28.700203] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-10-17T00:02:28.700258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:28.775001] [INFO ] [sig ] TSM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:28.916913] [INFO ] [LOCAL ] Saved forecast: TSM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TSM.txt [2025-10-17T00:02:28.917189] [INFO ] [sig ] [1586/1803] Completed TSM in 0.3s | 4.13 sym/s | Total: 6.4m | ETA: 52.6s [2025-10-17T00:02:28.917259] [INFO ] [sig ] [1587/1803] Forecasting TSN... [2025-10-17T00:02:28.917313] [INFO ] [sig ] Generating forecast for: TSN [2025-10-17T00:02:28.917359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-10-17T00:02:28.929341] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSN'. [2025-10-17T00:02:28.954760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:28.955485] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-10-17T00:02:28.955539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:29.022572] [INFO ] [sig ] TSN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:29.163238] [INFO ] [LOCAL ] Saved forecast: TSN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TSN.txt [2025-10-17T00:02:29.163481] [INFO ] [sig ] [1587/1803] Completed TSN in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 52.3s [2025-10-17T00:02:29.163535] [INFO ] [sig ] [1588/1803] Forecasting TSQ... [2025-10-17T00:02:29.163568] [INFO ] [sig ] Generating forecast for: TSQ [2025-10-17T00:02:29.163600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-10-17T00:02:29.172621] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSQ'. [2025-10-17T00:02:29.197422] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:29.198199] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-10-17T00:02:29.198257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:29.260624] [INFO ] [sig ] TSQ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:29.399594] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TSQ.txt [2025-10-17T00:02:29.399835] [INFO ] [sig ] [1588/1803] Completed TSQ in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 52.1s [2025-10-17T00:02:29.399888] [INFO ] [sig ] [1589/1803] Forecasting TT... [2025-10-17T00:02:29.399920] [INFO ] [sig ] Generating forecast for: TT [2025-10-17T00:02:29.399951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'. [2025-10-17T00:02:29.408961] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TT'. [2025-10-17T00:02:29.433903] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:29.434665] [DEBUG] [LOCAL ] No optimal features file found for TT: ./output/feature-sets/TT.txt [2025-10-17T00:02:29.434725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:29.500190] [INFO ] [sig ] TT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:29.637942] [INFO ] [LOCAL ] Saved forecast: TT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TT.txt [2025-10-17T00:02:29.638173] [INFO ] [sig ] [1589/1803] Completed TT in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 51.9s [2025-10-17T00:02:29.638233] [INFO ] [sig ] [1590/1803] Forecasting TTC... [2025-10-17T00:02:29.638266] [INFO ] [sig ] Generating forecast for: TTC [2025-10-17T00:02:29.638298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-10-17T00:02:29.647267] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TTC'. [2025-10-17T00:02:29.672067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:29.672817] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-10-17T00:02:29.672870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:29.740663] [INFO ] [sig ] TTC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:29.879829] [INFO ] [LOCAL ] Saved forecast: TTC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TTC.txt [2025-10-17T00:02:29.880039] [INFO ] [sig ] [1590/1803] Completed TTC in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 51.6s [2025-10-17T00:02:29.880081] [INFO ] [sig ] [1591/1803] Forecasting TTE... [2025-10-17T00:02:29.880113] [INFO ] [sig ] Generating forecast for: TTE [2025-10-17T00:02:29.880143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-10-17T00:02:29.888585] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TTE'. [2025-10-17T00:02:29.913388] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:29.914133] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-10-17T00:02:29.914187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:29.976202] [INFO ] [sig ] TTE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:30.115069] [INFO ] [LOCAL ] Saved forecast: TTE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TTE.txt [2025-10-17T00:02:30.115270] [INFO ] [sig ] [1591/1803] Completed TTE in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 51.4s [2025-10-17T00:02:30.115312] [INFO ] [sig ] [1592/1803] Forecasting TTI... [2025-10-17T00:02:30.115351] [INFO ] [sig ] Generating forecast for: TTI [2025-10-17T00:02:30.115382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-10-17T00:02:30.123911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TTI'. [2025-10-17T00:02:30.148681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:30.149351] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-10-17T00:02:30.149404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:30.206112] [INFO ] [sig ] TTI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:30.349249] [INFO ] [LOCAL ] Saved forecast: TTI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TTI.txt [2025-10-17T00:02:30.349515] [INFO ] [sig ] [1592/1803] Completed TTI in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 51.1s [2025-10-17T00:02:30.349573] [INFO ] [sig ] [1593/1803] Forecasting TU... [2025-10-17T00:02:30.349606] [INFO ] [sig ] Generating forecast for: TU [2025-10-17T00:02:30.349638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'. [2025-10-17T00:02:30.358958] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TU'. [2025-10-17T00:02:30.384517] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:30.385338] [DEBUG] [LOCAL ] No optimal features file found for TU: ./output/feature-sets/TU.txt [2025-10-17T00:02:30.385396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:30.441497] [INFO ] [sig ] TU: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:30.583140] [INFO ] [LOCAL ] Saved forecast: TU 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TU.txt [2025-10-17T00:02:30.583378] [INFO ] [sig ] [1593/1803] Completed TU in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 50.9s [2025-10-17T00:02:30.583421] [INFO ] [sig ] [1594/1803] Forecasting TUYA... [2025-10-17T00:02:30.583452] [INFO ] [sig ] Generating forecast for: TUYA [2025-10-17T00:02:30.583483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'. [2025-10-17T00:02:30.592348] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TUYA'. [2025-10-17T00:02:30.618472] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:30.619265] [DEBUG] [LOCAL ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt [2025-10-17T00:02:30.619320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:30.679163] [INFO ] [sig ] TUYA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:30.818964] [INFO ] [LOCAL ] Saved forecast: TUYA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TUYA.txt [2025-10-17T00:02:30.819172] [INFO ] [sig ] [1594/1803] Completed TUYA in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 50.6s [2025-10-17T00:02:30.819223] [INFO ] [sig ] [1595/1803] Forecasting TV... [2025-10-17T00:02:30.819256] [INFO ] [sig ] Generating forecast for: TV [2025-10-17T00:02:30.819286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'. [2025-10-17T00:02:30.828060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TV'. [2025-10-17T00:02:30.853108] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:30.853866] [DEBUG] [LOCAL ] No optimal features file found for TV: ./output/feature-sets/TV.txt [2025-10-17T00:02:30.853921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:30.916501] [INFO ] [sig ] TV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:31.056380] [INFO ] [LOCAL ] Saved forecast: TV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TV.txt [2025-10-17T00:02:31.056604] [INFO ] [sig ] [1595/1803] Completed TV in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 50.4s [2025-10-17T00:02:31.056670] [INFO ] [sig ] [1596/1803] Forecasting TVC... [2025-10-17T00:02:31.056723] [INFO ] [sig ] Generating forecast for: TVC [2025-10-17T00:02:31.056757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-10-17T00:02:31.065047] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'TVC'. [2025-10-17T00:02:31.089956] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:31.090663] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-10-17T00:02:31.090723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:31.151562] [INFO ] [sig ] TVC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:31.289543] [INFO ] [LOCAL ] Saved forecast: TVC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TVC.txt [2025-10-17T00:02:31.289769] [INFO ] [sig ] [1596/1803] Completed TVC in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 50.2s [2025-10-17T00:02:31.289829] [INFO ] [sig ] [1597/1803] Forecasting TVE... [2025-10-17T00:02:31.289862] [INFO ] [sig ] Generating forecast for: TVE [2025-10-17T00:02:31.289893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-10-17T00:02:31.297953] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TVE'. [2025-10-17T00:02:31.322767] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:31.323523] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-10-17T00:02:31.323578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:31.384506] [INFO ] [sig ] TVE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:31.524522] [INFO ] [LOCAL ] Saved forecast: TVE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TVE.txt [2025-10-17T00:02:31.524768] [INFO ] [sig ] [1597/1803] Completed TVE in 0.2s | 4.13 sym/s | Total: 6.4m | ETA: 49.9s [2025-10-17T00:02:31.524829] [INFO ] [sig ] [1598/1803] Forecasting TWI... [2025-10-17T00:02:31.524862] [INFO ] [sig ] Generating forecast for: TWI [2025-10-17T00:02:31.524893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-10-17T00:02:31.533436] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWI'. [2025-10-17T00:02:31.561245] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:31.562185] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-10-17T00:02:31.562249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:31.628209] [INFO ] [sig ] TWI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:31.828013] [INFO ] [LOCAL ] Saved forecast: TWI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TWI.txt [2025-10-17T00:02:31.828247] [INFO ] [sig ] [1598/1803] Completed TWI in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 49.7s [2025-10-17T00:02:31.828307] [INFO ] [sig ] [1599/1803] Forecasting TWLO... [2025-10-17T00:02:31.828341] [INFO ] [sig ] Generating forecast for: TWLO [2025-10-17T00:02:31.828372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-10-17T00:02:31.839179] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWLO'. [2025-10-17T00:02:31.865296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:31.866106] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-10-17T00:02:31.866161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:31.931190] [INFO ] [sig ] TWLO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:32.097988] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TWLO.txt [2025-10-17T00:02:32.098225] [INFO ] [sig ] [1599/1803] Completed TWLO in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 49.4s [2025-10-17T00:02:32.098286] [INFO ] [sig ] [1600/1803] Forecasting TWN... [2025-10-17T00:02:32.098320] [INFO ] [sig ] Generating forecast for: TWN [2025-10-17T00:02:32.098351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'. [2025-10-17T00:02:32.106918] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWN'. [2025-10-17T00:02:32.132005] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:32.132780] [DEBUG] [LOCAL ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt [2025-10-17T00:02:32.132835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:32.198424] [INFO ] [sig ] TWN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:32.337874] [INFO ] [LOCAL ] Saved forecast: TWN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TWN.txt [2025-10-17T00:02:32.338065] [INFO ] [sig ] [1600/1803] Completed TWN in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 49.2s [2025-10-17T00:02:32.338105] [INFO ] [sig ] [1601/1803] Forecasting TWO... [2025-10-17T00:02:32.338135] [INFO ] [sig ] Generating forecast for: TWO [2025-10-17T00:02:32.338222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-10-17T00:02:32.351553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWO'. [2025-10-17T00:02:32.381798] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:32.382860] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-10-17T00:02:32.382920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:32.454863] [INFO ] [sig ] TWO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:32.601533] [INFO ] [LOCAL ] Saved forecast: TWO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TWO.txt [2025-10-17T00:02:32.601966] [INFO ] [sig ] [1601/1803] Completed TWO in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 49.0s [2025-10-17T00:02:32.602026] [INFO ] [sig ] [1602/1803] Forecasting TXNM... [2025-10-17T00:02:32.602060] [INFO ] [sig ] Generating forecast for: TXNM [2025-10-17T00:02:32.602155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'. [2025-10-17T00:02:32.612546] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TXNM'. [2025-10-17T00:02:32.643540] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:32.644469] [DEBUG] [LOCAL ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt [2025-10-17T00:02:32.644529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:32.706193] [INFO ] [sig ] TXNM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:32.868361] [INFO ] [LOCAL ] Saved forecast: TXNM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TXNM.txt [2025-10-17T00:02:32.868722] [INFO ] [sig ] [1602/1803] Completed TXNM in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 48.7s [2025-10-17T00:02:32.868800] [INFO ] [sig ] [1603/1803] Forecasting TXO... [2025-10-17T00:02:32.868847] [INFO ] [sig ] Generating forecast for: TXO [2025-10-17T00:02:32.868883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-10-17T00:02:32.880061] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TXO'. [2025-10-17T00:02:32.910546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:32.911498] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-10-17T00:02:32.911564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:32.983468] [INFO ] [sig ] TXO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:33.141129] [INFO ] [LOCAL ] Saved forecast: TXO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TXO.txt [2025-10-17T00:02:33.141571] [INFO ] [sig ] [1603/1803] Completed TXO in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 48.5s [2025-10-17T00:02:33.141639] [INFO ] [sig ] [1604/1803] Forecasting TXT... [2025-10-17T00:02:33.141717] [INFO ] [sig ] Generating forecast for: TXT [2025-10-17T00:02:33.141758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'. [2025-10-17T00:02:33.152166] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TXT'. [2025-10-17T00:02:33.180211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:33.181253] [DEBUG] [LOCAL ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt [2025-10-17T00:02:33.181311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:33.254199] [INFO ] [sig ] TXT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:33.396851] [INFO ] [LOCAL ] Saved forecast: TXT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/TXT.txt [2025-10-17T00:02:33.397053] [INFO ] [sig ] [1604/1803] Completed TXT in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 48.2s [2025-10-17T00:02:33.397094] [INFO ] [sig ] [1605/1803] Forecasting TY... [2025-10-17T00:02:33.397125] [INFO ] [sig ] Generating forecast for: TY [2025-10-17T00:02:33.397156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-10-17T00:02:33.405464] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TY'. [2025-10-17T00:02:33.430282] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:33.431049] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-10-17T00:02:33.431139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:33.494737] [INFO ] [sig ] TY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:33.645767] [INFO ] [LOCAL ] Saved forecast: TY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TY.txt [2025-10-17T00:02:33.646158] [INFO ] [sig ] [1605/1803] Completed TY in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 48.0s [2025-10-17T00:02:33.646231] [INFO ] [sig ] [1606/1803] Forecasting TYG... [2025-10-17T00:02:33.646287] [INFO ] [sig ] Generating forecast for: TYG [2025-10-17T00:02:33.646327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-10-17T00:02:33.657107] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TYG'. [2025-10-17T00:02:33.684585] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:33.685406] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-10-17T00:02:33.685496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:33.753098] [INFO ] [sig ] TYG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:33.901497] [INFO ] [LOCAL ] Saved forecast: TYG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TYG.txt [2025-10-17T00:02:33.901877] [INFO ] [sig ] [1606/1803] Completed TYG in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 47.8s [2025-10-17T00:02:33.901940] [INFO ] [sig ] [1607/1803] Forecasting TYL... [2025-10-17T00:02:33.901974] [INFO ] [sig ] Generating forecast for: TYL [2025-10-17T00:02:33.902006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-10-17T00:02:33.912439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TYL'. [2025-10-17T00:02:33.938573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:33.939382] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-10-17T00:02:33.939439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:34.006049] [INFO ] [sig ] TYL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:34.147035] [INFO ] [LOCAL ] Saved forecast: TYL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/TYL.txt [2025-10-17T00:02:34.147269] [INFO ] [sig ] [1607/1803] Completed TYL in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 47.5s [2025-10-17T00:02:34.147312] [INFO ] [sig ] [1608/1803] Forecasting U... [2025-10-17T00:02:34.147344] [INFO ] [sig ] Generating forecast for: U [2025-10-17T00:02:34.147375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'. [2025-10-17T00:02:34.156499] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'U'. [2025-10-17T00:02:34.182053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:34.182837] [DEBUG] [LOCAL ] No optimal features file found for U: ./output/feature-sets/U.txt [2025-10-17T00:02:34.182894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:34.248392] [INFO ] [sig ] U: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:34.390370] [INFO ] [LOCAL ] Saved forecast: U 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/U.txt [2025-10-17T00:02:34.390626] [INFO ] [sig ] [1608/1803] Completed U in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 47.3s [2025-10-17T00:02:34.390715] [INFO ] [sig ] [1609/1803] Forecasting UA... [2025-10-17T00:02:34.390755] [INFO ] [sig ] Generating forecast for: UA [2025-10-17T00:02:34.390787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'. [2025-10-17T00:02:34.401491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UA'. [2025-10-17T00:02:34.429776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:34.430690] [DEBUG] [LOCAL ] No optimal features file found for UA: ./output/feature-sets/UA.txt [2025-10-17T00:02:34.430753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:34.504560] [INFO ] [sig ] UA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:34.652711] [INFO ] [LOCAL ] Saved forecast: UA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UA.txt [2025-10-17T00:02:34.653013] [INFO ] [sig ] [1609/1803] Completed UA in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 47.0s [2025-10-17T00:02:34.653077] [INFO ] [sig ] [1610/1803] Forecasting UAA... [2025-10-17T00:02:34.653113] [INFO ] [sig ] Generating forecast for: UAA [2025-10-17T00:02:34.653146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-10-17T00:02:34.662767] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UAA'. [2025-10-17T00:02:34.688035] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:34.688849] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-10-17T00:02:34.688903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:34.751489] [INFO ] [sig ] UAA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:34.893846] [INFO ] [LOCAL ] Saved forecast: UAA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UAA.txt [2025-10-17T00:02:34.894049] [INFO ] [sig ] [1610/1803] Completed UAA in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 46.8s [2025-10-17T00:02:34.894091] [INFO ] [sig ] [1611/1803] Forecasting UAN... [2025-10-17T00:02:34.894129] [INFO ] [sig ] Generating forecast for: UAN [2025-10-17T00:02:34.894160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'. [2025-10-17T00:02:34.902416] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UAN'. [2025-10-17T00:02:34.928243] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:34.929020] [DEBUG] [LOCAL ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt [2025-10-17T00:02:34.929075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:34.992347] [INFO ] [sig ] UAN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:35.133670] [INFO ] [LOCAL ] Saved forecast: UAN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UAN.txt [2025-10-17T00:02:35.133916] [INFO ] [sig ] [1611/1803] Completed UAN in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 46.5s [2025-10-17T00:02:35.133962] [INFO ] [sig ] [1612/1803] Forecasting UBER... [2025-10-17T00:02:35.133993] [INFO ] [sig ] Generating forecast for: UBER [2025-10-17T00:02:35.134025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-10-17T00:02:35.142690] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UBER'. [2025-10-17T00:02:35.167531] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:35.168287] [DEBUG] [LOCAL ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt [2025-10-17T00:02:35.168343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:35.226685] [INFO ] [sig ] UBER: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:35.367738] [INFO ] [LOCAL ] Saved forecast: UBER 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UBER.txt [2025-10-17T00:02:35.367976] [INFO ] [sig ] [1612/1803] Completed UBER in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 46.3s [2025-10-17T00:02:35.368018] [INFO ] [sig ] [1613/1803] Forecasting UBS... [2025-10-17T00:02:35.368048] [INFO ] [sig ] Generating forecast for: UBS [2025-10-17T00:02:35.368078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-10-17T00:02:35.376544] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UBS'. [2025-10-17T00:02:35.401418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:35.402123] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-10-17T00:02:35.402177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:35.461922] [INFO ] [sig ] UBS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:35.601500] [INFO ] [LOCAL ] Saved forecast: UBS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UBS.txt [2025-10-17T00:02:35.601726] [INFO ] [sig ] [1613/1803] Completed UBS in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 46.1s [2025-10-17T00:02:35.601786] [INFO ] [sig ] [1614/1803] Forecasting UDR... [2025-10-17T00:02:35.601820] [INFO ] [sig ] Generating forecast for: UDR [2025-10-17T00:02:35.601852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-10-17T00:02:35.610411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UDR'. [2025-10-17T00:02:35.635081] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:35.635816] [DEBUG] [LOCAL ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt [2025-10-17T00:02:35.635871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:35.694095] [INFO ] [sig ] UDR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:35.833530] [INFO ] [LOCAL ] Saved forecast: UDR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UDR.txt [2025-10-17T00:02:35.833757] [INFO ] [sig ] [1614/1803] Completed UDR in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 45.8s [2025-10-17T00:02:35.833825] [INFO ] [sig ] [1615/1803] Forecasting UE... [2025-10-17T00:02:35.833903] [INFO ] [sig ] Generating forecast for: UE [2025-10-17T00:02:35.833944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-10-17T00:02:35.842452] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UE'. [2025-10-17T00:02:35.867187] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:35.867917] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-10-17T00:02:35.867972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:35.925797] [INFO ] [sig ] UE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:36.068102] [INFO ] [LOCAL ] Saved forecast: UE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UE.txt [2025-10-17T00:02:36.068384] [INFO ] [sig ] [1615/1803] Completed UE in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 45.6s [2025-10-17T00:02:36.068436] [INFO ] [sig ] [1616/1803] Forecasting UFI... [2025-10-17T00:02:36.068467] [INFO ] [sig ] Generating forecast for: UFI [2025-10-17T00:02:36.068498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-10-17T00:02:36.077143] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UFI'. [2025-10-17T00:02:36.102685] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:36.103512] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-10-17T00:02:36.103577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:36.165374] [INFO ] [sig ] UFI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:36.308698] [INFO ] [LOCAL ] Saved forecast: UFI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UFI.txt [2025-10-17T00:02:36.308979] [INFO ] [sig ] [1616/1803] Completed UFI in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 45.3s [2025-10-17T00:02:36.309026] [INFO ] [sig ] [1617/1803] Forecasting UGI... [2025-10-17T00:02:36.309058] [INFO ] [sig ] Generating forecast for: UGI [2025-10-17T00:02:36.309089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-10-17T00:02:36.318451] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UGI'. [2025-10-17T00:02:36.346512] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:36.347380] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-10-17T00:02:36.347436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:36.414491] [INFO ] [sig ] UGI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:36.555388] [INFO ] [LOCAL ] Saved forecast: UGI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UGI.txt [2025-10-17T00:02:36.555623] [INFO ] [sig ] [1617/1803] Completed UGI in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 45.1s [2025-10-17T00:02:36.555699] [INFO ] [sig ] [1618/1803] Forecasting UGP... [2025-10-17T00:02:36.555742] [INFO ] [sig ] Generating forecast for: UGP [2025-10-17T00:02:36.555774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-10-17T00:02:36.565326] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UGP'. [2025-10-17T00:02:36.591021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:36.591936] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-10-17T00:02:36.591994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:36.655615] [INFO ] [sig ] UGP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:36.793719] [INFO ] [LOCAL ] Saved forecast: UGP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UGP.txt [2025-10-17T00:02:36.793933] [INFO ] [sig ] [1618/1803] Completed UGP in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 44.8s [2025-10-17T00:02:36.793976] [INFO ] [sig ] [1619/1803] Forecasting UHAL... [2025-10-17T00:02:36.794006] [INFO ] [sig ] Generating forecast for: UHAL [2025-10-17T00:02:36.794036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-10-17T00:02:36.804504] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHAL'. [2025-10-17T00:02:36.831871] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:36.832771] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-10-17T00:02:36.832829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:36.895339] [INFO ] [sig ] UHAL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:37.058350] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UHAL.txt [2025-10-17T00:02:37.058630] [INFO ] [sig ] [1619/1803] Completed UHAL in 0.3s | 4.13 sym/s | Total: 6.5m | ETA: 44.6s [2025-10-17T00:02:37.058712] [INFO ] [sig ] [1620/1803] Forecasting UHS... [2025-10-17T00:02:37.058753] [INFO ] [sig ] Generating forecast for: UHS [2025-10-17T00:02:37.058785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-10-17T00:02:37.068786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHS'. [2025-10-17T00:02:37.094214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:37.094978] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-10-17T00:02:37.095034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:37.154287] [INFO ] [sig ] UHS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:37.304905] [INFO ] [LOCAL ] Saved forecast: UHS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UHS.txt [2025-10-17T00:02:37.305151] [INFO ] [sig ] [1620/1803] Completed UHS in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 44.4s [2025-10-17T00:02:37.305197] [INFO ] [sig ] [1621/1803] Forecasting UHT... [2025-10-17T00:02:37.305229] [INFO ] [sig ] Generating forecast for: UHT [2025-10-17T00:02:37.305263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'. [2025-10-17T00:02:37.314176] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHT'. [2025-10-17T00:02:37.341214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:37.342011] [DEBUG] [LOCAL ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt [2025-10-17T00:02:37.342065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:37.398303] [INFO ] [sig ] UHT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:37.535875] [INFO ] [LOCAL ] Saved forecast: UHT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UHT.txt [2025-10-17T00:02:37.536107] [INFO ] [sig ] [1621/1803] Completed UHT in 0.2s | 4.13 sym/s | Total: 6.5m | ETA: 44.1s [2025-10-17T00:02:37.536150] [INFO ] [sig ] [1622/1803] Forecasting UI... [2025-10-17T00:02:37.536180] [INFO ] [sig ] Generating forecast for: UI [2025-10-17T00:02:37.536211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-10-17T00:02:37.545191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UI'. [2025-10-17T00:02:37.570101] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:37.570825] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-10-17T00:02:37.570879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:37.633565] [INFO ] [sig ] UI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:37.771752] [INFO ] [LOCAL ] Saved forecast: UI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UI.txt [2025-10-17T00:02:37.771989] [INFO ] [sig ] [1622/1803] Completed UI in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 43.9s [2025-10-17T00:02:37.772032] [INFO ] [sig ] [1623/1803] Forecasting UIS... [2025-10-17T00:02:37.772064] [INFO ] [sig ] Generating forecast for: UIS [2025-10-17T00:02:37.772094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-10-17T00:02:37.781515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UIS'. [2025-10-17T00:02:37.806555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:37.807284] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-10-17T00:02:37.807337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:37.865274] [INFO ] [sig ] UIS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:38.001839] [INFO ] [LOCAL ] Saved forecast: UIS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UIS.txt [2025-10-17T00:02:38.002068] [INFO ] [sig ] [1623/1803] Completed UIS in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 43.6s [2025-10-17T00:02:38.002111] [INFO ] [sig ] [1624/1803] Forecasting UL... [2025-10-17T00:02:38.002140] [INFO ] [sig ] Generating forecast for: UL [2025-10-17T00:02:38.002171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-10-17T00:02:38.011386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UL'. [2025-10-17T00:02:38.036067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:38.036778] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-10-17T00:02:38.036831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:38.101600] [INFO ] [sig ] UL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:38.238347] [INFO ] [LOCAL ] Saved forecast: UL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UL.txt [2025-10-17T00:02:38.238573] [INFO ] [sig ] [1624/1803] Completed UL in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 43.4s [2025-10-17T00:02:38.238614] [INFO ] [sig ] [1625/1803] Forecasting ULS... [2025-10-17T00:02:38.238669] [INFO ] [sig ] Generating forecast for: ULS [2025-10-17T00:02:38.238723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'. [2025-10-17T00:02:38.247282] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ULS'. [2025-10-17T00:02:38.272068] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:38.272802] [DEBUG] [LOCAL ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt [2025-10-17T00:02:38.272856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:38.328058] [INFO ] [sig ] ULS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:38.464441] [INFO ] [LOCAL ] Saved forecast: ULS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ULS.txt [2025-10-17T00:02:38.464715] [INFO ] [sig ] [1625/1803] Completed ULS in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 43.1s [2025-10-17T00:02:38.464775] [INFO ] [sig ] [1626/1803] Forecasting UMC... [2025-10-17T00:02:38.464808] [INFO ] [sig ] Generating forecast for: UMC [2025-10-17T00:02:38.464838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-10-17T00:02:38.473417] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UMC'. [2025-10-17T00:02:38.499060] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:38.499822] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-10-17T00:02:38.499875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:38.556360] [INFO ] [sig ] UMC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:38.693218] [INFO ] [LOCAL ] Saved forecast: UMC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UMC.txt [2025-10-17T00:02:38.693442] [INFO ] [sig ] [1626/1803] Completed UMC in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 42.9s [2025-10-17T00:02:38.693485] [INFO ] [sig ] [1627/1803] Forecasting UMH... [2025-10-17T00:02:38.693516] [INFO ] [sig ] Generating forecast for: UMH [2025-10-17T00:02:38.693547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-10-17T00:02:38.702831] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UMH'. [2025-10-17T00:02:38.727566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:38.728303] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-10-17T00:02:38.728356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:38.787609] [INFO ] [sig ] UMH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:38.939353] [INFO ] [LOCAL ] Saved forecast: UMH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UMH.txt [2025-10-17T00:02:38.939587] [INFO ] [sig ] [1627/1803] Completed UMH in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 42.7s [2025-10-17T00:02:38.939697] [INFO ] [sig ] [1628/1803] Forecasting UNF... [2025-10-17T00:02:38.939741] [INFO ] [sig ] Generating forecast for: UNF [2025-10-17T00:02:38.939774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-10-17T00:02:38.949082] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNF'. [2025-10-17T00:02:38.973578] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:38.974295] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-10-17T00:02:38.974348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:39.034085] [INFO ] [sig ] UNF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:39.171151] [INFO ] [LOCAL ] Saved forecast: UNF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UNF.txt [2025-10-17T00:02:39.171370] [INFO ] [sig ] [1628/1803] Completed UNF in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 42.4s [2025-10-17T00:02:39.171413] [INFO ] [sig ] [1629/1803] Forecasting UNFI... [2025-10-17T00:02:39.171445] [INFO ] [sig ] Generating forecast for: UNFI [2025-10-17T00:02:39.171477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-10-17T00:02:39.180325] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNFI'. [2025-10-17T00:02:39.205316] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:39.206096] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-10-17T00:02:39.206149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:39.278662] [INFO ] [sig ] UNFI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:39.416828] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UNFI.txt [2025-10-17T00:02:39.417043] [INFO ] [sig ] [1629/1803] Completed UNFI in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 42.2s [2025-10-17T00:02:39.417086] [INFO ] [sig ] [1630/1803] Forecasting UNH... [2025-10-17T00:02:39.417117] [INFO ] [sig ] Generating forecast for: UNH [2025-10-17T00:02:39.417148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-10-17T00:02:39.426454] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNH'. [2025-10-17T00:02:39.451399] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:39.452126] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-10-17T00:02:39.452179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:39.518101] [INFO ] [sig ] UNH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:39.655130] [INFO ] [LOCAL ] Saved forecast: UNH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UNH.txt [2025-10-17T00:02:39.655347] [INFO ] [sig ] [1630/1803] Completed UNH in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 41.9s [2025-10-17T00:02:39.655389] [INFO ] [sig ] [1631/1803] Forecasting UNM... [2025-10-17T00:02:39.655419] [INFO ] [sig ] Generating forecast for: UNM [2025-10-17T00:02:39.655450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-10-17T00:02:39.665086] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNM'. [2025-10-17T00:02:39.690026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:39.690815] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-10-17T00:02:39.690869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:39.756364] [INFO ] [sig ] UNM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:39.894395] [INFO ] [LOCAL ] Saved forecast: UNM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UNM.txt [2025-10-17T00:02:39.894691] [INFO ] [sig ] [1631/1803] Completed UNM in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 41.7s [2025-10-17T00:02:39.894753] [INFO ] [sig ] [1632/1803] Forecasting UNMA... [2025-10-17T00:02:39.894788] [INFO ] [sig ] Generating forecast for: UNMA [2025-10-17T00:02:39.894819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-10-17T00:02:39.904443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNMA'. [2025-10-17T00:02:39.929571] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:39.930460] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-10-17T00:02:39.930513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:40.003458] [INFO ] [sig ] UNMA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:40.142274] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UNMA.txt [2025-10-17T00:02:40.142500] [INFO ] [sig ] [1632/1803] Completed UNMA in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 41.4s [2025-10-17T00:02:40.142543] [INFO ] [sig ] [1633/1803] Forecasting UNP... [2025-10-17T00:02:40.142573] [INFO ] [sig ] Generating forecast for: UNP [2025-10-17T00:02:40.142616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-10-17T00:02:40.152711] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNP'. [2025-10-17T00:02:40.177782] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:40.178583] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-10-17T00:02:40.178638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:40.243662] [INFO ] [sig ] UNP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:40.380916] [INFO ] [LOCAL ] Saved forecast: UNP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UNP.txt [2025-10-17T00:02:40.381150] [INFO ] [sig ] [1633/1803] Completed UNP in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 41.2s [2025-10-17T00:02:40.381192] [INFO ] [sig ] [1634/1803] Forecasting UP... [2025-10-17T00:02:40.381224] [INFO ] [sig ] Generating forecast for: UP [2025-10-17T00:02:40.381255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'. [2025-10-17T00:02:40.390137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UP'. [2025-10-17T00:02:40.415064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:40.415776] [DEBUG] [LOCAL ] No optimal features file found for UP: ./output/feature-sets/UP.txt [2025-10-17T00:02:40.415831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:40.485005] [INFO ] [sig ] UP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:40.623340] [INFO ] [LOCAL ] Saved forecast: UP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UP.txt [2025-10-17T00:02:40.623581] [INFO ] [sig ] [1634/1803] Completed UP in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 41.0s [2025-10-17T00:02:40.623626] [INFO ] [sig ] [1635/1803] Forecasting UPS... [2025-10-17T00:02:40.623694] [INFO ] [sig ] Generating forecast for: UPS [2025-10-17T00:02:40.623739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-10-17T00:02:40.633569] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UPS'. [2025-10-17T00:02:40.658894] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:40.659637] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-10-17T00:02:40.659717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:40.727361] [INFO ] [sig ] UPS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:40.865199] [INFO ] [LOCAL ] Saved forecast: UPS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UPS.txt [2025-10-17T00:02:40.865395] [INFO ] [sig ] [1635/1803] Completed UPS in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 40.7s [2025-10-17T00:02:40.865438] [INFO ] [sig ] [1636/1803] Forecasting URI... [2025-10-17T00:02:40.865468] [INFO ] [sig ] Generating forecast for: URI [2025-10-17T00:02:40.865499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-10-17T00:02:40.874168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'URI'. [2025-10-17T00:02:40.903000] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:40.903722] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-10-17T00:02:40.903785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:40.962888] [INFO ] [sig ] URI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:41.100376] [INFO ] [LOCAL ] Saved forecast: URI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/URI.txt [2025-10-17T00:02:41.100602] [INFO ] [sig ] [1636/1803] Completed URI in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 40.5s [2025-10-17T00:02:41.100686] [INFO ] [sig ] [1637/1803] Forecasting USA... [2025-10-17T00:02:41.100733] [INFO ] [sig ] Generating forecast for: USA [2025-10-17T00:02:41.100767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-10-17T00:02:41.109540] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USA'. [2025-10-17T00:02:41.134215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:41.134909] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-10-17T00:02:41.134963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:41.196684] [INFO ] [sig ] USA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:41.334207] [INFO ] [LOCAL ] Saved forecast: USA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/USA.txt [2025-10-17T00:02:41.334407] [INFO ] [sig ] [1637/1803] Completed USA in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 40.2s [2025-10-17T00:02:41.334450] [INFO ] [sig ] [1638/1803] Forecasting USAC... [2025-10-17T00:02:41.334481] [INFO ] [sig ] Generating forecast for: USAC [2025-10-17T00:02:41.334513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-10-17T00:02:41.343378] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USAC'. [2025-10-17T00:02:41.367869] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:41.368575] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-10-17T00:02:41.368628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:41.430000] [INFO ] [sig ] USAC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:41.566937] [INFO ] [LOCAL ] Saved forecast: USAC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/USAC.txt [2025-10-17T00:02:41.567125] [INFO ] [sig ] [1638/1803] Completed USAC in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 40.0s [2025-10-17T00:02:41.567165] [INFO ] [sig ] [1639/1803] Forecasting USB... [2025-10-17T00:02:41.567195] [INFO ] [sig ] Generating forecast for: USB [2025-10-17T00:02:41.567226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-10-17T00:02:41.575999] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USB'. [2025-10-17T00:02:41.600910] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:41.601619] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-10-17T00:02:41.601701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:41.662002] [INFO ] [sig ] USB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:41.799393] [INFO ] [LOCAL ] Saved forecast: USB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/USB.txt [2025-10-17T00:02:41.799610] [INFO ] [sig ] [1639/1803] Completed USB in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 39.7s [2025-10-17T00:02:41.799681] [INFO ] [sig ] [1640/1803] Forecasting USFD... [2025-10-17T00:02:41.799731] [INFO ] [sig ] Generating forecast for: USFD [2025-10-17T00:02:41.799764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-10-17T00:02:41.808886] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USFD'. [2025-10-17T00:02:41.834463] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:41.835179] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-10-17T00:02:41.835231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:41.890948] [INFO ] [sig ] USFD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:42.029193] [INFO ] [LOCAL ] Saved forecast: USFD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/USFD.txt [2025-10-17T00:02:42.029417] [INFO ] [sig ] [1640/1803] Completed USFD in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 39.5s [2025-10-17T00:02:42.029458] [INFO ] [sig ] [1641/1803] Forecasting USNA... [2025-10-17T00:02:42.029489] [INFO ] [sig ] Generating forecast for: USNA [2025-10-17T00:02:42.029519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'. [2025-10-17T00:02:42.037677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USNA'. [2025-10-17T00:02:42.062322] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:42.063013] [DEBUG] [LOCAL ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt [2025-10-17T00:02:42.063067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:42.116351] [INFO ] [sig ] USNA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:42.253259] [INFO ] [LOCAL ] Saved forecast: USNA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/USNA.txt [2025-10-17T00:02:42.253442] [INFO ] [sig ] [1641/1803] Completed USNA in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 39.3s [2025-10-17T00:02:42.253484] [INFO ] [sig ] [1642/1803] Forecasting USPH... [2025-10-17T00:02:42.253515] [INFO ] [sig ] Generating forecast for: USPH [2025-10-17T00:02:42.253545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'. [2025-10-17T00:02:42.261697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USPH'. [2025-10-17T00:02:42.286082] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:42.286793] [DEBUG] [LOCAL ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt [2025-10-17T00:02:42.286847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:42.346724] [INFO ] [sig ] USPH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:42.509152] [INFO ] [LOCAL ] Saved forecast: USPH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/USPH.txt [2025-10-17T00:02:42.509358] [INFO ] [sig ] [1642/1803] Completed USPH in 0.3s | 4.13 sym/s | Total: 6.6m | ETA: 39.0s [2025-10-17T00:02:42.509402] [INFO ] [sig ] [1643/1803] Forecasting UTF... [2025-10-17T00:02:42.509434] [INFO ] [sig ] Generating forecast for: UTF [2025-10-17T00:02:42.509466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-10-17T00:02:42.518309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTF'. [2025-10-17T00:02:42.544016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:42.544724] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-10-17T00:02:42.544782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:42.604097] [INFO ] [sig ] UTF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:42.746189] [INFO ] [LOCAL ] Saved forecast: UTF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UTF.txt [2025-10-17T00:02:42.746383] [INFO ] [sig ] [1643/1803] Completed UTF in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 38.8s [2025-10-17T00:02:42.746426] [INFO ] [sig ] [1644/1803] Forecasting UTI... [2025-10-17T00:02:42.746457] [INFO ] [sig ] Generating forecast for: UTI [2025-10-17T00:02:42.746488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-10-17T00:02:42.755064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTI'. [2025-10-17T00:02:42.780226] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:42.780974] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-10-17T00:02:42.781029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:42.840542] [INFO ] [sig ] UTI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:42.980552] [INFO ] [LOCAL ] Saved forecast: UTI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UTI.txt [2025-10-17T00:02:42.980798] [INFO ] [sig ] [1644/1803] Completed UTI in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 38.5s [2025-10-17T00:02:42.980861] [INFO ] [sig ] [1645/1803] Forecasting UTL... [2025-10-17T00:02:42.980896] [INFO ] [sig ] Generating forecast for: UTL [2025-10-17T00:02:42.980928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-10-17T00:02:42.989251] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTL'. [2025-10-17T00:02:43.014862] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:43.015623] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-10-17T00:02:43.015707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:43.072979] [INFO ] [sig ] UTL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:43.224619] [INFO ] [LOCAL ] Saved forecast: UTL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UTL.txt [2025-10-17T00:02:43.224913] [INFO ] [sig ] [1645/1803] Completed UTL in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 38.3s [2025-10-17T00:02:43.224960] [INFO ] [sig ] [1646/1803] Forecasting UTZ... [2025-10-17T00:02:43.224991] [INFO ] [sig ] Generating forecast for: UTZ [2025-10-17T00:02:43.225022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-10-17T00:02:43.233372] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTZ'. [2025-10-17T00:02:43.259126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:43.259961] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-10-17T00:02:43.260020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:43.318724] [INFO ] [sig ] UTZ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:43.462787] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UTZ.txt [2025-10-17T00:02:43.463036] [INFO ] [sig ] [1646/1803] Completed UTZ in 0.2s | 4.13 sym/s | Total: 6.6m | ETA: 38.0s [2025-10-17T00:02:43.463081] [INFO ] [sig ] [1647/1803] Forecasting UVE... [2025-10-17T00:02:43.463112] [INFO ] [sig ] Generating forecast for: UVE [2025-10-17T00:02:43.463153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-10-17T00:02:43.472175] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UVE'. [2025-10-17T00:02:43.499153] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:43.500021] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-10-17T00:02:43.500075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:43.559978] [INFO ] [sig ] UVE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:43.707876] [INFO ] [LOCAL ] Saved forecast: UVE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UVE.txt [2025-10-17T00:02:43.708120] [INFO ] [sig ] [1647/1803] Completed UVE in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 37.8s [2025-10-17T00:02:43.708194] [INFO ] [sig ] [1648/1803] Forecasting UVV... [2025-10-17T00:02:43.708241] [INFO ] [sig ] Generating forecast for: UVV [2025-10-17T00:02:43.708273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'. [2025-10-17T00:02:43.716911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UVV'. [2025-10-17T00:02:43.744569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:43.745404] [DEBUG] [LOCAL ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt [2025-10-17T00:02:43.745459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:43.804461] [INFO ] [sig ] UVV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:43.952785] [INFO ] [LOCAL ] Saved forecast: UVV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UVV.txt [2025-10-17T00:02:43.953085] [INFO ] [sig ] [1648/1803] Completed UVV in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 37.6s [2025-10-17T00:02:43.953147] [INFO ] [sig ] [1649/1803] Forecasting UWMC... [2025-10-17T00:02:43.953181] [INFO ] [sig ] Generating forecast for: UWMC [2025-10-17T00:02:43.953212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-10-17T00:02:43.962239] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UWMC'. [2025-10-17T00:02:43.987277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:43.988047] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-10-17T00:02:43.988102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:44.044585] [INFO ] [sig ] UWMC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:44.183450] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/UWMC.txt [2025-10-17T00:02:44.183725] [INFO ] [sig ] [1649/1803] Completed UWMC in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 37.3s [2025-10-17T00:02:44.183788] [INFO ] [sig ] [1650/1803] Forecasting UZD... [2025-10-17T00:02:44.183822] [INFO ] [sig ] Generating forecast for: UZD [2025-10-17T00:02:44.183854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'. [2025-10-17T00:02:44.192233] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UZD'. [2025-10-17T00:02:44.217325] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:44.218124] [DEBUG] [LOCAL ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt [2025-10-17T00:02:44.218210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:44.274507] [INFO ] [sig ] UZD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:44.435858] [INFO ] [LOCAL ] Saved forecast: UZD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UZD.txt [2025-10-17T00:02:44.436086] [INFO ] [sig ] [1650/1803] Completed UZD in 0.3s | 4.13 sym/s | Total: 6.7m | ETA: 37.1s [2025-10-17T00:02:44.436131] [INFO ] [sig ] [1651/1803] Forecasting UZE... [2025-10-17T00:02:44.436164] [INFO ] [sig ] Generating forecast for: UZE [2025-10-17T00:02:44.436196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-10-17T00:02:44.445967] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UZE'. [2025-10-17T00:02:44.471105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:44.471868] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-10-17T00:02:44.471922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:44.525773] [INFO ] [sig ] UZE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:44.666684] [INFO ] [LOCAL ] Saved forecast: UZE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/UZE.txt [2025-10-17T00:02:44.666887] [INFO ] [sig ] [1651/1803] Completed UZE in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 36.8s [2025-10-17T00:02:44.666929] [INFO ] [sig ] [1652/1803] Forecasting V... [2025-10-17T00:02:44.666960] [INFO ] [sig ] Generating forecast for: V [2025-10-17T00:02:44.666990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'. [2025-10-17T00:02:44.674981] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'V'. [2025-10-17T00:02:44.699527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:44.700215] [DEBUG] [LOCAL ] No optimal features file found for V: ./output/feature-sets/V.txt [2025-10-17T00:02:44.700268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:44.754541] [INFO ] [sig ] V: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:44.891225] [INFO ] [LOCAL ] Saved forecast: V 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/V.txt [2025-10-17T00:02:44.891398] [INFO ] [sig ] [1652/1803] Completed V in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 36.6s [2025-10-17T00:02:44.891439] [INFO ] [sig ] [1653/1803] Forecasting VAC... [2025-10-17T00:02:44.891469] [INFO ] [sig ] Generating forecast for: VAC [2025-10-17T00:02:44.891500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-10-17T00:02:44.899693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VAC'. [2025-10-17T00:02:44.924421] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:44.925117] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-10-17T00:02:44.925172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:44.978801] [INFO ] [sig ] VAC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:45.117297] [INFO ] [LOCAL ] Saved forecast: VAC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VAC.txt [2025-10-17T00:02:45.117489] [INFO ] [sig ] [1653/1803] Completed VAC in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 36.3s [2025-10-17T00:02:45.117529] [INFO ] [sig ] [1654/1803] Forecasting VAL... [2025-10-17T00:02:45.117560] [INFO ] [sig ] Generating forecast for: VAL [2025-10-17T00:02:45.117600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-10-17T00:02:45.125857] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VAL'. [2025-10-17T00:02:45.150694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:45.151344] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-10-17T00:02:45.151396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:45.198044] [INFO ] [sig ] VAL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:45.336369] [INFO ] [LOCAL ] Saved forecast: VAL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VAL.txt [2025-10-17T00:02:45.336547] [INFO ] [sig ] [1654/1803] Completed VAL in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 36.1s [2025-10-17T00:02:45.336587] [INFO ] [sig ] [1655/1803] Forecasting VALE... [2025-10-17T00:02:45.336618] [INFO ] [sig ] Generating forecast for: VALE [2025-10-17T00:02:45.336788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-10-17T00:02:45.345480] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VALE'. [2025-10-17T00:02:45.370087] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:45.370786] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-10-17T00:02:45.370839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:45.422473] [INFO ] [sig ] VALE: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:45.561494] [INFO ] [LOCAL ] Saved forecast: VALE 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VALE.txt [2025-10-17T00:02:45.561721] [INFO ] [sig ] [1655/1803] Completed VALE in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 35.9s [2025-10-17T00:02:45.561791] [INFO ] [sig ] [1656/1803] Forecasting VATE... [2025-10-17T00:02:45.561845] [INFO ] [sig ] Generating forecast for: VATE [2025-10-17T00:02:45.561880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'. [2025-10-17T00:02:45.569878] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VATE'. [2025-10-17T00:02:45.594871] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:45.595667] [DEBUG] [LOCAL ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt [2025-10-17T00:02:45.595729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:45.641749] [INFO ] [sig ] VATE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:45.779276] [INFO ] [LOCAL ] Saved forecast: VATE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VATE.txt [2025-10-17T00:02:45.779506] [INFO ] [sig ] [1656/1803] Completed VATE in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 35.6s [2025-10-17T00:02:45.779548] [INFO ] [sig ] [1657/1803] Forecasting VBF... [2025-10-17T00:02:45.779579] [INFO ] [sig ] Generating forecast for: VBF [2025-10-17T00:02:45.779685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-10-17T00:02:45.788223] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VBF'. [2025-10-17T00:02:45.812962] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:45.813699] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-10-17T00:02:45.813794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:45.860900] [INFO ] [sig ] VBF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:45.999865] [INFO ] [LOCAL ] Saved forecast: VBF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VBF.txt [2025-10-17T00:02:46.000104] [INFO ] [sig ] [1657/1803] Completed VBF in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 35.4s [2025-10-17T00:02:46.000147] [INFO ] [sig ] [1658/1803] Forecasting VCV... [2025-10-17T00:02:46.000178] [INFO ] [sig ] Generating forecast for: VCV [2025-10-17T00:02:46.000209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'. [2025-10-17T00:02:46.008793] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VCV'. [2025-10-17T00:02:46.033517] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:46.034218] [DEBUG] [LOCAL ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt [2025-10-17T00:02:46.034271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:46.081231] [INFO ] [sig ] VCV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:46.221214] [INFO ] [LOCAL ] Saved forecast: VCV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VCV.txt [2025-10-17T00:02:46.221447] [INFO ] [sig ] [1658/1803] Completed VCV in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 35.1s [2025-10-17T00:02:46.221491] [INFO ] [sig ] [1659/1803] Forecasting VEEV... [2025-10-17T00:02:46.221521] [INFO ] [sig ] Generating forecast for: VEEV [2025-10-17T00:02:46.221553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'. [2025-10-17T00:02:46.230037] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VEEV'. [2025-10-17T00:02:46.254828] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:46.255554] [DEBUG] [LOCAL ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt [2025-10-17T00:02:46.255607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:46.304843] [INFO ] [sig ] VEEV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:46.447802] [INFO ] [LOCAL ] Saved forecast: VEEV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VEEV.txt [2025-10-17T00:02:46.448040] [INFO ] [sig ] [1659/1803] Completed VEEV in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 34.9s [2025-10-17T00:02:46.448083] [INFO ] [sig ] [1660/1803] Forecasting VEL... [2025-10-17T00:02:46.448114] [INFO ] [sig ] Generating forecast for: VEL [2025-10-17T00:02:46.448146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-10-17T00:02:46.456297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VEL'. [2025-10-17T00:02:46.481724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:46.482478] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-10-17T00:02:46.482578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:46.543421] [INFO ] [sig ] VEL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:46.684560] [INFO ] [LOCAL ] Saved forecast: VEL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VEL.txt [2025-10-17T00:02:46.684797] [INFO ] [sig ] [1660/1803] Completed VEL in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 34.6s [2025-10-17T00:02:46.684857] [INFO ] [sig ] [1661/1803] Forecasting VET... [2025-10-17T00:02:46.684907] [INFO ] [sig ] Generating forecast for: VET [2025-10-17T00:02:46.684940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'. [2025-10-17T00:02:46.693859] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VET'. [2025-10-17T00:02:46.719309] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:46.720101] [DEBUG] [LOCAL ] No optimal features file found for VET: ./output/feature-sets/VET.txt [2025-10-17T00:02:46.720156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:46.776098] [INFO ] [sig ] VET: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:46.917189] [INFO ] [LOCAL ] Saved forecast: VET 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VET.txt [2025-10-17T00:02:46.917402] [INFO ] [sig ] [1661/1803] Completed VET in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 34.4s [2025-10-17T00:02:46.917445] [INFO ] [sig ] [1662/1803] Forecasting VFC... [2025-10-17T00:02:46.917478] [INFO ] [sig ] Generating forecast for: VFC [2025-10-17T00:02:46.917510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-10-17T00:02:46.926215] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VFC'. [2025-10-17T00:02:46.951019] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:46.951717] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-10-17T00:02:46.951771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:47.006933] [INFO ] [sig ] VFC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:47.146617] [INFO ] [LOCAL ] Saved forecast: VFC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VFC.txt [2025-10-17T00:02:47.146856] [INFO ] [sig ] [1662/1803] Completed VFC in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 34.1s [2025-10-17T00:02:47.146902] [INFO ] [sig ] [1663/1803] Forecasting VGI... [2025-10-17T00:02:47.146933] [INFO ] [sig ] Generating forecast for: VGI [2025-10-17T00:02:47.146963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-10-17T00:02:47.154849] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VGI'. [2025-10-17T00:02:47.179982] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:47.180678] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-10-17T00:02:47.180734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:47.234319] [INFO ] [sig ] VGI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:47.373532] [INFO ] [LOCAL ] Saved forecast: VGI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VGI.txt [2025-10-17T00:02:47.373767] [INFO ] [sig ] [1663/1803] Completed VGI in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 33.9s [2025-10-17T00:02:47.373828] [INFO ] [sig ] [1664/1803] Forecasting VGM... [2025-10-17T00:02:47.373862] [INFO ] [sig ] Generating forecast for: VGM [2025-10-17T00:02:47.373895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-10-17T00:02:47.382054] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VGM'. [2025-10-17T00:02:47.406611] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:47.407301] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-10-17T00:02:47.407369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:47.463282] [INFO ] [sig ] VGM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:47.603033] [INFO ] [LOCAL ] Saved forecast: VGM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VGM.txt [2025-10-17T00:02:47.603327] [INFO ] [sig ] [1664/1803] Completed VGM in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 33.7s [2025-10-17T00:02:47.603417] [INFO ] [sig ] [1665/1803] Forecasting VHI... [2025-10-17T00:02:47.603475] [INFO ] [sig ] Generating forecast for: VHI [2025-10-17T00:02:47.603513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'. [2025-10-17T00:02:47.612484] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VHI'. [2025-10-17T00:02:47.637790] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:47.638524] [DEBUG] [LOCAL ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt [2025-10-17T00:02:47.638579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:47.694055] [INFO ] [sig ] VHI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:47.833767] [INFO ] [LOCAL ] Saved forecast: VHI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VHI.txt [2025-10-17T00:02:47.833998] [INFO ] [sig ] [1665/1803] Completed VHI in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 33.4s [2025-10-17T00:02:47.834040] [INFO ] [sig ] [1666/1803] Forecasting VICI... [2025-10-17T00:02:47.834071] [INFO ] [sig ] Generating forecast for: VICI [2025-10-17T00:02:47.834101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-10-17T00:02:47.842702] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VICI'. [2025-10-17T00:02:47.868203] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:47.869027] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-10-17T00:02:47.869081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:47.926964] [INFO ] [sig ] VICI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:48.066807] [INFO ] [LOCAL ] Saved forecast: VICI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VICI.txt [2025-10-17T00:02:48.067028] [INFO ] [sig ] [1666/1803] Completed VICI in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 33.2s [2025-10-17T00:02:48.067071] [INFO ] [sig ] [1667/1803] Forecasting VIK... [2025-10-17T00:02:48.067102] [INFO ] [sig ] Generating forecast for: VIK [2025-10-17T00:02:48.067133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'. [2025-10-17T00:02:48.076064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIK'. [2025-10-17T00:02:48.100921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:48.101618] [DEBUG] [LOCAL ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt [2025-10-17T00:02:48.101696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:48.159811] [INFO ] [sig ] VIK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:48.299336] [INFO ] [LOCAL ] Saved forecast: VIK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VIK.txt [2025-10-17T00:02:48.299565] [INFO ] [sig ] [1667/1803] Completed VIK in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 32.9s [2025-10-17T00:02:48.299606] [INFO ] [sig ] [1668/1803] Forecasting VIPS... [2025-10-17T00:02:48.299671] [INFO ] [sig ] Generating forecast for: VIPS [2025-10-17T00:02:48.299726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-10-17T00:02:48.308662] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIPS'. [2025-10-17T00:02:48.333741] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:48.334536] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-10-17T00:02:48.334592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:48.396522] [INFO ] [sig ] VIPS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:48.548194] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VIPS.txt [2025-10-17T00:02:48.548467] [INFO ] [sig ] [1668/1803] Completed VIPS in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 32.7s [2025-10-17T00:02:48.548511] [INFO ] [sig ] [1669/1803] Forecasting VIRT... [2025-10-17T00:02:48.548544] [INFO ] [sig ] Generating forecast for: VIRT [2025-10-17T00:02:48.548575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'. [2025-10-17T00:02:48.557252] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIRT'. [2025-10-17T00:02:48.582786] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:48.583563] [DEBUG] [LOCAL ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt [2025-10-17T00:02:48.583617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:48.641254] [INFO ] [sig ] VIRT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:48.784249] [INFO ] [LOCAL ] Saved forecast: VIRT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VIRT.txt [2025-10-17T00:02:48.784571] [INFO ] [sig ] [1669/1803] Completed VIRT in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 32.4s [2025-10-17T00:02:48.784723] [INFO ] [sig ] [1670/1803] Forecasting VIST... [2025-10-17T00:02:48.784779] [INFO ] [sig ] Generating forecast for: VIST [2025-10-17T00:02:48.784828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'. [2025-10-17T00:02:48.795627] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIST'. [2025-10-17T00:02:48.830636] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:48.831487] [DEBUG] [LOCAL ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt [2025-10-17T00:02:48.831546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:48.891856] [INFO ] [sig ] VIST: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:49.038382] [INFO ] [LOCAL ] Saved forecast: VIST 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VIST.txt [2025-10-17T00:02:49.038624] [INFO ] [sig ] [1670/1803] Completed VIST in 0.3s | 4.13 sym/s | Total: 6.7m | ETA: 32.2s [2025-10-17T00:02:49.038703] [INFO ] [sig ] [1671/1803] Forecasting VIV... [2025-10-17T00:02:49.038745] [INFO ] [sig ] Generating forecast for: VIV [2025-10-17T00:02:49.038778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'. [2025-10-17T00:02:49.047531] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIV'. [2025-10-17T00:02:49.073030] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:49.073882] [DEBUG] [LOCAL ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt [2025-10-17T00:02:49.073938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:49.134147] [INFO ] [sig ] VIV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:49.274929] [INFO ] [LOCAL ] Saved forecast: VIV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VIV.txt [2025-10-17T00:02:49.275157] [INFO ] [sig ] [1671/1803] Completed VIV in 0.2s | 4.13 sym/s | Total: 6.7m | ETA: 32.0s [2025-10-17T00:02:49.275201] [INFO ] [sig ] [1672/1803] Forecasting VKQ... [2025-10-17T00:02:49.275232] [INFO ] [sig ] Generating forecast for: VKQ [2025-10-17T00:02:49.275269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-10-17T00:02:49.284257] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VKQ'. [2025-10-17T00:02:49.310294] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:49.311147] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-10-17T00:02:49.311204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:49.369953] [INFO ] [sig ] VKQ: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:49.525692] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VKQ.txt [2025-10-17T00:02:49.525992] [INFO ] [sig ] [1672/1803] Completed VKQ in 0.3s | 4.13 sym/s | Total: 6.7m | ETA: 31.7s [2025-10-17T00:02:49.526054] [INFO ] [sig ] [1673/1803] Forecasting VLN... [2025-10-17T00:02:49.526098] [INFO ] [sig ] Generating forecast for: VLN [2025-10-17T00:02:49.526143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-10-17T00:02:49.537250] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLN'. [2025-10-17T00:02:49.572021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:49.572821] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-10-17T00:02:49.572875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:49.636373] [INFO ] [sig ] VLN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:49.785488] [INFO ] [LOCAL ] Saved forecast: VLN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VLN.txt [2025-10-17T00:02:49.785734] [INFO ] [sig ] [1673/1803] Completed VLN in 0.3s | 4.13 sym/s | Total: 6.8m | ETA: 31.5s [2025-10-17T00:02:49.785794] [INFO ] [sig ] [1674/1803] Forecasting VLO... [2025-10-17T00:02:49.785829] [INFO ] [sig ] Generating forecast for: VLO [2025-10-17T00:02:49.785860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-10-17T00:02:49.794667] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLO'. [2025-10-17T00:02:49.820661] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:49.821441] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-10-17T00:02:49.821499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:49.881400] [INFO ] [sig ] VLO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:50.025952] [INFO ] [LOCAL ] Saved forecast: VLO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VLO.txt [2025-10-17T00:02:50.026183] [INFO ] [sig ] [1674/1803] Completed VLO in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 31.2s [2025-10-17T00:02:50.026234] [INFO ] [sig ] [1675/1803] Forecasting VLRS... [2025-10-17T00:02:50.026265] [INFO ] [sig ] Generating forecast for: VLRS [2025-10-17T00:02:50.026297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-10-17T00:02:50.034868] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLRS'. [2025-10-17T00:02:50.061395] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:50.062181] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-10-17T00:02:50.062235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:50.118462] [INFO ] [sig ] VLRS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:50.257808] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VLRS.txt [2025-10-17T00:02:50.258045] [INFO ] [sig ] [1675/1803] Completed VLRS in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 31.0s [2025-10-17T00:02:50.258088] [INFO ] [sig ] [1676/1803] Forecasting VLT... [2025-10-17T00:02:50.258119] [INFO ] [sig ] Generating forecast for: VLT [2025-10-17T00:02:50.258169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'. [2025-10-17T00:02:50.267192] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLT'. [2025-10-17T00:02:50.292455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:50.293189] [DEBUG] [LOCAL ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt [2025-10-17T00:02:50.293243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:50.351753] [INFO ] [sig ] VLT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:50.493291] [INFO ] [LOCAL ] Saved forecast: VLT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VLT.txt [2025-10-17T00:02:50.493513] [INFO ] [sig ] [1676/1803] Completed VLT in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 30.8s [2025-10-17T00:02:50.493557] [INFO ] [sig ] [1677/1803] Forecasting VLTO... [2025-10-17T00:02:50.493587] [INFO ] [sig ] Generating forecast for: VLTO [2025-10-17T00:02:50.493618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-10-17T00:02:50.502523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLTO'. [2025-10-17T00:02:50.531283] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:50.532177] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-10-17T00:02:50.532236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:50.600606] [INFO ] [sig ] VLTO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:50.740976] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VLTO.txt [2025-10-17T00:02:50.741187] [INFO ] [sig ] [1677/1803] Completed VLTO in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 30.5s [2025-10-17T00:02:50.741229] [INFO ] [sig ] [1678/1803] Forecasting VMC... [2025-10-17T00:02:50.741260] [INFO ] [sig ] Generating forecast for: VMC [2025-10-17T00:02:50.741291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-10-17T00:02:50.749988] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VMC'. [2025-10-17T00:02:50.775114] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:50.775987] [DEBUG] [LOCAL ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt [2025-10-17T00:02:50.776044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:50.840132] [INFO ] [sig ] VMC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:50.981330] [INFO ] [LOCAL ] Saved forecast: VMC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VMC.txt [2025-10-17T00:02:50.981538] [INFO ] [sig ] [1678/1803] Completed VMC in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 30.3s [2025-10-17T00:02:50.981579] [INFO ] [sig ] [1679/1803] Forecasting VMI... [2025-10-17T00:02:50.981611] [INFO ] [sig ] Generating forecast for: VMI [2025-10-17T00:02:50.981662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-10-17T00:02:50.990387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VMI'. [2025-10-17T00:02:51.015911] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:51.016699] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-10-17T00:02:51.016758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:51.080586] [INFO ] [sig ] VMI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:51.222410] [INFO ] [LOCAL ] Saved forecast: VMI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VMI.txt [2025-10-17T00:02:51.222673] [INFO ] [sig ] [1679/1803] Completed VMI in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 30.0s [2025-10-17T00:02:51.222739] [INFO ] [sig ] [1680/1803] Forecasting VMO... [2025-10-17T00:02:51.222775] [INFO ] [sig ] Generating forecast for: VMO [2025-10-17T00:02:51.222808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-10-17T00:02:51.231888] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VMO'. [2025-10-17T00:02:51.257058] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:51.257800] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-10-17T00:02:51.257854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:51.322565] [INFO ] [sig ] VMO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:51.465423] [INFO ] [LOCAL ] Saved forecast: VMO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VMO.txt [2025-10-17T00:02:51.465630] [INFO ] [sig ] [1680/1803] Completed VMO in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 29.8s [2025-10-17T00:02:51.465706] [INFO ] [sig ] [1681/1803] Forecasting VNCE... [2025-10-17T00:02:51.465747] [INFO ] [sig ] Generating forecast for: VNCE [2025-10-17T00:02:51.465778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'. [2025-10-17T00:02:51.474265] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VNCE'. [2025-10-17T00:02:51.504476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:51.505329] [DEBUG] [LOCAL ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt [2025-10-17T00:02:51.505385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:51.570457] [INFO ] [sig ] VNCE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:51.712473] [INFO ] [LOCAL ] Saved forecast: VNCE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VNCE.txt [2025-10-17T00:02:51.712720] [INFO ] [sig ] [1681/1803] Completed VNCE in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 29.5s [2025-10-17T00:02:51.712781] [INFO ] [sig ] [1682/1803] Forecasting VNO... [2025-10-17T00:02:51.712814] [INFO ] [sig ] Generating forecast for: VNO [2025-10-17T00:02:51.712846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-10-17T00:02:51.721165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VNO'. [2025-10-17T00:02:51.747930] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:51.748770] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-10-17T00:02:51.748826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:51.817140] [INFO ] [sig ] VNO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:51.957918] [INFO ] [LOCAL ] Saved forecast: VNO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VNO.txt [2025-10-17T00:02:51.958236] [INFO ] [sig ] [1682/1803] Completed VNO in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 29.3s [2025-10-17T00:02:51.958297] [INFO ] [sig ] [1683/1803] Forecasting VNT... [2025-10-17T00:02:51.958331] [INFO ] [sig ] Generating forecast for: VNT [2025-10-17T00:02:51.958363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'. [2025-10-17T00:02:51.967539] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VNT'. [2025-10-17T00:02:51.993380] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:51.994134] [DEBUG] [LOCAL ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt [2025-10-17T00:02:51.994188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:52.053849] [INFO ] [sig ] VNT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:52.193213] [INFO ] [LOCAL ] Saved forecast: VNT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VNT.txt [2025-10-17T00:02:52.193460] [INFO ] [sig ] [1683/1803] Completed VNT in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 29.1s [2025-10-17T00:02:52.193504] [INFO ] [sig ] [1684/1803] Forecasting VOC... [2025-10-17T00:02:52.193535] [INFO ] [sig ] Generating forecast for: VOC [2025-10-17T00:02:52.193565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-10-17T00:02:52.203217] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VOC'. [2025-10-17T00:02:52.228542] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:52.229333] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-10-17T00:02:52.229389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:52.285017] [INFO ] [sig ] VOC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:52.424535] [INFO ] [LOCAL ] Saved forecast: VOC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VOC.txt [2025-10-17T00:02:52.424764] [INFO ] [sig ] [1684/1803] Completed VOC in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 28.8s [2025-10-17T00:02:52.424824] [INFO ] [sig ] [1685/1803] Forecasting VOYA... [2025-10-17T00:02:52.424858] [INFO ] [sig ] Generating forecast for: VOYA [2025-10-17T00:02:52.424889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'. [2025-10-17T00:02:52.433956] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VOYA'. [2025-10-17T00:02:52.459345] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:52.460108] [DEBUG] [LOCAL ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt [2025-10-17T00:02:52.460162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:52.524449] [INFO ] [sig ] VOYA: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:52.667919] [INFO ] [LOCAL ] Saved forecast: VOYA 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VOYA.txt [2025-10-17T00:02:52.668228] [INFO ] [sig ] [1685/1803] Completed VOYA in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 28.6s [2025-10-17T00:02:52.668293] [INFO ] [sig ] [1686/1803] Forecasting VPG... [2025-10-17T00:02:52.668329] [INFO ] [sig ] Generating forecast for: VPG [2025-10-17T00:02:52.668364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-10-17T00:02:52.678628] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VPG'. [2025-10-17T00:02:52.704034] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:52.704778] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-10-17T00:02:52.704833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:52.764247] [INFO ] [sig ] VPG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:52.911477] [INFO ] [LOCAL ] Saved forecast: VPG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VPG.txt [2025-10-17T00:02:52.911744] [INFO ] [sig ] [1686/1803] Completed VPG in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 28.3s [2025-10-17T00:02:52.911805] [INFO ] [sig ] [1687/1803] Forecasting VPV... [2025-10-17T00:02:52.911837] [INFO ] [sig ] Generating forecast for: VPV [2025-10-17T00:02:52.911868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'. [2025-10-17T00:02:52.920216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VPV'. [2025-10-17T00:02:52.944837] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:52.945479] [DEBUG] [LOCAL ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt [2025-10-17T00:02:52.945531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:53.002918] [INFO ] [sig ] VPV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:53.141237] [INFO ] [LOCAL ] Saved forecast: VPV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VPV.txt [2025-10-17T00:02:53.141421] [INFO ] [sig ] [1687/1803] Completed VPV in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 28.1s [2025-10-17T00:02:53.141462] [INFO ] [sig ] [1688/1803] Forecasting VRE... [2025-10-17T00:02:53.141492] [INFO ] [sig ] Generating forecast for: VRE [2025-10-17T00:02:53.141523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-10-17T00:02:53.149923] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VRE'. [2025-10-17T00:02:53.174731] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:53.175436] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-10-17T00:02:53.175489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:53.231337] [INFO ] [sig ] VRE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:53.369385] [INFO ] [LOCAL ] Saved forecast: VRE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VRE.txt [2025-10-17T00:02:53.369589] [INFO ] [sig ] [1688/1803] Completed VRE in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 27.8s [2025-10-17T00:02:53.369629] [INFO ] [sig ] [1689/1803] Forecasting VRT... [2025-10-17T00:02:53.369696] [INFO ] [sig ] Generating forecast for: VRT [2025-10-17T00:02:53.369739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'. [2025-10-17T00:02:53.378411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VRT'. [2025-10-17T00:02:53.403481] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:53.404182] [DEBUG] [LOCAL ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt [2025-10-17T00:02:53.404235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:53.463546] [INFO ] [sig ] VRT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:53.602495] [INFO ] [LOCAL ] Saved forecast: VRT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VRT.txt [2025-10-17T00:02:53.602731] [INFO ] [sig ] [1689/1803] Completed VRT in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 27.6s [2025-10-17T00:02:53.602791] [INFO ] [sig ] [1690/1803] Forecasting VRTS... [2025-10-17T00:02:53.602824] [INFO ] [sig ] Generating forecast for: VRTS [2025-10-17T00:02:53.602855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-10-17T00:02:53.611353] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VRTS'. [2025-10-17T00:02:53.636178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:53.636885] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-10-17T00:02:53.636939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:53.694970] [INFO ] [sig ] VRTS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:53.834087] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VRTS.txt [2025-10-17T00:02:53.834294] [INFO ] [sig ] [1690/1803] Completed VRTS in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 27.4s [2025-10-17T00:02:53.834336] [INFO ] [sig ] [1691/1803] Forecasting VSCO... [2025-10-17T00:02:53.834366] [INFO ] [sig ] Generating forecast for: VSCO [2025-10-17T00:02:53.834397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-10-17T00:02:53.843529] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VSCO'. [2025-10-17T00:02:53.869055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:53.869801] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-10-17T00:02:53.869857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:53.928565] [INFO ] [sig ] VSCO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:54.067281] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VSCO.txt [2025-10-17T00:02:54.067522] [INFO ] [sig ] [1691/1803] Completed VSCO in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 27.1s [2025-10-17T00:02:54.067584] [INFO ] [sig ] [1692/1803] Forecasting VSH... [2025-10-17T00:02:54.067619] [INFO ] [sig ] Generating forecast for: VSH [2025-10-17T00:02:54.067679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-10-17T00:02:54.076613] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VSH'. [2025-10-17T00:02:54.101890] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:54.102720] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-10-17T00:02:54.102777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:54.166868] [INFO ] [sig ] VSH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:54.306873] [INFO ] [LOCAL ] Saved forecast: VSH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VSH.txt [2025-10-17T00:02:54.307082] [INFO ] [sig ] [1692/1803] Completed VSH in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 26.9s [2025-10-17T00:02:54.307126] [INFO ] [sig ] [1693/1803] Forecasting VST... [2025-10-17T00:02:54.307158] [INFO ] [sig ] Generating forecast for: VST [2025-10-17T00:02:54.307190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'. [2025-10-17T00:02:54.316758] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VST'. [2025-10-17T00:02:54.341770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:54.342440] [DEBUG] [LOCAL ] No optimal features file found for VST: ./output/feature-sets/VST.txt [2025-10-17T00:02:54.342494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:54.399302] [INFO ] [sig ] VST: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:54.538209] [INFO ] [LOCAL ] Saved forecast: VST 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VST.txt [2025-10-17T00:02:54.538431] [INFO ] [sig ] [1693/1803] Completed VST in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 26.6s [2025-10-17T00:02:54.538475] [INFO ] [sig ] [1694/1803] Forecasting VSTS... [2025-10-17T00:02:54.538506] [INFO ] [sig ] Generating forecast for: VSTS [2025-10-17T00:02:54.538537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-10-17T00:02:54.546456] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VSTS'. [2025-10-17T00:02:54.571988] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:54.572731] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-10-17T00:02:54.572789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:54.633302] [INFO ] [sig ] VSTS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:54.772615] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VSTS.txt [2025-10-17T00:02:54.772852] [INFO ] [sig ] [1694/1803] Completed VSTS in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 26.4s [2025-10-17T00:02:54.772900] [INFO ] [sig ] [1695/1803] Forecasting VTEX... [2025-10-17T00:02:54.772932] [INFO ] [sig ] Generating forecast for: VTEX [2025-10-17T00:02:54.772964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-10-17T00:02:54.781092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTEX'. [2025-10-17T00:02:54.806056] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:54.806789] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-10-17T00:02:54.806846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:54.864623] [INFO ] [sig ] VTEX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:55.003304] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VTEX.txt [2025-10-17T00:02:55.003511] [INFO ] [sig ] [1695/1803] Completed VTEX in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 26.1s [2025-10-17T00:02:55.003553] [INFO ] [sig ] [1696/1803] Forecasting VTLE... [2025-10-17T00:02:55.003584] [INFO ] [sig ] Generating forecast for: VTLE [2025-10-17T00:02:55.003615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-10-17T00:02:55.012563] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTLE'. [2025-10-17T00:02:55.037936] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:55.038746] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-10-17T00:02:55.038802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:55.096151] [INFO ] [sig ] VTLE: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:55.246492] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VTLE.txt [2025-10-17T00:02:55.246762] [INFO ] [sig ] [1696/1803] Completed VTLE in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 25.9s [2025-10-17T00:02:55.246822] [INFO ] [sig ] [1697/1803] Forecasting VTMX... [2025-10-17T00:02:55.246856] [INFO ] [sig ] Generating forecast for: VTMX [2025-10-17T00:02:55.246887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-10-17T00:02:55.255996] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTMX'. [2025-10-17T00:02:55.280620] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:55.281315] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-10-17T00:02:55.281369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:55.343219] [INFO ] [sig ] VTMX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:55.480406] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VTMX.txt [2025-10-17T00:02:55.480590] [INFO ] [sig ] [1697/1803] Completed VTMX in 0.2s | 4.13 sym/s | Total: 6.8m | ETA: 25.7s [2025-10-17T00:02:55.480631] [INFO ] [sig ] [1698/1803] Forecasting VTN... [2025-10-17T00:02:55.480698] [INFO ] [sig ] Generating forecast for: VTN [2025-10-17T00:02:55.480741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-10-17T00:02:55.489179] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTN'. [2025-10-17T00:02:55.513867] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:55.514513] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-10-17T00:02:55.514566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:55.571674] [INFO ] [sig ] VTN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:55.709457] [INFO ] [LOCAL ] Saved forecast: VTN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VTN.txt [2025-10-17T00:02:55.709676] [INFO ] [sig ] [1698/1803] Completed VTN in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 25.4s [2025-10-17T00:02:55.709735] [INFO ] [sig ] [1699/1803] Forecasting VTOL... [2025-10-17T00:02:55.709769] [INFO ] [sig ] Generating forecast for: VTOL [2025-10-17T00:02:55.709848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-10-17T00:02:55.718248] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTOL'. [2025-10-17T00:02:55.743306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:55.744010] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-10-17T00:02:55.744063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:55.799963] [INFO ] [sig ] VTOL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:55.938720] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VTOL.txt [2025-10-17T00:02:55.938925] [INFO ] [sig ] [1699/1803] Completed VTOL in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 25.2s [2025-10-17T00:02:55.938969] [INFO ] [sig ] [1700/1803] Forecasting VTR... [2025-10-17T00:02:55.938999] [INFO ] [sig ] Generating forecast for: VTR [2025-10-17T00:02:55.939030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'. [2025-10-17T00:02:55.946964] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTR'. [2025-10-17T00:02:55.971635] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:55.972355] [DEBUG] [LOCAL ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt [2025-10-17T00:02:55.972409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:56.027683] [INFO ] [sig ] VTR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:56.165970] [INFO ] [LOCAL ] Saved forecast: VTR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VTR.txt [2025-10-17T00:02:56.166186] [INFO ] [sig ] [1700/1803] Completed VTR in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 24.9s [2025-10-17T00:02:56.166242] [INFO ] [sig ] [1701/1803] Forecasting VTS... [2025-10-17T00:02:56.166275] [INFO ] [sig ] Generating forecast for: VTS [2025-10-17T00:02:56.166305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-10-17T00:02:56.174991] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTS'. [2025-10-17T00:02:56.199520] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:56.200232] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-10-17T00:02:56.200295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:56.256220] [INFO ] [sig ] VTS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:56.395707] [INFO ] [LOCAL ] Saved forecast: VTS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VTS.txt [2025-10-17T00:02:56.395925] [INFO ] [sig ] [1701/1803] Completed VTS in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 24.7s [2025-10-17T00:02:56.395968] [INFO ] [sig ] [1702/1803] Forecasting VVR... [2025-10-17T00:02:56.395999] [INFO ] [sig ] Generating forecast for: VVR [2025-10-17T00:02:56.396030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'. [2025-10-17T00:02:56.404694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VVR'. [2025-10-17T00:02:56.429505] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:56.430185] [DEBUG] [LOCAL ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt [2025-10-17T00:02:56.430270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:56.489436] [INFO ] [sig ] VVR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:56.627877] [INFO ] [LOCAL ] Saved forecast: VVR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VVR.txt [2025-10-17T00:02:56.628114] [INFO ] [sig ] [1702/1803] Completed VVR in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 24.4s [2025-10-17T00:02:56.628176] [INFO ] [sig ] [1703/1803] Forecasting VVV... [2025-10-17T00:02:56.628228] [INFO ] [sig ] Generating forecast for: VVV [2025-10-17T00:02:56.628262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'. [2025-10-17T00:02:56.637679] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VVV'. [2025-10-17T00:02:56.662139] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:56.662827] [DEBUG] [LOCAL ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt [2025-10-17T00:02:56.662880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:56.724031] [INFO ] [sig ] VVV: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:56.861174] [INFO ] [LOCAL ] Saved forecast: VVV 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VVV.txt [2025-10-17T00:02:56.861363] [INFO ] [sig ] [1703/1803] Completed VVV in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 24.2s [2025-10-17T00:02:56.861404] [INFO ] [sig ] [1704/1803] Forecasting VVX... [2025-10-17T00:02:56.861434] [INFO ] [sig ] Generating forecast for: VVX [2025-10-17T00:02:56.861465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-10-17T00:02:56.869929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VVX'. [2025-10-17T00:02:56.894633] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:56.895333] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-10-17T00:02:56.895386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:56.955601] [INFO ] [sig ] VVX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:57.093092] [INFO ] [LOCAL ] Saved forecast: VVX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/VVX.txt [2025-10-17T00:02:57.093282] [INFO ] [sig ] [1704/1803] Completed VVX in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 24.0s [2025-10-17T00:02:57.093323] [INFO ] [sig ] [1705/1803] Forecasting VYX... [2025-10-17T00:02:57.093353] [INFO ] [sig ] Generating forecast for: VYX [2025-10-17T00:02:57.093383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-10-17T00:02:57.101669] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VYX'. [2025-10-17T00:02:57.126202] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:57.126915] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-10-17T00:02:57.126968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:57.183670] [INFO ] [sig ] VYX: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:57.321374] [INFO ] [LOCAL ] Saved forecast: VYX 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VYX.txt [2025-10-17T00:02:57.321581] [INFO ] [sig ] [1705/1803] Completed VYX in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 23.7s [2025-10-17T00:02:57.321623] [INFO ] [sig ] [1706/1803] Forecasting VZ... [2025-10-17T00:02:57.321688] [INFO ] [sig ] Generating forecast for: VZ [2025-10-17T00:02:57.321735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-10-17T00:02:57.330568] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VZ'. [2025-10-17T00:02:57.355158] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:57.355870] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-10-17T00:02:57.355923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:57.412492] [INFO ] [sig ] VZ: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:57.550432] [INFO ] [LOCAL ] Saved forecast: VZ 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/VZ.txt [2025-10-17T00:02:57.550631] [INFO ] [sig ] [1706/1803] Completed VZ in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 23.5s [2025-10-17T00:02:57.550707] [INFO ] [sig ] [1707/1803] Forecasting W... [2025-10-17T00:02:57.550747] [INFO ] [sig ] Generating forecast for: W [2025-10-17T00:02:57.550779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'. [2025-10-17T00:02:57.559173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'W'. [2025-10-17T00:02:57.583630] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:57.584327] [DEBUG] [LOCAL ] No optimal features file found for W: ./output/feature-sets/W.txt [2025-10-17T00:02:57.584379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:57.645431] [INFO ] [sig ] W: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:57.785284] [INFO ] [LOCAL ] Saved forecast: W 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/W.txt [2025-10-17T00:02:57.785502] [INFO ] [sig ] [1707/1803] Completed W in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 23.2s [2025-10-17T00:02:57.785544] [INFO ] [sig ] [1708/1803] Forecasting WAB... [2025-10-17T00:02:57.785574] [INFO ] [sig ] Generating forecast for: WAB [2025-10-17T00:02:57.785605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-10-17T00:02:57.795050] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WAB'. [2025-10-17T00:02:57.820208] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:57.820931] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-10-17T00:02:57.820985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:57.877860] [INFO ] [sig ] WAB: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:58.017585] [INFO ] [LOCAL ] Saved forecast: WAB 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WAB.txt [2025-10-17T00:02:58.017805] [INFO ] [sig ] [1708/1803] Completed WAB in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 23.0s [2025-10-17T00:02:58.017861] [INFO ] [sig ] [1709/1803] Forecasting WAL... [2025-10-17T00:02:58.017893] [INFO ] [sig ] Generating forecast for: WAL [2025-10-17T00:02:58.017925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-10-17T00:02:58.026743] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WAL'. [2025-10-17T00:02:58.052101] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:58.052845] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-10-17T00:02:58.052900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:58.110718] [INFO ] [sig ] WAL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:58.252300] [INFO ] [LOCAL ] Saved forecast: WAL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WAL.txt [2025-10-17T00:02:58.252528] [INFO ] [sig ] [1709/1803] Completed WAL in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 22.8s [2025-10-17T00:02:58.252596] [INFO ] [sig ] [1710/1803] Forecasting WAT... [2025-10-17T00:02:58.252688] [INFO ] [sig ] Generating forecast for: WAT [2025-10-17T00:02:58.252742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'. [2025-10-17T00:02:58.261698] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WAT'. [2025-10-17T00:02:58.287334] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:58.288138] [DEBUG] [LOCAL ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt [2025-10-17T00:02:58.288223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:58.348132] [INFO ] [sig ] WAT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:58.492416] [INFO ] [LOCAL ] Saved forecast: WAT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WAT.txt [2025-10-17T00:02:58.492680] [INFO ] [sig ] [1710/1803] Completed WAT in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 22.5s [2025-10-17T00:02:58.492742] [INFO ] [sig ] [1711/1803] Forecasting WBS... [2025-10-17T00:02:58.492776] [INFO ] [sig ] Generating forecast for: WBS [2025-10-17T00:02:58.492809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-10-17T00:02:58.501291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WBS'. [2025-10-17T00:02:58.526538] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:58.527326] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-10-17T00:02:58.527380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:58.586709] [INFO ] [sig ] WBS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:58.727159] [INFO ] [LOCAL ] Saved forecast: WBS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WBS.txt [2025-10-17T00:02:58.727353] [INFO ] [sig ] [1711/1803] Completed WBS in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 22.3s [2025-10-17T00:02:58.727394] [INFO ] [sig ] [1712/1803] Forecasting WBX... [2025-10-17T00:02:58.727489] [INFO ] [sig ] Generating forecast for: WBX [2025-10-17T00:02:58.727551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-10-17T00:02:58.735290] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WBX'. [2025-10-17T00:02:58.760418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:58.761241] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-10-17T00:02:58.761296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:58.818985] [INFO ] [sig ] WBX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:58.957344] [INFO ] [LOCAL ] Saved forecast: WBX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WBX.txt [2025-10-17T00:02:58.957560] [INFO ] [sig ] [1712/1803] Completed WBX in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 22.0s [2025-10-17T00:02:58.957601] [INFO ] [sig ] [1713/1803] Forecasting WCC... [2025-10-17T00:02:58.957632] [INFO ] [sig ] Generating forecast for: WCC [2025-10-17T00:02:58.957702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-10-17T00:02:58.967155] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WCC'. [2025-10-17T00:02:58.991959] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:58.992692] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-10-17T00:02:58.992748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:59.058849] [INFO ] [sig ] WCC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:02:59.197149] [INFO ] [LOCAL ] Saved forecast: WCC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WCC.txt [2025-10-17T00:02:59.197347] [INFO ] [sig ] [1713/1803] Completed WCC in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 21.8s [2025-10-17T00:02:59.197389] [INFO ] [sig ] [1714/1803] Forecasting WCN... [2025-10-17T00:02:59.197419] [INFO ] [sig ] Generating forecast for: WCN [2025-10-17T00:02:59.197449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'. [2025-10-17T00:02:59.206525] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WCN'. [2025-10-17T00:02:59.231387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:59.232096] [DEBUG] [LOCAL ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt [2025-10-17T00:02:59.232149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:59.289760] [INFO ] [sig ] WCN: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:59.428049] [INFO ] [LOCAL ] Saved forecast: WCN 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WCN.txt [2025-10-17T00:02:59.428264] [INFO ] [sig ] [1714/1803] Completed WCN in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 21.5s [2025-10-17T00:02:59.428323] [INFO ] [sig ] [1715/1803] Forecasting WD... [2025-10-17T00:02:59.428356] [INFO ] [sig ] Generating forecast for: WD [2025-10-17T00:02:59.428388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-10-17T00:02:59.437465] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WD'. [2025-10-17T00:02:59.462227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:59.462974] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-10-17T00:02:59.463035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:59.521855] [INFO ] [sig ] WD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:59.660858] [INFO ] [LOCAL ] Saved forecast: WD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WD.txt [2025-10-17T00:02:59.661088] [INFO ] [sig ] [1715/1803] Completed WD in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 21.3s [2025-10-17T00:02:59.661149] [INFO ] [sig ] [1716/1803] Forecasting WDH... [2025-10-17T00:02:59.661184] [INFO ] [sig ] Generating forecast for: WDH [2025-10-17T00:02:59.661217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-10-17T00:02:59.670091] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WDH'. [2025-10-17T00:02:59.694950] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:59.695624] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-10-17T00:02:59.695701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:59.753432] [INFO ] [sig ] WDH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:02:59.891347] [INFO ] [LOCAL ] Saved forecast: WDH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WDH.txt [2025-10-17T00:02:59.891552] [INFO ] [sig ] [1716/1803] Completed WDH in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 21.1s [2025-10-17T00:02:59.891594] [INFO ] [sig ] [1717/1803] Forecasting WDI... [2025-10-17T00:02:59.891681] [INFO ] [sig ] Generating forecast for: WDI [2025-10-17T00:02:59.891740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-10-17T00:02:59.901049] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WDI'. [2025-10-17T00:02:59.926425] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:02:59.927230] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-10-17T00:02:59.927286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:02:59.983409] [INFO ] [sig ] WDI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:00.125463] [INFO ] [LOCAL ] Saved forecast: WDI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WDI.txt [2025-10-17T00:03:00.125769] [INFO ] [sig ] [1717/1803] Completed WDI in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 20.8s [2025-10-17T00:03:00.125830] [INFO ] [sig ] [1718/1803] Forecasting WDS... [2025-10-17T00:03:00.125864] [INFO ] [sig ] Generating forecast for: WDS [2025-10-17T00:03:00.125895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-10-17T00:03:00.134826] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WDS'. [2025-10-17T00:03:00.160466] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:00.161266] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-10-17T00:03:00.161320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:00.220809] [INFO ] [sig ] WDS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:00.361589] [INFO ] [LOCAL ] Saved forecast: WDS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WDS.txt [2025-10-17T00:03:00.361852] [INFO ] [sig ] [1718/1803] Completed WDS in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 20.6s [2025-10-17T00:03:00.361905] [INFO ] [sig ] [1719/1803] Forecasting WEA... [2025-10-17T00:03:00.361938] [INFO ] [sig ] Generating forecast for: WEA [2025-10-17T00:03:00.361969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-10-17T00:03:00.370248] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEA'. [2025-10-17T00:03:00.395275] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:00.396036] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-10-17T00:03:00.396089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:00.450303] [INFO ] [sig ] WEA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:00.588208] [INFO ] [LOCAL ] Saved forecast: WEA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WEA.txt [2025-10-17T00:03:00.588437] [INFO ] [sig ] [1719/1803] Completed WEA in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 20.3s [2025-10-17T00:03:00.588480] [INFO ] [sig ] [1720/1803] Forecasting WEAV... [2025-10-17T00:03:00.588510] [INFO ] [sig ] Generating forecast for: WEAV [2025-10-17T00:03:00.588542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'. [2025-10-17T00:03:00.596671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEAV'. [2025-10-17T00:03:00.621562] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:00.622300] [DEBUG] [LOCAL ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt [2025-10-17T00:03:00.622354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:00.679250] [INFO ] [sig ] WEAV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:00.818949] [INFO ] [LOCAL ] Saved forecast: WEAV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WEAV.txt [2025-10-17T00:03:00.819192] [INFO ] [sig ] [1720/1803] Completed WEAV in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 20.1s [2025-10-17T00:03:00.819244] [INFO ] [sig ] [1721/1803] Forecasting WEC... [2025-10-17T00:03:00.819280] [INFO ] [sig ] Generating forecast for: WEC [2025-10-17T00:03:00.819317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-10-17T00:03:00.827851] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEC'. [2025-10-17T00:03:00.852690] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:00.853358] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-10-17T00:03:00.853411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:00.911912] [INFO ] [sig ] WEC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:01.050442] [INFO ] [LOCAL ] Saved forecast: WEC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WEC.txt [2025-10-17T00:03:01.050687] [INFO ] [sig ] [1721/1803] Completed WEC in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 19.8s [2025-10-17T00:03:01.050747] [INFO ] [sig ] [1722/1803] Forecasting WELL... [2025-10-17T00:03:01.050780] [INFO ] [sig ] Generating forecast for: WELL [2025-10-17T00:03:01.050810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'. [2025-10-17T00:03:01.059391] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WELL'. [2025-10-17T00:03:01.084295] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:01.085072] [DEBUG] [LOCAL ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt [2025-10-17T00:03:01.085125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:01.141478] [INFO ] [sig ] WELL: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:01.278578] [INFO ] [LOCAL ] Saved forecast: WELL 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WELL.txt [2025-10-17T00:03:01.278819] [INFO ] [sig ] [1722/1803] Completed WELL in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 19.6s [2025-10-17T00:03:01.278877] [INFO ] [sig ] [1723/1803] Forecasting WES... [2025-10-17T00:03:01.278910] [INFO ] [sig ] Generating forecast for: WES [2025-10-17T00:03:01.278941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-10-17T00:03:01.287015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WES'. [2025-10-17T00:03:01.311821] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:01.312544] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-10-17T00:03:01.312597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:01.369682] [INFO ] [sig ] WES: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:01.507370] [INFO ] [LOCAL ] Saved forecast: WES 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WES.txt [2025-10-17T00:03:01.507638] [INFO ] [sig ] [1723/1803] Completed WES in 0.2s | 4.13 sym/s | Total: 6.9m | ETA: 19.4s [2025-10-17T00:03:01.507725] [INFO ] [sig ] [1724/1803] Forecasting WEX... [2025-10-17T00:03:01.507760] [INFO ] [sig ] Generating forecast for: WEX [2025-10-17T00:03:01.507792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-10-17T00:03:01.516554] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEX'. [2025-10-17T00:03:01.541576] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:01.542347] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-10-17T00:03:01.542401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:01.598919] [INFO ] [sig ] WEX: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:01.742333] [INFO ] [LOCAL ] Saved forecast: WEX 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WEX.txt [2025-10-17T00:03:01.742551] [INFO ] [sig ] [1724/1803] Completed WEX in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 19.1s [2025-10-17T00:03:01.742666] [INFO ] [sig ] [1725/1803] Forecasting WF... [2025-10-17T00:03:01.742722] [INFO ] [sig ] Generating forecast for: WF [2025-10-17T00:03:01.742757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-10-17T00:03:01.751466] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WF'. [2025-10-17T00:03:01.776625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:01.777346] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-10-17T00:03:01.777399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:01.835104] [INFO ] [sig ] WF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:01.972449] [INFO ] [LOCAL ] Saved forecast: WF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WF.txt [2025-10-17T00:03:01.972693] [INFO ] [sig ] [1725/1803] Completed WF in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 18.9s [2025-10-17T00:03:01.972754] [INFO ] [sig ] [1726/1803] Forecasting WFC... [2025-10-17T00:03:01.972787] [INFO ] [sig ] Generating forecast for: WFC [2025-10-17T00:03:01.972818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-10-17T00:03:01.981378] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WFC'. [2025-10-17T00:03:02.006415] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:02.007207] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-10-17T00:03:02.007265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:02.061624] [INFO ] [sig ] WFC: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:02.198951] [INFO ] [LOCAL ] Saved forecast: WFC 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WFC.txt [2025-10-17T00:03:02.199153] [INFO ] [sig ] [1726/1803] Completed WFC in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 18.6s [2025-10-17T00:03:02.199194] [INFO ] [sig ] [1727/1803] Forecasting WFG... [2025-10-17T00:03:02.199224] [INFO ] [sig ] Generating forecast for: WFG [2025-10-17T00:03:02.199264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-10-17T00:03:02.207418] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WFG'. [2025-10-17T00:03:02.232730] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:02.233511] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-10-17T00:03:02.233564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:02.287213] [INFO ] [sig ] WFG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:02.424996] [INFO ] [LOCAL ] Saved forecast: WFG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WFG.txt [2025-10-17T00:03:02.425190] [INFO ] [sig ] [1727/1803] Completed WFG in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 18.4s [2025-10-17T00:03:02.425231] [INFO ] [sig ] [1728/1803] Forecasting WGO... [2025-10-17T00:03:02.425261] [INFO ] [sig ] Generating forecast for: WGO [2025-10-17T00:03:02.425293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-10-17T00:03:02.433884] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WGO'. [2025-10-17T00:03:02.458746] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:02.459440] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-10-17T00:03:02.459493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:02.515661] [INFO ] [sig ] WGO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:02.654009] [INFO ] [LOCAL ] Saved forecast: WGO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WGO.txt [2025-10-17T00:03:02.654243] [INFO ] [sig ] [1728/1803] Completed WGO in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 18.1s [2025-10-17T00:03:02.654285] [INFO ] [sig ] [1729/1803] Forecasting WH... [2025-10-17T00:03:02.654316] [INFO ] [sig ] Generating forecast for: WH [2025-10-17T00:03:02.654346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-10-17T00:03:02.664053] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WH'. [2025-10-17T00:03:02.689235] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:02.690030] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-10-17T00:03:02.690084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:02.747282] [INFO ] [sig ] WH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:02.886483] [INFO ] [LOCAL ] Saved forecast: WH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WH.txt [2025-10-17T00:03:02.886740] [INFO ] [sig ] [1729/1803] Completed WH in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 17.9s [2025-10-17T00:03:02.886801] [INFO ] [sig ] [1730/1803] Forecasting WHD... [2025-10-17T00:03:02.886835] [INFO ] [sig ] Generating forecast for: WHD [2025-10-17T00:03:02.886867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-10-17T00:03:02.895530] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WHD'. [2025-10-17T00:03:02.920737] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:02.921501] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-10-17T00:03:02.921558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:02.983728] [INFO ] [sig ] WHD: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:03.136471] [INFO ] [LOCAL ] Saved forecast: WHD 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WHD.txt [2025-10-17T00:03:03.136702] [INFO ] [sig ] [1730/1803] Completed WHD in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 17.7s [2025-10-17T00:03:03.136762] [INFO ] [sig ] [1731/1803] Forecasting WHG... [2025-10-17T00:03:03.136795] [INFO ] [sig ] Generating forecast for: WHG [2025-10-17T00:03:03.136826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-10-17T00:03:03.144894] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'WHG'. [2025-10-17T00:03:03.169793] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:03.170497] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-10-17T00:03:03.170552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:03.226221] [INFO ] [sig ] WHG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:03.413292] [INFO ] [LOCAL ] Saved forecast: WHG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WHG.txt [2025-10-17T00:03:03.413485] [INFO ] [sig ] [1731/1803] Completed WHG in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 17.4s [2025-10-17T00:03:03.413527] [INFO ] [sig ] [1732/1803] Forecasting WHR... [2025-10-17T00:03:03.413558] [INFO ] [sig ] Generating forecast for: WHR [2025-10-17T00:03:03.413589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'. [2025-10-17T00:03:03.422363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WHR'. [2025-10-17T00:03:03.447224] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:03.447937] [DEBUG] [LOCAL ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt [2025-10-17T00:03:03.447990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:03.505630] [INFO ] [sig ] WHR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:03.644427] [INFO ] [LOCAL ] Saved forecast: WHR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WHR.txt [2025-10-17T00:03:03.644626] [INFO ] [sig ] [1732/1803] Completed WHR in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 17.2s [2025-10-17T00:03:03.644704] [INFO ] [sig ] [1733/1803] Forecasting WIA... [2025-10-17T00:03:03.644745] [INFO ] [sig ] Generating forecast for: WIA [2025-10-17T00:03:03.644778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-10-17T00:03:03.653321] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WIA'. [2025-10-17T00:03:03.678608] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:03.679395] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-10-17T00:03:03.679451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:03.736479] [INFO ] [sig ] WIA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:03.874844] [INFO ] [LOCAL ] Saved forecast: WIA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WIA.txt [2025-10-17T00:03:03.875041] [INFO ] [sig ] [1733/1803] Completed WIA in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 16.9s [2025-10-17T00:03:03.875083] [INFO ] [sig ] [1734/1803] Forecasting WINN... [2025-10-17T00:03:03.875114] [INFO ] [sig ] Generating forecast for: WINN [2025-10-17T00:03:03.875181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-10-17T00:03:03.883972] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'WINN'. [2025-10-17T00:03:03.910983] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:03.911791] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-10-17T00:03:03.911847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:03.974372] [INFO ] [sig ] WINN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:04.116755] [INFO ] [LOCAL ] Saved forecast: WINN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WINN.txt [2025-10-17T00:03:04.117011] [INFO ] [sig ] [1734/1803] Completed WINN in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 16.7s [2025-10-17T00:03:04.117055] [INFO ] [sig ] [1735/1803] Forecasting WIT... [2025-10-17T00:03:04.117086] [INFO ] [sig ] Generating forecast for: WIT [2025-10-17T00:03:04.117116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'. [2025-10-17T00:03:04.126561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WIT'. [2025-10-17T00:03:04.159395] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:04.160553] [DEBUG] [LOCAL ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt [2025-10-17T00:03:04.160619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:04.221744] [INFO ] [sig ] WIT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:04.360502] [INFO ] [LOCAL ] Saved forecast: WIT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WIT.txt [2025-10-17T00:03:04.360719] [INFO ] [sig ] [1735/1803] Completed WIT in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 16.5s [2025-10-17T00:03:04.360780] [INFO ] [sig ] [1736/1803] Forecasting WIW... [2025-10-17T00:03:04.360814] [INFO ] [sig ] Generating forecast for: WIW [2025-10-17T00:03:04.360846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'. [2025-10-17T00:03:04.369506] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WIW'. [2025-10-17T00:03:04.394316] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:04.395086] [DEBUG] [LOCAL ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt [2025-10-17T00:03:04.395140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:04.453405] [INFO ] [sig ] WIW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:04.591259] [INFO ] [LOCAL ] Saved forecast: WIW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WIW.txt [2025-10-17T00:03:04.591451] [INFO ] [sig ] [1736/1803] Completed WIW in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 16.2s [2025-10-17T00:03:04.591492] [INFO ] [sig ] [1737/1803] Forecasting WK... [2025-10-17T00:03:04.591522] [INFO ] [sig ] Generating forecast for: WK [2025-10-17T00:03:04.591552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-10-17T00:03:04.600603] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WK'. [2025-10-17T00:03:04.625949] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:04.626743] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-10-17T00:03:04.626817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:04.686882] [INFO ] [sig ] WK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:04.830630] [INFO ] [LOCAL ] Saved forecast: WK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WK.txt [2025-10-17T00:03:04.830946] [INFO ] [sig ] [1737/1803] Completed WK in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 16.0s [2025-10-17T00:03:04.830995] [INFO ] [sig ] [1738/1803] Forecasting WKC... [2025-10-17T00:03:04.831028] [INFO ] [sig ] Generating forecast for: WKC [2025-10-17T00:03:04.831060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-10-17T00:03:04.840440] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WKC'. [2025-10-17T00:03:04.865494] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:04.866197] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-10-17T00:03:04.866252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:04.925200] [INFO ] [sig ] WKC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:05.064638] [INFO ] [LOCAL ] Saved forecast: WKC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WKC.txt [2025-10-17T00:03:05.064872] [INFO ] [sig ] [1738/1803] Completed WKC in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 15.7s [2025-10-17T00:03:05.064915] [INFO ] [sig ] [1739/1803] Forecasting WLK... [2025-10-17T00:03:05.064945] [INFO ] [sig ] Generating forecast for: WLK [2025-10-17T00:03:05.064977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-10-17T00:03:05.073578] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WLK'. [2025-10-17T00:03:05.099211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:05.099959] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-10-17T00:03:05.100015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:05.157374] [INFO ] [sig ] WLK: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:05.298520] [INFO ] [LOCAL ] Saved forecast: WLK 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WLK.txt [2025-10-17T00:03:05.298741] [INFO ] [sig ] [1739/1803] Completed WLK in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 15.5s [2025-10-17T00:03:05.298801] [INFO ] [sig ] [1740/1803] Forecasting WLKP... [2025-10-17T00:03:05.298834] [INFO ] [sig ] Generating forecast for: WLKP [2025-10-17T00:03:05.298865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-10-17T00:03:05.307623] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WLKP'. [2025-10-17T00:03:05.332729] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:05.333408] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-10-17T00:03:05.333461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:05.390826] [INFO ] [sig ] WLKP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:05.537919] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WLKP.txt [2025-10-17T00:03:05.538218] [INFO ] [sig ] [1740/1803] Completed WLKP in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 15.2s [2025-10-17T00:03:05.538279] [INFO ] [sig ] [1741/1803] Forecasting WLY... [2025-10-17T00:03:05.538325] [INFO ] [sig ] Generating forecast for: WLY [2025-10-17T00:03:05.538359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-10-17T00:03:05.549264] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WLY'. [2025-10-17T00:03:05.575634] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:05.576467] [DEBUG] [LOCAL ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt [2025-10-17T00:03:05.576525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:05.641219] [INFO ] [sig ] WLY: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:05.852156] [INFO ] [LOCAL ] Saved forecast: WLY 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WLY.txt [2025-10-17T00:03:05.852416] [INFO ] [sig ] [1741/1803] Completed WLY in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 15.0s [2025-10-17T00:03:05.852462] [INFO ] [sig ] [1742/1803] Forecasting WM... [2025-10-17T00:03:05.852494] [INFO ] [sig ] Generating forecast for: WM [2025-10-17T00:03:05.852525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'. [2025-10-17T00:03:05.863900] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WM'. [2025-10-17T00:03:05.893365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:05.894219] [DEBUG] [LOCAL ] No optimal features file found for WM: ./output/feature-sets/WM.txt [2025-10-17T00:03:05.894280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:05.964709] [INFO ] [sig ] WM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:06.161106] [INFO ] [LOCAL ] Saved forecast: WM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WM.txt [2025-10-17T00:03:06.161373] [INFO ] [sig ] [1742/1803] Completed WM in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 14.8s [2025-10-17T00:03:06.161419] [INFO ] [sig ] [1743/1803] Forecasting WMB... [2025-10-17T00:03:06.161452] [INFO ] [sig ] Generating forecast for: WMB [2025-10-17T00:03:06.161485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'. [2025-10-17T00:03:06.173527] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMB'. [2025-10-17T00:03:06.213544] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:06.214707] [DEBUG] [LOCAL ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt [2025-10-17T00:03:06.214781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:06.271181] [INFO ] [sig ] WMB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:06.481559] [INFO ] [LOCAL ] Saved forecast: WMB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WMB.txt [2025-10-17T00:03:06.481960] [INFO ] [sig ] [1743/1803] Completed WMB in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 14.5s [2025-10-17T00:03:06.482035] [INFO ] [sig ] [1744/1803] Forecasting WMK... [2025-10-17T00:03:06.482090] [INFO ] [sig ] Generating forecast for: WMK [2025-10-17T00:03:06.482144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-10-17T00:03:06.492421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMK'. [2025-10-17T00:03:06.519792] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:06.520788] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-10-17T00:03:06.520872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:06.602875] [INFO ] [sig ] WMK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:06.781639] [INFO ] [LOCAL ] Saved forecast: WMK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WMK.txt [2025-10-17T00:03:06.781941] [INFO ] [sig ] [1744/1803] Completed WMK in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 14.3s [2025-10-17T00:03:06.781987] [INFO ] [sig ] [1745/1803] Forecasting WMS... [2025-10-17T00:03:06.782018] [INFO ] [sig ] Generating forecast for: WMS [2025-10-17T00:03:06.782049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-10-17T00:03:06.791409] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMS'. [2025-10-17T00:03:06.818215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:06.819195] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-10-17T00:03:06.819251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:06.881525] [INFO ] [sig ] WMS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:07.043719] [INFO ] [LOCAL ] Saved forecast: WMS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WMS.txt [2025-10-17T00:03:07.043993] [INFO ] [sig ] [1745/1803] Completed WMS in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 14.0s [2025-10-17T00:03:07.044048] [INFO ] [sig ] [1746/1803] Forecasting WMT... [2025-10-17T00:03:07.044082] [INFO ] [sig ] Generating forecast for: WMT [2025-10-17T00:03:07.044126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'. [2025-10-17T00:03:07.054611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMT'. [2025-10-17T00:03:07.080162] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:07.080952] [DEBUG] [LOCAL ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt [2025-10-17T00:03:07.081007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:07.137861] [INFO ] [sig ] WMT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:07.277484] [INFO ] [LOCAL ] Saved forecast: WMT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WMT.txt [2025-10-17T00:03:07.277706] [INFO ] [sig ] [1746/1803] Completed WMT in 0.2s | 4.13 sym/s | Total: 7.0m | ETA: 13.8s [2025-10-17T00:03:07.277766] [INFO ] [sig ] [1747/1803] Forecasting WNC... [2025-10-17T00:03:07.277801] [INFO ] [sig ] Generating forecast for: WNC [2025-10-17T00:03:07.277832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-10-17T00:03:07.286592] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WNC'. [2025-10-17T00:03:07.312094] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:07.312867] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-10-17T00:03:07.312921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:07.374027] [INFO ] [sig ] WNC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:07.539268] [INFO ] [LOCAL ] Saved forecast: WNC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WNC.txt [2025-10-17T00:03:07.539786] [INFO ] [sig ] [1747/1803] Completed WNC in 0.3s | 4.13 sym/s | Total: 7.0m | ETA: 13.6s [2025-10-17T00:03:07.539850] [INFO ] [sig ] [1748/1803] Forecasting WNS... [2025-10-17T00:03:07.539896] [INFO ] [sig ] Generating forecast for: WNS [2025-10-17T00:03:07.539931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'. [2025-10-17T00:03:07.549836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WNS'. [2025-10-17T00:03:07.577923] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:07.578713] [DEBUG] [LOCAL ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt [2025-10-17T00:03:07.578770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:07.636115] [INFO ] [sig ] WNS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:07.801682] [INFO ] [LOCAL ] Saved forecast: WNS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WNS.txt [2025-10-17T00:03:07.801938] [INFO ] [sig ] [1748/1803] Completed WNS in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 13.3s [2025-10-17T00:03:07.802006] [INFO ] [sig ] [1749/1803] Forecasting WOLF... [2025-10-17T00:03:07.802069] [INFO ] [sig ] Generating forecast for: WOLF [2025-10-17T00:03:07.802111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'. [2025-10-17T00:03:07.811068] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WOLF'. [2025-10-17T00:03:07.840548] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:07.841340] [DEBUG] [LOCAL ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt [2025-10-17T00:03:07.841398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:07.901703] [INFO ] [sig ] WOLF: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:08.062956] [INFO ] [LOCAL ] Saved forecast: WOLF 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WOLF.txt [2025-10-17T00:03:08.063213] [INFO ] [sig ] [1749/1803] Completed WOLF in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 13.1s [2025-10-17T00:03:08.063257] [INFO ] [sig ] [1750/1803] Forecasting WOR... [2025-10-17T00:03:08.063289] [INFO ] [sig ] Generating forecast for: WOR [2025-10-17T00:03:08.063322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'. [2025-10-17T00:03:08.073279] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WOR'. [2025-10-17T00:03:08.101457] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:08.102480] [DEBUG] [LOCAL ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt [2025-10-17T00:03:08.102544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:08.168297] [INFO ] [sig ] WOR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:08.335595] [INFO ] [LOCAL ] Saved forecast: WOR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WOR.txt [2025-10-17T00:03:08.335996] [INFO ] [sig ] [1750/1803] Completed WOR in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 12.8s [2025-10-17T00:03:08.336055] [INFO ] [sig ] [1751/1803] Forecasting WOW... [2025-10-17T00:03:08.336095] [INFO ] [sig ] Generating forecast for: WOW [2025-10-17T00:03:08.336135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'. [2025-10-17T00:03:08.347923] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WOW'. [2025-10-17T00:03:08.375243] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:08.376226] [DEBUG] [LOCAL ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt [2025-10-17T00:03:08.376315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:08.436784] [INFO ] [sig ] WOW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:08.575819] [INFO ] [LOCAL ] Saved forecast: WOW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WOW.txt [2025-10-17T00:03:08.576067] [INFO ] [sig ] [1751/1803] Completed WOW in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 12.6s [2025-10-17T00:03:08.576111] [INFO ] [sig ] [1752/1803] Forecasting WPC... [2025-10-17T00:03:08.576142] [INFO ] [sig ] Generating forecast for: WPC [2025-10-17T00:03:08.576173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-10-17T00:03:08.586766] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WPC'. [2025-10-17T00:03:08.615134] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:08.615946] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-10-17T00:03:08.616012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:08.683412] [INFO ] [sig ] WPC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:08.853463] [INFO ] [LOCAL ] Saved forecast: WPC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WPC.txt [2025-10-17T00:03:08.853740] [INFO ] [sig ] [1752/1803] Completed WPC in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 12.3s [2025-10-17T00:03:08.853804] [INFO ] [sig ] [1753/1803] Forecasting WPM... [2025-10-17T00:03:08.853839] [INFO ] [sig ] Generating forecast for: WPM [2025-10-17T00:03:08.853871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'. [2025-10-17T00:03:08.863009] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WPM'. [2025-10-17T00:03:08.891937] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:08.892753] [DEBUG] [LOCAL ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt [2025-10-17T00:03:08.892810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:08.959685] [INFO ] [sig ] WPM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:09.096422] [INFO ] [LOCAL ] Saved forecast: WPM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WPM.txt [2025-10-17T00:03:09.096671] [INFO ] [sig ] [1753/1803] Completed WPM in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 12.1s [2025-10-17T00:03:09.096731] [INFO ] [sig ] [1754/1803] Forecasting WRB... [2025-10-17T00:03:09.096764] [INFO ] [sig ] Generating forecast for: WRB [2025-10-17T00:03:09.096795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-10-17T00:03:09.108019] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WRB'. [2025-10-17T00:03:09.141342] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:09.142276] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-10-17T00:03:09.142343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:09.218352] [INFO ] [sig ] WRB: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:09.360872] [INFO ] [LOCAL ] Saved forecast: WRB 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WRB.txt [2025-10-17T00:03:09.361092] [INFO ] [sig ] [1754/1803] Completed WRB in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 11.9s [2025-10-17T00:03:09.361145] [INFO ] [sig ] [1755/1803] Forecasting WRBY... [2025-10-17T00:03:09.361176] [INFO ] [sig ] Generating forecast for: WRBY [2025-10-17T00:03:09.361206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-10-17T00:03:09.369896] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WRBY'. [2025-10-17T00:03:09.394791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:09.395462] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-10-17T00:03:09.395515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:09.452586] [INFO ] [sig ] WRBY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:09.593680] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WRBY.txt [2025-10-17T00:03:09.593903] [INFO ] [sig ] [1755/1803] Completed WRBY in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 11.6s [2025-10-17T00:03:09.593945] [INFO ] [sig ] [1756/1803] Forecasting WS... [2025-10-17T00:03:09.593976] [INFO ] [sig ] Generating forecast for: WS [2025-10-17T00:03:09.594006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'. [2025-10-17T00:03:09.602522] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WS'. [2025-10-17T00:03:09.627354] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:09.628067] [DEBUG] [LOCAL ] No optimal features file found for WS: ./output/feature-sets/WS.txt [2025-10-17T00:03:09.628122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:09.686475] [INFO ] [sig ] WS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:09.826323] [INFO ] [LOCAL ] Saved forecast: WS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WS.txt [2025-10-17T00:03:09.826521] [INFO ] [sig ] [1756/1803] Completed WS in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 11.4s [2025-10-17T00:03:09.826562] [INFO ] [sig ] [1757/1803] Forecasting WSM... [2025-10-17T00:03:09.826592] [INFO ] [sig ] Generating forecast for: WSM [2025-10-17T00:03:09.826622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-10-17T00:03:09.835502] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WSM'. [2025-10-17T00:03:09.860626] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:09.861314] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-10-17T00:03:09.861367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:09.919444] [INFO ] [sig ] WSM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:10.058924] [INFO ] [LOCAL ] Saved forecast: WSM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WSM.txt [2025-10-17T00:03:10.059123] [INFO ] [sig ] [1757/1803] Completed WSM in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 11.1s [2025-10-17T00:03:10.059166] [INFO ] [sig ] [1758/1803] Forecasting WSO... [2025-10-17T00:03:10.059197] [INFO ] [sig ] Generating forecast for: WSO [2025-10-17T00:03:10.059228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-10-17T00:03:10.069175] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WSO'. [2025-10-17T00:03:10.099054] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:10.099970] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-10-17T00:03:10.100028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:10.166793] [INFO ] [sig ] WSO: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:10.338943] [INFO ] [LOCAL ] Saved forecast: WSO 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WSO.txt [2025-10-17T00:03:10.339222] [INFO ] [sig ] [1758/1803] Completed WSO in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 10.9s [2025-10-17T00:03:10.339307] [INFO ] [sig ] [1759/1803] Forecasting WSR... [2025-10-17T00:03:10.339382] [INFO ] [sig ] Generating forecast for: WSR [2025-10-17T00:03:10.339452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'. [2025-10-17T00:03:10.348611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WSR'. [2025-10-17T00:03:10.379144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:10.380159] [DEBUG] [LOCAL ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt [2025-10-17T00:03:10.380216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:10.443806] [INFO ] [sig ] WSR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:10.613490] [INFO ] [LOCAL ] Saved forecast: WSR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WSR.txt [2025-10-17T00:03:10.613783] [INFO ] [sig ] [1759/1803] Completed WSR in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 10.7s [2025-10-17T00:03:10.613854] [INFO ] [sig ] [1760/1803] Forecasting WST... [2025-10-17T00:03:10.613922] [INFO ] [sig ] Generating forecast for: WST [2025-10-17T00:03:10.613968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'. [2025-10-17T00:03:10.623082] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WST'. [2025-10-17T00:03:10.652360] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:10.653280] [DEBUG] [LOCAL ] No optimal features file found for WST: ./output/feature-sets/WST.txt [2025-10-17T00:03:10.653336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:10.718691] [INFO ] [sig ] WST: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:10.882321] [INFO ] [LOCAL ] Saved forecast: WST 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WST.txt [2025-10-17T00:03:10.882557] [INFO ] [sig ] [1760/1803] Completed WST in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 10.4s [2025-10-17T00:03:10.882598] [INFO ] [sig ] [1761/1803] Forecasting WT... [2025-10-17T00:03:10.882628] [INFO ] [sig ] Generating forecast for: WT [2025-10-17T00:03:10.882695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'. [2025-10-17T00:03:10.891336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WT'. [2025-10-17T00:03:10.919702] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:10.920491] [DEBUG] [LOCAL ] No optimal features file found for WT: ./output/feature-sets/WT.txt [2025-10-17T00:03:10.920549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:10.983384] [INFO ] [sig ] WT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:11.146881] [INFO ] [LOCAL ] Saved forecast: WT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/WT.txt [2025-10-17T00:03:11.147120] [INFO ] [sig ] [1761/1803] Completed WT in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 10.2s [2025-10-17T00:03:11.147201] [INFO ] [sig ] [1762/1803] Forecasting WTI... [2025-10-17T00:03:11.147245] [INFO ] [sig ] Generating forecast for: WTI [2025-10-17T00:03:11.147279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-10-17T00:03:11.156812] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTI'. [2025-10-17T00:03:11.182817] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:11.183515] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-10-17T00:03:11.183571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:11.244985] [INFO ] [sig ] WTI: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:11.401484] [INFO ] [LOCAL ] Saved forecast: WTI 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WTI.txt [2025-10-17T00:03:11.401756] [INFO ] [sig ] [1762/1803] Completed WTI in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 9.9s [2025-10-17T00:03:11.401817] [INFO ] [sig ] [1763/1803] Forecasting WTRG... [2025-10-17T00:03:11.401852] [INFO ] [sig ] Generating forecast for: WTRG [2025-10-17T00:03:11.401883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-10-17T00:03:11.411078] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTRG'. [2025-10-17T00:03:11.435966] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:11.436616] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-10-17T00:03:11.436693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:11.492349] [INFO ] [sig ] WTRG: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:11.630000] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WTRG.txt [2025-10-17T00:03:11.630181] [INFO ] [sig ] [1763/1803] Completed WTRG in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 9.7s [2025-10-17T00:03:11.630221] [INFO ] [sig ] [1764/1803] Forecasting WTS... [2025-10-17T00:03:11.630251] [INFO ] [sig ] Generating forecast for: WTS [2025-10-17T00:03:11.630282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-10-17T00:03:11.638871] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTS'. [2025-10-17T00:03:11.663554] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:11.664229] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-10-17T00:03:11.664283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:11.720767] [INFO ] [sig ] WTS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:11.858013] [INFO ] [LOCAL ] Saved forecast: WTS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WTS.txt [2025-10-17T00:03:11.858191] [INFO ] [sig ] [1764/1803] Completed WTS in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 9.4s [2025-10-17T00:03:11.858249] [INFO ] [sig ] [1765/1803] Forecasting WTTR... [2025-10-17T00:03:11.858281] [INFO ] [sig ] Generating forecast for: WTTR [2025-10-17T00:03:11.858312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'. [2025-10-17T00:03:11.867124] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTTR'. [2025-10-17T00:03:11.891607] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:11.892509] [DEBUG] [LOCAL ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt [2025-10-17T00:03:11.892563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:11.951300] [INFO ] [sig ] WTTR: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:12.087845] [INFO ] [LOCAL ] Saved forecast: WTTR 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WTTR.txt [2025-10-17T00:03:12.088007] [INFO ] [sig ] [1765/1803] Completed WTTR in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 9.2s [2025-10-17T00:03:12.088048] [INFO ] [sig ] [1766/1803] Forecasting WU... [2025-10-17T00:03:12.088078] [INFO ] [sig ] Generating forecast for: WU [2025-10-17T00:03:12.088108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'. [2025-10-17T00:03:12.096692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WU'. [2025-10-17T00:03:12.124264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:12.125031] [DEBUG] [LOCAL ] No optimal features file found for WU: ./output/feature-sets/WU.txt [2025-10-17T00:03:12.125085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:12.182596] [INFO ] [sig ] WU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:12.318719] [INFO ] [LOCAL ] Saved forecast: WU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WU.txt [2025-10-17T00:03:12.318915] [INFO ] [sig ] [1766/1803] Completed WU in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 9.0s [2025-10-17T00:03:12.318956] [INFO ] [sig ] [1767/1803] Forecasting WWW... [2025-10-17T00:03:12.318986] [INFO ] [sig ] Generating forecast for: WWW [2025-10-17T00:03:12.319062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'. [2025-10-17T00:03:12.327884] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WWW'. [2025-10-17T00:03:12.352916] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:12.353567] [DEBUG] [LOCAL ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt [2025-10-17T00:03:12.353619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:12.411327] [INFO ] [sig ] WWW: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:12.551594] [INFO ] [LOCAL ] Saved forecast: WWW 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WWW.txt [2025-10-17T00:03:12.551901] [INFO ] [sig ] [1767/1803] Completed WWW in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 8.7s [2025-10-17T00:03:12.551953] [INFO ] [sig ] [1768/1803] Forecasting WY... [2025-10-17T00:03:12.551984] [INFO ] [sig ] Generating forecast for: WY [2025-10-17T00:03:12.552016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-10-17T00:03:12.560451] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WY'. [2025-10-17T00:03:12.585611] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:12.586304] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-10-17T00:03:12.586357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:12.649398] [INFO ] [sig ] WY: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:12.786962] [INFO ] [LOCAL ] Saved forecast: WY 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/WY.txt [2025-10-17T00:03:12.787175] [INFO ] [sig ] [1768/1803] Completed WY in 0.2s | 4.13 sym/s | Total: 7.1m | ETA: 8.5s [2025-10-17T00:03:12.787226] [INFO ] [sig ] [1769/1803] Forecasting XFLT... [2025-10-17T00:03:12.787257] [INFO ] [sig ] Generating forecast for: XFLT [2025-10-17T00:03:12.787288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-10-17T00:03:12.798125] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XFLT'. [2025-10-17T00:03:12.827921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:12.828947] [DEBUG] [LOCAL ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt [2025-10-17T00:03:12.829006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:12.898776] [INFO ] [sig ] XFLT: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:13.049677] [INFO ] [LOCAL ] Saved forecast: XFLT 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XFLT.txt [2025-10-17T00:03:13.050077] [INFO ] [sig ] [1769/1803] Completed XFLT in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 8.2s [2025-10-17T00:03:13.050145] [INFO ] [sig ] [1770/1803] Forecasting XHR... [2025-10-17T00:03:13.050181] [INFO ] [sig ] Generating forecast for: XHR [2025-10-17T00:03:13.050215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'. [2025-10-17T00:03:13.061106] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XHR'. [2025-10-17T00:03:13.089377] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:13.090331] [DEBUG] [LOCAL ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt [2025-10-17T00:03:13.090442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:13.163422] [INFO ] [sig ] XHR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:13.318708] [INFO ] [LOCAL ] Saved forecast: XHR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/XHR.txt [2025-10-17T00:03:13.319141] [INFO ] [sig ] [1770/1803] Completed XHR in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 8.0s [2025-10-17T00:03:13.319198] [INFO ] [sig ] [1771/1803] Forecasting XOM... [2025-10-17T00:03:13.319239] [INFO ] [sig ] Generating forecast for: XOM [2025-10-17T00:03:13.319282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-10-17T00:03:13.329999] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XOM'. [2025-10-17T00:03:13.358686] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:13.359530] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-10-17T00:03:13.359588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:13.431983] [INFO ] [sig ] XOM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:13.596763] [INFO ] [LOCAL ] Saved forecast: XOM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XOM.txt [2025-10-17T00:03:13.597081] [INFO ] [sig ] [1771/1803] Completed XOM in 0.3s | 4.13 sym/s | Total: 7.1m | ETA: 7.8s [2025-10-17T00:03:13.597128] [INFO ] [sig ] [1772/1803] Forecasting XPER... [2025-10-17T00:03:13.597159] [INFO ] [sig ] Generating forecast for: XPER [2025-10-17T00:03:13.597190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'. [2025-10-17T00:03:13.608893] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPER'. [2025-10-17T00:03:13.644838] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:13.647219] [DEBUG] [LOCAL ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt [2025-10-17T00:03:13.647280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:13.719758] [INFO ] [sig ] XPER: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:13.894536] [INFO ] [LOCAL ] Saved forecast: XPER 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XPER.txt [2025-10-17T00:03:13.894881] [INFO ] [sig ] [1772/1803] Completed XPER in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 7.5s [2025-10-17T00:03:13.894945] [INFO ] [sig ] [1773/1803] Forecasting XPEV... [2025-10-17T00:03:13.894980] [INFO ] [sig ] Generating forecast for: XPEV [2025-10-17T00:03:13.895016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'. [2025-10-17T00:03:13.907122] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPEV'. [2025-10-17T00:03:13.936440] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:13.937370] [DEBUG] [LOCAL ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt [2025-10-17T00:03:13.937438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:14.006711] [INFO ] [sig ] XPEV: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:14.155440] [INFO ] [LOCAL ] Saved forecast: XPEV 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/XPEV.txt [2025-10-17T00:03:14.155859] [INFO ] [sig ] [1773/1803] Completed XPEV in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 7.3s [2025-10-17T00:03:14.155925] [INFO ] [sig ] [1774/1803] Forecasting XPO... [2025-10-17T00:03:14.155991] [INFO ] [sig ] Generating forecast for: XPO [2025-10-17T00:03:14.156076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-10-17T00:03:14.167778] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPO'. [2025-10-17T00:03:14.198867] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:14.199754] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-10-17T00:03:14.199812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:14.265267] [INFO ] [sig ] XPO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:14.426863] [INFO ] [LOCAL ] Saved forecast: XPO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XPO.txt [2025-10-17T00:03:14.427246] [INFO ] [sig ] [1774/1803] Completed XPO in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 7.0s [2025-10-17T00:03:14.427313] [INFO ] [sig ] [1775/1803] Forecasting XPOF... [2025-10-17T00:03:14.427348] [INFO ] [sig ] Generating forecast for: XPOF [2025-10-17T00:03:14.427381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-10-17T00:03:14.437570] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPOF'. [2025-10-17T00:03:14.466443] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:14.467458] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-10-17T00:03:14.467516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:14.537972] [INFO ] [sig ] XPOF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:14.690712] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XPOF.txt [2025-10-17T00:03:14.691122] [INFO ] [sig ] [1775/1803] Completed XPOF in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 6.8s [2025-10-17T00:03:14.691169] [INFO ] [sig ] [1776/1803] Forecasting XPRO... [2025-10-17T00:03:14.691200] [INFO ] [sig ] Generating forecast for: XPRO [2025-10-17T00:03:14.691231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-10-17T00:03:14.701323] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPRO'. [2025-10-17T00:03:14.728859] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:14.729625] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-10-17T00:03:14.729707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:14.799417] [INFO ] [sig ] XPRO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:14.943985] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XPRO.txt [2025-10-17T00:03:14.944365] [INFO ] [sig ] [1776/1803] Completed XPRO in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 6.5s [2025-10-17T00:03:14.944417] [INFO ] [sig ] [1777/1803] Forecasting XYF... [2025-10-17T00:03:14.944450] [INFO ] [sig ] Generating forecast for: XYF [2025-10-17T00:03:14.944484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-10-17T00:03:14.955173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XYF'. [2025-10-17T00:03:14.986417] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:14.987315] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-10-17T00:03:14.987378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:15.054052] [INFO ] [sig ] XYF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:15.196343] [INFO ] [LOCAL ] Saved forecast: XYF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XYF.txt [2025-10-17T00:03:15.196714] [INFO ] [sig ] [1777/1803] Completed XYF in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 6.3s [2025-10-17T00:03:15.196776] [INFO ] [sig ] [1778/1803] Forecasting XYL... [2025-10-17T00:03:15.196811] [INFO ] [sig ] Generating forecast for: XYL [2025-10-17T00:03:15.196869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-10-17T00:03:15.207609] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XYL'. [2025-10-17T00:03:15.233849] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:15.234596] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-10-17T00:03:15.234675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:15.302941] [INFO ] [sig ] XYL: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:15.449741] [INFO ] [LOCAL ] Saved forecast: XYL 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/XYL.txt [2025-10-17T00:03:15.450088] [INFO ] [sig ] [1778/1803] Completed XYL in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 6.1s [2025-10-17T00:03:15.450134] [INFO ] [sig ] [1779/1803] Forecasting YALA... [2025-10-17T00:03:15.450167] [INFO ] [sig ] Generating forecast for: YALA [2025-10-17T00:03:15.450199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-10-17T00:03:15.460675] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YALA'. [2025-10-17T00:03:15.487734] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:15.488687] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-10-17T00:03:15.488750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:15.558146] [INFO ] [sig ] YALA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:15.707227] [INFO ] [LOCAL ] Saved forecast: YALA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YALA.txt [2025-10-17T00:03:15.707485] [INFO ] [sig ] [1779/1803] Completed YALA in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 5.8s [2025-10-17T00:03:15.707586] [INFO ] [sig ] [1780/1803] Forecasting YELP... [2025-10-17T00:03:15.707634] [INFO ] [sig ] Generating forecast for: YELP [2025-10-17T00:03:15.707727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-10-17T00:03:15.717252] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YELP'. [2025-10-17T00:03:15.743484] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:15.744232] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-10-17T00:03:15.744285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:15.808559] [INFO ] [sig ] YELP: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:15.950470] [INFO ] [LOCAL ] Saved forecast: YELP 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YELP.txt [2025-10-17T00:03:15.950722] [INFO ] [sig ] [1780/1803] Completed YELP in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 5.6s [2025-10-17T00:03:15.950781] [INFO ] [sig ] [1781/1803] Forecasting YETI... [2025-10-17T00:03:15.950814] [INFO ] [sig ] Generating forecast for: YETI [2025-10-17T00:03:15.950845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-10-17T00:03:15.959809] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YETI'. [2025-10-17T00:03:15.984890] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:15.985574] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-10-17T00:03:15.985632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:16.051737] [INFO ] [sig ] YETI: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:16.189232] [INFO ] [LOCAL ] Saved forecast: YETI 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YETI.txt [2025-10-17T00:03:16.189470] [INFO ] [sig ] [1781/1803] Completed YETI in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 5.3s [2025-10-17T00:03:16.189512] [INFO ] [sig ] [1782/1803] Forecasting YEXT... [2025-10-17T00:03:16.189541] [INFO ] [sig ] Generating forecast for: YEXT [2025-10-17T00:03:16.189572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'. [2025-10-17T00:03:16.198399] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YEXT'. [2025-10-17T00:03:16.223326] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:16.224020] [DEBUG] [LOCAL ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt [2025-10-17T00:03:16.224073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:16.288968] [INFO ] [sig ] YEXT: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:16.433158] [INFO ] [LOCAL ] Saved forecast: YEXT 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YEXT.txt [2025-10-17T00:03:16.433430] [INFO ] [sig ] [1782/1803] Completed YEXT in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 5.1s [2025-10-17T00:03:16.433490] [INFO ] [sig ] [1783/1803] Forecasting YMM... [2025-10-17T00:03:16.433524] [INFO ] [sig ] Generating forecast for: YMM [2025-10-17T00:03:16.433563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-10-17T00:03:16.443289] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YMM'. [2025-10-17T00:03:16.468814] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:16.469493] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-10-17T00:03:16.469547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:16.533775] [INFO ] [sig ] YMM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:16.673000] [INFO ] [LOCAL ] Saved forecast: YMM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/YMM.txt [2025-10-17T00:03:16.673219] [INFO ] [sig ] [1783/1803] Completed YMM in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 4.8s [2025-10-17T00:03:16.673263] [INFO ] [sig ] [1784/1803] Forecasting YOU... [2025-10-17T00:03:16.673297] [INFO ] [sig ] Generating forecast for: YOU [2025-10-17T00:03:16.673329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'. [2025-10-17T00:03:16.682257] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YOU'. [2025-10-17T00:03:16.707775] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:16.708478] [DEBUG] [LOCAL ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt [2025-10-17T00:03:16.708532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:16.772728] [INFO ] [sig ] YOU: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:16.913195] [INFO ] [LOCAL ] Saved forecast: YOU 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/YOU.txt [2025-10-17T00:03:16.913438] [INFO ] [sig ] [1784/1803] Completed YOU in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 4.6s [2025-10-17T00:03:16.913480] [INFO ] [sig ] [1785/1803] Forecasting YPF... [2025-10-17T00:03:16.913513] [INFO ] [sig ] Generating forecast for: YPF [2025-10-17T00:03:16.913546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-10-17T00:03:16.923740] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YPF'. [2025-10-17T00:03:16.951219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:16.952033] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-10-17T00:03:16.952088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:17.040099] [INFO ] [sig ] YPF: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:17.182635] [INFO ] [LOCAL ] Saved forecast: YPF 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/YPF.txt [2025-10-17T00:03:17.182865] [INFO ] [sig ] [1785/1803] Completed YPF in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 4.4s [2025-10-17T00:03:17.182908] [INFO ] [sig ] [1786/1803] Forecasting YRD... [2025-10-17T00:03:17.182939] [INFO ] [sig ] Generating forecast for: YRD [2025-10-17T00:03:17.182970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-10-17T00:03:17.191953] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YRD'. [2025-10-17T00:03:17.216775] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:17.217422] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-10-17T00:03:17.217476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:17.280245] [INFO ] [sig ] YRD: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:17.418786] [INFO ] [LOCAL ] Saved forecast: YRD 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YRD.txt [2025-10-17T00:03:17.418984] [INFO ] [sig ] [1786/1803] Completed YRD in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 4.1s [2025-10-17T00:03:17.419025] [INFO ] [sig ] [1787/1803] Forecasting YSG... [2025-10-17T00:03:17.419056] [INFO ] [sig ] Generating forecast for: YSG [2025-10-17T00:03:17.419088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-10-17T00:03:17.427512] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YSG'. [2025-10-17T00:03:17.464250] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:17.465063] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-10-17T00:03:17.465117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:17.531757] [INFO ] [sig ] YSG: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:17.676258] [INFO ] [LOCAL ] Saved forecast: YSG 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YSG.txt [2025-10-17T00:03:17.676614] [INFO ] [sig ] [1787/1803] Completed YSG in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 3.9s [2025-10-17T00:03:17.676742] [INFO ] [sig ] [1788/1803] Forecasting YUM... [2025-10-17T00:03:17.676797] [INFO ] [sig ] Generating forecast for: YUM [2025-10-17T00:03:17.676843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-10-17T00:03:17.689403] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YUM'. [2025-10-17T00:03:17.714690] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:17.715425] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-10-17T00:03:17.715480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:17.779764] [INFO ] [sig ] YUM: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:17.918879] [INFO ] [LOCAL ] Saved forecast: YUM 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YUM.txt [2025-10-17T00:03:17.919115] [INFO ] [sig ] [1788/1803] Completed YUM in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 3.6s [2025-10-17T00:03:17.919158] [INFO ] [sig ] [1789/1803] Forecasting YUMC... [2025-10-17T00:03:17.919188] [INFO ] [sig ] Generating forecast for: YUMC [2025-10-17T00:03:17.919220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-10-17T00:03:17.928261] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YUMC'. [2025-10-17T00:03:17.953394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:17.954087] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-10-17T00:03:17.954140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:18.025671] [INFO ] [sig ] YUMC: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:18.164078] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/YUMC.txt [2025-10-17T00:03:18.164272] [INFO ] [sig ] [1789/1803] Completed YUMC in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 3.4s [2025-10-17T00:03:18.164313] [INFO ] [sig ] [1790/1803] Forecasting ZBH... [2025-10-17T00:03:18.164344] [INFO ] [sig ] Generating forecast for: ZBH [2025-10-17T00:03:18.164374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-10-17T00:03:18.173385] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZBH'. [2025-10-17T00:03:18.198110] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:18.198900] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-10-17T00:03:18.198955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:18.263891] [INFO ] [sig ] ZBH: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:18.418899] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZBH.txt [2025-10-17T00:03:18.419177] [INFO ] [sig ] [1790/1803] Completed ZBH in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 3.2s [2025-10-17T00:03:18.419240] [INFO ] [sig ] [1791/1803] Forecasting ZEPP... [2025-10-17T00:03:18.419276] [INFO ] [sig ] Generating forecast for: ZEPP [2025-10-17T00:03:18.419308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-10-17T00:03:18.429520] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZEPP'. [2025-10-17T00:03:18.456219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:18.457026] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-10-17T00:03:18.457082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:18.531125] [INFO ] [sig ] ZEPP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:18.694696] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZEPP.txt [2025-10-17T00:03:18.695024] [INFO ] [sig ] [1791/1803] Completed ZEPP in 0.3s | 4.13 sym/s | Total: 7.2m | ETA: 2.9s [2025-10-17T00:03:18.695102] [INFO ] [sig ] [1792/1803] Forecasting ZETA... [2025-10-17T00:03:18.695172] [INFO ] [sig ] Generating forecast for: ZETA [2025-10-17T00:03:18.695240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-10-17T00:03:18.705557] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZETA'. [2025-10-17T00:03:18.733245] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:18.734047] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-10-17T00:03:18.734103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:18.802051] [INFO ] [sig ] ZETA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:18.940251] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZETA.txt [2025-10-17T00:03:18.940441] [INFO ] [sig ] [1792/1803] Completed ZETA in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 2.7s [2025-10-17T00:03:18.940482] [INFO ] [sig ] [1793/1803] Forecasting ZGN... [2025-10-17T00:03:18.940511] [INFO ] [sig ] Generating forecast for: ZGN [2025-10-17T00:03:18.940541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-10-17T00:03:18.949165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZGN'. [2025-10-17T00:03:18.974305] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:18.975075] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-10-17T00:03:18.975129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:19.044618] [INFO ] [sig ] ZGN: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:19.185484] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZGN.txt [2025-10-17T00:03:19.185719] [INFO ] [sig ] [1793/1803] Completed ZGN in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 2.4s [2025-10-17T00:03:19.185778] [INFO ] [sig ] [1794/1803] Forecasting ZH... [2025-10-17T00:03:19.185812] [INFO ] [sig ] Generating forecast for: ZH [2025-10-17T00:03:19.185843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-10-17T00:03:19.195896] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZH'. [2025-10-17T00:03:19.221366] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:19.222144] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-10-17T00:03:19.222735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:19.286155] [INFO ] [sig ] ZH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:19.426219] [INFO ] [LOCAL ] Saved forecast: ZH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZH.txt [2025-10-17T00:03:19.426411] [INFO ] [sig ] [1794/1803] Completed ZH in 0.2s | 4.13 sym/s | Total: 7.2m | ETA: 2.2s [2025-10-17T00:03:19.426452] [INFO ] [sig ] [1795/1803] Forecasting ZIM... [2025-10-17T00:03:19.426482] [INFO ] [sig ] Generating forecast for: ZIM [2025-10-17T00:03:19.426512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-10-17T00:03:19.436135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZIM'. [2025-10-17T00:03:19.461304] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:19.462051] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-10-17T00:03:19.462105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:19.519330] [INFO ] [sig ] ZIM: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:19.663633] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZIM.txt [2025-10-17T00:03:19.663946] [INFO ] [sig ] [1795/1803] Completed ZIM in 0.2s | 4.13 sym/s | Total: 7.3m | ETA: 1.9s [2025-10-17T00:03:19.664026] [INFO ] [sig ] [1796/1803] Forecasting ZIP... [2025-10-17T00:03:19.664093] [INFO ] [sig ] Generating forecast for: ZIP [2025-10-17T00:03:19.664159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-10-17T00:03:19.675548] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZIP'. [2025-10-17T00:03:19.706458] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:19.707262] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-10-17T00:03:19.707317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:19.782283] [INFO ] [sig ] ZIP: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:19.933264] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZIP.txt [2025-10-17T00:03:19.933521] [INFO ] [sig ] [1796/1803] Completed ZIP in 0.3s | 4.13 sym/s | Total: 7.3m | ETA: 1.7s [2025-10-17T00:03:19.933565] [INFO ] [sig ] [1797/1803] Forecasting ZK... [2025-10-17T00:03:19.933595] [INFO ] [sig ] Generating forecast for: ZK [2025-10-17T00:03:19.933626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'. [2025-10-17T00:03:19.942968] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZK'. [2025-10-17T00:03:19.967729] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:19.968500] [DEBUG] [LOCAL ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt [2025-10-17T00:03:19.968555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:20.027915] [INFO ] [sig ] ZK: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:20.168578] [INFO ] [LOCAL ] Saved forecast: ZK 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZK.txt [2025-10-17T00:03:20.168855] [INFO ] [sig ] [1797/1803] Completed ZK in 0.2s | 4.13 sym/s | Total: 7.3m | ETA: 1.5s [2025-10-17T00:03:20.168912] [INFO ] [sig ] [1798/1803] Forecasting ZKH... [2025-10-17T00:03:20.168946] [INFO ] [sig ] Generating forecast for: ZKH [2025-10-17T00:03:20.168978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'. [2025-10-17T00:03:20.177636] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZKH'. [2025-10-17T00:03:20.203304] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:20.204158] [DEBUG] [LOCAL ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt [2025-10-17T00:03:20.204213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:20.279574] [INFO ] [sig ] ZKH: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:20.436094] [INFO ] [LOCAL ] Saved forecast: ZKH 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZKH.txt [2025-10-17T00:03:20.436314] [INFO ] [sig ] [1798/1803] Completed ZKH in 0.3s | 4.13 sym/s | Total: 7.3m | ETA: 1.2s [2025-10-17T00:03:20.436357] [INFO ] [sig ] [1799/1803] Forecasting ZTO... [2025-10-17T00:03:20.436388] [INFO ] [sig ] Generating forecast for: ZTO [2025-10-17T00:03:20.436421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-10-17T00:03:20.446123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZTO'. [2025-10-17T00:03:20.471184] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:20.471903] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-10-17T00:03:20.471956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:20.537161] [INFO ] [sig ] ZTO: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:20.674368] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZTO.txt [2025-10-17T00:03:20.674567] [INFO ] [sig ] [1799/1803] Completed ZTO in 0.2s | 4.13 sym/s | Total: 7.3m | ETA: 1.0s [2025-10-17T00:03:20.674608] [INFO ] [sig ] [1800/1803] Forecasting ZTR... [2025-10-17T00:03:20.674664] [INFO ] [sig ] Generating forecast for: ZTR [2025-10-17T00:03:20.674735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'. [2025-10-17T00:03:20.684415] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZTR'. [2025-10-17T00:03:20.709215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:20.709917] [DEBUG] [LOCAL ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt [2025-10-17T00:03:20.709970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:20.774981] [INFO ] [sig ] ZTR: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:20.913303] [INFO ] [LOCAL ] Saved forecast: ZTR 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZTR.txt [2025-10-17T00:03:20.913511] [INFO ] [sig ] [1800/1803] Completed ZTR in 0.2s | 4.13 sym/s | Total: 7.3m | ETA: 0.7s [2025-10-17T00:03:20.913551] [INFO ] [sig ] [1801/1803] Forecasting ZTS... [2025-10-17T00:03:20.913581] [INFO ] [sig ] Generating forecast for: ZTS [2025-10-17T00:03:20.913611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-10-17T00:03:20.924845] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZTS'. [2025-10-17T00:03:20.954264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:20.955127] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-10-17T00:03:20.955185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:21.026302] [INFO ] [sig ] ZTS: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:21.171520] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZTS.txt [2025-10-17T00:03:21.171797] [INFO ] [sig ] [1801/1803] Completed ZTS in 0.3s | 4.13 sym/s | Total: 7.3m | ETA: 0.5s [2025-10-17T00:03:21.171864] [INFO ] [sig ] [1802/1803] Forecasting ZVIA... [2025-10-17T00:03:21.171901] [INFO ] [sig ] Generating forecast for: ZVIA [2025-10-17T00:03:21.171934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-10-17T00:03:21.182529] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZVIA'. [2025-10-17T00:03:21.210137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:21.210965] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-10-17T00:03:21.211022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:21.278483] [INFO ] [sig ] ZVIA: Forecast for 2025-10-16: UP (sign=1.00) [2025-10-17T00:03:21.431794] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-10-17 1 -> ./output/forecasts/individual/2025-10-17/ZVIA.txt [2025-10-17T00:03:21.432054] [INFO ] [sig ] [1802/1803] Completed ZVIA in 0.3s | 4.13 sym/s | Total: 7.3m | ETA: 0.2s [2025-10-17T00:03:21.432100] [INFO ] [sig ] [1803/1803] Forecasting ZWS... [2025-10-17T00:03:21.432132] [INFO ] [sig ] Generating forecast for: ZWS [2025-10-17T00:03:21.432164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-10-17T00:03:21.442283] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZWS'. [2025-10-17T00:03:21.468289] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-10-17T00:03:21.469181] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-10-17T00:03:21.469238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-17T00:03:21.541802] [INFO ] [sig ] ZWS: Forecast for 2025-10-16: DOWN (sign=0.00) [2025-10-17T00:03:21.682684] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-10-17 0 -> ./output/forecasts/individual/2025-10-17/ZWS.txt [2025-10-17T00:03:21.682933] [INFO ] [sig ] [1803/1803] Completed ZWS in 0.3s | 4.13 sym/s | Total: 7.3m | ETA: 0.0s [2025-10-17T00:03:21.682978] [INFO ] [sig ] ================================================== [2025-10-17T00:03:21.683010] [INFO ] [sig ] Forecasts complete: 1803/1803 symbols succeeded [2025-10-17T00:03:21.683040] [INFO ] [sig ] Automatically generating consolidated reports... [2025-10-17T00:03:21.683068] [INFO ] [sig ] Generating consolidated forecast reports [2025-10-17T00:03:21.683214] [INFO ] [sig ] Found 6 forecast dates to process [2025-10-17T00:03:21.683270] [INFO ] [sig ] [1/6] Processing report for 2025-10-10... [2025-10-17T00:03:21.683311] [INFO ] [sig ] [1/6] Report for 2025-10-10 already exists, skipping... [2025-10-17T00:03:21.683342] [INFO ] [sig ] [2/6] Processing report for 2025-10-13... [2025-10-17T00:03:21.683378] [INFO ] [sig ] [2/6] Report for 2025-10-13 already exists, skipping... [2025-10-17T00:03:21.683406] [INFO ] [sig ] [3/6] Processing report for 2025-10-14... [2025-10-17T00:03:21.683440] [INFO ] [sig ] [3/6] Report for 2025-10-14 already exists, skipping... [2025-10-17T00:03:21.683467] [INFO ] [sig ] [4/6] Processing report for 2025-10-15... [2025-10-17T00:03:21.683523] [INFO ] [sig ] [4/6] Report for 2025-10-15 already exists, skipping... [2025-10-17T00:03:21.683577] [INFO ] [sig ] [5/6] Processing report for 2025-10-16... [2025-10-17T00:03:21.683615] [INFO ] [sig ] [5/6] Report for 2025-10-16 already exists, skipping... [2025-10-17T00:03:21.683667] [INFO ] [sig ] [6/6] Processing report for 2025-10-17... [2025-10-17T00:03:21.739915] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-10-17T00:03:21.740271] [DEBUG] [LOCAL ] Loaded configuration for TNET: 0 features, 60.0% accuracy [2025-10-17T00:03:21.740587] [DEBUG] [LOCAL ] Loaded configuration for CON: 2 features, 60.0% accuracy [2025-10-17T00:03:21.740986] [DEBUG] [LOCAL ] Loaded configuration for LXFR: 2 features, 80.0% accuracy [2025-10-17T00:03:21.741324] [DEBUG] [LOCAL ] Loaded configuration for PFL: 2 features, 70.0% accuracy [2025-10-17T00:03:21.742403] [DEBUG] [LOCAL ] Loaded configuration for ABEV: 2 features, 70.0% accuracy [2025-10-17T00:03:21.742716] [DEBUG] [LOCAL ] Loaded configuration for FHI: 4 features, 60.0% accuracy [2025-10-17T00:03:21.743002] [DEBUG] [LOCAL ] Loaded configuration for WK: 1 features, 70.0% accuracy [2025-10-17T00:03:21.743298] [DEBUG] [LOCAL ] Loaded configuration for FIX: 0 features, 70.0% accuracy [2025-10-17T00:03:21.743603] [DEBUG] [LOCAL ] Loaded configuration for FNF: 1 features, 80.0% accuracy [2025-10-17T00:03:21.743983] [DEBUG] [LOCAL ] Loaded configuration for BXC: 3 features, 70.0% accuracy [2025-10-17T00:03:21.744361] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 2 features, 50.0% accuracy [2025-10-17T00:03:21.744681] [DEBUG] [LOCAL ] Loaded configuration for CEE: 2 features, 90.0% accuracy [2025-10-17T00:03:21.744992] [DEBUG] [LOCAL ] Loaded configuration for RGT: 2 features, 80.0% accuracy [2025-10-17T00:03:21.745291] [DEBUG] [LOCAL ] Loaded configuration for LBRT: 3 features, 80.0% accuracy [2025-10-17T00:03:21.745623] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 60.0% accuracy [2025-10-17T00:03:21.745958] [DEBUG] [LOCAL ] Loaded configuration for IOT: 4 features, 80.0% accuracy [2025-10-17T00:03:21.746287] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-10-17T00:03:21.746588] [DEBUG] [LOCAL ] Loaded configuration for MIR: 3 features, 80.0% accuracy [2025-10-17T00:03:21.746915] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 80.0% accuracy [2025-10-17T00:03:21.747210] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 5 features, 90.0% accuracy [2025-10-17T00:03:21.747516] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 3 features, 70.0% accuracy [2025-10-17T00:03:21.747829] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 3 features, 90.0% accuracy [2025-10-17T00:03:21.748168] [DEBUG] [LOCAL ] Loaded configuration for TV: 2 features, 80.0% accuracy [2025-10-17T00:03:21.748486] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-10-17T00:03:21.749612] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 80.0% accuracy [2025-10-17T00:03:21.749977] [DEBUG] [LOCAL ] Loaded configuration for J: 2 features, 80.0% accuracy [2025-10-17T00:03:21.750067] [DEBUG] [LOCAL ] Loaded configuration for DLR: 4 features, 100.0% accuracy [2025-10-17T00:03:21.750352] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-10-17T00:03:21.750688] [DEBUG] [LOCAL ] Loaded configuration for WOW: 3 features, 90.0% accuracy [2025-10-17T00:03:21.751030] [DEBUG] [LOCAL ] Loaded configuration for GHLD: 2 features, 80.0% accuracy [2025-10-17T00:03:21.751384] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-10-17T00:03:21.751473] [DEBUG] [LOCAL ] Loaded configuration for NXG: 1 features, 90.0% accuracy [2025-10-17T00:03:21.751819] [DEBUG] [LOCAL ] Loaded configuration for FLS: 4 features, 70.0% accuracy [2025-10-17T00:03:21.752160] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-10-17T00:03:21.752536] [DEBUG] [LOCAL ] Loaded configuration for MVT: 1 features, 70.0% accuracy [2025-10-17T00:03:21.752938] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 5 features, 90.0% accuracy [2025-10-17T00:03:21.753256] [DEBUG] [LOCAL ] Loaded configuration for LPL: 4 features, 80.0% accuracy [2025-10-17T00:03:21.753589] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 90.0% accuracy [2025-10-17T00:03:21.753917] [DEBUG] [LOCAL ] Loaded configuration for VIST: 1 features, 90.0% accuracy [2025-10-17T00:03:21.754203] [DEBUG] [LOCAL ] Loaded configuration for ACP: 1 features, 60.0% accuracy [2025-10-17T00:03:21.754478] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-10-17T00:03:21.754764] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 50.0% accuracy [2025-10-17T00:03:21.755116] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 80.0% accuracy [2025-10-17T00:03:21.755428] [DEBUG] [LOCAL ] Loaded configuration for GL: 4 features, 80.0% accuracy [2025-10-17T00:03:21.755516] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 80.0% accuracy [2025-10-17T00:03:21.755804] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 2 features, 80.0% accuracy [2025-10-17T00:03:21.756155] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 1 features, 60.0% accuracy [2025-10-17T00:03:21.756496] [DEBUG] [LOCAL ] Loaded configuration for CMS: 4 features, 80.0% accuracy [2025-10-17T00:03:21.756792] [DEBUG] [LOCAL ] Loaded configuration for BGY: 2 features, 80.0% accuracy [2025-10-17T00:03:21.757132] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-10-17T00:03:21.757423] [DEBUG] [LOCAL ] Loaded configuration for IGA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.757742] [DEBUG] [LOCAL ] Loaded configuration for ARE: 3 features, 80.0% accuracy [2025-10-17T00:03:21.758087] [DEBUG] [LOCAL ] Loaded configuration for SHW: 3 features, 80.0% accuracy [2025-10-17T00:03:21.758412] [DEBUG] [LOCAL ] Loaded configuration for AZO: 3 features, 80.0% accuracy [2025-10-17T00:03:21.758754] [DEBUG] [LOCAL ] Loaded configuration for AVTR: 2 features, 60.0% accuracy [2025-10-17T00:03:21.759028] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 60.0% accuracy [2025-10-17T00:03:21.759301] [DEBUG] [LOCAL ] Loaded configuration for ACV: 2 features, 70.0% accuracy [2025-10-17T00:03:21.759584] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 70.0% accuracy [2025-10-17T00:03:21.759935] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 50.0% accuracy [2025-10-17T00:03:21.760223] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 3 features, 60.0% accuracy [2025-10-17T00:03:21.760549] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-10-17T00:03:21.760871] [DEBUG] [LOCAL ] Loaded configuration for CATO: 0 features, 70.0% accuracy [2025-10-17T00:03:21.761260] [DEBUG] [LOCAL ] Loaded configuration for CWH: 3 features, 70.0% accuracy [2025-10-17T00:03:21.761619] [DEBUG] [LOCAL ] Loaded configuration for MFSG: 1 features, 90.0% accuracy [2025-10-17T00:03:21.761968] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 1 features, 90.0% accuracy [2025-10-17T00:03:21.762348] [DEBUG] [LOCAL ] Loaded configuration for SXC: 6 features, 80.0% accuracy [2025-10-17T00:03:21.762681] [DEBUG] [LOCAL ] Loaded configuration for HGER: 3 features, 50.0% accuracy [2025-10-17T00:03:21.763048] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-10-17T00:03:21.763385] [DEBUG] [LOCAL ] Loaded configuration for KNF: 4 features, 70.0% accuracy [2025-10-17T00:03:21.763703] [DEBUG] [LOCAL ] Loaded configuration for YMM: 3 features, 90.0% accuracy [2025-10-17T00:03:21.764015] [DEBUG] [LOCAL ] Loaded configuration for RLX: 2 features, 80.0% accuracy [2025-10-17T00:03:21.764329] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 1 features, 80.0% accuracy [2025-10-17T00:03:21.765145] [DEBUG] [LOCAL ] Loaded configuration for PHK: 2 features, 60.0% accuracy [2025-10-17T00:03:21.765463] [DEBUG] [LOCAL ] Loaded configuration for BHC: 2 features, 90.0% accuracy [2025-10-17T00:03:21.765800] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 60.0% accuracy [2025-10-17T00:03:21.766120] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-10-17T00:03:21.767182] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 90.0% accuracy [2025-10-17T00:03:21.767498] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 2 features, 60.0% accuracy [2025-10-17T00:03:21.768066] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-10-17T00:03:21.768374] [DEBUG] [LOCAL ] Loaded configuration for TOL: 3 features, 90.0% accuracy [2025-10-17T00:03:21.768729] [DEBUG] [LOCAL ] Loaded configuration for SILA: 2 features, 60.0% accuracy [2025-10-17T00:03:21.769120] [DEBUG] [LOCAL ] Loaded configuration for RERE: 2 features, 60.0% accuracy [2025-10-17T00:03:21.769459] [DEBUG] [LOCAL ] Loaded configuration for KIM: 0 features, 90.0% accuracy [2025-10-17T00:03:21.769803] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 50.0% accuracy [2025-10-17T00:03:21.770096] [DEBUG] [LOCAL ] Loaded configuration for HYT: 4 features, 90.0% accuracy [2025-10-17T00:03:21.771185] [DEBUG] [LOCAL ] Loaded configuration for BIT: 2 features, 90.0% accuracy [2025-10-17T00:03:21.771532] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 3 features, 80.0% accuracy [2025-10-17T00:03:21.771888] [DEBUG] [LOCAL ] Loaded configuration for VHI: 4 features, 60.0% accuracy [2025-10-17T00:03:21.772174] [DEBUG] [LOCAL ] Loaded configuration for FTV: 0 features, 70.0% accuracy [2025-10-17T00:03:21.772467] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 3 features, 90.0% accuracy [2025-10-17T00:03:21.772772] [DEBUG] [LOCAL ] Loaded configuration for VATE: 0 features, 80.0% accuracy [2025-10-17T00:03:21.773079] [DEBUG] [LOCAL ] Loaded configuration for AHT: 2 features, 80.0% accuracy [2025-10-17T00:03:21.773364] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 5 features, 70.0% accuracy [2025-10-17T00:03:21.773710] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 1 features, 80.0% accuracy [2025-10-17T00:03:21.774003] [DEBUG] [LOCAL ] Loaded configuration for IP: 3 features, 50.0% accuracy [2025-10-17T00:03:21.774331] [DEBUG] [LOCAL ] Loaded configuration for BGT: 0 features, 60.0% accuracy [2025-10-17T00:03:21.774671] [DEBUG] [LOCAL ] Loaded configuration for EIC: 0 features, 80.0% accuracy [2025-10-17T00:03:21.774949] [DEBUG] [LOCAL ] Loaded configuration for CB: 1 features, 100.0% accuracy [2025-10-17T00:03:21.775251] [DEBUG] [LOCAL ] Loaded configuration for PDT: 4 features, 90.0% accuracy [2025-10-17T00:03:21.775541] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-10-17T00:03:21.775813] [DEBUG] [LOCAL ] Loaded configuration for AXL: 1 features, 70.0% accuracy [2025-10-17T00:03:21.776128] [DEBUG] [LOCAL ] Loaded configuration for UBS: 1 features, 60.0% accuracy [2025-10-17T00:03:21.776412] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-10-17T00:03:21.776714] [DEBUG] [LOCAL ] Loaded configuration for BSX: 4 features, 60.0% accuracy [2025-10-17T00:03:21.777061] [DEBUG] [LOCAL ] Loaded configuration for CCK: 1 features, 80.0% accuracy [2025-10-17T00:03:21.777390] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 2 features, 90.0% accuracy [2025-10-17T00:03:21.777686] [DEBUG] [LOCAL ] Loaded configuration for LION: 0 features, 70.0% accuracy [2025-10-17T00:03:21.777983] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 0 features, 50.0% accuracy [2025-10-17T00:03:21.778266] [DEBUG] [LOCAL ] Loaded configuration for TISI: 1 features, 40.0% accuracy [2025-10-17T00:03:21.778599] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 4 features, 90.0% accuracy [2025-10-17T00:03:21.778922] [DEBUG] [LOCAL ] Loaded configuration for JHS: 2 features, 60.0% accuracy [2025-10-17T00:03:21.779220] [DEBUG] [LOCAL ] Loaded configuration for NXE: 1 features, 60.0% accuracy [2025-10-17T00:03:21.779515] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 2 features, 80.0% accuracy [2025-10-17T00:03:21.779823] [DEBUG] [LOCAL ] Loaded configuration for BLW: 4 features, 80.0% accuracy [2025-10-17T00:03:21.780125] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-10-17T00:03:21.780412] [DEBUG] [LOCAL ] Loaded configuration for TNK: 1 features, 70.0% accuracy [2025-10-17T00:03:21.780702] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-10-17T00:03:21.780996] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 90.0% accuracy [2025-10-17T00:03:21.781290] [DEBUG] [LOCAL ] Loaded configuration for UDR: 2 features, 70.0% accuracy [2025-10-17T00:03:21.781616] [DEBUG] [LOCAL ] Loaded configuration for LYG: 3 features, 90.0% accuracy [2025-10-17T00:03:21.781745] [DEBUG] [LOCAL ] Loaded configuration for DG: 2 features, 50.0% accuracy [2025-10-17T00:03:21.782056] [DEBUG] [LOCAL ] Loaded configuration for SOR: 3 features, 80.0% accuracy [2025-10-17T00:03:21.782379] [DEBUG] [LOCAL ] Loaded configuration for KOS: 0 features, 80.0% accuracy [2025-10-17T00:03:21.782695] [DEBUG] [LOCAL ] Loaded configuration for ARR: 0 features, 60.0% accuracy [2025-10-17T00:03:21.783023] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 1 features, 90.0% accuracy [2025-10-17T00:03:21.783301] [DEBUG] [LOCAL ] Loaded configuration for ETX: 2 features, 80.0% accuracy [2025-10-17T00:03:21.783596] [DEBUG] [LOCAL ] Loaded configuration for LZB: 3 features, 90.0% accuracy [2025-10-17T00:03:21.783962] [DEBUG] [LOCAL ] Loaded configuration for IDE: 0 features, 90.0% accuracy [2025-10-17T00:03:21.784239] [DEBUG] [LOCAL ] Loaded configuration for OCFT: 2 features, 100.0% accuracy [2025-10-17T00:03:21.784581] [DEBUG] [LOCAL ] Loaded configuration for NUW: 1 features, 90.0% accuracy [2025-10-17T00:03:21.784945] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 50.0% accuracy [2025-10-17T00:03:21.785242] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-10-17T00:03:21.785537] [DEBUG] [LOCAL ] Loaded configuration for CTO: 4 features, 90.0% accuracy [2025-10-17T00:03:21.785625] [DEBUG] [LOCAL ] Loaded configuration for ECC: 1 features, 80.0% accuracy [2025-10-17T00:03:21.785951] [DEBUG] [LOCAL ] Loaded configuration for BG: 2 features, 70.0% accuracy [2025-10-17T00:03:21.786231] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-10-17T00:03:21.788083] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 2 features, 60.0% accuracy [2025-10-17T00:03:21.788463] [DEBUG] [LOCAL ] Loaded configuration for CNC: 4 features, 80.0% accuracy [2025-10-17T00:03:21.788859] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-10-17T00:03:21.789216] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 4 features, 80.0% accuracy [2025-10-17T00:03:21.789524] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 2 features, 70.0% accuracy [2025-10-17T00:03:21.789611] [DEBUG] [LOCAL ] Loaded configuration for AQN: 2 features, 70.0% accuracy [2025-10-17T00:03:21.790017] [DEBUG] [LOCAL ] Loaded configuration for HPE: 2 features, 70.0% accuracy [2025-10-17T00:03:21.790383] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 70.0% accuracy [2025-10-17T00:03:21.790493] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 80.0% accuracy [2025-10-17T00:03:21.790833] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-10-17T00:03:21.791150] [DEBUG] [LOCAL ] Loaded configuration for DAC: 1 features, 90.0% accuracy [2025-10-17T00:03:21.791516] [DEBUG] [LOCAL ] Loaded configuration for AFL: 2 features, 80.0% accuracy [2025-10-17T00:03:21.792621] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 60.0% accuracy [2025-10-17T00:03:21.792998] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 1 features, 80.0% accuracy [2025-10-17T00:03:21.793333] [DEBUG] [LOCAL ] Loaded configuration for RMT: 1 features, 60.0% accuracy [2025-10-17T00:03:21.793700] [DEBUG] [LOCAL ] Loaded configuration for BJ: 1 features, 60.0% accuracy [2025-10-17T00:03:21.794016] [DEBUG] [LOCAL ] Loaded configuration for BARK: 2 features, 70.0% accuracy [2025-10-17T00:03:21.794473] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 4 features, 90.0% accuracy [2025-10-17T00:03:21.794583] [DEBUG] [LOCAL ] Loaded configuration for CNK: 2 features, 90.0% accuracy [2025-10-17T00:03:21.794990] [DEBUG] [LOCAL ] Loaded configuration for STEM: 4 features, 80.0% accuracy [2025-10-17T00:03:21.795341] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 1 features, 50.0% accuracy [2025-10-17T00:03:21.795688] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-10-17T00:03:21.796048] [DEBUG] [LOCAL ] Loaded configuration for BDN: 7 features, 80.0% accuracy [2025-10-17T00:03:21.796435] [DEBUG] [LOCAL ] Loaded configuration for VOC: 1 features, 80.0% accuracy [2025-10-17T00:03:21.796762] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-10-17T00:03:21.797713] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 50.0% accuracy [2025-10-17T00:03:21.798027] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 80.0% accuracy [2025-10-17T00:03:21.798376] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 90.0% accuracy [2025-10-17T00:03:21.799377] [DEBUG] [LOCAL ] Loaded configuration for UAA: 1 features, 70.0% accuracy [2025-10-17T00:03:21.799688] [DEBUG] [LOCAL ] Loaded configuration for BGS: 3 features, 80.0% accuracy [2025-10-17T00:03:21.800015] [DEBUG] [LOCAL ] Loaded configuration for LUCK: 4 features, 80.0% accuracy [2025-10-17T00:03:21.800364] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-10-17T00:03:21.800716] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 1 features, 70.0% accuracy [2025-10-17T00:03:21.801030] [DEBUG] [LOCAL ] Loaded configuration for BE: 2 features, 70.0% accuracy [2025-10-17T00:03:21.801118] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-10-17T00:03:21.801428] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-10-17T00:03:21.801801] [DEBUG] [LOCAL ] Loaded configuration for KN: 4 features, 100.0% accuracy [2025-10-17T00:03:21.802116] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-10-17T00:03:21.802443] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 1 features, 70.0% accuracy [2025-10-17T00:03:21.802775] [DEBUG] [LOCAL ] Loaded configuration for NAT: 1 features, 80.0% accuracy [2025-10-17T00:03:21.803082] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 100.0% accuracy [2025-10-17T00:03:21.803439] [DEBUG] [LOCAL ] Loaded configuration for BBD: 4 features, 90.0% accuracy [2025-10-17T00:03:21.803764] [DEBUG] [LOCAL ] Loaded configuration for EDN: 2 features, 90.0% accuracy [2025-10-17T00:03:21.804102] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 2 features, 80.0% accuracy [2025-10-17T00:03:21.804427] [DEBUG] [LOCAL ] Loaded configuration for TS: 3 features, 70.0% accuracy [2025-10-17T00:03:21.804514] [DEBUG] [LOCAL ] Loaded configuration for ENR: 2 features, 90.0% accuracy [2025-10-17T00:03:21.804850] [DEBUG] [LOCAL ] Loaded configuration for GTES: 1 features, 70.0% accuracy [2025-10-17T00:03:21.805181] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-10-17T00:03:21.805507] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-10-17T00:03:21.805818] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 4 features, 60.0% accuracy [2025-10-17T00:03:21.806137] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 0 features, 40.0% accuracy [2025-10-17T00:03:21.806440] [DEBUG] [LOCAL ] Loaded configuration for AMR: 6 features, 90.0% accuracy [2025-10-17T00:03:21.806797] [DEBUG] [LOCAL ] Loaded configuration for ALE: 1 features, 70.0% accuracy [2025-10-17T00:03:21.807225] [DEBUG] [LOCAL ] Loaded configuration for ANF: 2 features, 70.0% accuracy [2025-10-17T00:03:21.807543] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 80.0% accuracy [2025-10-17T00:03:21.808683] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-10-17T00:03:21.809036] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 70.0% accuracy [2025-10-17T00:03:21.809409] [DEBUG] [LOCAL ] Loaded configuration for ABG: 0 features, 80.0% accuracy [2025-10-17T00:03:21.809775] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 3 features, 80.0% accuracy [2025-10-17T00:03:21.810143] [DEBUG] [LOCAL ] Loaded configuration for FNB: 0 features, 60.0% accuracy [2025-10-17T00:03:21.810561] [DEBUG] [LOCAL ] Loaded configuration for EFT: 1 features, 60.0% accuracy [2025-10-17T00:03:21.810903] [DEBUG] [LOCAL ] Loaded configuration for TVC: 0 features, 70.0% accuracy [2025-10-17T00:03:21.811236] [DEBUG] [LOCAL ] Loaded configuration for WIT: 2 features, 70.0% accuracy [2025-10-17T00:03:21.811566] [DEBUG] [LOCAL ] Loaded configuration for SEG: 3 features, 90.0% accuracy [2025-10-17T00:03:21.811902] [DEBUG] [LOCAL ] Loaded configuration for ETG: 2 features, 60.0% accuracy [2025-10-17T00:03:21.812227] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-10-17T00:03:21.812529] [DEBUG] [LOCAL ] Loaded configuration for SYY: 1 features, 80.0% accuracy [2025-10-17T00:03:21.812839] [DEBUG] [LOCAL ] Loaded configuration for HLT: 1 features, 60.0% accuracy [2025-10-17T00:03:21.813179] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-10-17T00:03:21.813480] [DEBUG] [LOCAL ] Loaded configuration for PCF: 2 features, 70.0% accuracy [2025-10-17T00:03:21.813813] [DEBUG] [LOCAL ] Loaded configuration for SOC: 0 features, 60.0% accuracy [2025-10-17T00:03:21.814113] [DEBUG] [LOCAL ] Loaded configuration for F: 6 features, 80.0% accuracy [2025-10-17T00:03:21.814226] [DEBUG] [LOCAL ] Loaded configuration for IVR: 2 features, 70.0% accuracy [2025-10-17T00:03:21.814551] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 2 features, 100.0% accuracy [2025-10-17T00:03:21.814844] [DEBUG] [LOCAL ] Loaded configuration for THG: 3 features, 70.0% accuracy [2025-10-17T00:03:21.815163] [DEBUG] [LOCAL ] Loaded configuration for ORC: 2 features, 60.0% accuracy [2025-10-17T00:03:21.815502] [DEBUG] [LOCAL ] Loaded configuration for BTI: 4 features, 90.0% accuracy [2025-10-17T00:03:21.815814] [DEBUG] [LOCAL ] Loaded configuration for DTM: 0 features, 50.0% accuracy [2025-10-17T00:03:21.816168] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.816479] [DEBUG] [LOCAL ] Loaded configuration for GHG: 3 features, 70.0% accuracy [2025-10-17T00:03:21.816823] [DEBUG] [LOCAL ] Loaded configuration for SCS: 4 features, 60.0% accuracy [2025-10-17T00:03:21.817119] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-10-17T00:03:21.817411] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 3 features, 80.0% accuracy [2025-10-17T00:03:21.817753] [DEBUG] [LOCAL ] Loaded configuration for SEM: 1 features, 70.0% accuracy [2025-10-17T00:03:21.818224] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 1 features, 60.0% accuracy [2025-10-17T00:03:21.818518] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 2 features, 70.0% accuracy [2025-10-17T00:03:21.819620] [DEBUG] [LOCAL ] Loaded configuration for VSH: 2 features, 70.0% accuracy [2025-10-17T00:03:21.820028] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 2 features, 70.0% accuracy [2025-10-17T00:03:21.820400] [DEBUG] [LOCAL ] Loaded configuration for STEW: 1 features, 70.0% accuracy [2025-10-17T00:03:21.820700] [DEBUG] [LOCAL ] Loaded configuration for AES: 2 features, 90.0% accuracy [2025-10-17T00:03:21.820791] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 4 features, 80.0% accuracy [2025-10-17T00:03:21.821063] [DEBUG] [LOCAL ] Loaded configuration for HVT: 4 features, 60.0% accuracy [2025-10-17T00:03:21.821414] [DEBUG] [LOCAL ] Loaded configuration for IAE: 1 features, 80.0% accuracy [2025-10-17T00:03:21.821727] [DEBUG] [LOCAL ] Loaded configuration for AIZ: 2 features, 70.0% accuracy [2025-10-17T00:03:21.822021] [DEBUG] [LOCAL ] Loaded configuration for WPM: 2 features, 70.0% accuracy [2025-10-17T00:03:21.822379] [DEBUG] [LOCAL ] Loaded configuration for VPG: 1 features, 70.0% accuracy [2025-10-17T00:03:21.822731] [DEBUG] [LOCAL ] Loaded configuration for CR: 3 features, 80.0% accuracy [2025-10-17T00:03:21.823193] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 90.0% accuracy [2025-10-17T00:03:21.823559] [DEBUG] [LOCAL ] Loaded configuration for KR: 2 features, 90.0% accuracy [2025-10-17T00:03:21.823951] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 0 features, 60.0% accuracy [2025-10-17T00:03:21.824301] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-10-17T00:03:21.824608] [DEBUG] [LOCAL ] Loaded configuration for CHD: 2 features, 90.0% accuracy [2025-10-17T00:03:21.824986] [DEBUG] [LOCAL ] Loaded configuration for PVL: 3 features, 90.0% accuracy [2025-10-17T00:03:21.825298] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-10-17T00:03:21.825386] [DEBUG] [LOCAL ] Loaded configuration for BORR: 2 features, 90.0% accuracy [2025-10-17T00:03:21.825707] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-10-17T00:03:21.826007] [DEBUG] [LOCAL ] Loaded configuration for FDS: 4 features, 70.0% accuracy [2025-10-17T00:03:21.826323] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-10-17T00:03:21.826631] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 70.0% accuracy [2025-10-17T00:03:21.827803] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-10-17T00:03:21.828088] [DEBUG] [LOCAL ] Loaded configuration for XPER: 0 features, 60.0% accuracy [2025-10-17T00:03:21.828412] [DEBUG] [LOCAL ] Loaded configuration for TAL: 1 features, 60.0% accuracy [2025-10-17T00:03:21.828756] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-10-17T00:03:21.828903] [DEBUG] [LOCAL ] Loaded configuration for AB: 1 features, 60.0% accuracy [2025-10-17T00:03:21.829204] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-10-17T00:03:21.829310] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 1 features, 70.0% accuracy [2025-10-17T00:03:21.829675] [DEBUG] [LOCAL ] Loaded configuration for MAGN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.829973] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 50.0% accuracy [2025-10-17T00:03:21.830273] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 2 features, 70.0% accuracy [2025-10-17T00:03:21.830573] [DEBUG] [LOCAL ] Loaded configuration for FND: 1 features, 80.0% accuracy [2025-10-17T00:03:21.830952] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-10-17T00:03:21.831235] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-10-17T00:03:21.831510] [DEBUG] [LOCAL ] Loaded configuration for EIG: 3 features, 90.0% accuracy [2025-10-17T00:03:21.831814] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.832114] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 6 features, 80.0% accuracy [2025-10-17T00:03:21.832418] [DEBUG] [LOCAL ] Loaded configuration for TEF: 3 features, 90.0% accuracy [2025-10-17T00:03:21.832703] [DEBUG] [LOCAL ] Loaded configuration for CI: 2 features, 80.0% accuracy [2025-10-17T00:03:21.833004] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 70.0% accuracy [2025-10-17T00:03:21.833334] [DEBUG] [LOCAL ] Loaded configuration for KIO: 3 features, 90.0% accuracy [2025-10-17T00:03:21.833612] [DEBUG] [LOCAL ] Loaded configuration for AEG: 1 features, 60.0% accuracy [2025-10-17T00:03:21.833939] [DEBUG] [LOCAL ] Loaded configuration for BTCM: 3 features, 70.0% accuracy [2025-10-17T00:03:21.834221] [DEBUG] [LOCAL ] Loaded configuration for SAND: 1 features, 70.0% accuracy [2025-10-17T00:03:21.834520] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 0 features, 50.0% accuracy [2025-10-17T00:03:21.834855] [DEBUG] [LOCAL ] Loaded configuration for JPC: 2 features, 70.0% accuracy [2025-10-17T00:03:21.835140] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 70.0% accuracy [2025-10-17T00:03:21.835440] [DEBUG] [LOCAL ] Loaded configuration for GAP: 1 features, 80.0% accuracy [2025-10-17T00:03:21.835733] [DEBUG] [LOCAL ] Loaded configuration for SHO: 3 features, 70.0% accuracy [2025-10-17T00:03:21.836011] [DEBUG] [LOCAL ] Loaded configuration for TFX: 2 features, 90.0% accuracy [2025-10-17T00:03:21.836314] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-10-17T00:03:21.836596] [DEBUG] [LOCAL ] Loaded configuration for MXF: 3 features, 80.0% accuracy [2025-10-17T00:03:21.836916] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 3 features, 90.0% accuracy [2025-10-17T00:03:21.837249] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-10-17T00:03:21.837578] [DEBUG] [LOCAL ] Loaded configuration for BFH: 4 features, 70.0% accuracy [2025-10-17T00:03:21.837721] [DEBUG] [LOCAL ] Loaded configuration for ECO: 2 features, 80.0% accuracy [2025-10-17T00:03:21.838008] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 6 features, 90.0% accuracy [2025-10-17T00:03:21.838291] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-10-17T00:03:21.838626] [DEBUG] [LOCAL ] Loaded configuration for PPT: 5 features, 100.0% accuracy [2025-10-17T00:03:21.838993] [DEBUG] [LOCAL ] Loaded configuration for SJT: 2 features, 90.0% accuracy [2025-10-17T00:03:21.839330] [DEBUG] [LOCAL ] Loaded configuration for LYB: 3 features, 90.0% accuracy [2025-10-17T00:03:21.839632] [DEBUG] [LOCAL ] Loaded configuration for AN: 1 features, 70.0% accuracy [2025-10-17T00:03:21.839949] [DEBUG] [LOCAL ] Loaded configuration for FT: 4 features, 70.0% accuracy [2025-10-17T00:03:21.840266] [DEBUG] [LOCAL ] Loaded configuration for THR: 4 features, 90.0% accuracy [2025-10-17T00:03:21.841342] [DEBUG] [LOCAL ] Loaded configuration for TFII: 1 features, 70.0% accuracy [2025-10-17T00:03:21.841673] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 70.0% accuracy [2025-10-17T00:03:21.841962] [DEBUG] [LOCAL ] Loaded configuration for BRBR: 3 features, 100.0% accuracy [2025-10-17T00:03:21.842250] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 60.0% accuracy [2025-10-17T00:03:21.842339] [DEBUG] [LOCAL ] Loaded configuration for ATS: 4 features, 70.0% accuracy [2025-10-17T00:03:21.842611] [DEBUG] [LOCAL ] Loaded configuration for AAP: 6 features, 100.0% accuracy [2025-10-17T00:03:21.842935] [DEBUG] [LOCAL ] Loaded configuration for LRN: 1 features, 90.0% accuracy [2025-10-17T00:03:21.843236] [DEBUG] [LOCAL ] Loaded configuration for WNC: 0 features, 80.0% accuracy [2025-10-17T00:03:21.843512] [DEBUG] [LOCAL ] Loaded configuration for HNI: 2 features, 90.0% accuracy [2025-10-17T00:03:21.843815] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-10-17T00:03:21.844150] [DEBUG] [LOCAL ] Loaded configuration for AM: 2 features, 80.0% accuracy [2025-10-17T00:03:21.844488] [DEBUG] [LOCAL ] Loaded configuration for JGH: 2 features, 70.0% accuracy [2025-10-17T00:03:21.844839] [DEBUG] [LOCAL ] Loaded configuration for SCCO: 1 features, 100.0% accuracy [2025-10-17T00:03:21.845166] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 1 features, 70.0% accuracy [2025-10-17T00:03:21.845445] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 70.0% accuracy [2025-10-17T00:03:21.845744] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 80.0% accuracy [2025-10-17T00:03:21.846068] [DEBUG] [LOCAL ] Loaded configuration for YALA: 1 features, 80.0% accuracy [2025-10-17T00:03:21.846395] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 80.0% accuracy [2025-10-17T00:03:21.846700] [DEBUG] [LOCAL ] Loaded configuration for COR: 2 features, 50.0% accuracy [2025-10-17T00:03:21.847029] [DEBUG] [LOCAL ] Loaded configuration for AFGE: 1 features, 90.0% accuracy [2025-10-17T00:03:21.847323] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 3 features, 80.0% accuracy [2025-10-17T00:03:21.847684] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-10-17T00:03:21.847983] [DEBUG] [LOCAL ] Loaded configuration for IBTA: 5 features, 70.0% accuracy [2025-10-17T00:03:21.848316] [DEBUG] [LOCAL ] Loaded configuration for ALB: 5 features, 70.0% accuracy [2025-10-17T00:03:21.848616] [DEBUG] [LOCAL ] Loaded configuration for TEX: 2 features, 60.0% accuracy [2025-10-17T00:03:21.848962] [DEBUG] [LOCAL ] Loaded configuration for IGR: 3 features, 90.0% accuracy [2025-10-17T00:03:21.849051] [DEBUG] [LOCAL ] Loaded configuration for DT: 7 features, 70.0% accuracy [2025-10-17T00:03:21.849137] [DEBUG] [LOCAL ] Loaded configuration for ASG: 4 features, 80.0% accuracy [2025-10-17T00:03:21.849468] [DEBUG] [LOCAL ] Loaded configuration for APOS: 1 features, 60.0% accuracy [2025-10-17T00:03:21.849771] [DEBUG] [LOCAL ] Loaded configuration for BB: 2 features, 60.0% accuracy [2025-10-17T00:03:21.850071] [DEBUG] [LOCAL ] Loaded configuration for CXT: 1 features, 60.0% accuracy [2025-10-17T00:03:21.850371] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 2 features, 70.0% accuracy [2025-10-17T00:03:21.850705] [DEBUG] [LOCAL ] Loaded configuration for DSX: 2 features, 80.0% accuracy [2025-10-17T00:03:21.851122] [DEBUG] [LOCAL ] Loaded configuration for EBR: 0 features, 70.0% accuracy [2025-10-17T00:03:21.851457] [DEBUG] [LOCAL ] Loaded configuration for BCS: 3 features, 90.0% accuracy [2025-10-17T00:03:21.851763] [DEBUG] [LOCAL ] Loaded configuration for EVT: 2 features, 60.0% accuracy [2025-10-17T00:03:21.852066] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 5 features, 90.0% accuracy [2025-10-17T00:03:21.852439] [DEBUG] [LOCAL ] Loaded configuration for DPG: 0 features, 80.0% accuracy [2025-10-17T00:03:21.852727] [DEBUG] [LOCAL ] Loaded configuration for CWK: 1 features, 70.0% accuracy [2025-10-17T00:03:21.853062] [DEBUG] [LOCAL ] Loaded configuration for FSK: 2 features, 90.0% accuracy [2025-10-17T00:03:21.853558] [DEBUG] [LOCAL ] Loaded configuration for PNI: 2 features, 80.0% accuracy [2025-10-17T00:03:21.854074] [DEBUG] [LOCAL ] Loaded configuration for SMC: 3 features, 80.0% accuracy [2025-10-17T00:03:21.855030] [DEBUG] [LOCAL ] Loaded configuration for FBK: 4 features, 70.0% accuracy [2025-10-17T00:03:21.855327] [DEBUG] [LOCAL ] Loaded configuration for FOUR: 2 features, 70.0% accuracy [2025-10-17T00:03:21.855611] [DEBUG] [LOCAL ] Loaded configuration for BKV: 0 features, 80.0% accuracy [2025-10-17T00:03:21.855992] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-10-17T00:03:21.856283] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-10-17T00:03:21.856619] [DEBUG] [LOCAL ] Loaded configuration for WLK: 4 features, 100.0% accuracy [2025-10-17T00:03:21.856932] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-10-17T00:03:21.857268] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 60.0% accuracy [2025-10-17T00:03:21.857356] [DEBUG] [LOCAL ] Loaded configuration for DDS: 6 features, 80.0% accuracy [2025-10-17T00:03:21.857628] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-10-17T00:03:21.857959] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 60.0% accuracy [2025-10-17T00:03:21.858245] [DEBUG] [LOCAL ] Loaded configuration for WCN: 3 features, 80.0% accuracy [2025-10-17T00:03:21.858542] [DEBUG] [LOCAL ] Loaded configuration for TSE: 4 features, 40.0% accuracy [2025-10-17T00:03:21.858838] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 90.0% accuracy [2025-10-17T00:03:21.859214] [DEBUG] [LOCAL ] Loaded configuration for AIV: 4 features, 90.0% accuracy [2025-10-17T00:03:21.859493] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 70.0% accuracy [2025-10-17T00:03:21.859602] [DEBUG] [LOCAL ] Loaded configuration for CHT: 2 features, 70.0% accuracy [2025-10-17T00:03:21.859968] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 90.0% accuracy [2025-10-17T00:03:21.860296] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-10-17T00:03:21.860594] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 4 features, 90.0% accuracy [2025-10-17T00:03:21.860905] [DEBUG] [LOCAL ] Loaded configuration for CDE: 1 features, 60.0% accuracy [2025-10-17T00:03:21.861180] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-10-17T00:03:21.861507] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 3 features, 70.0% accuracy [2025-10-17T00:03:21.861595] [DEBUG] [LOCAL ] Loaded configuration for ATI: 2 features, 70.0% accuracy [2025-10-17T00:03:21.861895] [DEBUG] [LOCAL ] Loaded configuration for CMP: 0 features, 60.0% accuracy [2025-10-17T00:03:21.862172] [DEBUG] [LOCAL ] Loaded configuration for MFSV: 0 features, 80.0% accuracy [2025-10-17T00:03:21.862455] [DEBUG] [LOCAL ] Loaded configuration for SONY: 3 features, 80.0% accuracy [2025-10-17T00:03:21.862789] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-10-17T00:03:21.863137] [DEBUG] [LOCAL ] Loaded configuration for TAC: 5 features, 60.0% accuracy [2025-10-17T00:03:21.863415] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-10-17T00:03:21.863753] [DEBUG] [LOCAL ] Loaded configuration for STRV: 0 features, 60.0% accuracy [2025-10-17T00:03:21.864026] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 1 features, 90.0% accuracy [2025-10-17T00:03:21.864133] [DEBUG] [LOCAL ] Loaded configuration for BV: 3 features, 80.0% accuracy [2025-10-17T00:03:21.864439] [DEBUG] [LOCAL ] Loaded configuration for SLG: 1 features, 90.0% accuracy [2025-10-17T00:03:21.865375] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 4 features, 100.0% accuracy [2025-10-17T00:03:21.865690] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-10-17T00:03:21.866034] [DEBUG] [LOCAL ] Loaded configuration for USA: 3 features, 50.0% accuracy [2025-10-17T00:03:21.866373] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-10-17T00:03:21.866715] [DEBUG] [LOCAL ] Loaded configuration for BFK: 0 features, 70.0% accuracy [2025-10-17T00:03:21.867054] [DEBUG] [LOCAL ] Loaded configuration for GRC: 2 features, 60.0% accuracy [2025-10-17T00:03:21.867354] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 2 features, 60.0% accuracy [2025-10-17T00:03:21.867685] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 50.0% accuracy [2025-10-17T00:03:21.868016] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-10-17T00:03:21.868346] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.868635] [DEBUG] [LOCAL ] Loaded configuration for KODK: 2 features, 60.0% accuracy [2025-10-17T00:03:21.869013] [DEBUG] [LOCAL ] Loaded configuration for GOTU: 3 features, 90.0% accuracy [2025-10-17T00:03:21.869299] [DEBUG] [LOCAL ] Loaded configuration for CMBT: 3 features, 90.0% accuracy [2025-10-17T00:03:21.869634] [DEBUG] [LOCAL ] Loaded configuration for MGRE: 2 features, 60.0% accuracy [2025-10-17T00:03:21.870005] [DEBUG] [LOCAL ] Loaded configuration for IIF: 2 features, 70.0% accuracy [2025-10-17T00:03:21.870299] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 3 features, 80.0% accuracy [2025-10-17T00:03:21.870635] [DEBUG] [LOCAL ] Loaded configuration for BME: 1 features, 80.0% accuracy [2025-10-17T00:03:21.871010] [DEBUG] [LOCAL ] Loaded configuration for BNS: 1 features, 70.0% accuracy [2025-10-17T00:03:21.871098] [DEBUG] [LOCAL ] Loaded configuration for BTU: 1 features, 90.0% accuracy [2025-10-17T00:03:21.871375] [DEBUG] [LOCAL ] Loaded configuration for TPB: 2 features, 80.0% accuracy [2025-10-17T00:03:21.871691] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 6 features, 80.0% accuracy [2025-10-17T00:03:21.872029] [DEBUG] [LOCAL ] Loaded configuration for MBC: 1 features, 60.0% accuracy [2025-10-17T00:03:21.872329] [DEBUG] [LOCAL ] Loaded configuration for BEPC: 2 features, 90.0% accuracy [2025-10-17T00:03:21.872445] [DEBUG] [LOCAL ] Loaded configuration for SE: 3 features, 70.0% accuracy [2025-10-17T00:03:21.872735] [DEBUG] [LOCAL ] Loaded configuration for GWW: 5 features, 80.0% accuracy [2025-10-17T00:03:21.873022] [DEBUG] [LOCAL ] Loaded configuration for BGR: 6 features, 60.0% accuracy [2025-10-17T00:03:21.873353] [DEBUG] [LOCAL ] Loaded configuration for LTM: 3 features, 80.0% accuracy [2025-10-17T00:03:21.873682] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-10-17T00:03:21.874016] [DEBUG] [LOCAL ] Loaded configuration for LPG: 2 features, 80.0% accuracy [2025-10-17T00:03:21.874340] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 4 features, 50.0% accuracy [2025-10-17T00:03:21.874686] [DEBUG] [LOCAL ] Loaded configuration for ADT: 1 features, 90.0% accuracy [2025-10-17T00:03:21.874963] [DEBUG] [LOCAL ] Loaded configuration for JHX: 3 features, 80.0% accuracy [2025-10-17T00:03:21.875296] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 2 features, 80.0% accuracy [2025-10-17T00:03:21.875570] [DEBUG] [LOCAL ] Loaded configuration for COP: 5 features, 100.0% accuracy [2025-10-17T00:03:21.875883] [DEBUG] [LOCAL ] Loaded configuration for COLD: 2 features, 60.0% accuracy [2025-10-17T00:03:21.876218] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 70.0% accuracy [2025-10-17T00:03:21.876549] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-10-17T00:03:21.876900] [DEBUG] [LOCAL ] Loaded configuration for LANV: 2 features, 70.0% accuracy [2025-10-17T00:03:21.877202] [DEBUG] [LOCAL ] Loaded configuration for VMO: 2 features, 90.0% accuracy [2025-10-17T00:03:21.877534] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-10-17T00:03:21.877827] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 90.0% accuracy [2025-10-17T00:03:21.878126] [DEBUG] [LOCAL ] Loaded configuration for TRP: 3 features, 70.0% accuracy [2025-10-17T00:03:21.878493] [DEBUG] [LOCAL ] Loaded configuration for JBND: 1 features, 70.0% accuracy [2025-10-17T00:03:21.878820] [DEBUG] [LOCAL ] Loaded configuration for SF: 0 features, 70.0% accuracy [2025-10-17T00:03:21.879104] [DEBUG] [LOCAL ] Loaded configuration for SARO: 2 features, 80.0% accuracy [2025-10-17T00:03:21.879386] [DEBUG] [LOCAL ] Loaded configuration for GPK: 0 features, 80.0% accuracy [2025-10-17T00:03:21.879690] [DEBUG] [LOCAL ] Loaded configuration for DGX: 1 features, 80.0% accuracy [2025-10-17T00:03:21.879971] [DEBUG] [LOCAL ] Loaded configuration for VGI: 3 features, 60.0% accuracy [2025-10-17T00:03:21.880244] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-10-17T00:03:21.880526] [DEBUG] [LOCAL ] Loaded configuration for GYLD: 1 features, 70.0% accuracy [2025-10-17T00:03:21.880860] [DEBUG] [LOCAL ] Loaded configuration for CVS: 1 features, 100.0% accuracy [2025-10-17T00:03:21.881186] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 3 features, 60.0% accuracy [2025-10-17T00:03:21.881487] [DEBUG] [LOCAL ] Loaded configuration for ASB: 2 features, 80.0% accuracy [2025-10-17T00:03:21.881792] [DEBUG] [LOCAL ] Loaded configuration for BCO: 2 features, 70.0% accuracy [2025-10-17T00:03:21.882246] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-10-17T00:03:21.883030] [DEBUG] [LOCAL ] Loaded configuration for DAR: 1 features, 70.0% accuracy [2025-10-17T00:03:21.883328] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 0 features, 70.0% accuracy [2025-10-17T00:03:21.883636] [DEBUG] [LOCAL ] Loaded configuration for MCY: 0 features, 70.0% accuracy [2025-10-17T00:03:21.883960] [DEBUG] [LOCAL ] Loaded configuration for MDU: 1 features, 100.0% accuracy [2025-10-17T00:03:21.884335] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 2 features, 70.0% accuracy [2025-10-17T00:03:21.884696] [DEBUG] [LOCAL ] Loaded configuration for NINE: 1 features, 50.0% accuracy [2025-10-17T00:03:21.884981] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 3 features, 60.0% accuracy [2025-10-17T00:03:21.885280] [DEBUG] [LOCAL ] Loaded configuration for ETO: 2 features, 70.0% accuracy [2025-10-17T00:03:21.885607] [DEBUG] [LOCAL ] Loaded configuration for AXP: 0 features, 80.0% accuracy [2025-10-17T00:03:21.885937] [DEBUG] [LOCAL ] Loaded configuration for JBI: 4 features, 70.0% accuracy [2025-10-17T00:03:21.886230] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-10-17T00:03:21.886506] [DEBUG] [LOCAL ] Loaded configuration for XYL: 1 features, 70.0% accuracy [2025-10-17T00:03:21.886851] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-10-17T00:03:21.887151] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.887420] [DEBUG] [LOCAL ] Loaded configuration for HAFN: 5 features, 80.0% accuracy [2025-10-17T00:03:21.887696] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-10-17T00:03:21.888025] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 2 features, 70.0% accuracy [2025-10-17T00:03:21.888376] [DEBUG] [LOCAL ] Loaded configuration for KORE: 2 features, 80.0% accuracy [2025-10-17T00:03:21.888696] [DEBUG] [LOCAL ] Loaded configuration for TEI: 4 features, 70.0% accuracy [2025-10-17T00:03:21.888991] [DEBUG] [LOCAL ] Loaded configuration for BR: 2 features, 80.0% accuracy [2025-10-17T00:03:21.889371] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-10-17T00:03:21.889686] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 4 features, 80.0% accuracy [2025-10-17T00:03:21.889981] [DEBUG] [LOCAL ] Loaded configuration for AGI: 2 features, 60.0% accuracy [2025-10-17T00:03:21.890271] [DEBUG] [LOCAL ] Loaded configuration for WEC: 4 features, 60.0% accuracy [2025-10-17T00:03:21.890583] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-10-17T00:03:21.890925] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-10-17T00:03:21.891214] [DEBUG] [LOCAL ] Loaded configuration for CIB: 2 features, 80.0% accuracy [2025-10-17T00:03:21.891554] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 90.0% accuracy [2025-10-17T00:03:21.891881] [DEBUG] [LOCAL ] Loaded configuration for TXT: 1 features, 70.0% accuracy [2025-10-17T00:03:21.892181] [DEBUG] [LOCAL ] Loaded configuration for WDI: 4 features, 70.0% accuracy [2025-10-17T00:03:21.892515] [DEBUG] [LOCAL ] Loaded configuration for AGD: 3 features, 70.0% accuracy [2025-10-17T00:03:21.892847] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-10-17T00:03:21.893162] [DEBUG] [LOCAL ] Loaded configuration for PRCS: 2 features, 60.0% accuracy [2025-10-17T00:03:21.893496] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 70.0% accuracy [2025-10-17T00:03:21.893841] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 3 features, 90.0% accuracy [2025-10-17T00:03:21.894184] [DEBUG] [LOCAL ] Loaded configuration for FLUT: 2 features, 70.0% accuracy [2025-10-17T00:03:21.894525] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 4 features, 50.0% accuracy [2025-10-17T00:03:21.894867] [DEBUG] [LOCAL ] Loaded configuration for BILL: 1 features, 70.0% accuracy [2025-10-17T00:03:21.895154] [DEBUG] [LOCAL ] Loaded configuration for THC: 2 features, 50.0% accuracy [2025-10-17T00:03:21.895583] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 90.0% accuracy [2025-10-17T00:03:21.895918] [DEBUG] [LOCAL ] Loaded configuration for CRBD: 1 features, 70.0% accuracy [2025-10-17T00:03:21.896284] [DEBUG] [LOCAL ] Loaded configuration for UHS: 2 features, 80.0% accuracy [2025-10-17T00:03:21.896583] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 3 features, 70.0% accuracy [2025-10-17T00:03:21.896969] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 1 features, 90.0% accuracy [2025-10-17T00:03:21.897281] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 80.0% accuracy [2025-10-17T00:03:21.897624] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 50.0% accuracy [2025-10-17T00:03:21.897994] [DEBUG] [LOCAL ] Loaded configuration for GPI: 1 features, 90.0% accuracy [2025-10-17T00:03:21.898084] [DEBUG] [LOCAL ] Loaded configuration for CVLG: 3 features, 50.0% accuracy [2025-10-17T00:03:21.898381] [DEBUG] [LOCAL ] Loaded configuration for GGB: 0 features, 70.0% accuracy [2025-10-17T00:03:21.898692] [DEBUG] [LOCAL ] Loaded configuration for MDV: 3 features, 80.0% accuracy [2025-10-17T00:03:21.898988] [DEBUG] [LOCAL ] Loaded configuration for WD: 4 features, 80.0% accuracy [2025-10-17T00:03:21.899267] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 90.0% accuracy [2025-10-17T00:03:21.899559] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 80.0% accuracy [2025-10-17T00:03:21.899917] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 1 features, 90.0% accuracy [2025-10-17T00:03:21.900197] [DEBUG] [LOCAL ] Loaded configuration for VLO: 1 features, 70.0% accuracy [2025-10-17T00:03:21.900492] [DEBUG] [LOCAL ] Loaded configuration for MCB: 2 features, 90.0% accuracy [2025-10-17T00:03:21.900775] [DEBUG] [LOCAL ] Loaded configuration for GDL: 2 features, 90.0% accuracy [2025-10-17T00:03:21.901100] [DEBUG] [LOCAL ] Loaded configuration for TXO: 3 features, 80.0% accuracy [2025-10-17T00:03:21.901428] [DEBUG] [LOCAL ] Loaded configuration for FLG: 5 features, 80.0% accuracy [2025-10-17T00:03:21.901766] [DEBUG] [LOCAL ] Loaded configuration for MUE: 1 features, 60.0% accuracy [2025-10-17T00:03:21.902062] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 2 features, 70.0% accuracy [2025-10-17T00:03:21.902342] [DEBUG] [LOCAL ] Loaded configuration for ATUS: 2 features, 70.0% accuracy [2025-10-17T00:03:21.902637] [DEBUG] [LOCAL ] Loaded configuration for EMD: 3 features, 90.0% accuracy [2025-10-17T00:03:21.902951] [DEBUG] [LOCAL ] Loaded configuration for AHR: 1 features, 80.0% accuracy [2025-10-17T00:03:21.903275] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-10-17T00:03:21.903550] [DEBUG] [LOCAL ] Loaded configuration for ASR: 3 features, 70.0% accuracy [2025-10-17T00:03:21.904663] [DEBUG] [LOCAL ] Loaded configuration for EC: 3 features, 60.0% accuracy [2025-10-17T00:03:21.905008] [DEBUG] [LOCAL ] Loaded configuration for SEI: 2 features, 70.0% accuracy [2025-10-17T00:03:21.905294] [DEBUG] [LOCAL ] Loaded configuration for CXW: 6 features, 60.0% accuracy [2025-10-17T00:03:21.905691] [DEBUG] [LOCAL ] Loaded configuration for ACVA: 0 features, 90.0% accuracy [2025-10-17T00:03:21.906003] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 90.0% accuracy [2025-10-17T00:03:21.906288] [DEBUG] [LOCAL ] Loaded configuration for MFAN: 1 features, 70.0% accuracy [2025-10-17T00:03:21.906588] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 1 features, 40.0% accuracy [2025-10-17T00:03:21.906727] [DEBUG] [LOCAL ] Loaded configuration for CARR: 1 features, 60.0% accuracy [2025-10-17T00:03:21.907402] [DEBUG] [LOCAL ] Loaded configuration for SQM: 3 features, 80.0% accuracy [2025-10-17T00:03:21.907726] [DEBUG] [LOCAL ] Loaded configuration for AME: 1 features, 80.0% accuracy [2025-10-17T00:03:21.908009] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 80.0% accuracy [2025-10-17T00:03:21.908297] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 1 features, 90.0% accuracy [2025-10-17T00:03:21.908586] [DEBUG] [LOCAL ] Loaded configuration for TMO: 3 features, 90.0% accuracy [2025-10-17T00:03:21.908967] [DEBUG] [LOCAL ] Loaded configuration for DD: 2 features, 60.0% accuracy [2025-10-17T00:03:21.909266] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 80.0% accuracy [2025-10-17T00:03:21.909356] [DEBUG] [LOCAL ] Loaded configuration for RZC: 1 features, 90.0% accuracy [2025-10-17T00:03:21.909624] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 90.0% accuracy [2025-10-17T00:03:21.909991] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 2 features, 80.0% accuracy [2025-10-17T00:03:21.910328] [DEBUG] [LOCAL ] Loaded configuration for STM: 0 features, 70.0% accuracy [2025-10-17T00:03:21.910599] [DEBUG] [LOCAL ] Loaded configuration for HASI: 2 features, 60.0% accuracy [2025-10-17T00:03:21.910961] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-10-17T00:03:21.911250] [DEBUG] [LOCAL ] Loaded configuration for TLK: 4 features, 80.0% accuracy [2025-10-17T00:03:21.911527] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 1 features, 80.0% accuracy [2025-10-17T00:03:21.911638] [DEBUG] [LOCAL ] Loaded configuration for KRP: 3 features, 50.0% accuracy [2025-10-17T00:03:21.911981] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 70.0% accuracy [2025-10-17T00:03:21.912334] [DEBUG] [LOCAL ] Loaded configuration for KRO: 2 features, 80.0% accuracy [2025-10-17T00:03:21.912638] [DEBUG] [LOCAL ] Loaded configuration for ET: 2 features, 90.0% accuracy [2025-10-17T00:03:21.912954] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-10-17T00:03:21.913250] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 0 features, 70.0% accuracy [2025-10-17T00:03:21.913527] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 3 features, 80.0% accuracy [2025-10-17T00:03:21.913854] [DEBUG] [LOCAL ] Loaded configuration for WHG: 5 features, 80.0% accuracy [2025-10-17T00:03:21.914192] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-10-17T00:03:21.914284] [DEBUG] [LOCAL ] Loaded configuration for BFAM: 2 features, 80.0% accuracy [2025-10-17T00:03:21.914563] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 4 features, 70.0% accuracy [2025-10-17T00:03:21.914888] [DEBUG] [LOCAL ] Loaded configuration for MDT: 2 features, 90.0% accuracy [2025-10-17T00:03:21.915167] [DEBUG] [LOCAL ] Loaded configuration for ASH: 0 features, 60.0% accuracy [2025-10-17T00:03:21.915495] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 80.0% accuracy [2025-10-17T00:03:21.915832] [DEBUG] [LOCAL ] Loaded configuration for EXP: 1 features, 60.0% accuracy [2025-10-17T00:03:21.916132] [DEBUG] [LOCAL ] Loaded configuration for ONL: 3 features, 80.0% accuracy [2025-10-17T00:03:21.917199] [DEBUG] [LOCAL ] Loaded configuration for BKT: 4 features, 80.0% accuracy [2025-10-17T00:03:21.917486] [DEBUG] [LOCAL ] Loaded configuration for THLV: 3 features, 80.0% accuracy [2025-10-17T00:03:21.917826] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 4 features, 90.0% accuracy [2025-10-17T00:03:21.918179] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 60.0% accuracy [2025-10-17T00:03:21.918495] [DEBUG] [LOCAL ] Loaded configuration for CM: 3 features, 80.0% accuracy [2025-10-17T00:03:21.918787] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 90.0% accuracy [2025-10-17T00:03:21.919126] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 2 features, 90.0% accuracy [2025-10-17T00:03:21.919460] [DEBUG] [LOCAL ] Loaded configuration for FF: 2 features, 80.0% accuracy [2025-10-17T00:03:21.919746] [DEBUG] [LOCAL ] Loaded configuration for FDX: 3 features, 60.0% accuracy [2025-10-17T00:03:21.920015] [DEBUG] [LOCAL ] Loaded configuration for ZKH: 1 features, 60.0% accuracy [2025-10-17T00:03:21.920286] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 60.0% accuracy [2025-10-17T00:03:21.920572] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 2 features, 70.0% accuracy [2025-10-17T00:03:21.921029] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-10-17T00:03:21.921142] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-10-17T00:03:21.921473] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 70.0% accuracy [2025-10-17T00:03:21.921562] [DEBUG] [LOCAL ] Loaded configuration for BBW: 1 features, 70.0% accuracy [2025-10-17T00:03:21.921836] [DEBUG] [LOCAL ] Loaded configuration for CIF: 4 features, 90.0% accuracy [2025-10-17T00:03:21.922157] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 1 features, 80.0% accuracy [2025-10-17T00:03:21.922487] [DEBUG] [LOCAL ] Loaded configuration for LXU: 2 features, 70.0% accuracy [2025-10-17T00:03:21.922768] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 4 features, 90.0% accuracy [2025-10-17T00:03:21.923043] [DEBUG] [LOCAL ] Loaded configuration for BLD: 3 features, 70.0% accuracy [2025-10-17T00:03:21.923337] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 3 features, 90.0% accuracy [2025-10-17T00:03:21.923634] [DEBUG] [LOCAL ] Loaded configuration for ALUR: 3 features, 90.0% accuracy [2025-10-17T00:03:21.923997] [DEBUG] [LOCAL ] Loaded configuration for TSM: 1 features, 70.0% accuracy [2025-10-17T00:03:21.924331] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 0 features, 70.0% accuracy [2025-10-17T00:03:21.924638] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 90.0% accuracy [2025-10-17T00:03:21.925003] [DEBUG] [LOCAL ] Loaded configuration for SOS: 2 features, 90.0% accuracy [2025-10-17T00:03:21.925282] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-10-17T00:03:21.925393] [DEBUG] [LOCAL ] Loaded configuration for AWF: 5 features, 80.0% accuracy [2025-10-17T00:03:21.925717] [DEBUG] [LOCAL ] Loaded configuration for M: 1 features, 80.0% accuracy [2025-10-17T00:03:21.925836] [DEBUG] [LOCAL ] Loaded configuration for CL: 2 features, 100.0% accuracy [2025-10-17T00:03:21.926165] [DEBUG] [LOCAL ] Loaded configuration for DSM: 2 features, 70.0% accuracy [2025-10-17T00:03:21.926459] [DEBUG] [LOCAL ] Loaded configuration for FMN: 1 features, 80.0% accuracy [2025-10-17T00:03:21.926788] [DEBUG] [LOCAL ] Loaded configuration for DNP: 2 features, 80.0% accuracy [2025-10-17T00:03:21.927067] [DEBUG] [LOCAL ] Loaded configuration for DEC: 3 features, 90.0% accuracy [2025-10-17T00:03:21.927361] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 90.0% accuracy [2025-10-17T00:03:21.927681] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-10-17T00:03:21.927973] [DEBUG] [LOCAL ] Loaded configuration for SNDA: 2 features, 80.0% accuracy [2025-10-17T00:03:21.928274] [DEBUG] [LOCAL ] Loaded configuration for FRT: 1 features, 60.0% accuracy [2025-10-17T00:03:21.928572] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-10-17T00:03:21.928940] [DEBUG] [LOCAL ] Loaded configuration for BAH: 1 features, 80.0% accuracy [2025-10-17T00:03:21.929222] [DEBUG] [LOCAL ] Loaded configuration for CURB: 3 features, 80.0% accuracy [2025-10-17T00:03:21.929552] [DEBUG] [LOCAL ] Loaded configuration for MTD: 5 features, 80.0% accuracy [2025-10-17T00:03:21.929885] [DEBUG] [LOCAL ] Loaded configuration for WLY: 2 features, 80.0% accuracy [2025-10-17T00:03:21.930181] [DEBUG] [LOCAL ] Loaded configuration for BWMX: 1 features, 70.0% accuracy [2025-10-17T00:03:21.930510] [DEBUG] [LOCAL ] Loaded configuration for KGC: 2 features, 40.0% accuracy [2025-10-17T00:03:21.930792] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 2 features, 70.0% accuracy [2025-10-17T00:03:21.931069] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 1 features, 50.0% accuracy [2025-10-17T00:03:21.931353] [DEBUG] [LOCAL ] Loaded configuration for BMO: 6 features, 90.0% accuracy [2025-10-17T00:03:21.931682] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 2 features, 70.0% accuracy [2025-10-17T00:03:21.932016] [DEBUG] [LOCAL ] Loaded configuration for FET: 2 features, 70.0% accuracy [2025-10-17T00:03:21.932312] [DEBUG] [LOCAL ] Loaded configuration for CPK: 2 features, 70.0% accuracy [2025-10-17T00:03:21.932638] [DEBUG] [LOCAL ] Loaded configuration for AER: 1 features, 80.0% accuracy [2025-10-17T00:03:21.932971] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-10-17T00:03:21.933250] [DEBUG] [LOCAL ] Loaded configuration for WPC: 2 features, 60.0% accuracy [2025-10-17T00:03:21.933543] [DEBUG] [LOCAL ] Loaded configuration for WNS: 0 features, 80.0% accuracy [2025-10-17T00:03:21.933822] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-10-17T00:03:21.934159] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 70.0% accuracy [2025-10-17T00:03:21.934438] [DEBUG] [LOCAL ] Loaded configuration for CE: 3 features, 70.0% accuracy [2025-10-17T00:03:21.934528] [DEBUG] [LOCAL ] Loaded configuration for BBN: 3 features, 60.0% accuracy [2025-10-17T00:03:21.934783] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 70.0% accuracy [2025-10-17T00:03:21.935106] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 60.0% accuracy [2025-10-17T00:03:21.935436] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.935731] [DEBUG] [LOCAL ] Loaded configuration for EARN: 0 features, 60.0% accuracy [2025-10-17T00:03:21.936024] [DEBUG] [LOCAL ] Loaded configuration for BX: 2 features, 70.0% accuracy [2025-10-17T00:03:21.936306] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 70.0% accuracy [2025-10-17T00:03:21.936634] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 60.0% accuracy [2025-10-17T00:03:21.936980] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-10-17T00:03:21.937288] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-10-17T00:03:21.937748] [DEBUG] [LOCAL ] Loaded configuration for SPR: 1 features, 80.0% accuracy [2025-10-17T00:03:21.938033] [DEBUG] [LOCAL ] Loaded configuration for SKM: 5 features, 80.0% accuracy [2025-10-17T00:03:21.938141] [DEBUG] [LOCAL ] Loaded configuration for AEO: 3 features, 70.0% accuracy [2025-10-17T00:03:21.938460] [DEBUG] [LOCAL ] Loaded configuration for MLNK: 4 features, 70.0% accuracy [2025-10-17T00:03:21.938758] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-10-17T00:03:21.939057] [DEBUG] [LOCAL ] Loaded configuration for TBBB: 1 features, 80.0% accuracy [2025-10-17T00:03:21.939404] [DEBUG] [LOCAL ] Loaded configuration for TWN: 2 features, 60.0% accuracy [2025-10-17T00:03:21.939694] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 3 features, 70.0% accuracy [2025-10-17T00:03:21.939998] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.940825] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 6 features, 90.0% accuracy [2025-10-17T00:03:21.941119] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 100.0% accuracy [2025-10-17T00:03:21.941419] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 4 features, 90.0% accuracy [2025-10-17T00:03:21.941769] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-10-17T00:03:21.942106] [DEBUG] [LOCAL ] Loaded configuration for PEO: 1 features, 70.0% accuracy [2025-10-17T00:03:21.942410] [DEBUG] [LOCAL ] Loaded configuration for WIA: 2 features, 90.0% accuracy [2025-10-17T00:03:21.942716] [DEBUG] [LOCAL ] Loaded configuration for AMBC: 5 features, 80.0% accuracy [2025-10-17T00:03:21.943060] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-10-17T00:03:21.943357] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-10-17T00:03:21.943638] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 3 features, 60.0% accuracy [2025-10-17T00:03:21.943992] [DEBUG] [LOCAL ] Loaded configuration for EPR: 5 features, 90.0% accuracy [2025-10-17T00:03:21.944326] [DEBUG] [LOCAL ] Loaded configuration for ALC: 0 features, 70.0% accuracy [2025-10-17T00:03:21.944596] [DEBUG] [LOCAL ] Loaded configuration for BZH: 0 features, 60.0% accuracy [2025-10-17T00:03:21.945045] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 3 features, 70.0% accuracy [2025-10-17T00:03:21.945326] [DEBUG] [LOCAL ] Loaded configuration for BAM: 2 features, 60.0% accuracy [2025-10-17T00:03:21.945628] [DEBUG] [LOCAL ] Loaded configuration for CCI: 2 features, 70.0% accuracy [2025-10-17T00:03:21.946096] [DEBUG] [LOCAL ] Loaded configuration for NMG: 1 features, 50.0% accuracy [2025-10-17T00:03:21.946440] [DEBUG] [LOCAL ] Loaded configuration for YETI: 4 features, 90.0% accuracy [2025-10-17T00:03:21.946533] [DEBUG] [LOCAL ] Loaded configuration for PHI: 3 features, 70.0% accuracy [2025-10-17T00:03:21.946831] [DEBUG] [LOCAL ] Loaded configuration for SNA: 4 features, 70.0% accuracy [2025-10-17T00:03:21.947142] [DEBUG] [LOCAL ] Loaded configuration for GTN: 3 features, 70.0% accuracy [2025-10-17T00:03:21.947433] [DEBUG] [LOCAL ] Loaded configuration for HEI: 0 features, 90.0% accuracy [2025-10-17T00:03:21.947729] [DEBUG] [LOCAL ] Loaded configuration for SMR: 2 features, 80.0% accuracy [2025-10-17T00:03:21.948013] [DEBUG] [LOCAL ] Loaded configuration for DBI: 1 features, 70.0% accuracy [2025-10-17T00:03:21.948302] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-10-17T00:03:21.948412] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-10-17T00:03:21.948698] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 60.0% accuracy [2025-10-17T00:03:21.948983] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 70.0% accuracy [2025-10-17T00:03:21.949327] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-10-17T00:03:21.949682] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 4 features, 80.0% accuracy [2025-10-17T00:03:21.950001] [DEBUG] [LOCAL ] Loaded configuration for DHF: 4 features, 70.0% accuracy [2025-10-17T00:03:21.950397] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 3 features, 70.0% accuracy [2025-10-17T00:03:21.950723] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-10-17T00:03:21.951017] [DEBUG] [LOCAL ] Loaded configuration for CPF: 3 features, 50.0% accuracy [2025-10-17T00:03:21.951365] [DEBUG] [LOCAL ] Loaded configuration for NIE: 3 features, 70.0% accuracy [2025-10-17T00:03:21.951696] [DEBUG] [LOCAL ] Loaded configuration for STN: 1 features, 80.0% accuracy [2025-10-17T00:03:21.952033] [DEBUG] [LOCAL ] Loaded configuration for BLE: 2 features, 70.0% accuracy [2025-10-17T00:03:21.952331] [DEBUG] [LOCAL ] Loaded configuration for MCS: 6 features, 80.0% accuracy [2025-10-17T00:03:21.952681] [DEBUG] [LOCAL ] Loaded configuration for TTI: 1 features, 70.0% accuracy [2025-10-17T00:03:21.952966] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.953287] [DEBUG] [LOCAL ] Loaded configuration for AESI: 1 features, 80.0% accuracy [2025-10-17T00:03:21.953589] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-10-17T00:03:21.953955] [DEBUG] [LOCAL ] Loaded configuration for UBER: 1 features, 80.0% accuracy [2025-10-17T00:03:21.954263] [DEBUG] [LOCAL ] Loaded configuration for VLT: 3 features, 70.0% accuracy [2025-10-17T00:03:21.954583] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-10-17T00:03:21.954993] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-10-17T00:03:21.955318] [DEBUG] [LOCAL ] Loaded configuration for NC: 2 features, 70.0% accuracy [2025-10-17T00:03:21.955610] [DEBUG] [LOCAL ] Loaded configuration for PRT: 4 features, 100.0% accuracy [2025-10-17T00:03:21.955936] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 3 features, 50.0% accuracy [2025-10-17T00:03:21.956227] [DEBUG] [LOCAL ] Loaded configuration for TREX: 1 features, 60.0% accuracy [2025-10-17T00:03:21.957331] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 0 features, 60.0% accuracy [2025-10-17T00:03:21.957611] [DEBUG] [LOCAL ] Loaded configuration for AOD: 3 features, 60.0% accuracy [2025-10-17T00:03:21.957941] [DEBUG] [LOCAL ] Loaded configuration for ACR: 2 features, 70.0% accuracy [2025-10-17T00:03:21.958246] [DEBUG] [LOCAL ] Loaded configuration for TKR: 3 features, 90.0% accuracy [2025-10-17T00:03:21.958559] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 3 features, 80.0% accuracy [2025-10-17T00:03:21.958875] [DEBUG] [LOCAL ] Loaded configuration for MUA: 4 features, 70.0% accuracy [2025-10-17T00:03:21.959162] [DEBUG] [LOCAL ] Loaded configuration for GNL: 3 features, 60.0% accuracy [2025-10-17T00:03:21.959434] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-10-17T00:03:21.959771] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 1 features, 70.0% accuracy [2025-10-17T00:03:21.960052] [DEBUG] [LOCAL ] Loaded configuration for TME: 4 features, 80.0% accuracy [2025-10-17T00:03:21.960343] [DEBUG] [LOCAL ] Loaded configuration for TXNM: 3 features, 70.0% accuracy [2025-10-17T00:03:21.960621] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 70.0% accuracy [2025-10-17T00:03:21.960772] [DEBUG] [LOCAL ] Loaded configuration for WFC: 2 features, 80.0% accuracy [2025-10-17T00:03:21.961081] [DEBUG] [LOCAL ] Loaded configuration for SWK: 2 features, 60.0% accuracy [2025-10-17T00:03:21.961372] [DEBUG] [LOCAL ] Loaded configuration for BHR: 3 features, 80.0% accuracy [2025-10-17T00:03:21.961685] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-10-17T00:03:21.961957] [DEBUG] [LOCAL ] Loaded configuration for EPD: 2 features, 80.0% accuracy [2025-10-17T00:03:21.962236] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-10-17T00:03:21.962519] [DEBUG] [LOCAL ] Loaded configuration for ULS: 3 features, 70.0% accuracy [2025-10-17T00:03:21.962807] [DEBUG] [LOCAL ] Loaded configuration for HBM: 3 features, 80.0% accuracy [2025-10-17T00:03:21.963096] [DEBUG] [LOCAL ] Loaded configuration for SREA: 2 features, 80.0% accuracy [2025-10-17T00:03:21.963415] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-10-17T00:03:21.963524] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 90.0% accuracy [2025-10-17T00:03:21.963854] [DEBUG] [LOCAL ] Loaded configuration for BNED: 5 features, 80.0% accuracy [2025-10-17T00:03:21.963944] [DEBUG] [LOCAL ] Loaded configuration for BSM: 3 features, 80.0% accuracy [2025-10-17T00:03:21.964204] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 0 features, 50.0% accuracy [2025-10-17T00:03:21.964539] [DEBUG] [LOCAL ] Loaded configuration for SST: 3 features, 80.0% accuracy [2025-10-17T00:03:21.964821] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 3 features, 80.0% accuracy [2025-10-17T00:03:21.965369] [DEBUG] [LOCAL ] Loaded configuration for STC: 2 features, 80.0% accuracy [2025-10-17T00:03:21.965696] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-10-17T00:03:21.966035] [DEBUG] [LOCAL ] Loaded configuration for UPS: 3 features, 50.0% accuracy [2025-10-17T00:03:21.966375] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 1 features, 60.0% accuracy [2025-10-17T00:03:21.966687] [DEBUG] [LOCAL ] Loaded configuration for CNX: 2 features, 70.0% accuracy [2025-10-17T00:03:21.967029] [DEBUG] [LOCAL ] Loaded configuration for SD: 3 features, 50.0% accuracy [2025-10-17T00:03:21.967326] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 3 features, 90.0% accuracy [2025-10-17T00:03:21.967625] [DEBUG] [LOCAL ] Loaded configuration for WAB: 1 features, 70.0% accuracy [2025-10-17T00:03:21.967932] [DEBUG] [LOCAL ] Loaded configuration for MFAO: 1 features, 60.0% accuracy [2025-10-17T00:03:21.968204] [DEBUG] [LOCAL ] Loaded configuration for DXC: 1 features, 80.0% accuracy [2025-10-17T00:03:21.968526] [DEBUG] [LOCAL ] Loaded configuration for TG: 3 features, 70.0% accuracy [2025-10-17T00:03:21.968814] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-10-17T00:03:21.969128] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-10-17T00:03:21.969408] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 70.0% accuracy [2025-10-17T00:03:21.969712] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 60.0% accuracy [2025-10-17T00:03:21.970010] [DEBUG] [LOCAL ] Loaded configuration for FCT: 3 features, 60.0% accuracy [2025-10-17T00:03:21.970283] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-10-17T00:03:21.970571] [DEBUG] [LOCAL ] Loaded configuration for HIW: 3 features, 80.0% accuracy [2025-10-17T00:03:21.970940] [DEBUG] [LOCAL ] Loaded configuration for TAP: 4 features, 90.0% accuracy [2025-10-17T00:03:21.971240] [DEBUG] [LOCAL ] Loaded configuration for PKE: 3 features, 70.0% accuracy [2025-10-17T00:03:21.971537] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 2 features, 80.0% accuracy [2025-10-17T00:03:21.971830] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 0 features, 90.0% accuracy [2025-10-17T00:03:21.972131] [DEBUG] [LOCAL ] Loaded configuration for FMS: 5 features, 80.0% accuracy [2025-10-17T00:03:21.972430] [DEBUG] [LOCAL ] Loaded configuration for AIN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.972729] [DEBUG] [LOCAL ] Loaded configuration for ESS: 2 features, 90.0% accuracy [2025-10-17T00:03:21.973060] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-10-17T00:03:21.973344] [DEBUG] [LOCAL ] Loaded configuration for WMB: 1 features, 70.0% accuracy [2025-10-17T00:03:21.973671] [DEBUG] [LOCAL ] Loaded configuration for IPI: 4 features, 90.0% accuracy [2025-10-17T00:03:21.974041] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 2 features, 80.0% accuracy [2025-10-17T00:03:21.974362] [DEBUG] [LOCAL ] Loaded configuration for ALX: 0 features, 90.0% accuracy [2025-10-17T00:03:21.974667] [DEBUG] [LOCAL ] Loaded configuration for ASC: 1 features, 60.0% accuracy [2025-10-17T00:03:21.974951] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 70.0% accuracy [2025-10-17T00:03:21.975063] [DEBUG] [LOCAL ] Loaded configuration for BP: 3 features, 80.0% accuracy [2025-10-17T00:03:21.975384] [DEBUG] [LOCAL ] Loaded configuration for ECVT: 1 features, 70.0% accuracy [2025-10-17T00:03:21.975711] [DEBUG] [LOCAL ] Loaded configuration for BLK: 2 features, 90.0% accuracy [2025-10-17T00:03:21.976012] [DEBUG] [LOCAL ] Loaded configuration for TPR: 5 features, 70.0% accuracy [2025-10-17T00:03:21.976344] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.976688] [DEBUG] [LOCAL ] Loaded configuration for SG: 5 features, 90.0% accuracy [2025-10-17T00:03:21.977015] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-10-17T00:03:21.977335] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 3 features, 90.0% accuracy [2025-10-17T00:03:21.977618] [DEBUG] [LOCAL ] Loaded configuration for MITT: 1 features, 80.0% accuracy [2025-10-17T00:03:21.977944] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-10-17T00:03:21.978281] [DEBUG] [LOCAL ] Loaded configuration for VNCE: 2 features, 70.0% accuracy [2025-10-17T00:03:21.978565] [DEBUG] [LOCAL ] Loaded configuration for VVV: 4 features, 90.0% accuracy [2025-10-17T00:03:21.978885] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 4 features, 80.0% accuracy [2025-10-17T00:03:21.978996] [DEBUG] [LOCAL ] Loaded configuration for BDC: 1 features, 60.0% accuracy [2025-10-17T00:03:21.979316] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 3 features, 60.0% accuracy [2025-10-17T00:03:21.979615] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 2 features, 80.0% accuracy [2025-10-17T00:03:21.979927] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 60.0% accuracy [2025-10-17T00:03:21.980209] [DEBUG] [LOCAL ] Loaded configuration for CSL: 2 features, 40.0% accuracy [2025-10-17T00:03:21.980319] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 70.0% accuracy [2025-10-17T00:03:21.980593] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 90.0% accuracy [2025-10-17T00:03:21.980922] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 60.0% accuracy [2025-10-17T00:03:21.981201] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 50.0% accuracy [2025-10-17T00:03:21.981498] [DEBUG] [LOCAL ] Loaded configuration for EGY: 1 features, 90.0% accuracy [2025-10-17T00:03:21.981866] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 2 features, 70.0% accuracy [2025-10-17T00:03:21.982246] [DEBUG] [LOCAL ] Loaded configuration for DVA: 4 features, 90.0% accuracy [2025-10-17T00:03:21.982555] [DEBUG] [LOCAL ] Loaded configuration for TBN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.982883] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 60.0% accuracy [2025-10-17T00:03:21.983159] [DEBUG] [LOCAL ] Loaded configuration for SMG: 0 features, 70.0% accuracy [2025-10-17T00:03:21.983458] [DEBUG] [LOCAL ] Loaded configuration for USNA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.983794] [DEBUG] [LOCAL ] Loaded configuration for GM: 4 features, 70.0% accuracy [2025-10-17T00:03:21.984068] [DEBUG] [LOCAL ] Loaded configuration for K: 3 features, 60.0% accuracy [2025-10-17T00:03:21.984341] [DEBUG] [LOCAL ] Loaded configuration for BVN: 4 features, 80.0% accuracy [2025-10-17T00:03:21.984615] [DEBUG] [LOCAL ] Loaded configuration for THS: 2 features, 70.0% accuracy [2025-10-17T00:03:21.985035] [DEBUG] [LOCAL ] Loaded configuration for ITT: 5 features, 80.0% accuracy [2025-10-17T00:03:21.985338] [DEBUG] [LOCAL ] Loaded configuration for GCV: 2 features, 70.0% accuracy [2025-10-17T00:03:21.985690] [DEBUG] [LOCAL ] Loaded configuration for AGO: 2 features, 50.0% accuracy [2025-10-17T00:03:21.985975] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 80.0% accuracy [2025-10-17T00:03:21.986304] [DEBUG] [LOCAL ] Loaded configuration for SDHC: 2 features, 70.0% accuracy [2025-10-17T00:03:21.986603] [DEBUG] [LOCAL ] Loaded configuration for COTY: 2 features, 90.0% accuracy [2025-10-17T00:03:21.986928] [DEBUG] [LOCAL ] Loaded configuration for EQT: 0 features, 60.0% accuracy [2025-10-17T00:03:21.987209] [DEBUG] [LOCAL ] Loaded configuration for CF: 2 features, 80.0% accuracy [2025-10-17T00:03:21.987490] [DEBUG] [LOCAL ] Loaded configuration for INFA: 2 features, 70.0% accuracy [2025-10-17T00:03:21.987792] [DEBUG] [LOCAL ] Loaded configuration for UTL: 4 features, 80.0% accuracy [2025-10-17T00:03:21.988124] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-10-17T00:03:21.988489] [DEBUG] [LOCAL ] Loaded configuration for KLC: 3 features, 80.0% accuracy [2025-10-17T00:03:21.988778] [DEBUG] [LOCAL ] Loaded configuration for HTD: 0 features, 80.0% accuracy [2025-10-17T00:03:21.989064] [DEBUG] [LOCAL ] Loaded configuration for AX: 4 features, 100.0% accuracy [2025-10-17T00:03:21.989396] [DEBUG] [LOCAL ] Loaded configuration for EQNR: 1 features, 60.0% accuracy [2025-10-17T00:03:21.989700] [DEBUG] [LOCAL ] Loaded configuration for ALV: 2 features, 80.0% accuracy [2025-10-17T00:03:21.989790] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 50.0% accuracy [2025-10-17T00:03:21.990120] [DEBUG] [LOCAL ] Loaded configuration for CII: 0 features, 80.0% accuracy [2025-10-17T00:03:21.990391] [DEBUG] [LOCAL ] Loaded configuration for JHG: 1 features, 100.0% accuracy [2025-10-17T00:03:21.990694] [DEBUG] [LOCAL ] Loaded configuration for CNP: 2 features, 70.0% accuracy [2025-10-17T00:03:21.991000] [DEBUG] [LOCAL ] Loaded configuration for DKS: 2 features, 70.0% accuracy [2025-10-17T00:03:21.991334] [DEBUG] [LOCAL ] Loaded configuration for DIS: 1 features, 60.0% accuracy [2025-10-17T00:03:21.991606] [DEBUG] [LOCAL ] Loaded configuration for GS: 3 features, 80.0% accuracy [2025-10-17T00:03:21.991976] [DEBUG] [LOCAL ] Loaded configuration for KEN: 2 features, 80.0% accuracy [2025-10-17T00:03:21.992264] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 2 features, 60.0% accuracy [2025-10-17T00:03:21.992596] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-10-17T00:03:21.992768] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 5 features, 60.0% accuracy [2025-10-17T00:03:21.993062] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 1 features, 80.0% accuracy [2025-10-17T00:03:21.993392] [DEBUG] [LOCAL ] Loaded configuration for AP: 1 features, 60.0% accuracy [2025-10-17T00:03:21.993700] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 50.0% accuracy [2025-10-17T00:03:21.993810] [DEBUG] [LOCAL ] Loaded configuration for KSS: 4 features, 80.0% accuracy [2025-10-17T00:03:21.994093] [DEBUG] [LOCAL ] Loaded configuration for HLI: 1 features, 80.0% accuracy [2025-10-17T00:03:21.994417] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-10-17T00:03:21.994507] [DEBUG] [LOCAL ] Loaded configuration for EPRT: 3 features, 80.0% accuracy [2025-10-17T00:03:21.994817] [DEBUG] [LOCAL ] Loaded configuration for CNO: 2 features, 60.0% accuracy [2025-10-17T00:03:21.995115] [DEBUG] [LOCAL ] Loaded configuration for NVR: 1 features, 80.0% accuracy [2025-10-17T00:03:21.995414] [DEBUG] [LOCAL ] Loaded configuration for LYV: 4 features, 80.0% accuracy [2025-10-17T00:03:21.995694] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 5 features, 80.0% accuracy [2025-10-17T00:03:21.995803] [DEBUG] [LOCAL ] Loaded configuration for BNH: 1 features, 70.0% accuracy [2025-10-17T00:03:21.996113] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-10-17T00:03:21.996448] [DEBUG] [LOCAL ] Loaded configuration for HTH: 1 features, 80.0% accuracy [2025-10-17T00:03:21.996726] [DEBUG] [LOCAL ] Loaded configuration for CANG: 0 features, 70.0% accuracy [2025-10-17T00:03:21.997004] [DEBUG] [LOCAL ] Loaded configuration for BEPJ: 4 features, 80.0% accuracy [2025-10-17T00:03:21.997301] [DEBUG] [LOCAL ] Loaded configuration for WEA: 4 features, 90.0% accuracy [2025-10-17T00:03:21.997629] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 2 features, 70.0% accuracy [2025-10-17T00:03:21.998000] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 80.0% accuracy [2025-10-17T00:03:21.998303] [DEBUG] [LOCAL ] Loaded configuration for BHE: 3 features, 70.0% accuracy [2025-10-17T00:03:21.998666] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 2 features, 80.0% accuracy [2025-10-17T00:03:21.998960] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 5 features, 60.0% accuracy [2025-10-17T00:03:21.999262] [DEBUG] [LOCAL ] Loaded configuration for IQV: 3 features, 70.0% accuracy [2025-10-17T00:03:21.999563] [DEBUG] [LOCAL ] Loaded configuration for DLB: 4 features, 60.0% accuracy [2025-10-17T00:03:21.999887] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-10-17T00:03:22.000218] [DEBUG] [LOCAL ] Loaded configuration for LITB: 4 features, 100.0% accuracy [2025-10-17T00:03:22.000498] [DEBUG] [LOCAL ] Loaded configuration for SSD: 1 features, 50.0% accuracy [2025-10-17T00:03:22.000833] [DEBUG] [LOCAL ] Loaded configuration for SID: 3 features, 70.0% accuracy [2025-10-17T00:03:22.001127] [DEBUG] [LOCAL ] Loaded configuration for TDY: 4 features, 70.0% accuracy [2025-10-17T00:03:22.001487] [DEBUG] [LOCAL ] Loaded configuration for BW: 4 features, 90.0% accuracy [2025-10-17T00:03:22.001819] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-10-17T00:03:22.002098] [DEBUG] [LOCAL ] Loaded configuration for CPAY: 5 features, 50.0% accuracy [2025-10-17T00:03:22.002401] [DEBUG] [LOCAL ] Loaded configuration for HMY: 3 features, 70.0% accuracy [2025-10-17T00:03:22.002736] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 4 features, 70.0% accuracy [2025-10-17T00:03:22.002863] [DEBUG] [LOCAL ] Loaded configuration for AFB: 3 features, 80.0% accuracy [2025-10-17T00:03:22.003172] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 70.0% accuracy [2025-10-17T00:03:22.003486] [DEBUG] [LOCAL ] Loaded configuration for CLB: 2 features, 60.0% accuracy [2025-10-17T00:03:22.003778] [DEBUG] [LOCAL ] Loaded configuration for HPP: 3 features, 70.0% accuracy [2025-10-17T00:03:22.004117] [DEBUG] [LOCAL ] Loaded configuration for NXP: 2 features, 70.0% accuracy [2025-10-17T00:03:22.004427] [DEBUG] [LOCAL ] Loaded configuration for GVA: 2 features, 70.0% accuracy [2025-10-17T00:03:22.004836] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.005202] [DEBUG] [LOCAL ] Loaded configuration for DTW: 5 features, 80.0% accuracy [2025-10-17T00:03:22.005367] [DEBUG] [LOCAL ] Loaded configuration for AA: 2 features, 60.0% accuracy [2025-10-17T00:03:22.005765] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 70.0% accuracy [2025-10-17T00:03:22.006087] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 3 features, 80.0% accuracy [2025-10-17T00:03:22.006414] [DEBUG] [LOCAL ] Loaded configuration for CSV: 2 features, 60.0% accuracy [2025-10-17T00:03:22.006699] [DEBUG] [LOCAL ] Loaded configuration for CCS: 1 features, 70.0% accuracy [2025-10-17T00:03:22.006974] [DEBUG] [LOCAL ] Loaded configuration for THIR: 2 features, 80.0% accuracy [2025-10-17T00:03:22.007262] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 90.0% accuracy [2025-10-17T00:03:22.007583] [DEBUG] [LOCAL ] Loaded configuration for FFA: 3 features, 80.0% accuracy [2025-10-17T00:03:22.007925] [DEBUG] [LOCAL ] Loaded configuration for NXN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.008251] [DEBUG] [LOCAL ] Loaded configuration for STE: 1 features, 90.0% accuracy [2025-10-17T00:03:22.008558] [DEBUG] [LOCAL ] Loaded configuration for CCU: 3 features, 80.0% accuracy [2025-10-17T00:03:22.008867] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 100.0% accuracy [2025-10-17T00:03:22.009956] [DEBUG] [LOCAL ] Loaded configuration for GPMT: 3 features, 100.0% accuracy [2025-10-17T00:03:22.010241] [DEBUG] [LOCAL ] Loaded configuration for MDST: 1 features, 70.0% accuracy [2025-10-17T00:03:22.010579] [DEBUG] [LOCAL ] Loaded configuration for UZE: 4 features, 60.0% accuracy [2025-10-17T00:03:22.010902] [DEBUG] [LOCAL ] Loaded configuration for SBI: 2 features, 90.0% accuracy [2025-10-17T00:03:22.011239] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-10-17T00:03:22.011580] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 1 features, 80.0% accuracy [2025-10-17T00:03:22.011900] [DEBUG] [LOCAL ] Loaded configuration for DSU: 2 features, 100.0% accuracy [2025-10-17T00:03:22.012175] [DEBUG] [LOCAL ] Loaded configuration for TPC: 1 features, 80.0% accuracy [2025-10-17T00:03:22.012283] [DEBUG] [LOCAL ] Loaded configuration for EHI: 4 features, 80.0% accuracy [2025-10-17T00:03:22.012553] [DEBUG] [LOCAL ] Loaded configuration for TYG: 0 features, 70.0% accuracy [2025-10-17T00:03:22.012922] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 0 features, 60.0% accuracy [2025-10-17T00:03:22.013203] [DEBUG] [LOCAL ] Loaded configuration for CBNA: 2 features, 70.0% accuracy [2025-10-17T00:03:22.013526] [DEBUG] [LOCAL ] Loaded configuration for UTF: 3 features, 70.0% accuracy [2025-10-17T00:03:22.013851] [DEBUG] [LOCAL ] Loaded configuration for WBS: 0 features, 80.0% accuracy [2025-10-17T00:03:22.014155] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.015262] [DEBUG] [LOCAL ] Loaded configuration for ODV: 1 features, 70.0% accuracy [2025-10-17T00:03:22.015604] [DEBUG] [LOCAL ] Loaded configuration for AHH: 3 features, 100.0% accuracy [2025-10-17T00:03:22.016002] [DEBUG] [LOCAL ] Loaded configuration for TDG: 2 features, 60.0% accuracy [2025-10-17T00:03:22.016301] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 2 features, 70.0% accuracy [2025-10-17T00:03:22.016581] [DEBUG] [LOCAL ] Loaded configuration for SBR: 2 features, 70.0% accuracy [2025-10-17T00:03:22.016965] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-10-17T00:03:22.017261] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 70.0% accuracy [2025-10-17T00:03:22.017550] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.017876] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-10-17T00:03:22.018191] [DEBUG] [LOCAL ] Loaded configuration for CAE: 5 features, 70.0% accuracy [2025-10-17T00:03:22.018469] [DEBUG] [LOCAL ] Loaded configuration for CBU: 1 features, 100.0% accuracy [2025-10-17T00:03:22.018802] [DEBUG] [LOCAL ] Loaded configuration for LNC: 4 features, 80.0% accuracy [2025-10-17T00:03:22.019124] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 1 features, 50.0% accuracy [2025-10-17T00:03:22.019415] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 4 features, 90.0% accuracy [2025-10-17T00:03:22.019737] [DEBUG] [LOCAL ] Loaded configuration for TKO: 3 features, 60.0% accuracy [2025-10-17T00:03:22.020032] [DEBUG] [LOCAL ] Loaded configuration for GTY: 3 features, 90.0% accuracy [2025-10-17T00:03:22.020321] [DEBUG] [LOCAL ] Loaded configuration for WEX: 5 features, 90.0% accuracy [2025-10-17T00:03:22.020611] [DEBUG] [LOCAL ] Loaded configuration for SCI: 1 features, 90.0% accuracy [2025-10-17T00:03:22.020920] [DEBUG] [LOCAL ] Loaded configuration for ETW: 4 features, 80.0% accuracy [2025-10-17T00:03:22.021232] [DEBUG] [LOCAL ] Loaded configuration for KFRC: 1 features, 90.0% accuracy [2025-10-17T00:03:22.021557] [DEBUG] [LOCAL ] Loaded configuration for BWSN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.021870] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-10-17T00:03:22.022190] [DEBUG] [LOCAL ] Loaded configuration for GEO: 1 features, 50.0% accuracy [2025-10-17T00:03:22.022521] [DEBUG] [LOCAL ] Loaded configuration for SABA: 2 features, 70.0% accuracy [2025-10-17T00:03:22.022791] [DEBUG] [LOCAL ] Loaded configuration for MOV: 3 features, 80.0% accuracy [2025-10-17T00:03:22.023058] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 60.0% accuracy [2025-10-17T00:03:22.023374] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-10-17T00:03:22.023695] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.024013] [DEBUG] [LOCAL ] Loaded configuration for MHD: 2 features, 80.0% accuracy [2025-10-17T00:03:22.024102] [DEBUG] [LOCAL ] Loaded configuration for EHC: 5 features, 70.0% accuracy [2025-10-17T00:03:22.024369] [DEBUG] [LOCAL ] Loaded configuration for LTH: 0 features, 70.0% accuracy [2025-10-17T00:03:22.024688] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 90.0% accuracy [2025-10-17T00:03:22.025006] [DEBUG] [LOCAL ] Loaded configuration for HWM: 2 features, 90.0% accuracy [2025-10-17T00:03:22.025274] [DEBUG] [LOCAL ] Loaded configuration for NXC: 5 features, 90.0% accuracy [2025-10-17T00:03:22.025559] [DEBUG] [LOCAL ] Loaded configuration for VVX: 1 features, 100.0% accuracy [2025-10-17T00:03:22.025853] [DEBUG] [LOCAL ] Loaded configuration for CLS: 3 features, 80.0% accuracy [2025-10-17T00:03:22.026186] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-10-17T00:03:22.026485] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 100.0% accuracy [2025-10-17T00:03:22.026766] [DEBUG] [LOCAL ] Loaded configuration for BDX: 3 features, 80.0% accuracy [2025-10-17T00:03:22.027082] [DEBUG] [LOCAL ] Loaded configuration for HBB: 4 features, 70.0% accuracy [2025-10-17T00:03:22.027368] [DEBUG] [LOCAL ] Loaded configuration for MET: 0 features, 50.0% accuracy [2025-10-17T00:03:22.027674] [DEBUG] [LOCAL ] Loaded configuration for GDV: 2 features, 70.0% accuracy [2025-10-17T00:03:22.027954] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-10-17T00:03:22.028248] [DEBUG] [LOCAL ] Loaded configuration for ATR: 1 features, 70.0% accuracy [2025-10-17T00:03:22.028535] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.028868] [DEBUG] [LOCAL ] Loaded configuration for EL: 3 features, 90.0% accuracy [2025-10-17T00:03:22.029201] [DEBUG] [LOCAL ] Loaded configuration for MANU: 3 features, 70.0% accuracy [2025-10-17T00:03:22.029522] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 5 features, 90.0% accuracy [2025-10-17T00:03:22.029815] [DEBUG] [LOCAL ] Loaded configuration for MFM: 4 features, 80.0% accuracy [2025-10-17T00:03:22.030082] [DEBUG] [LOCAL ] Loaded configuration for FR: 1 features, 80.0% accuracy [2025-10-17T00:03:22.030377] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-10-17T00:03:22.030684] [DEBUG] [LOCAL ] Loaded configuration for WBX: 3 features, 60.0% accuracy [2025-10-17T00:03:22.031002] [DEBUG] [LOCAL ] Loaded configuration for YRD: 1 features, 60.0% accuracy [2025-10-17T00:03:22.031325] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 80.0% accuracy [2025-10-17T00:03:22.031604] [DEBUG] [LOCAL ] Loaded configuration for GPC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.031735] [DEBUG] [LOCAL ] Loaded configuration for AWI: 3 features, 80.0% accuracy [2025-10-17T00:03:22.031991] [DEBUG] [LOCAL ] Loaded configuration for GNE: 4 features, 100.0% accuracy [2025-10-17T00:03:22.032325] [DEBUG] [LOCAL ] Loaded configuration for BWLP: 2 features, 80.0% accuracy [2025-10-17T00:03:22.032679] [DEBUG] [LOCAL ] Loaded configuration for GPN: 1 features, 50.0% accuracy [2025-10-17T00:03:22.032952] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 1 features, 60.0% accuracy [2025-10-17T00:03:22.034019] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-10-17T00:03:22.034342] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 90.0% accuracy [2025-10-17T00:03:22.034695] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 60.0% accuracy [2025-10-17T00:03:22.035022] [DEBUG] [LOCAL ] Loaded configuration for CGV: 1 features, 70.0% accuracy [2025-10-17T00:03:22.035322] [DEBUG] [LOCAL ] Loaded configuration for TM: 0 features, 50.0% accuracy [2025-10-17T00:03:22.035686] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 60.0% accuracy [2025-10-17T00:03:22.035964] [DEBUG] [LOCAL ] Loaded configuration for TOST: 4 features, 90.0% accuracy [2025-10-17T00:03:22.036251] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 4 features, 70.0% accuracy [2025-10-17T00:03:22.036531] [DEBUG] [LOCAL ] Loaded configuration for BWXT: 3 features, 90.0% accuracy [2025-10-17T00:03:22.036822] [DEBUG] [LOCAL ] Loaded configuration for GRDN: 1 features, 50.0% accuracy [2025-10-17T00:03:22.037162] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-10-17T00:03:22.037479] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-10-17T00:03:22.037774] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-10-17T00:03:22.038087] [DEBUG] [LOCAL ] Loaded configuration for TFC: 2 features, 70.0% accuracy [2025-10-17T00:03:22.038416] [DEBUG] [LOCAL ] Loaded configuration for BOH: 3 features, 90.0% accuracy [2025-10-17T00:03:22.038704] [DEBUG] [LOCAL ] Loaded configuration for STK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.038973] [DEBUG] [LOCAL ] Loaded configuration for DEO: 3 features, 80.0% accuracy [2025-10-17T00:03:22.039305] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 90.0% accuracy [2025-10-17T00:03:22.039588] [DEBUG] [LOCAL ] Loaded configuration for JILL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.039736] [DEBUG] [LOCAL ] Loaded configuration for CIA: 3 features, 80.0% accuracy [2025-10-17T00:03:22.040014] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-10-17T00:03:22.040341] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 70.0% accuracy [2025-10-17T00:03:22.040736] [DEBUG] [LOCAL ] Loaded configuration for UMC: 4 features, 60.0% accuracy [2025-10-17T00:03:22.041039] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 50.0% accuracy [2025-10-17T00:03:22.041363] [DEBUG] [LOCAL ] Loaded configuration for TWI: 0 features, 70.0% accuracy [2025-10-17T00:03:22.041637] [DEBUG] [LOCAL ] Loaded configuration for MLM: 0 features, 60.0% accuracy [2025-10-17T00:03:22.041957] [DEBUG] [LOCAL ] Loaded configuration for ACM: 3 features, 80.0% accuracy [2025-10-17T00:03:22.042291] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 2 features, 60.0% accuracy [2025-10-17T00:03:22.042585] [DEBUG] [LOCAL ] Loaded configuration for WSR: 1 features, 50.0% accuracy [2025-10-17T00:03:22.042898] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 4 features, 80.0% accuracy [2025-10-17T00:03:22.043217] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 3 features, 90.0% accuracy [2025-10-17T00:03:22.043541] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-10-17T00:03:22.043810] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-10-17T00:03:22.044096] [DEBUG] [LOCAL ] Loaded configuration for EDU: 3 features, 80.0% accuracy [2025-10-17T00:03:22.044390] [DEBUG] [LOCAL ] Loaded configuration for TWO: 4 features, 90.0% accuracy [2025-10-17T00:03:22.044697] [DEBUG] [LOCAL ] Loaded configuration for AMTD: 7 features, 90.0% accuracy [2025-10-17T00:03:22.045014] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 70.0% accuracy [2025-10-17T00:03:22.045289] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 60.0% accuracy [2025-10-17T00:03:22.045736] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-10-17T00:03:22.046762] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 90.0% accuracy [2025-10-17T00:03:22.047092] [DEBUG] [LOCAL ] Loaded configuration for FINV: 3 features, 90.0% accuracy [2025-10-17T00:03:22.047371] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 70.0% accuracy [2025-10-17T00:03:22.047479] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-10-17T00:03:22.047807] [DEBUG] [LOCAL ] Loaded configuration for C: 3 features, 70.0% accuracy [2025-10-17T00:03:22.048098] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-10-17T00:03:22.048468] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 80.0% accuracy [2025-10-17T00:03:22.048764] [DEBUG] [LOCAL ] Loaded configuration for HQH: 2 features, 80.0% accuracy [2025-10-17T00:03:22.049071] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.049414] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 1 features, 90.0% accuracy [2025-10-17T00:03:22.049710] [DEBUG] [LOCAL ] Loaded configuration for WWW: 2 features, 70.0% accuracy [2025-10-17T00:03:22.049989] [DEBUG] [LOCAL ] Loaded configuration for BOE: 3 features, 70.0% accuracy [2025-10-17T00:03:22.050311] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-10-17T00:03:22.050584] [DEBUG] [LOCAL ] Loaded configuration for SB: 3 features, 90.0% accuracy [2025-10-17T00:03:22.050977] [DEBUG] [LOCAL ] Loaded configuration for VAC: 1 features, 90.0% accuracy [2025-10-17T00:03:22.051295] [DEBUG] [LOCAL ] Loaded configuration for LB: 5 features, 80.0% accuracy [2025-10-17T00:03:22.051559] [DEBUG] [LOCAL ] Loaded configuration for VPV: 1 features, 80.0% accuracy [2025-10-17T00:03:22.051864] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 90.0% accuracy [2025-10-17T00:03:22.052185] [DEBUG] [LOCAL ] Loaded configuration for DOC: 1 features, 50.0% accuracy [2025-10-17T00:03:22.052509] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-10-17T00:03:22.052831] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 4 features, 100.0% accuracy [2025-10-17T00:03:22.053151] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.053421] [DEBUG] [LOCAL ] Loaded configuration for LVS: 1 features, 90.0% accuracy [2025-10-17T00:03:22.053690] [DEBUG] [LOCAL ] Loaded configuration for THQ: 3 features, 60.0% accuracy [2025-10-17T00:03:22.053983] [DEBUG] [LOCAL ] Loaded configuration for SJM: 2 features, 60.0% accuracy [2025-10-17T00:03:22.054331] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 6 features, 70.0% accuracy [2025-10-17T00:03:22.054633] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-10-17T00:03:22.054968] [DEBUG] [LOCAL ] Loaded configuration for ANET: 4 features, 100.0% accuracy [2025-10-17T00:03:22.055240] [DEBUG] [LOCAL ] Loaded configuration for IDA: 1 features, 60.0% accuracy [2025-10-17T00:03:22.055514] [DEBUG] [LOCAL ] Loaded configuration for IRS: 1 features, 50.0% accuracy [2025-10-17T00:03:22.055845] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 90.0% accuracy [2025-10-17T00:03:22.056116] [DEBUG] [LOCAL ] Loaded configuration for BGH: 0 features, 60.0% accuracy [2025-10-17T00:03:22.056445] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-10-17T00:03:22.056733] [DEBUG] [LOCAL ] Loaded configuration for ONIT: 0 features, 60.0% accuracy [2025-10-17T00:03:22.057065] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 5 features, 80.0% accuracy [2025-10-17T00:03:22.057175] [DEBUG] [LOCAL ] Loaded configuration for FN: 1 features, 50.0% accuracy [2025-10-17T00:03:22.057444] [DEBUG] [LOCAL ] Loaded configuration for SON: 4 features, 80.0% accuracy [2025-10-17T00:03:22.057746] [DEBUG] [LOCAL ] Loaded configuration for TRU: 0 features, 70.0% accuracy [2025-10-17T00:03:22.058016] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 1 features, 80.0% accuracy [2025-10-17T00:03:22.058343] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.058694] [DEBUG] [LOCAL ] Loaded configuration for ESNT: 2 features, 60.0% accuracy [2025-10-17T00:03:22.058986] [DEBUG] [LOCAL ] Loaded configuration for NMR: 2 features, 70.0% accuracy [2025-10-17T00:03:22.059310] [DEBUG] [LOCAL ] Loaded configuration for IVT: 4 features, 80.0% accuracy [2025-10-17T00:03:22.059604] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.059916] [DEBUG] [LOCAL ] Loaded configuration for MODG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.060205] [DEBUG] [LOCAL ] Loaded configuration for DB: 1 features, 60.0% accuracy [2025-10-17T00:03:22.060525] [DEBUG] [LOCAL ] Loaded configuration for CLF: 4 features, 80.0% accuracy [2025-10-17T00:03:22.061589] [DEBUG] [LOCAL ] Loaded configuration for ELV: 1 features, 70.0% accuracy [2025-10-17T00:03:22.061908] [DEBUG] [LOCAL ] Loaded configuration for GGT: 0 features, 90.0% accuracy [2025-10-17T00:03:22.062216] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-10-17T00:03:22.062548] [DEBUG] [LOCAL ] Loaded configuration for QD: 1 features, 70.0% accuracy [2025-10-17T00:03:22.062849] [DEBUG] [LOCAL ] Loaded configuration for CLW: 0 features, 60.0% accuracy [2025-10-17T00:03:22.063180] [DEBUG] [LOCAL ] Loaded configuration for AUNA: 1 features, 100.0% accuracy [2025-10-17T00:03:22.063472] [DEBUG] [LOCAL ] Loaded configuration for BCE: 2 features, 70.0% accuracy [2025-10-17T00:03:22.063751] [DEBUG] [LOCAL ] Loaded configuration for TNC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.064023] [DEBUG] [LOCAL ] Loaded configuration for DXYZ: 1 features, 80.0% accuracy [2025-10-17T00:03:22.064344] [DEBUG] [LOCAL ] Loaded configuration for BKE: 8 features, 80.0% accuracy [2025-10-17T00:03:22.065292] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-10-17T00:03:22.065621] [DEBUG] [LOCAL ] Loaded configuration for LND: 1 features, 80.0% accuracy [2025-10-17T00:03:22.065954] [DEBUG] [LOCAL ] Loaded configuration for SEE: 3 features, 80.0% accuracy [2025-10-17T00:03:22.066250] [DEBUG] [LOCAL ] Loaded configuration for SW: 1 features, 100.0% accuracy [2025-10-17T00:03:22.066579] [DEBUG] [LOCAL ] Loaded configuration for ABT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.066928] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.067206] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-10-17T00:03:22.067527] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-10-17T00:03:22.067802] [DEBUG] [LOCAL ] Loaded configuration for NBB: 3 features, 80.0% accuracy [2025-10-17T00:03:22.067911] [DEBUG] [LOCAL ] Loaded configuration for DVN: 3 features, 70.0% accuracy [2025-10-17T00:03:22.068203] [DEBUG] [LOCAL ] Loaded configuration for ETB: 0 features, 70.0% accuracy [2025-10-17T00:03:22.068478] [DEBUG] [LOCAL ] Loaded configuration for FPI: 2 features, 70.0% accuracy [2025-10-17T00:03:22.068884] [DEBUG] [LOCAL ] Loaded configuration for PMO: 2 features, 80.0% accuracy [2025-10-17T00:03:22.069196] [DEBUG] [LOCAL ] Loaded configuration for EGP: 1 features, 70.0% accuracy [2025-10-17T00:03:22.069476] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 2 features, 60.0% accuracy [2025-10-17T00:03:22.069838] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 80.0% accuracy [2025-10-17T00:03:22.070172] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 3 features, 80.0% accuracy [2025-10-17T00:03:22.070453] [DEBUG] [LOCAL ] Loaded configuration for FDP: 2 features, 100.0% accuracy [2025-10-17T00:03:22.070542] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 0 features, 80.0% accuracy [2025-10-17T00:03:22.070842] [DEBUG] [LOCAL ] Loaded configuration for NCA: 0 features, 40.0% accuracy [2025-10-17T00:03:22.071165] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 3 features, 90.0% accuracy [2025-10-17T00:03:22.071437] [DEBUG] [LOCAL ] Loaded configuration for RFI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.071754] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-10-17T00:03:22.072031] [DEBUG] [LOCAL ] Loaded configuration for BXMT: 5 features, 70.0% accuracy [2025-10-17T00:03:22.072300] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-10-17T00:03:22.072573] [DEBUG] [LOCAL ] Loaded configuration for SOLV: 1 features, 70.0% accuracy [2025-10-17T00:03:22.073025] [DEBUG] [LOCAL ] Loaded configuration for WAL: 2 features, 70.0% accuracy [2025-10-17T00:03:22.073687] [DEBUG] [LOCAL ] Loaded configuration for THO: 1 features, 80.0% accuracy [2025-10-17T00:03:22.074139] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 3 features, 80.0% accuracy [2025-10-17T00:03:22.074466] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 4 features, 90.0% accuracy [2025-10-17T00:03:22.074762] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 1 features, 70.0% accuracy [2025-10-17T00:03:22.075064] [DEBUG] [LOCAL ] Loaded configuration for AEM: 2 features, 60.0% accuracy [2025-10-17T00:03:22.075355] [DEBUG] [LOCAL ] Loaded configuration for FMC: 2 features, 70.0% accuracy [2025-10-17T00:03:22.075445] [DEBUG] [LOCAL ] Loaded configuration for KT: 5 features, 80.0% accuracy [2025-10-17T00:03:22.075755] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 1 features, 70.0% accuracy [2025-10-17T00:03:22.076075] [DEBUG] [LOCAL ] Loaded configuration for GIS: 1 features, 100.0% accuracy [2025-10-17T00:03:22.076363] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 0 features, 60.0% accuracy [2025-10-17T00:03:22.076683] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 3 features, 70.0% accuracy [2025-10-17T00:03:22.077020] [DEBUG] [LOCAL ] Loaded configuration for VTS: 3 features, 70.0% accuracy [2025-10-17T00:03:22.077295] [DEBUG] [LOCAL ] Loaded configuration for MMM: 5 features, 90.0% accuracy [2025-10-17T00:03:22.077580] [DEBUG] [LOCAL ] Loaded configuration for AIO: 0 features, 70.0% accuracy [2025-10-17T00:03:22.077906] [DEBUG] [LOCAL ] Loaded configuration for HGV: 3 features, 60.0% accuracy [2025-10-17T00:03:22.078228] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 0 features, 70.0% accuracy [2025-10-17T00:03:22.078501] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 70.0% accuracy [2025-10-17T00:03:22.078789] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 90.0% accuracy [2025-10-17T00:03:22.079111] [DEBUG] [LOCAL ] Loaded configuration for GCI: 1 features, 50.0% accuracy [2025-10-17T00:03:22.079402] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.079692] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-10-17T00:03:22.080750] [DEBUG] [LOCAL ] Loaded configuration for D: 1 features, 90.0% accuracy [2025-10-17T00:03:22.081107] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 3 features, 70.0% accuracy [2025-10-17T00:03:22.081387] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-10-17T00:03:22.081684] [DEBUG] [LOCAL ] Loaded configuration for CCO: 3 features, 80.0% accuracy [2025-10-17T00:03:22.082015] [DEBUG] [LOCAL ] Loaded configuration for AMP: 2 features, 70.0% accuracy [2025-10-17T00:03:22.082294] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 60.0% accuracy [2025-10-17T00:03:22.082587] [DEBUG] [LOCAL ] Loaded configuration for CVX: 0 features, 60.0% accuracy [2025-10-17T00:03:22.082926] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-10-17T00:03:22.083216] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.083505] [DEBUG] [LOCAL ] Loaded configuration for ICL: 3 features, 90.0% accuracy [2025-10-17T00:03:22.083616] [DEBUG] [LOCAL ] Loaded configuration for CRM: 3 features, 80.0% accuracy [2025-10-17T00:03:22.084182] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 70.0% accuracy [2025-10-17T00:03:22.084517] [DEBUG] [LOCAL ] Loaded configuration for SRV: 4 features, 90.0% accuracy [2025-10-17T00:03:22.084626] [DEBUG] [LOCAL ] Loaded configuration for DEI: 2 features, 90.0% accuracy [2025-10-17T00:03:22.084951] [DEBUG] [LOCAL ] Loaded configuration for DTB: 2 features, 60.0% accuracy [2025-10-17T00:03:22.085244] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-10-17T00:03:22.085551] [DEBUG] [LOCAL ] Loaded configuration for COF: 3 features, 70.0% accuracy [2025-10-17T00:03:22.085907] [DEBUG] [LOCAL ] Loaded configuration for CWT: 4 features, 50.0% accuracy [2025-10-17T00:03:22.086182] [DEBUG] [LOCAL ] Loaded configuration for GNT: 3 features, 70.0% accuracy [2025-10-17T00:03:22.086471] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-10-17T00:03:22.086809] [DEBUG] [LOCAL ] Loaded configuration for AORT: 1 features, 80.0% accuracy [2025-10-17T00:03:22.087109] [DEBUG] [LOCAL ] Loaded configuration for TSI: 5 features, 80.0% accuracy [2025-10-17T00:03:22.087229] [DEBUG] [LOCAL ] Loaded configuration for EVTR: 5 features, 90.0% accuracy [2025-10-17T00:03:22.087539] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.087834] [DEBUG] [LOCAL ] Loaded configuration for WS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.088106] [DEBUG] [LOCAL ] Loaded configuration for EMN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.088423] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-10-17T00:03:22.088779] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 100.0% accuracy [2025-10-17T00:03:22.089202] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 2 features, 80.0% accuracy [2025-10-17T00:03:22.089635] [DEBUG] [LOCAL ] Loaded configuration for EMO: 3 features, 70.0% accuracy [2025-10-17T00:03:22.089967] [DEBUG] [LOCAL ] Loaded configuration for RWT: 5 features, 60.0% accuracy [2025-10-17T00:03:22.090250] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-10-17T00:03:22.090590] [DEBUG] [LOCAL ] Loaded configuration for DOW: 1 features, 80.0% accuracy [2025-10-17T00:03:22.090976] [DEBUG] [LOCAL ] Loaded configuration for KMT: 4 features, 90.0% accuracy [2025-10-17T00:03:22.091271] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 0 features, 70.0% accuracy [2025-10-17T00:03:22.091541] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-10-17T00:03:22.091824] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-10-17T00:03:22.092166] [DEBUG] [LOCAL ] Loaded configuration for VYX: 2 features, 100.0% accuracy [2025-10-17T00:03:22.092453] [DEBUG] [LOCAL ] Loaded configuration for EIX: 4 features, 80.0% accuracy [2025-10-17T00:03:22.092775] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 2 features, 80.0% accuracy [2025-10-17T00:03:22.093043] [DEBUG] [LOCAL ] Loaded configuration for ETY: 4 features, 80.0% accuracy [2025-10-17T00:03:22.093336] [DEBUG] [LOCAL ] Loaded configuration for A: 0 features, 70.0% accuracy [2025-10-17T00:03:22.093691] [DEBUG] [LOCAL ] Loaded configuration for LOB: 2 features, 70.0% accuracy [2025-10-17T00:03:22.093972] [DEBUG] [LOCAL ] Loaded configuration for NPK: 3 features, 90.0% accuracy [2025-10-17T00:03:22.094067] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-10-17T00:03:22.094364] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 2 features, 70.0% accuracy [2025-10-17T00:03:22.094634] [DEBUG] [LOCAL ] Loaded configuration for BRC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.094950] [DEBUG] [LOCAL ] Loaded configuration for BA: 2 features, 80.0% accuracy [2025-10-17T00:03:22.095241] [DEBUG] [LOCAL ] Loaded configuration for PFN: 3 features, 70.0% accuracy [2025-10-17T00:03:22.095573] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 70.0% accuracy [2025-10-17T00:03:22.095903] [DEBUG] [LOCAL ] Loaded configuration for KOF: 2 features, 60.0% accuracy [2025-10-17T00:03:22.096173] [DEBUG] [LOCAL ] Loaded configuration for EQH: 2 features, 90.0% accuracy [2025-10-17T00:03:22.096444] [DEBUG] [LOCAL ] Loaded configuration for BSL: 4 features, 80.0% accuracy [2025-10-17T00:03:22.096768] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-10-17T00:03:22.097100] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-10-17T00:03:22.097402] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 2 features, 70.0% accuracy [2025-10-17T00:03:22.097690] [DEBUG] [LOCAL ] Loaded configuration for MCN: 3 features, 80.0% accuracy [2025-10-17T00:03:22.097974] [DEBUG] [LOCAL ] Loaded configuration for IDT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.098263] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-10-17T00:03:22.098535] [DEBUG] [LOCAL ] Loaded configuration for SKE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.098826] [DEBUG] [LOCAL ] Loaded configuration for MAC: 3 features, 90.0% accuracy [2025-10-17T00:03:22.099149] [DEBUG] [LOCAL ] Loaded configuration for SPG: 3 features, 60.0% accuracy [2025-10-17T00:03:22.099437] [DEBUG] [LOCAL ] Loaded configuration for ITW: 3 features, 80.0% accuracy [2025-10-17T00:03:22.099711] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 1 features, 80.0% accuracy [2025-10-17T00:03:22.100035] [DEBUG] [LOCAL ] Loaded configuration for SBS: 4 features, 70.0% accuracy [2025-10-17T00:03:22.100324] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 1 features, 80.0% accuracy [2025-10-17T00:03:22.100613] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 4 features, 80.0% accuracy [2025-10-17T00:03:22.100945] [DEBUG] [LOCAL ] Loaded configuration for U: 1 features, 90.0% accuracy [2025-10-17T00:03:22.101219] [DEBUG] [LOCAL ] Loaded configuration for PSF: 2 features, 80.0% accuracy [2025-10-17T00:03:22.101494] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 5 features, 80.0% accuracy [2025-10-17T00:03:22.101823] [DEBUG] [LOCAL ] Loaded configuration for PSBD: 5 features, 80.0% accuracy [2025-10-17T00:03:22.102113] [DEBUG] [LOCAL ] Loaded configuration for SNN: 1 features, 60.0% accuracy [2025-10-17T00:03:22.102392] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 3 features, 50.0% accuracy [2025-10-17T00:03:22.102482] [DEBUG] [LOCAL ] Loaded configuration for ATMU: 1 features, 60.0% accuracy [2025-10-17T00:03:22.102749] [DEBUG] [LOCAL ] Loaded configuration for GETY: 3 features, 50.0% accuracy [2025-10-17T00:03:22.103092] [DEBUG] [LOCAL ] Loaded configuration for PDS: 1 features, 80.0% accuracy [2025-10-17T00:03:22.103364] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-10-17T00:03:22.103668] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 90.0% accuracy [2025-10-17T00:03:22.103958] [DEBUG] [LOCAL ] Loaded configuration for LNG: 4 features, 70.0% accuracy [2025-10-17T00:03:22.104292] [DEBUG] [LOCAL ] Loaded configuration for WSO: 0 features, 60.0% accuracy [2025-10-17T00:03:22.104567] [DEBUG] [LOCAL ] Loaded configuration for CNS: 4 features, 80.0% accuracy [2025-10-17T00:03:22.104900] [DEBUG] [LOCAL ] Loaded configuration for SMP: 5 features, 60.0% accuracy [2025-10-17T00:03:22.105212] [DEBUG] [LOCAL ] Loaded configuration for BWG: 1 features, 60.0% accuracy [2025-10-17T00:03:22.105496] [DEBUG] [LOCAL ] Loaded configuration for LXP: 0 features, 60.0% accuracy [2025-10-17T00:03:22.105785] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 90.0% accuracy [2025-10-17T00:03:22.105873] [DEBUG] [LOCAL ] Loaded configuration for ABM: 1 features, 70.0% accuracy [2025-10-17T00:03:22.106435] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 3 features, 70.0% accuracy [2025-10-17T00:03:22.106767] [DEBUG] [LOCAL ] Loaded configuration for AIG: 2 features, 60.0% accuracy [2025-10-17T00:03:22.107096] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 90.0% accuracy [2025-10-17T00:03:22.107375] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-10-17T00:03:22.107464] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-10-17T00:03:22.107779] [DEBUG] [LOCAL ] Loaded configuration for BMN: 2 features, 90.0% accuracy [2025-10-17T00:03:22.108085] [DEBUG] [LOCAL ] Loaded configuration for DINO: 1 features, 80.0% accuracy [2025-10-17T00:03:22.108454] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 80.0% accuracy [2025-10-17T00:03:22.108741] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 90.0% accuracy [2025-10-17T00:03:22.109035] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-10-17T00:03:22.109333] [DEBUG] [LOCAL ] Loaded configuration for GEV: 1 features, 70.0% accuracy [2025-10-17T00:03:22.109684] [DEBUG] [LOCAL ] Loaded configuration for GNW: 4 features, 80.0% accuracy [2025-10-17T00:03:22.109794] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 1 features, 70.0% accuracy [2025-10-17T00:03:22.110068] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 2 features, 70.0% accuracy [2025-10-17T00:03:22.110339] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 80.0% accuracy [2025-10-17T00:03:22.110610] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.110973] [DEBUG] [LOCAL ] Loaded configuration for NCV: 1 features, 90.0% accuracy [2025-10-17T00:03:22.111245] [DEBUG] [LOCAL ] Loaded configuration for SGU: 4 features, 80.0% accuracy [2025-10-17T00:03:22.111517] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-10-17T00:03:22.111853] [DEBUG] [LOCAL ] Loaded configuration for URI: 5 features, 40.0% accuracy [2025-10-17T00:03:22.112160] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 70.0% accuracy [2025-10-17T00:03:22.112432] [DEBUG] [LOCAL ] Loaded configuration for SBH: 2 features, 80.0% accuracy [2025-10-17T00:03:22.112759] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-10-17T00:03:22.113061] [DEBUG] [LOCAL ] Loaded configuration for IH: 2 features, 80.0% accuracy [2025-10-17T00:03:22.113493] [DEBUG] [LOCAL ] Loaded configuration for BBAR: 1 features, 60.0% accuracy [2025-10-17T00:03:22.113818] [DEBUG] [LOCAL ] Loaded configuration for BOND: 4 features, 50.0% accuracy [2025-10-17T00:03:22.114114] [DEBUG] [LOCAL ] Loaded configuration for MHO: 0 features, 70.0% accuracy [2025-10-17T00:03:22.114402] [DEBUG] [LOCAL ] Loaded configuration for EME: 1 features, 80.0% accuracy [2025-10-17T00:03:22.114695] [DEBUG] [LOCAL ] Loaded configuration for AMC: 3 features, 80.0% accuracy [2025-10-17T00:03:22.114987] [DEBUG] [LOCAL ] Loaded configuration for CFR: 1 features, 90.0% accuracy [2025-10-17T00:03:22.115347] [DEBUG] [LOCAL ] Loaded configuration for TDF: 1 features, 60.0% accuracy [2025-10-17T00:03:22.115679] [DEBUG] [LOCAL ] Loaded configuration for ALK: 1 features, 90.0% accuracy [2025-10-17T00:03:22.116024] [DEBUG] [LOCAL ] Loaded configuration for WY: 3 features, 60.0% accuracy [2025-10-17T00:03:22.116342] [DEBUG] [LOCAL ] Loaded configuration for KW: 2 features, 70.0% accuracy [2025-10-17T00:03:22.116694] [DEBUG] [LOCAL ] Loaded configuration for ECG: 1 features, 100.0% accuracy [2025-10-17T00:03:22.116992] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 80.0% accuracy [2025-10-17T00:03:22.117290] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.117400] [DEBUG] [LOCAL ] Loaded configuration for JRS: 3 features, 90.0% accuracy [2025-10-17T00:03:22.117680] [DEBUG] [LOCAL ] Loaded configuration for LOAR: 4 features, 80.0% accuracy [2025-10-17T00:03:22.117947] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.121767] [DEBUG] [LOCAL ] Loaded configuration for SVV: 3 features, 80.0% accuracy [2025-10-17T00:03:22.122145] [DEBUG] [LOCAL ] Loaded configuration for STT: 3 features, 70.0% accuracy [2025-10-17T00:03:22.122435] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 2 features, 70.0% accuracy [2025-10-17T00:03:22.122718] [DEBUG] [LOCAL ] Loaded configuration for FRO: 1 features, 60.0% accuracy [2025-10-17T00:03:22.123018] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 70.0% accuracy [2025-10-17T00:03:22.123298] [DEBUG] [LOCAL ] Loaded configuration for KKR: 3 features, 60.0% accuracy [2025-10-17T00:03:22.123682] [DEBUG] [LOCAL ] Loaded configuration for IRM: 4 features, 90.0% accuracy [2025-10-17T00:03:22.124010] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-10-17T00:03:22.124338] [DEBUG] [LOCAL ] Loaded configuration for LAW: 2 features, 60.0% accuracy [2025-10-17T00:03:22.124672] [DEBUG] [LOCAL ] Loaded configuration for GENI: 2 features, 60.0% accuracy [2025-10-17T00:03:22.125050] [DEBUG] [LOCAL ] Loaded configuration for WKC: 1 features, 60.0% accuracy [2025-10-17T00:03:22.125373] [DEBUG] [LOCAL ] Loaded configuration for FMY: 2 features, 80.0% accuracy [2025-10-17T00:03:22.125710] [DEBUG] [LOCAL ] Loaded configuration for VTR: 1 features, 70.0% accuracy [2025-10-17T00:03:22.126008] [DEBUG] [LOCAL ] Loaded configuration for AS: 3 features, 80.0% accuracy [2025-10-17T00:03:22.126306] [DEBUG] [LOCAL ] Loaded configuration for JCI: 2 features, 70.0% accuracy [2025-10-17T00:03:22.126630] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 50.0% accuracy [2025-10-17T00:03:22.126760] [DEBUG] [LOCAL ] Loaded configuration for CLVT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.127039] [DEBUG] [LOCAL ] Loaded configuration for SR: 3 features, 90.0% accuracy [2025-10-17T00:03:22.127331] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 3 features, 70.0% accuracy [2025-10-17T00:03:22.127621] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-10-17T00:03:22.127946] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-10-17T00:03:22.128235] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.128343] [DEBUG] [LOCAL ] Loaded configuration for CAL: 4 features, 80.0% accuracy [2025-10-17T00:03:22.128727] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-10-17T00:03:22.129023] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-10-17T00:03:22.129354] [DEBUG] [LOCAL ] Loaded configuration for GRNT: 3 features, 90.0% accuracy [2025-10-17T00:03:22.129685] [DEBUG] [LOCAL ] Loaded configuration for KFS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.129999] [DEBUG] [LOCAL ] Loaded configuration for RIG: 3 features, 70.0% accuracy [2025-10-17T00:03:22.130327] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-10-17T00:03:22.130632] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-10-17T00:03:22.130978] [DEBUG] [LOCAL ] Loaded configuration for BUI: 0 features, 70.0% accuracy [2025-10-17T00:03:22.131295] [DEBUG] [LOCAL ] Loaded configuration for SWX: 2 features, 60.0% accuracy [2025-10-17T00:03:22.131578] [DEBUG] [LOCAL ] Loaded configuration for BXP: 0 features, 80.0% accuracy [2025-10-17T00:03:22.131897] [DEBUG] [LOCAL ] Loaded configuration for FXED: 5 features, 60.0% accuracy [2025-10-17T00:03:22.132003] [DEBUG] [LOCAL ] Loaded configuration for APLE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.132286] [DEBUG] [LOCAL ] Loaded configuration for ATHS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.132558] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 1 features, 90.0% accuracy [2025-10-17T00:03:22.132912] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-10-17T00:03:22.133199] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-10-17T00:03:22.133496] [DEBUG] [LOCAL ] Loaded configuration for EQV: 0 features, 50.0% accuracy [2025-10-17T00:03:22.133782] [DEBUG] [LOCAL ] Loaded configuration for COMP: 3 features, 70.0% accuracy [2025-10-17T00:03:22.133869] [DEBUG] [LOCAL ] Loaded configuration for CPT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.134144] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-10-17T00:03:22.134444] [DEBUG] [LOCAL ] Loaded configuration for AI: 1 features, 80.0% accuracy [2025-10-17T00:03:22.134785] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 3 features, 80.0% accuracy [2025-10-17T00:03:22.135077] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 60.0% accuracy [2025-10-17T00:03:22.135355] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 80.0% accuracy [2025-10-17T00:03:22.135687] [DEBUG] [LOCAL ] Loaded configuration for BTE: 2 features, 100.0% accuracy [2025-10-17T00:03:22.136012] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 5 features, 90.0% accuracy [2025-10-17T00:03:22.136308] [DEBUG] [LOCAL ] Loaded configuration for GCTS: 1 features, 70.0% accuracy [2025-10-17T00:03:22.136632] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 100.0% accuracy [2025-10-17T00:03:22.136967] [DEBUG] [LOCAL ] Loaded configuration for FOF: 3 features, 80.0% accuracy [2025-10-17T00:03:22.137298] [DEBUG] [LOCAL ] Loaded configuration for UNP: 1 features, 80.0% accuracy [2025-10-17T00:03:22.137592] [DEBUG] [LOCAL ] Loaded configuration for TRC: 1 features, 60.0% accuracy [2025-10-17T00:03:22.137917] [DEBUG] [LOCAL ] Loaded configuration for HZO: 4 features, 90.0% accuracy [2025-10-17T00:03:22.138245] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 1 features, 50.0% accuracy [2025-10-17T00:03:22.138565] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 70.0% accuracy [2025-10-17T00:03:22.138915] [DEBUG] [LOCAL ] Loaded configuration for NIM: 1 features, 60.0% accuracy [2025-10-17T00:03:22.139182] [DEBUG] [LOCAL ] Loaded configuration for NPV: 2 features, 70.0% accuracy [2025-10-17T00:03:22.139508] [DEBUG] [LOCAL ] Loaded configuration for LW: 6 features, 90.0% accuracy [2025-10-17T00:03:22.139782] [DEBUG] [LOCAL ] Loaded configuration for VICI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.140113] [DEBUG] [LOCAL ] Loaded configuration for DK: 2 features, 80.0% accuracy [2025-10-17T00:03:22.140398] [DEBUG] [LOCAL ] Loaded configuration for MITP: 1 features, 70.0% accuracy [2025-10-17T00:03:22.140691] [DEBUG] [LOCAL ] Loaded configuration for CXM: 2 features, 70.0% accuracy [2025-10-17T00:03:22.140977] [DEBUG] [LOCAL ] Loaded configuration for DDL: 2 features, 70.0% accuracy [2025-10-17T00:03:22.141066] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 2 features, 90.0% accuracy [2025-10-17T00:03:22.141330] [DEBUG] [LOCAL ] Loaded configuration for AWP: 1 features, 50.0% accuracy [2025-10-17T00:03:22.141619] [DEBUG] [LOCAL ] Loaded configuration for ESE: 1 features, 90.0% accuracy [2025-10-17T00:03:22.141946] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 90.0% accuracy [2025-10-17T00:03:22.142286] [DEBUG] [LOCAL ] Loaded configuration for FCN: 2 features, 60.0% accuracy [2025-10-17T00:03:22.142604] [DEBUG] [LOCAL ] Loaded configuration for FVR: 1 features, 60.0% accuracy [2025-10-17T00:03:22.142934] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-10-17T00:03:22.143200] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-10-17T00:03:22.143537] [DEBUG] [LOCAL ] Loaded configuration for CMU: 3 features, 60.0% accuracy [2025-10-17T00:03:22.143807] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 3 features, 90.0% accuracy [2025-10-17T00:03:22.143894] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-10-17T00:03:22.144188] [DEBUG] [LOCAL ] Loaded configuration for MYN: 2 features, 60.0% accuracy [2025-10-17T00:03:22.144505] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 90.0% accuracy [2025-10-17T00:03:22.144791] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 40.0% accuracy [2025-10-17T00:03:22.145059] [DEBUG] [LOCAL ] Loaded configuration for DECK: 3 features, 70.0% accuracy [2025-10-17T00:03:22.145347] [DEBUG] [LOCAL ] Loaded configuration for GNK: 0 features, 80.0% accuracy [2025-10-17T00:03:22.145634] [DEBUG] [LOCAL ] Loaded configuration for AWR: 2 features, 80.0% accuracy [2025-10-17T00:03:22.145937] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 3 features, 60.0% accuracy [2025-10-17T00:03:22.146221] [DEBUG] [LOCAL ] Loaded configuration for VBF: 1 features, 80.0% accuracy [2025-10-17T00:03:22.146521] [DEBUG] [LOCAL ] Loaded configuration for BGX: 2 features, 70.0% accuracy [2025-10-17T00:03:22.146630] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 90.0% accuracy [2025-10-17T00:03:22.146984] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-10-17T00:03:22.147254] [DEBUG] [LOCAL ] Loaded configuration for WAT: 1 features, 80.0% accuracy [2025-10-17T00:03:22.147521] [DEBUG] [LOCAL ] Loaded configuration for TDW: 2 features, 70.0% accuracy [2025-10-17T00:03:22.147791] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.148109] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 40.0% accuracy [2025-10-17T00:03:22.148438] [DEBUG] [LOCAL ] Loaded configuration for INVX: 5 features, 80.0% accuracy [2025-10-17T00:03:22.148742] [DEBUG] [LOCAL ] Loaded configuration for SCD: 4 features, 80.0% accuracy [2025-10-17T00:03:22.149030] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-10-17T00:03:22.149352] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-10-17T00:03:22.149623] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 1 features, 90.0% accuracy [2025-10-17T00:03:22.149979] [DEBUG] [LOCAL ] Loaded configuration for LOW: 2 features, 80.0% accuracy [2025-10-17T00:03:22.150274] [DEBUG] [LOCAL ] Loaded configuration for LNN: 2 features, 70.0% accuracy [2025-10-17T00:03:22.150597] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 5 features, 90.0% accuracy [2025-10-17T00:03:22.150927] [DEBUG] [LOCAL ] Loaded configuration for GF: 2 features, 60.0% accuracy [2025-10-17T00:03:22.151246] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 5 features, 90.0% accuracy [2025-10-17T00:03:22.151529] [DEBUG] [LOCAL ] Loaded configuration for DOV: 7 features, 80.0% accuracy [2025-10-17T00:03:22.151872] [DEBUG] [LOCAL ] Loaded configuration for TBI: 1 features, 90.0% accuracy [2025-10-17T00:03:22.152180] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 1 features, 70.0% accuracy [2025-10-17T00:03:22.152471] [DEBUG] [LOCAL ] Loaded configuration for JLL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.152866] [DEBUG] [LOCAL ] Loaded configuration for MGF: 3 features, 70.0% accuracy [2025-10-17T00:03:22.153409] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-10-17T00:03:22.153995] [DEBUG] [LOCAL ] Loaded configuration for AON: 3 features, 90.0% accuracy [2025-10-17T00:03:22.154443] [DEBUG] [LOCAL ] Loaded configuration for UL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.154591] [DEBUG] [LOCAL ] Loaded configuration for FCF: 0 features, 70.0% accuracy [2025-10-17T00:03:22.155053] [DEBUG] [LOCAL ] Loaded configuration for SOL: 1 features, 90.0% accuracy [2025-10-17T00:03:22.155434] [DEBUG] [LOCAL ] Loaded configuration for WELL: 4 features, 80.0% accuracy [2025-10-17T00:03:22.155759] [DEBUG] [LOCAL ] Loaded configuration for VVR: 4 features, 80.0% accuracy [2025-10-17T00:03:22.155853] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 4 features, 90.0% accuracy [2025-10-17T00:03:22.156169] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-10-17T00:03:22.156503] [DEBUG] [LOCAL ] Loaded configuration for CVI: 3 features, 80.0% accuracy [2025-10-17T00:03:22.156852] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 5 features, 70.0% accuracy [2025-10-17T00:03:22.157141] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 3 features, 80.0% accuracy [2025-10-17T00:03:22.157427] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 3 features, 90.0% accuracy [2025-10-17T00:03:22.157695] [DEBUG] [LOCAL ] Loaded configuration for VZ: 1 features, 80.0% accuracy [2025-10-17T00:03:22.158031] [DEBUG] [LOCAL ] Loaded configuration for AMH: 2 features, 50.0% accuracy [2025-10-17T00:03:22.158338] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 0 features, 70.0% accuracy [2025-10-17T00:03:22.158428] [DEBUG] [LOCAL ] Loaded configuration for DTE: 3 features, 70.0% accuracy [2025-10-17T00:03:22.158729] [DEBUG] [LOCAL ] Loaded configuration for NGS: 1 features, 70.0% accuracy [2025-10-17T00:03:22.159001] [DEBUG] [LOCAL ] Loaded configuration for BAC: 2 features, 100.0% accuracy [2025-10-17T00:03:22.159287] [DEBUG] [LOCAL ] Loaded configuration for TPH: 1 features, 60.0% accuracy [2025-10-17T00:03:22.159553] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-10-17T00:03:22.159852] [DEBUG] [LOCAL ] Loaded configuration for SSB: 2 features, 80.0% accuracy [2025-10-17T00:03:22.160122] [DEBUG] [LOCAL ] Loaded configuration for MGR: 2 features, 100.0% accuracy [2025-10-17T00:03:22.160427] [DEBUG] [LOCAL ] Loaded configuration for TK: 0 features, 80.0% accuracy [2025-10-17T00:03:22.160735] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 60.0% accuracy [2025-10-17T00:03:22.161070] [DEBUG] [LOCAL ] Loaded configuration for PMM: 3 features, 80.0% accuracy [2025-10-17T00:03:22.161391] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 2 features, 40.0% accuracy [2025-10-17T00:03:22.161715] [DEBUG] [LOCAL ] Loaded configuration for WFG: 0 features, 50.0% accuracy [2025-10-17T00:03:22.162083] [DEBUG] [LOCAL ] Loaded configuration for FLR: 2 features, 60.0% accuracy [2025-10-17T00:03:22.162391] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 6 features, 80.0% accuracy [2025-10-17T00:03:22.162719] [DEBUG] [LOCAL ] Loaded configuration for SU: 1 features, 70.0% accuracy [2025-10-17T00:03:22.163003] [DEBUG] [LOCAL ] Loaded configuration for LDP: 4 features, 90.0% accuracy [2025-10-17T00:03:22.163375] [DEBUG] [LOCAL ] Loaded configuration for CXE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.163691] [DEBUG] [LOCAL ] Loaded configuration for DY: 1 features, 80.0% accuracy [2025-10-17T00:03:22.163779] [DEBUG] [LOCAL ] Loaded configuration for DBL: 0 features, 60.0% accuracy [2025-10-17T00:03:22.164090] [DEBUG] [LOCAL ] Loaded configuration for STAG: 3 features, 80.0% accuracy [2025-10-17T00:03:22.164432] [DEBUG] [LOCAL ] Loaded configuration for BLX: 3 features, 70.0% accuracy [2025-10-17T00:03:22.164733] [DEBUG] [LOCAL ] Loaded configuration for WM: 3 features, 60.0% accuracy [2025-10-17T00:03:22.165021] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-10-17T00:03:22.165297] [DEBUG] [LOCAL ] Loaded configuration for DAL: 5 features, 100.0% accuracy [2025-10-17T00:03:22.165609] [DEBUG] [LOCAL ] Loaded configuration for NMT: 1 features, 90.0% accuracy [2025-10-17T00:03:22.166015] [DEBUG] [LOCAL ] Loaded configuration for SAH: 1 features, 100.0% accuracy [2025-10-17T00:03:22.166322] [DEBUG] [LOCAL ] Loaded configuration for HYTR: 3 features, 60.0% accuracy [2025-10-17T00:03:22.166429] [DEBUG] [LOCAL ] Loaded configuration for CINT: 0 features, 70.0% accuracy [2025-10-17T00:03:22.166721] [DEBUG] [LOCAL ] Loaded configuration for BROS: 2 features, 50.0% accuracy [2025-10-17T00:03:22.167010] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 90.0% accuracy [2025-10-17T00:03:22.167345] [DEBUG] [LOCAL ] Loaded configuration for SKT: 2 features, 70.0% accuracy [2025-10-17T00:03:22.167684] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 0 features, 70.0% accuracy [2025-10-17T00:03:22.168003] [DEBUG] [LOCAL ] Loaded configuration for PCM: 2 features, 80.0% accuracy [2025-10-17T00:03:22.168109] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 2 features, 40.0% accuracy [2025-10-17T00:03:22.168446] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 2 features, 80.0% accuracy [2025-10-17T00:03:22.168783] [DEBUG] [LOCAL ] Loaded configuration for BH: 2 features, 50.0% accuracy [2025-10-17T00:03:22.168889] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 4 features, 90.0% accuracy [2025-10-17T00:03:22.169215] [DEBUG] [LOCAL ] Loaded configuration for SLB: 1 features, 80.0% accuracy [2025-10-17T00:03:22.169543] [DEBUG] [LOCAL ] Loaded configuration for VGM: 0 features, 60.0% accuracy [2025-10-17T00:03:22.169864] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 90.0% accuracy [2025-10-17T00:03:22.170138] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-10-17T00:03:22.170427] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 2 features, 70.0% accuracy [2025-10-17T00:03:22.170727] [DEBUG] [LOCAL ] Loaded configuration for SHG: 5 features, 80.0% accuracy [2025-10-17T00:03:22.171032] [DEBUG] [LOCAL ] Loaded configuration for FOR: 1 features, 70.0% accuracy [2025-10-17T00:03:22.171320] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-10-17T00:03:22.171407] [DEBUG] [LOCAL ] Loaded configuration for KRC: 2 features, 80.0% accuracy [2025-10-17T00:03:22.171679] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 80.0% accuracy [2025-10-17T00:03:22.172006] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 1 features, 80.0% accuracy [2025-10-17T00:03:22.172317] [DEBUG] [LOCAL ] Loaded configuration for UA: 1 features, 60.0% accuracy [2025-10-17T00:03:22.172698] [DEBUG] [LOCAL ] Loaded configuration for EGO: 2 features, 60.0% accuracy [2025-10-17T00:03:22.173029] [DEBUG] [LOCAL ] Loaded configuration for EQR: 5 features, 90.0% accuracy [2025-10-17T00:03:22.173330] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-10-17T00:03:22.173637] [DEBUG] [LOCAL ] Loaded configuration for SITC: 0 features, 70.0% accuracy [2025-10-17T00:03:22.173981] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.174069] [DEBUG] [LOCAL ] Loaded configuration for DMA: 3 features, 80.0% accuracy [2025-10-17T00:03:22.174334] [DEBUG] [LOCAL ] Loaded configuration for EW: 3 features, 70.0% accuracy [2025-10-17T00:03:22.174803] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 4 features, 50.0% accuracy [2025-10-17T00:03:22.175113] [DEBUG] [LOCAL ] Loaded configuration for PERF: 2 features, 80.0% accuracy [2025-10-17T00:03:22.175452] [DEBUG] [LOCAL ] Loaded configuration for SSL: 1 features, 50.0% accuracy [2025-10-17T00:03:22.175759] [DEBUG] [LOCAL ] Loaded configuration for SXT: 4 features, 70.0% accuracy [2025-10-17T00:03:22.176036] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-10-17T00:03:22.176351] [DEBUG] [LOCAL ] Loaded configuration for UGP: 2 features, 80.0% accuracy [2025-10-17T00:03:22.176690] [DEBUG] [LOCAL ] Loaded configuration for FUL: 4 features, 70.0% accuracy [2025-10-17T00:03:22.177009] [DEBUG] [LOCAL ] Loaded configuration for YSG: 3 features, 80.0% accuracy [2025-10-17T00:03:22.177097] [DEBUG] [LOCAL ] Loaded configuration for DLY: 1 features, 60.0% accuracy [2025-10-17T00:03:22.177361] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.177679] [DEBUG] [LOCAL ] Loaded configuration for VFC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.177948] [DEBUG] [LOCAL ] Loaded configuration for CDP: 7 features, 90.0% accuracy [2025-10-17T00:03:22.178240] [DEBUG] [LOCAL ] Loaded configuration for AIT: 0 features, 50.0% accuracy [2025-10-17T00:03:22.178566] [DEBUG] [LOCAL ] Loaded configuration for TKC: 2 features, 80.0% accuracy [2025-10-17T00:03:22.178872] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 5 features, 90.0% accuracy [2025-10-17T00:03:22.179148] [DEBUG] [LOCAL ] Loaded configuration for BMA: 1 features, 80.0% accuracy [2025-10-17T00:03:22.179425] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 3 features, 70.0% accuracy [2025-10-17T00:03:22.179752] [DEBUG] [LOCAL ] Loaded configuration for MPV: 3 features, 80.0% accuracy [2025-10-17T00:03:22.180028] [DEBUG] [LOCAL ] Loaded configuration for BKD: 1 features, 70.0% accuracy [2025-10-17T00:03:22.180323] [DEBUG] [LOCAL ] Loaded configuration for SRG: 3 features, 60.0% accuracy [2025-10-17T00:03:22.180625] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-10-17T00:03:22.180767] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 70.0% accuracy [2025-10-17T00:03:22.181051] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 80.0% accuracy [2025-10-17T00:03:22.181372] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 70.0% accuracy [2025-10-17T00:03:22.181689] [DEBUG] [LOCAL ] Loaded configuration for GIC: 1 features, 50.0% accuracy [2025-10-17T00:03:22.182002] [DEBUG] [LOCAL ] Loaded configuration for GLW: 1 features, 70.0% accuracy [2025-10-17T00:03:22.182286] [DEBUG] [LOCAL ] Loaded configuration for RFM: 1 features, 50.0% accuracy [2025-10-17T00:03:22.182603] [DEBUG] [LOCAL ] Loaded configuration for VMC: 2 features, 70.0% accuracy [2025-10-17T00:03:22.182910] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.183194] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.183504] [DEBUG] [LOCAL ] Loaded configuration for WINN: 2 features, 80.0% accuracy [2025-10-17T00:03:22.183867] [DEBUG] [LOCAL ] Loaded configuration for CMG: 1 features, 60.0% accuracy [2025-10-17T00:03:22.184144] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-10-17T00:03:22.184410] [DEBUG] [LOCAL ] Loaded configuration for CDLR: 1 features, 90.0% accuracy [2025-10-17T00:03:22.184740] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 1 features, 80.0% accuracy [2025-10-17T00:03:22.185072] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 100.0% accuracy [2025-10-17T00:03:22.185345] [DEBUG] [LOCAL ] Loaded configuration for TEN: 1 features, 100.0% accuracy [2025-10-17T00:03:22.185683] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-10-17T00:03:22.185999] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 2 features, 70.0% accuracy [2025-10-17T00:03:22.186311] [DEBUG] [LOCAL ] Loaded configuration for KOP: 4 features, 80.0% accuracy [2025-10-17T00:03:22.186574] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 4 features, 60.0% accuracy [2025-10-17T00:03:22.186875] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 4 features, 60.0% accuracy [2025-10-17T00:03:22.186961] [DEBUG] [LOCAL ] Loaded configuration for DE: 1 features, 80.0% accuracy [2025-10-17T00:03:22.187221] [DEBUG] [LOCAL ] Loaded configuration for FGN: 5 features, 80.0% accuracy [2025-10-17T00:03:22.187501] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 80.0% accuracy [2025-10-17T00:03:22.187784] [DEBUG] [LOCAL ] Loaded configuration for PIM: 2 features, 70.0% accuracy [2025-10-17T00:03:22.188112] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-10-17T00:03:22.188435] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 80.0% accuracy [2025-10-17T00:03:22.188733] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-10-17T00:03:22.189068] [DEBUG] [LOCAL ] Loaded configuration for UNM: 0 features, 70.0% accuracy [2025-10-17T00:03:22.189394] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 5 features, 90.0% accuracy [2025-10-17T00:03:22.189681] [DEBUG] [LOCAL ] Loaded configuration for BK: 3 features, 90.0% accuracy [2025-10-17T00:03:22.189972] [DEBUG] [LOCAL ] Loaded configuration for STZ: 3 features, 90.0% accuracy [2025-10-17T00:03:22.190288] [DEBUG] [LOCAL ] Loaded configuration for LTC: 2 features, 60.0% accuracy [2025-10-17T00:03:22.190556] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 1 features, 70.0% accuracy [2025-10-17T00:03:22.190848] [DEBUG] [LOCAL ] Loaded configuration for PAI: 1 features, 80.0% accuracy [2025-10-17T00:03:22.190954] [DEBUG] [LOCAL ] Loaded configuration for TJX: 1 features, 60.0% accuracy [2025-10-17T00:03:22.191239] [DEBUG] [LOCAL ] Loaded configuration for ETR: 3 features, 70.0% accuracy [2025-10-17T00:03:22.191524] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 50.0% accuracy [2025-10-17T00:03:22.191869] [DEBUG] [LOCAL ] Loaded configuration for AMTM: 2 features, 80.0% accuracy [2025-10-17T00:03:22.192194] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-10-17T00:03:22.192477] [DEBUG] [LOCAL ] Loaded configuration for RC: 3 features, 60.0% accuracy [2025-10-17T00:03:22.192799] [DEBUG] [LOCAL ] Loaded configuration for HBI: 2 features, 60.0% accuracy [2025-10-17T00:03:22.193121] [DEBUG] [LOCAL ] Loaded configuration for STWD: 1 features, 70.0% accuracy [2025-10-17T00:03:22.193409] [DEBUG] [LOCAL ] Loaded configuration for UP: 1 features, 80.0% accuracy [2025-10-17T00:03:22.193729] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 4 features, 80.0% accuracy [2025-10-17T00:03:22.194044] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-10-17T00:03:22.194327] [DEBUG] [LOCAL ] Loaded configuration for HRI: 2 features, 30.0% accuracy [2025-10-17T00:03:22.194668] [DEBUG] [LOCAL ] Loaded configuration for YUM: 1 features, 90.0% accuracy [2025-10-17T00:03:22.194958] [DEBUG] [LOCAL ] Loaded configuration for ARW: 4 features, 90.0% accuracy [2025-10-17T00:03:22.195272] [DEBUG] [LOCAL ] Loaded configuration for VNO: 3 features, 100.0% accuracy [2025-10-17T00:03:22.195558] [DEBUG] [LOCAL ] Loaded configuration for JFR: 0 features, 50.0% accuracy [2025-10-17T00:03:22.195849] [DEBUG] [LOCAL ] Loaded configuration for AGX: 4 features, 80.0% accuracy [2025-10-17T00:03:22.196131] [DEBUG] [LOCAL ] Loaded configuration for SUN: 3 features, 70.0% accuracy [2025-10-17T00:03:22.196446] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-10-17T00:03:22.197273] [DEBUG] [LOCAL ] Loaded configuration for CHGG: 3 features, 60.0% accuracy [2025-10-17T00:03:22.197542] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 40.0% accuracy [2025-10-17T00:03:22.197830] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 4 features, 70.0% accuracy [2025-10-17T00:03:22.198127] [DEBUG] [LOCAL ] Loaded configuration for HLX: 1 features, 80.0% accuracy [2025-10-17T00:03:22.198459] [DEBUG] [LOCAL ] Loaded configuration for ITGR: 3 features, 80.0% accuracy [2025-10-17T00:03:22.198731] [DEBUG] [LOCAL ] Loaded configuration for ASX: 1 features, 80.0% accuracy [2025-10-17T00:03:22.199013] [DEBUG] [LOCAL ] Loaded configuration for AEE: 0 features, 40.0% accuracy [2025-10-17T00:03:22.199289] [DEBUG] [LOCAL ] Loaded configuration for EXR: 1 features, 50.0% accuracy [2025-10-17T00:03:22.199621] [DEBUG] [LOCAL ] Loaded configuration for CNI: 3 features, 70.0% accuracy [2025-10-17T00:03:22.199927] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-10-17T00:03:22.200209] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-10-17T00:03:22.200296] [DEBUG] [LOCAL ] Loaded configuration for DDT: 1 features, 90.0% accuracy [2025-10-17T00:03:22.200607] [DEBUG] [LOCAL ] Loaded configuration for ST: 1 features, 50.0% accuracy [2025-10-17T00:03:22.200982] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 1 features, 90.0% accuracy [2025-10-17T00:03:22.201307] [DEBUG] [LOCAL ] Loaded configuration for MMI: 0 features, 50.0% accuracy [2025-10-17T00:03:22.201639] [DEBUG] [LOCAL ] Loaded configuration for TDC: 3 features, 90.0% accuracy [2025-10-17T00:03:22.201953] [DEBUG] [LOCAL ] Loaded configuration for GOF: 4 features, 90.0% accuracy [2025-10-17T00:03:22.202284] [DEBUG] [LOCAL ] Loaded configuration for ETV: 3 features, 90.0% accuracy [2025-10-17T00:03:22.202628] [DEBUG] [LOCAL ] Loaded configuration for UE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.202970] [DEBUG] [LOCAL ] Loaded configuration for AVA: 0 features, 80.0% accuracy [2025-10-17T00:03:22.203270] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.203606] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-10-17T00:03:22.203938] [DEBUG] [LOCAL ] Loaded configuration for ADX: 1 features, 70.0% accuracy [2025-10-17T00:03:22.204228] [DEBUG] [LOCAL ] Loaded configuration for GUT: 1 features, 60.0% accuracy [2025-10-17T00:03:22.204511] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 0 features, 70.0% accuracy [2025-10-17T00:03:22.204801] [DEBUG] [LOCAL ] Loaded configuration for CCRD: 1 features, 70.0% accuracy [2025-10-17T00:03:22.205138] [DEBUG] [LOCAL ] Loaded configuration for JPM: 4 features, 90.0% accuracy [2025-10-17T00:03:22.205440] [DEBUG] [LOCAL ] Loaded configuration for BTO: 1 features, 70.0% accuracy [2025-10-17T00:03:22.205724] [DEBUG] [LOCAL ] Loaded configuration for GROV: 1 features, 60.0% accuracy [2025-10-17T00:03:22.206013] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 3 features, 70.0% accuracy [2025-10-17T00:03:22.206119] [DEBUG] [LOCAL ] Loaded configuration for ZK: 2 features, 90.0% accuracy [2025-10-17T00:03:22.206424] [DEBUG] [LOCAL ] Loaded configuration for ATO: 1 features, 70.0% accuracy [2025-10-17T00:03:22.206724] [DEBUG] [LOCAL ] Loaded configuration for UAN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.207055] [DEBUG] [LOCAL ] Loaded configuration for CGAU: 0 features, 60.0% accuracy [2025-10-17T00:03:22.207352] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-10-17T00:03:22.207690] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-10-17T00:03:22.207972] [DEBUG] [LOCAL ] Loaded configuration for TAK: 2 features, 70.0% accuracy [2025-10-17T00:03:22.208256] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 80.0% accuracy [2025-10-17T00:03:22.208544] [DEBUG] [LOCAL ] Loaded configuration for AGL: 3 features, 70.0% accuracy [2025-10-17T00:03:22.208813] [DEBUG] [LOCAL ] Loaded configuration for KRG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.209080] [DEBUG] [LOCAL ] Loaded configuration for EOT: 1 features, 50.0% accuracy [2025-10-17T00:03:22.209348] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.209630] [DEBUG] [LOCAL ] Loaded configuration for IR: 0 features, 60.0% accuracy [2025-10-17T00:03:22.209944] [DEBUG] [LOCAL ] Loaded configuration for EVR: 2 features, 60.0% accuracy [2025-10-17T00:03:22.210274] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 3 features, 90.0% accuracy [2025-10-17T00:03:22.210361] [DEBUG] [LOCAL ] Loaded configuration for EAT: 2 features, 90.0% accuracy [2025-10-17T00:03:22.210445] [DEBUG] [LOCAL ] Loaded configuration for V: 2 features, 80.0% accuracy [2025-10-17T00:03:22.210849] [DEBUG] [LOCAL ] Loaded configuration for CIMN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.211137] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-10-17T00:03:22.211413] [DEBUG] [LOCAL ] Loaded configuration for FTWO: 4 features, 100.0% accuracy [2025-10-17T00:03:22.211718] [DEBUG] [LOCAL ] Loaded configuration for SPMC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.212058] [DEBUG] [LOCAL ] Loaded configuration for AUB: 3 features, 70.0% accuracy [2025-10-17T00:03:22.212332] [DEBUG] [LOCAL ] Loaded configuration for BYD: 1 features, 70.0% accuracy [2025-10-17T00:03:22.212684] [DEBUG] [LOCAL ] Loaded configuration for BWA: 2 features, 90.0% accuracy [2025-10-17T00:03:22.213606] [DEBUG] [LOCAL ] Loaded configuration for ING: 0 features, 80.0% accuracy [2025-10-17T00:03:22.213739] [DEBUG] [LOCAL ] Loaded configuration for APD: 2 features, 70.0% accuracy [2025-10-17T00:03:22.214019] [DEBUG] [LOCAL ] Loaded configuration for BEN: 4 features, 90.0% accuracy [2025-10-17T00:03:22.214311] [DEBUG] [LOCAL ] Loaded configuration for VCV: 2 features, 60.0% accuracy [2025-10-17T00:03:22.214622] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 60.0% accuracy [2025-10-17T00:03:22.214985] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 80.0% accuracy [2025-10-17T00:03:22.215338] [DEBUG] [LOCAL ] Loaded configuration for DLX: 0 features, 70.0% accuracy [2025-10-17T00:03:22.215444] [DEBUG] [LOCAL ] Loaded configuration for CNF: 1 features, 60.0% accuracy [2025-10-17T00:03:22.215753] [DEBUG] [LOCAL ] Loaded configuration for USPH: 4 features, 80.0% accuracy [2025-10-17T00:03:22.216103] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 2 features, 80.0% accuracy [2025-10-17T00:03:22.216405] [DEBUG] [LOCAL ] Loaded configuration for FBRT: 3 features, 60.0% accuracy [2025-10-17T00:03:22.216693] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-10-17T00:03:22.216976] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 0 features, 70.0% accuracy [2025-10-17T00:03:22.217272] [DEBUG] [LOCAL ] Loaded configuration for CALX: 3 features, 70.0% accuracy [2025-10-17T00:03:22.217606] [DEBUG] [LOCAL ] Loaded configuration for ERO: 2 features, 70.0% accuracy [2025-10-17T00:03:22.217952] [DEBUG] [LOCAL ] Loaded configuration for AFGD: 3 features, 70.0% accuracy [2025-10-17T00:03:22.218279] [DEBUG] [LOCAL ] Loaded configuration for EMP: 3 features, 50.0% accuracy [2025-10-17T00:03:22.218599] [DEBUG] [LOCAL ] Loaded configuration for AIR: 0 features, 80.0% accuracy [2025-10-17T00:03:22.218964] [DEBUG] [LOCAL ] Loaded configuration for FI: 3 features, 80.0% accuracy [2025-10-17T00:03:22.219250] [DEBUG] [LOCAL ] Loaded configuration for GDO: 1 features, 50.0% accuracy [2025-10-17T00:03:22.219337] [DEBUG] [LOCAL ] Loaded configuration for UNF: 3 features, 90.0% accuracy [2025-10-17T00:03:22.219584] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-10-17T00:03:22.219907] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-10-17T00:03:22.220223] [DEBUG] [LOCAL ] Loaded configuration for FLC: 2 features, 80.0% accuracy [2025-10-17T00:03:22.220616] [DEBUG] [LOCAL ] Loaded configuration for SRI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.220762] [DEBUG] [LOCAL ] Loaded configuration for FNV: 0 features, 60.0% accuracy [2025-10-17T00:03:22.221039] [DEBUG] [LOCAL ] Loaded configuration for BCAT: 3 features, 70.0% accuracy [2025-10-17T00:03:22.221387] [DEBUG] [LOCAL ] Loaded configuration for FG: 0 features, 80.0% accuracy [2025-10-17T00:03:22.221681] [DEBUG] [LOCAL ] Loaded configuration for GXO: 1 features, 50.0% accuracy [2025-10-17T00:03:22.221979] [DEBUG] [LOCAL ] Loaded configuration for COUR: 2 features, 70.0% accuracy [2025-10-17T00:03:22.222329] [DEBUG] [LOCAL ] Loaded configuration for AGM: 3 features, 90.0% accuracy [2025-10-17T00:03:22.222693] [DEBUG] [LOCAL ] Loaded configuration for GRND: 3 features, 60.0% accuracy [2025-10-17T00:03:22.222980] [DEBUG] [LOCAL ] Loaded configuration for BBY: 0 features, 60.0% accuracy [2025-10-17T00:03:22.223313] [DEBUG] [LOCAL ] Loaded configuration for BIPJ: 1 features, 90.0% accuracy [2025-10-17T00:03:22.223632] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-10-17T00:03:22.223938] [DEBUG] [LOCAL ] Loaded configuration for COOK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.224257] [DEBUG] [LOCAL ] Loaded configuration for BURL: 3 features, 50.0% accuracy [2025-10-17T00:03:22.224381] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 70.0% accuracy [2025-10-17T00:03:22.224694] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-10-17T00:03:22.224982] [DEBUG] [LOCAL ] Loaded configuration for PML: 3 features, 60.0% accuracy [2025-10-17T00:03:22.225269] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 70.0% accuracy [2025-10-17T00:03:22.225554] [DEBUG] [LOCAL ] Loaded configuration for CIM: 1 features, 80.0% accuracy [2025-10-17T00:03:22.225894] [DEBUG] [LOCAL ] Loaded configuration for NOK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.226180] [DEBUG] [LOCAL ] Loaded configuration for VST: 2 features, 70.0% accuracy [2025-10-17T00:03:22.226465] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 3 features, 80.0% accuracy [2025-10-17T00:03:22.226786] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-10-17T00:03:22.227070] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 1 features, 40.0% accuracy [2025-10-17T00:03:22.227338] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 70.0% accuracy [2025-10-17T00:03:22.227424] [DEBUG] [LOCAL ] Loaded configuration for IRT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.227487] [DEBUG] [LOCAL ] Loaded configuration for ANRO: 2 features, 70.0% accuracy [2025-10-17T00:03:22.227750] [DEBUG] [LOCAL ] Loaded configuration for TY: 2 features, 80.0% accuracy [2025-10-17T00:03:22.228016] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-10-17T00:03:22.228475] [DEBUG] [LOCAL ] Loaded configuration for E: 3 features, 90.0% accuracy [2025-10-17T00:03:22.228792] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 2 features, 80.0% accuracy [2025-10-17T00:03:22.229138] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-10-17T00:03:22.229448] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 2 features, 70.0% accuracy [2025-10-17T00:03:22.229757] [DEBUG] [LOCAL ] Loaded configuration for RES: 5 features, 90.0% accuracy [2025-10-17T00:03:22.230098] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 70.0% accuracy [2025-10-17T00:03:22.230385] [DEBUG] [LOCAL ] Loaded configuration for EOS: 5 features, 60.0% accuracy [2025-10-17T00:03:22.230720] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 70.0% accuracy [2025-10-17T00:03:22.231063] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 0 features, 80.0% accuracy [2025-10-17T00:03:22.231396] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 70.0% accuracy [2025-10-17T00:03:22.231683] [DEBUG] [LOCAL ] Loaded configuration for EFR: 2 features, 80.0% accuracy [2025-10-17T00:03:22.232021] [DEBUG] [LOCAL ] Loaded configuration for FINS: 3 features, 80.0% accuracy [2025-10-17T00:03:22.232326] [DEBUG] [LOCAL ] Loaded configuration for MFSI: 4 features, 70.0% accuracy [2025-10-17T00:03:22.232677] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-10-17T00:03:22.232988] [DEBUG] [LOCAL ] Loaded configuration for FCPT: 1 features, 80.0% accuracy [2025-10-17T00:03:22.233273] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 2 features, 60.0% accuracy [2025-10-17T00:03:22.233597] [DEBUG] [LOCAL ] Loaded configuration for UNH: 2 features, 70.0% accuracy [2025-10-17T00:03:22.233960] [DEBUG] [LOCAL ] Loaded configuration for VLN: 3 features, 80.0% accuracy [2025-10-17T00:03:22.234282] [DEBUG] [LOCAL ] Loaded configuration for AFG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.234387] [DEBUG] [LOCAL ] Loaded configuration for TGT: 4 features, 70.0% accuracy [2025-10-17T00:03:22.234691] [DEBUG] [LOCAL ] Loaded configuration for EMR: 1 features, 90.0% accuracy [2025-10-17T00:03:22.234990] [DEBUG] [LOCAL ] Loaded configuration for TYL: 1 features, 60.0% accuracy [2025-10-17T00:03:22.235325] [DEBUG] [LOCAL ] Loaded configuration for INGM: 3 features, 90.0% accuracy [2025-10-17T00:03:22.235411] [DEBUG] [LOCAL ] Loaded configuration for ACHR: 2 features, 70.0% accuracy [2025-10-17T00:03:22.235728] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 70.0% accuracy [2025-10-17T00:03:22.236000] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 60.0% accuracy [2025-10-17T00:03:22.236087] [DEBUG] [LOCAL ] Loaded configuration for ADCT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.236170] [DEBUG] [LOCAL ] Loaded configuration for BANC: 2 features, 60.0% accuracy [2025-10-17T00:03:22.236436] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 100.0% accuracy [2025-10-17T00:03:22.236704] [DEBUG] [LOCAL ] Loaded configuration for APO: 5 features, 60.0% accuracy [2025-10-17T00:03:22.237018] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.237302] [DEBUG] [LOCAL ] Loaded configuration for SAN: 4 features, 80.0% accuracy [2025-10-17T00:03:22.237622] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 4 features, 80.0% accuracy [2025-10-17T00:03:22.237931] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-10-17T00:03:22.238249] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 3 features, 70.0% accuracy [2025-10-17T00:03:22.238520] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 90.0% accuracy [2025-10-17T00:03:22.238853] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.239137] [DEBUG] [LOCAL ] Loaded configuration for TGS: 2 features, 80.0% accuracy [2025-10-17T00:03:22.240111] [DEBUG] [LOCAL ] Loaded configuration for DV: 0 features, 50.0% accuracy [2025-10-17T00:03:22.240385] [DEBUG] [LOCAL ] Loaded configuration for APG: 1 features, 70.0% accuracy [2025-10-17T00:03:22.240688] [DEBUG] [LOCAL ] Loaded configuration for VIV: 1 features, 100.0% accuracy [2025-10-17T00:03:22.240965] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 0 features, 40.0% accuracy [2025-10-17T00:03:22.241250] [DEBUG] [LOCAL ] Loaded configuration for AAT: 2 features, 80.0% accuracy [2025-10-17T00:03:22.241580] [DEBUG] [LOCAL ] Loaded configuration for THW: 3 features, 80.0% accuracy [2025-10-17T00:03:22.241931] [DEBUG] [LOCAL ] Loaded configuration for USB: 5 features, 90.0% accuracy [2025-10-17T00:03:22.242275] [DEBUG] [LOCAL ] Loaded configuration for AYI: 5 features, 80.0% accuracy [2025-10-17T00:03:22.242766] [DEBUG] [LOCAL ] Loaded configuration for CLH: 0 features, 60.0% accuracy [2025-10-17T00:03:22.242853] [DEBUG] [LOCAL ] Loaded configuration for CBT: 0 features, 70.0% accuracy [2025-10-17T00:03:22.242935] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 60.0% accuracy [2025-10-17T00:03:22.243228] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-10-17T00:03:22.243573] [DEBUG] [LOCAL ] Loaded configuration for VNT: 7 features, 90.0% accuracy [2025-10-17T00:03:22.243940] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 2 features, 90.0% accuracy [2025-10-17T00:03:22.244915] [DEBUG] [LOCAL ] Loaded configuration for EG: 1 features, 70.0% accuracy [2025-10-17T00:03:22.245245] [DEBUG] [LOCAL ] Loaded configuration for CP: 3 features, 80.0% accuracy [2025-10-17T00:03:22.245602] [DEBUG] [LOCAL ] Loaded configuration for LUV: 4 features, 70.0% accuracy [2025-10-17T00:03:22.246036] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 3 features, 80.0% accuracy [2025-10-17T00:03:22.246442] [DEBUG] [LOCAL ] Loaded configuration for ES: 4 features, 90.0% accuracy [2025-10-17T00:03:22.246856] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-10-17T00:03:22.246964] [DEBUG] [LOCAL ] Loaded configuration for GFR: 4 features, 70.0% accuracy [2025-10-17T00:03:22.247263] [DEBUG] [LOCAL ] Loaded configuration for EDD: 4 features, 70.0% accuracy [2025-10-17T00:03:22.247369] [DEBUG] [LOCAL ] Loaded configuration for DHI: 4 features, 60.0% accuracy [2025-10-17T00:03:22.247715] [DEBUG] [LOCAL ] Loaded configuration for BNT: 2 features, 60.0% accuracy [2025-10-17T00:03:22.248078] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-10-17T00:03:22.248437] [DEBUG] [LOCAL ] Loaded configuration for TIXT: 2 features, 80.0% accuracy [2025-10-17T00:03:22.248736] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 1 features, 60.0% accuracy [2025-10-17T00:03:22.249080] [DEBUG] [LOCAL ] Loaded configuration for WMS: 2 features, 70.0% accuracy [2025-10-17T00:03:22.249375] [DEBUG] [LOCAL ] Loaded configuration for BLND: 3 features, 80.0% accuracy [2025-10-17T00:03:22.249724] [DEBUG] [LOCAL ] Loaded configuration for WF: 4 features, 90.0% accuracy [2025-10-17T00:03:22.250029] [DEBUG] [LOCAL ] Loaded configuration for CAT: 5 features, 80.0% accuracy [2025-10-17T00:03:22.250344] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-10-17T00:03:22.250681] [DEBUG] [LOCAL ] Loaded configuration for CRK: 1 features, 80.0% accuracy [2025-10-17T00:03:22.250996] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 2 features, 80.0% accuracy [2025-10-17T00:03:22.251381] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 70.0% accuracy [2025-10-17T00:03:22.251762] [DEBUG] [LOCAL ] Loaded configuration for ARDT: 2 features, 60.0% accuracy [2025-10-17T00:03:22.252107] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-10-17T00:03:22.252436] [DEBUG] [LOCAL ] Loaded configuration for FLXR: 2 features, 60.0% accuracy [2025-10-17T00:03:22.252818] [DEBUG] [LOCAL ] Loaded configuration for CSR: 1 features, 60.0% accuracy [2025-10-17T00:03:22.253198] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-10-17T00:03:22.253513] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 60.0% accuracy [2025-10-17T00:03:22.253950] [DEBUG] [LOCAL ] Loaded configuration for HOG: 2 features, 70.0% accuracy [2025-10-17T00:03:22.254326] [DEBUG] [LOCAL ] Loaded configuration for AKR: 2 features, 80.0% accuracy [2025-10-17T00:03:22.254702] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-10-17T00:03:22.255086] [DEBUG] [LOCAL ] Loaded configuration for FFC: 4 features, 80.0% accuracy [2025-10-17T00:03:22.255436] [DEBUG] [LOCAL ] Loaded configuration for MLR: 3 features, 60.0% accuracy [2025-10-17T00:03:22.255763] [DEBUG] [LOCAL ] Loaded configuration for IT: 3 features, 70.0% accuracy [2025-10-17T00:03:22.256143] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 2 features, 80.0% accuracy [2025-10-17T00:03:22.256527] [DEBUG] [LOCAL ] Loaded configuration for ASA: 2 features, 80.0% accuracy [2025-10-17T00:03:22.256928] [DEBUG] [LOCAL ] Loaded configuration for NUV: 1 features, 50.0% accuracy [2025-10-17T00:03:22.257041] [DEBUG] [LOCAL ] Loaded configuration for ED: 2 features, 80.0% accuracy [2025-10-17T00:03:22.257406] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-10-17T00:03:22.257730] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 3 features, 70.0% accuracy [2025-10-17T00:03:22.258107] [DEBUG] [LOCAL ] Loaded configuration for SES: 3 features, 70.0% accuracy [2025-10-17T00:03:22.258463] [DEBUG] [LOCAL ] Loaded configuration for WMK: 0 features, 90.0% accuracy [2025-10-17T00:03:22.258793] [DEBUG] [LOCAL ] Loaded configuration for EXG: 2 features, 80.0% accuracy [2025-10-17T00:03:22.259148] [DEBUG] [LOCAL ] Loaded configuration for MX: 2 features, 70.0% accuracy [2025-10-17T00:03:22.259497] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 1 features, 60.0% accuracy [2025-10-17T00:03:22.259854] [DEBUG] [LOCAL ] Loaded configuration for YPF: 2 features, 100.0% accuracy [2025-10-17T00:03:22.260160] [DEBUG] [LOCAL ] Loaded configuration for IFF: 2 features, 80.0% accuracy [2025-10-17T00:03:22.260468] [DEBUG] [LOCAL ] Loaded configuration for ERJ: 4 features, 80.0% accuracy [2025-10-17T00:03:22.260825] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 80.0% accuracy [2025-10-17T00:03:22.261185] [DEBUG] [LOCAL ] Loaded configuration for SOBO: 1 features, 50.0% accuracy [2025-10-17T00:03:22.261492] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 1 features, 80.0% accuracy [2025-10-17T00:03:22.261800] [DEBUG] [LOCAL ] Loaded configuration for EBS: 6 features, 70.0% accuracy [2025-10-17T00:03:22.262106] [DEBUG] [LOCAL ] Loaded configuration for TVE: 3 features, 70.0% accuracy [2025-10-17T00:03:22.262479] [DEBUG] [LOCAL ] Loaded configuration for HHH: 1 features, 80.0% accuracy [2025-10-17T00:03:22.262619] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 70.0% accuracy [2025-10-17T00:03:22.262970] [DEBUG] [LOCAL ] Loaded configuration for UMH: 1 features, 60.0% accuracy [2025-10-17T00:03:22.263325] [DEBUG] [LOCAL ] Loaded configuration for CAF: 3 features, 70.0% accuracy [2025-10-17T00:03:22.263639] [DEBUG] [LOCAL ] Loaded configuration for MGY: 3 features, 80.0% accuracy [2025-10-17T00:03:22.263985] [DEBUG] [LOCAL ] Loaded configuration for MPW: 3 features, 80.0% accuracy [2025-10-17T00:03:22.264308] [DEBUG] [LOCAL ] Loaded configuration for WGO: 2 features, 60.0% accuracy [2025-10-17T00:03:22.264677] [DEBUG] [LOCAL ] Loaded configuration for STNG: 0 features, 40.0% accuracy [2025-10-17T00:03:22.264980] [DEBUG] [LOCAL ] Loaded configuration for TRV: 3 features, 70.0% accuracy [2025-10-17T00:03:22.265302] [DEBUG] [LOCAL ] Loaded configuration for VMI: 2 features, 90.0% accuracy [2025-10-17T00:03:22.265443] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-10-17T00:03:22.265792] [DEBUG] [LOCAL ] Loaded configuration for BAP: 1 features, 70.0% accuracy [2025-10-17T00:03:22.266151] [DEBUG] [LOCAL ] Loaded configuration for VRE: 2 features, 70.0% accuracy [2025-10-17T00:03:22.266507] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-10-17T00:03:22.266830] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 1 features, 90.0% accuracy [2025-10-17T00:03:22.267349] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 1 features, 90.0% accuracy [2025-10-17T00:03:22.267705] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 70.0% accuracy [2025-10-17T00:03:22.268013] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-10-17T00:03:22.268347] [DEBUG] [LOCAL ] Loaded configuration for CHH: 3 features, 100.0% accuracy [2025-10-17T00:03:22.268722] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-10-17T00:03:22.269034] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 1 features, 80.0% accuracy [2025-10-17T00:03:22.269360] [DEBUG] [LOCAL ] Loaded configuration for BOW: 1 features, 70.0% accuracy [2025-10-17T00:03:22.269732] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 80.0% accuracy [2025-10-17T00:03:22.270064] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-10-17T00:03:22.270691] [DEBUG] [LOCAL ] Loaded configuration for HII: 4 features, 90.0% accuracy [2025-10-17T00:03:22.271041] [DEBUG] [LOCAL ] Loaded configuration for ACI: 2 features, 90.0% accuracy [2025-10-17T00:03:22.271382] [DEBUG] [LOCAL ] Loaded configuration for EXK: 3 features, 100.0% accuracy [2025-10-17T00:03:22.271499] [DEBUG] [LOCAL ] Loaded configuration for ELS: 2 features, 70.0% accuracy [2025-10-17T00:03:22.271870] [DEBUG] [LOCAL ] Loaded configuration for TEAF: 2 features, 50.0% accuracy [2025-10-17T00:03:22.272208] [DEBUG] [LOCAL ] Loaded configuration for GHC: 2 features, 100.0% accuracy [2025-10-17T00:03:22.272328] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 80.0% accuracy [2025-10-17T00:03:22.272719] [DEBUG] [LOCAL ] Loaded configuration for CMI: 1 features, 70.0% accuracy [2025-10-17T00:03:22.273067] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 2 features, 80.0% accuracy [2025-10-17T00:03:22.273391] [DEBUG] [LOCAL ] Loaded configuration for RPT: 2 features, 70.0% accuracy [2025-10-17T00:03:22.273710] [DEBUG] [LOCAL ] Loaded configuration for GSL: 5 features, 70.0% accuracy [2025-10-17T00:03:22.274043] [DEBUG] [LOCAL ] Loaded configuration for STXG: 1 features, 70.0% accuracy [2025-10-17T00:03:22.274170] [DEBUG] [LOCAL ] Loaded configuration for KF: 3 features, 60.0% accuracy [2025-10-17T00:03:22.274519] [DEBUG] [LOCAL ] Loaded configuration for TRN: 0 features, 50.0% accuracy [2025-10-17T00:03:22.274928] [DEBUG] [LOCAL ] Loaded configuration for NKX: 6 features, 80.0% accuracy [2025-10-17T00:03:22.275250] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-10-17T00:03:22.275582] [DEBUG] [LOCAL ] Loaded configuration for STVN: 2 features, 70.0% accuracy [2025-10-17T00:03:22.275967] [DEBUG] [LOCAL ] Loaded configuration for BMI: 3 features, 90.0% accuracy [2025-10-17T00:03:22.276288] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-10-17T00:03:22.276699] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-10-17T00:03:22.277019] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-10-17T00:03:22.277338] [DEBUG] [LOCAL ] Loaded configuration for VRT: 2 features, 70.0% accuracy [2025-10-17T00:03:22.277693] [DEBUG] [LOCAL ] Loaded configuration for RNP: 3 features, 70.0% accuracy [2025-10-17T00:03:22.278033] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 80.0% accuracy [2025-10-17T00:03:22.278372] [DEBUG] [LOCAL ] Loaded configuration for AVK: 3 features, 80.0% accuracy [2025-10-17T00:03:22.278714] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 6 features, 80.0% accuracy [2025-10-17T00:03:22.279006] [DEBUG] [LOCAL ] Loaded configuration for CFG: 0 features, 70.0% accuracy [2025-10-17T00:03:22.279285] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 3 features, 70.0% accuracy [2025-10-17T00:03:22.279612] [DEBUG] [LOCAL ] Loaded configuration for TDS: 4 features, 60.0% accuracy [2025-10-17T00:03:22.279969] [DEBUG] [LOCAL ] Loaded configuration for DHR: 1 features, 80.0% accuracy [2025-10-17T00:03:22.280242] [DEBUG] [LOCAL ] Loaded configuration for RSF: 4 features, 80.0% accuracy [2025-10-17T00:03:22.280507] [DEBUG] [LOCAL ] Loaded configuration for WT: 1 features, 60.0% accuracy [2025-10-17T00:03:22.280813] [DEBUG] [LOCAL ] Loaded configuration for AMPY: 5 features, 90.0% accuracy [2025-10-17T00:03:22.281110] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 60.0% accuracy [2025-10-17T00:03:22.281423] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 5 features, 100.0% accuracy [2025-10-17T00:03:22.281694] [DEBUG] [LOCAL ] Loaded configuration for DMO: 4 features, 90.0% accuracy [2025-10-17T00:03:22.281986] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 1 features, 70.0% accuracy [2025-10-17T00:03:22.282314] [DEBUG] [LOCAL ] Loaded configuration for EDF: 1 features, 80.0% accuracy [2025-10-17T00:03:22.282593] [DEBUG] [LOCAL ] Loaded configuration for ACN: 0 features, 60.0% accuracy [2025-10-17T00:03:22.282925] [DEBUG] [LOCAL ] Loaded configuration for CRI: 1 features, 80.0% accuracy [2025-10-17T00:03:22.283210] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-10-17T00:03:22.283518] [DEBUG] [LOCAL ] Loaded configuration for BUR: 5 features, 80.0% accuracy [2025-10-17T00:03:22.283802] [DEBUG] [LOCAL ] Loaded configuration for LFT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.284120] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 1 features, 80.0% accuracy [2025-10-17T00:03:22.284489] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 3 features, 80.0% accuracy [2025-10-17T00:03:22.284788] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 100.0% accuracy [2025-10-17T00:03:22.285084] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 4 features, 80.0% accuracy [2025-10-17T00:03:22.285387] [DEBUG] [LOCAL ] Loaded configuration for VIK: 1 features, 70.0% accuracy [2025-10-17T00:03:22.285709] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-10-17T00:03:22.286009] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 80.0% accuracy [2025-10-17T00:03:22.286295] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-10-17T00:03:22.286564] [DEBUG] [LOCAL ] Loaded configuration for STXD: 4 features, 50.0% accuracy [2025-10-17T00:03:22.286877] [DEBUG] [LOCAL ] Loaded configuration for LU: 0 features, 80.0% accuracy [2025-10-17T00:03:22.287144] [DEBUG] [LOCAL ] Loaded configuration for NRT: 3 features, 90.0% accuracy [2025-10-17T00:03:22.288117] [DEBUG] [LOCAL ] Loaded configuration for JLS: 3 features, 70.0% accuracy [2025-10-17T00:03:22.288449] [DEBUG] [LOCAL ] Loaded configuration for JEF: 4 features, 70.0% accuracy [2025-10-17T00:03:22.288775] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-10-17T00:03:22.289051] [DEBUG] [LOCAL ] Loaded configuration for XPO: 2 features, 70.0% accuracy [2025-10-17T00:03:22.289339] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 90.0% accuracy [2025-10-17T00:03:22.289426] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 2 features, 70.0% accuracy [2025-10-17T00:03:22.289729] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-10-17T00:03:22.289998] [DEBUG] [LOCAL ] Loaded configuration for BKU: 5 features, 80.0% accuracy [2025-10-17T00:03:22.290328] [DEBUG] [LOCAL ] Loaded configuration for YOU: 1 features, 60.0% accuracy [2025-10-17T00:03:22.290605] [DEBUG] [LOCAL ] Loaded configuration for ABR: 1 features, 100.0% accuracy [2025-10-17T00:03:22.290931] [DEBUG] [LOCAL ] Loaded configuration for RCS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.291231] [DEBUG] [LOCAL ] Loaded configuration for SXI: 2 features, 60.0% accuracy [2025-10-17T00:03:22.291549] [DEBUG] [LOCAL ] Loaded configuration for T: 5 features, 90.0% accuracy [2025-10-17T00:03:22.291699] [DEBUG] [LOCAL ] Loaded configuration for AR: 1 features, 70.0% accuracy [2025-10-17T00:03:22.292068] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-10-17T00:03:22.292384] [DEBUG] [LOCAL ] Loaded configuration for KNX: 3 features, 70.0% accuracy [2025-10-17T00:03:22.292680] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 4 features, 80.0% accuracy [2025-10-17T00:03:22.293066] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 80.0% accuracy [2025-10-17T00:03:22.293390] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-10-17T00:03:22.293704] [DEBUG] [LOCAL ] Loaded configuration for XFLT: 4 features, 90.0% accuracy [2025-10-17T00:03:22.294008] [DEBUG] [LOCAL ] Loaded configuration for FCX: 2 features, 80.0% accuracy [2025-10-17T00:03:22.294312] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 60.0% accuracy [2025-10-17T00:03:22.294596] [DEBUG] [LOCAL ] Loaded configuration for MLI: 1 features, 60.0% accuracy [2025-10-17T00:03:22.294967] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 80.0% accuracy [2025-10-17T00:03:22.295304] [DEBUG] [LOCAL ] Loaded configuration for LOCL: 3 features, 80.0% accuracy [2025-10-17T00:03:22.295632] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-10-17T00:03:22.295989] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 2 features, 80.0% accuracy [2025-10-17T00:03:22.296322] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-10-17T00:03:22.296616] [DEBUG] [LOCAL ] Loaded configuration for CCL: 3 features, 80.0% accuracy [2025-10-17T00:03:22.297026] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-10-17T00:03:22.297323] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 3 features, 100.0% accuracy [2025-10-17T00:03:22.297597] [DEBUG] [LOCAL ] Loaded configuration for ALL: 2 features, 60.0% accuracy [2025-10-17T00:03:22.297961] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 70.0% accuracy [2025-10-17T00:03:22.298295] [DEBUG] [LOCAL ] Loaded configuration for WH: 3 features, 70.0% accuracy [2025-10-17T00:03:22.298680] [DEBUG] [LOCAL ] Loaded configuration for SFL: 2 features, 70.0% accuracy [2025-10-17T00:03:22.298795] [DEBUG] [LOCAL ] Loaded configuration for CHN: 1 features, 50.0% accuracy [2025-10-17T00:03:22.299070] [DEBUG] [LOCAL ] Loaded configuration for FPH: 3 features, 70.0% accuracy [2025-10-17T00:03:22.299386] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 4 features, 70.0% accuracy [2025-10-17T00:03:22.299697] [DEBUG] [LOCAL ] Loaded configuration for LMT: 2 features, 80.0% accuracy [2025-10-17T00:03:22.299971] [DEBUG] [LOCAL ] Loaded configuration for CMC: 2 features, 80.0% accuracy [2025-10-17T00:03:22.300244] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 70.0% accuracy [2025-10-17T00:03:22.300516] [DEBUG] [LOCAL ] Loaded configuration for CTS: 2 features, 70.0% accuracy [2025-10-17T00:03:22.300604] [DEBUG] [LOCAL ] Loaded configuration for CULP: 1 features, 70.0% accuracy [2025-10-17T00:03:22.300988] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.301284] [DEBUG] [LOCAL ] Loaded configuration for PGP: 5 features, 100.0% accuracy [2025-10-17T00:03:22.301571] [DEBUG] [LOCAL ] Loaded configuration for OIS: 2 features, 60.0% accuracy [2025-10-17T00:03:22.301929] [DEBUG] [LOCAL ] Loaded configuration for MATV: 3 features, 90.0% accuracy [2025-10-17T00:03:22.302217] [DEBUG] [LOCAL ] Loaded configuration for BOX: 2 features, 80.0% accuracy [2025-10-17T00:03:22.302506] [DEBUG] [LOCAL ] Loaded configuration for EVH: 0 features, 40.0% accuracy [2025-10-17T00:03:22.302794] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 3 features, 70.0% accuracy [2025-10-17T00:03:22.303114] [DEBUG] [LOCAL ] Loaded configuration for TT: 5 features, 80.0% accuracy [2025-10-17T00:03:22.303400] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 3 features, 90.0% accuracy [2025-10-17T00:03:22.303723] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 2 features, 70.0% accuracy [2025-10-17T00:03:22.304041] [DEBUG] [LOCAL ] Loaded configuration for ODC: 4 features, 80.0% accuracy [2025-10-17T00:03:22.304307] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 80.0% accuracy [2025-10-17T00:03:22.304592] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 4 features, 80.0% accuracy [2025-10-17T00:03:22.305020] [DEBUG] [LOCAL ] Loaded configuration for XHR: 6 features, 70.0% accuracy [2025-10-17T00:03:22.305318] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 3 features, 60.0% accuracy [2025-10-17T00:03:22.306637] [DEBUG] [LOCAL ] Loaded configuration for CUK: 3 features, 60.0% accuracy [2025-10-17T00:03:22.306964] [DEBUG] [LOCAL ] Loaded configuration for RFL: 0 features, 70.0% accuracy [2025-10-17T00:03:22.307240] [DEBUG] [LOCAL ] Loaded configuration for W: 4 features, 80.0% accuracy [2025-10-17T00:03:22.307515] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 80.0% accuracy [2025-10-17T00:03:22.307812] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 3 features, 80.0% accuracy [2025-10-17T00:03:22.308103] [DEBUG] [LOCAL ] Loaded configuration for VAL: 4 features, 70.0% accuracy [2025-10-17T00:03:22.308477] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-10-17T00:03:22.308814] [DEBUG] [LOCAL ] Loaded configuration for KBDC: 4 features, 60.0% accuracy [2025-10-17T00:03:22.309097] [DEBUG] [LOCAL ] Loaded configuration for NREF: 1 features, 70.0% accuracy [2025-10-17T00:03:22.309201] [DEBUG] [LOCAL ] Loaded configuration for VIRT: 3 features, 70.0% accuracy [2025-10-17T00:03:22.309492] [DEBUG] [LOCAL ] Loaded configuration for XYF: 0 features, 70.0% accuracy [2025-10-17T00:03:22.309817] [DEBUG] [LOCAL ] Loaded configuration for WMT: 1 features, 70.0% accuracy [2025-10-17T00:03:22.310103] [DEBUG] [LOCAL ] Loaded configuration for NMI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.310372] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-10-17T00:03:22.310480] [DEBUG] [LOCAL ] Loaded configuration for UHT: 1 features, 40.0% accuracy [2025-10-17T00:03:22.310812] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-10-17T00:03:22.311077] [DEBUG] [LOCAL ] Loaded configuration for BY: 3 features, 90.0% accuracy [2025-10-17T00:03:22.311349] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 2 features, 100.0% accuracy [2025-10-17T00:03:22.311631] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-10-17T00:03:22.311966] [DEBUG] [LOCAL ] Loaded configuration for LPX: 2 features, 80.0% accuracy [2025-10-17T00:03:22.312263] [DEBUG] [LOCAL ] Loaded configuration for EFX: 0 features, 70.0% accuracy [2025-10-17T00:03:22.312557] [DEBUG] [LOCAL ] Loaded configuration for TU: 2 features, 50.0% accuracy [2025-10-17T00:03:22.312864] [DEBUG] [LOCAL ] Loaded configuration for WIW: 0 features, 70.0% accuracy [2025-10-17T00:03:22.313139] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-10-17T00:03:22.313434] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 70.0% accuracy [2025-10-17T00:03:22.313706] [DEBUG] [LOCAL ] Loaded configuration for CODI: 4 features, 70.0% accuracy [2025-10-17T00:03:22.313976] [DEBUG] [LOCAL ] Loaded configuration for LEN: 1 features, 70.0% accuracy [2025-10-17T00:03:22.314245] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 3 features, 80.0% accuracy [2025-10-17T00:03:22.314521] [DEBUG] [LOCAL ] Loaded configuration for EFC: 3 features, 80.0% accuracy [2025-10-17T00:03:22.314627] [DEBUG] [LOCAL ] Loaded configuration for EAI: 1 features, 60.0% accuracy [2025-10-17T00:03:22.315006] [DEBUG] [LOCAL ] Loaded configuration for AMT: 2 features, 80.0% accuracy [2025-10-17T00:03:22.315294] [DEBUG] [LOCAL ] Loaded configuration for OPP: 2 features, 90.0% accuracy [2025-10-17T00:03:22.317125] [INFO ] [LOCAL ] Saved consolidated report: 1803 forecasts -> ./output/forecasts/full/2025-10-17.txt [2025-10-17T00:03:22.317184] [INFO ] [sig ] [6/6] Successfully generated report for 2025-10-17: 1803 entries [2025-10-17T00:03:22.317226] [INFO ] [sig ] ================================================== [2025-10-17T00:03:22.317280] [INFO ] [sig ] Report generation complete: 6/6 reports succeeded [2025-10-17T00:03:22.798530] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-10-17T00:03:22.798860] [INFO ] [sig ] Email notification sent [2025-10-17T00:03:22.799121] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-10-17T00:03:22.799340] [INFO ] [STATE ] Last completion updated: 2025-10-17T00:03:22.799198